Fecha creación: 22:24:46 1 May 2023.
Instalar comandos
. *<< dd_do : noout > >
. clear all
. log using "H:\Mi unidad\Angelica\secreto\IVE\registry_lca3_apr23.smcl", replace
(note: file H:\Mi unidad\Angelica\secreto\IVE\registry_lca3_apr23.smcl not found)
file H:\Mi unidad\Angelica\secreto\IVE\registry_lca3_apr23.smcl could not be opened
r(603);
. log using "G:\Mi unidad\Angelica\secreto\IVE\registry_lca3_apr23.smcl", replace
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
name: <unnamed>
log: G:\Mi unidad\Angelica\secreto\IVE\registry_lca3_apr23.smcl
log type: smcl
opened on: 1 May 2023, 22:24:46
.
. set maxvar 120000, perm
(set maxvar preference recorded)
. set adosize 10000, perm
(set adosize preference recorded)
. set max_memory ., perm
(set max_memory preference recorded)
. set niceness 1, perm
(set niceness preference recorded)
. *https://onlinelibrary.wiley.com/doi/epdf/10.1002/sim.8894
. *https://pclambert.net/pdf/Stata_Nordic2019_Lambert.pdf
. *https://slidetodoc.com/automated-reports-using-stata-chuck-huber-ph-d/
. *~Mi unidad\Alvacast\SISTRAT 2019 (github)\_supp_mstates\stata\12874_2020_1192_MOESM1_ESM.docx
. *https://opr.princeton.edu/workshops/Downloads/2015May_StataGraphicsKoffman.pdf
. *http://www.bruunisejs.dk/StataHacks/My%20commands/matprint/matprint_demo/
. *https://pure.au.dk/portal/files/140882936/ScientificWorkInStataGoneEasy.pdf
. *https://www.stata.com/meeting/nordic-and-baltic18/slides/nordic-and-baltic18_Bruun.pdf
. *https://github.com/dvorakt/TIER_exercises/blob/master/dyndoc_debt_growth/debt%20and%20growth%20stata%20dyndoc.do
.
. cap noi which rcsgen
C:\Users\andre\ado\plus\r\rcsgen.ado
*! version 1.5.9 13FEB2022
. if _rc==111 {
. ssc install rcsgen
. }
. cap noi which matselrc
C:\Users\andre\ado\plus\m\matselrc.ado
*! NJC 1.1.0 20 Apr 2000 (STB-56: dm79)
. if _rc==111 {
. cap noi net install dm79, from("http://www.stata.com/stb/stb56")
. }
. cap noi which tabout
C:\Users\andre\ado\plus\t\tabout.ado
*! 2.0.8 Ian Watson 15mar2019
*! tabout version 3 (beta) available at: http://tabout.net.au
. if _rc==111 {
. cap noi ssc install tabout
. }
. cap noi which pathutil
C:\Users\andre\ado\plus\p\pathutil.ado
*! version 2.2.0 19nov2020 daniel klein
. if _rc==111 {
. cap noi net install pathutil, from("http://fmwww.bc.edu/repec/bocode/p/")
. }
. cap noi which pathutil
C:\Users\andre\ado\plus\p\pathutil.ado
*! version 2.2.0 19nov2020 daniel klein
. if _rc==111 {
. ssc install dirtools
. }
. cap noi which project
C:\Users\andre\ado\plus\p\project.ado
*! version 1.3.1 22dec2013 picard@netbox.com
. if _rc==111 {
. ssc install project
. }
. cap noi which sumat
command sumat not found as either built-in or ado-file
. if _rc==111 {
. cap noi scc install matrixtools
command scc is unrecognized
. }
. cap noi which estwrite
C:\Users\andre\ado\plus\e\estwrite.ado
*! version 1.2.5 19jan2022
*! version 1.0.1 15may2007 (renamed from -eststo- to -estwrite-; -append- added)
*! version 1.0.0 29apr2005 Ben Jann (ETH Zurich)
. if _rc==111 {
. cap noi ssc install estwrite
. }
. cap noi which winsor2
C:\Users\andre\ado\plus\w\winsor2.ado
*! Inspirit of -winsor-(NJ Cox) and -winsorizeJ-(J Caskey)
*! Lian Yujun, arlionn@163.com, 2013-12-25
*! 1.1 2014.12.16
. if _rc==111 {
. cap noi ssc install winsor2
. }
. cap noi which matsave
C:\Users\andre\ado\plus\m\matsave.ado
*! version 1.1.7 24oct2004 by Marc-Andreas Muendler: muendler@ucsd.edu
. if _rc==111 {
. cap noi ssc install matsave
. }
Necesitamos obtener el archivo y el directorio de trabajo.
.
. *para sacar LMR
. *https://www.statalist.org/forums/forum/general-stata-discussion/general/1412686-calculating-entropy-for-lca-latent-class-analysis-in-stata-15/page3
. cap program drop lmrtest
. program lmrtest, rclass
1. version 15.0
2. args estimates_null estimates_alternative
3. tempname n ll_null ll_alt parms_null parms_alt a b classes_null classes_alt lr_test_stat modlr_test_stat p q //*anadi el parametro b
4. noi {
5. scalar drop _all // `n' `ll_null' `ll_alt' `parms_null' `parms_alt' `a' `b' `classes_null' `classes_alt' `lr_test_stat' `modlr_test_stat' `p' `q' `lmrt_p' `__000000' `__00000B' `_
> _00000A' `__00000D' `__00000C' `__000009' `__000005' `__000003' `__000008' `__000004' `__000002' `__000001'
6. estimates restore `1'
7. scalar `n' = e(N)
8. scalar `ll_null' = e(ll)
9. scalar `parms_null' = e(rank) //* los cambié, originalmente K y cambié por rank
10. matrix `a' = e(lclass_k_levels)
11. scalar `classes_null' = `a'[1,1]
12. estimates restore `2'
13. scalar `ll_alt' = e(ll)
14. scalar `parms_alt' = e(rank) //* los cambié, originalmente K y cambié por rank
15. matrix `b' = e(lclass_k_levels)
16. scalar `classes_alt' = `b'[1,1]
17. scalar `p' = (3 * `classes_alt' - 1) //* los cambié, originalmente 3 y cambié por `classes_alt'
18. scalar `q' = (3 * `classes_null' - 1) //* los cambié, originalmente 3
19. scalar `lr_test_stat' = -2 * (`ll_null' - `ll_alt')
20. scalar `modlr_test_stat' = `lr_test_stat' / (1 + ((`p' - `q') * ln(`n')) ^ -1)
21. }
22. dis "LMR LT test statistic:"
23. di `modlr_test_stat'
24. return scalar lmrt = `modlr_test_stat'
25. return scalar lmrt_p = chi2tail(`parms_alt' - `parms_null',`modlr_test_stat')
26. dis "P value Lo-Mendel:"
27. dis %18.17f chi2tail(`parms_alt' - `parms_null',`modlr_test_stat')
28. scalar list
29. end
Fecha de creación: 22:24:46 1 May 2023.
Acceder a la carpeta
G:\Mi unidad\Angelica\secreto\IVE
Ubicación= ;
Timestamp:22:24:46 1 May 2023, considerando un SO Windows OS para el usuario: andre
El archivo se encuentra en: G:\Mi unidad\Angelica\secreto\IVE/mydata_preds3_2023_04_21.dta
===================================================================================
===================================================================================
===================================================================================
===================================================================================
Formateamos las variables a factor.
. *codebook con_quien_vive_joel, tab(100)
.
. foreach vars of varlist CAUSAL-PREV_TRAMO_REC {
2. cap noi encode `vars', gen(new`vars')
3. cap confirm variable new`vars'
4. if !_rc {
5. cap noi drop `vars'
6. cap noi rename new`vars' `vars'
7. }
8. }
not possible with numeric variable
not possible with numeric variable
not possible with numeric variable
not possible with numeric variable
not possible with numeric variable
not possible with numeric variable
not possible with numeric variable
.
. *rename AÑO ANIO
. /*
> cap noi decode freq_cons_sus_prin, gen(str_freq_cons_sus_prin)
> cap confirm variable str_freq_cons_sus_prin
> if !_rc {
> cap noi drop freq_cons_sus_prin
> label def freq_cons_sus_prin2 1 "Less than 1 day a week" 2 "1 day a week or more" 3 "2 to 3 days a week" 4 "4 to 6 days a week" 5 "Daily"
> encode str_freq_cons_sus_prin, gen(freq_cons_sus_prin) label (freq_cons_sus_prin2)
> }
> */
.
. /*
> recode freq_cons_sus_prin_rec (1=2 "1 day a week or more") (2=3 "2 to 3 days a week") ///
> (3=4 "4 to 6 days a week")(4=5 "Daily") (5=1 "Less than 1 day a week"), gen(freq_cons_sus_prin_rec_joel)
> encode numero_de_hijos_mod_joel, generate(numero_de_hijos_mod_joel_rec)
> */
Time= 22:24:46 1 May 2023
. global draws = 100 //100 //80
. global iterate = 100 //100 //80
. global iterate2 = 500 //500 //500
. //https://github.com/lindeloev/job
. //https://rpubs.com/chinedu2301/833708
. //https://rpubs.com/cyanjiner/889802
. //https://rpubs.com/liliana/94701
.
. set seed 2125
. qui noi gsem(CAUSAL ///
> EDAD_MUJER_REC ///
> PUEBLO_ORIGINARIO_REC ///
> PAIS_ORIGEN_REC ///
> HITO1_EDAD_GEST_SEM_REC ///
> MACROZONA /// // ANIO ///
> PREV_TRAMO_REC <- outcome, mlogit), lclass(C 1)
Iteration 0: log likelihood = -29175.283
Iteration 1: log likelihood = -28991.275
Iteration 2: log likelihood = -28981.391
Iteration 3: log likelihood = -28981.315
Iteration 4: log likelihood = -28981.315
Generalized structural equation model Number of obs = 3,789
Log likelihood = -28981.315
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -.068278 .0974591 -0.70 0.484 -.2592943 .1227382
_cons | .6015108 .1815134 3.31 0.001 .2457511 .9572706
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | .9081527 .1580718 5.75 0.000 .5983376 1.217968
_cons | -2.178307 .3039681 -7.17 0.000 -2.774074 -1.582541
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -.6412393 .7634032 -0.84 0.401 -2.137482 .8550035
_cons | 4.058966 1.460125 2.78 0.005 1.197174 6.920758
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.2636425 .7556368 -0.35 0.727 -1.744663 1.217378
_cons | 4.490476 1.446681 3.10 0.002 1.655034 7.325918
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.3260745 .7544059 -0.43 0.666 -1.804683 1.152534
_cons | 4.809077 1.444326 3.33 0.001 1.97825 7.639904
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.5072478 .7543159 -0.67 0.501 -1.98568 .9711841
_cons | 5.039847 1.443995 3.49 0.000 2.209669 7.870025
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -.8300064 .7696899 -1.08 0.281 -2.338571 .678558
_cons | 3.898059 1.470439 2.65 0.008 1.016052 6.780066
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0216065 .1207606 -0.18 0.858 -.258293 .21508
_cons | 1.595734 .2270195 7.03 0.000 1.150784 2.040685
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.4568568 .2211541 -2.07 0.039 -.8903108 -.0234027
_cons | -.5727626 .4064919 -1.41 0.159 -1.369472 .2239468
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | .6473411 .5284338 1.23 0.221 -.38837 1.683052
_cons | 3.993196 .9407623 4.24 0.000 2.149336 5.837056
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 1.017565 .5391162 1.89 0.059 -.0390833 2.074213
_cons | 1.791838 .9626998 1.86 0.063 -.0950193 3.678695
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | .6231686 .3396871 1.83 0.067 -.0426059 1.288943
_cons | .9523678 .6458417 1.47 0.140 -.3134587 2.218194
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .3297832 .3255131 1.01 0.311 -.3082107 .9677772
_cons | 1.972802 .6172186 3.20 0.001 .7630757 3.182528
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -.3263278 .3203991 -1.02 0.308 -.9542985 .3016429
_cons | 3.159541 .6061035 5.21 0.000 1.9716 4.347482
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -.9712974 .3266269 -2.97 0.003 -1.611474 -.3311205
_cons | 3.442218 .614664 5.60 0.000 2.237498 4.646937
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.190728 .3441964 -3.46 0.001 -1.86534 -.516115
_cons | 2.954316 .6413488 4.61 0.000 1.697296 4.211337
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .9822487 .6812438 1.44 0.149 -.3529645 2.317462
_cons | 3.207406 1.216242 2.64 0.008 .8236155 5.591197
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .9992398 .6882678 1.45 0.147 -.3497402 2.34822
_cons | 2.206213 1.23055 1.79 0.073 -.2056205 4.618046
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.0238204 .6836085 -0.03 0.972 -1.363669 1.316028
_cons | 3.962161 1.219345 3.25 0.001 1.572289 6.352032
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .6595535 .6894847 0.96 0.339 -.6918117 2.010919
_cons | 2.490329 1.232171 2.02 0.043 .075318 4.905341
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .4926712 .6854345 0.72 0.472 -.8507558 1.836098
_cons | 3.081545 1.22387 2.52 0.012 .6828042 5.480287
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 1.584259 .6158282 2.57 0.010 .3772575 2.79126
_cons | .6403649 1.100148 0.58 0.561 -1.515886 2.796615
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | .5848738 .5943074 0.98 0.325 -.5799474 1.749695
_cons | 3.974252 1.054066 3.77 0.000 1.908321 6.040184
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .7130593 .5972286 1.19 0.232 -.4574872 1.883606
_cons | 3.088032 1.059925 2.91 0.004 1.010616 5.165448
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 2.25124 .7813537 2.88 0.004 .7198151 3.782665
_cons | -2.251189 1.452748 -1.55 0.121 -5.098521 .5961443
--------------------------------------------------------------------------------------------
. //*startvalues(randomid, draws(50)) //* agregado posteriormente 2021-10-08= feasible starting values not found
. estimates store lca_prueba_c1
.
. set seed 2125
. forvalues i = 2/10{
2. qui noi gsem(CAUSAL ///
> EDAD_MUJER_REC ///
> PUEBLO_ORIGINARIO_REC ///
> PAIS_ORIGEN_REC ///
> HITO1_EDAD_GEST_SEM_REC ///
> MACROZONA /// // ANIO ///
> PREV_TRAMO_REC <- outcome, mlogit), lclass(C `i') nocapslatent nonrtolerance iterate($iterate2 ) ///
> emopts(iterate($iterate ) difficult) ///
> startvalues(randomid, draws($draws ) seed(2125)) ///
> //*startvalues(randomid, draws(50)) //* agregado posteriormente 2021-10-08= feasible starting values not found
3. estimates store lca_prueba_c`i'
4. matrix b`i' = e(b)
5.
. *estimates save lca_prueba_c`i', replace
. cap noi estat lcgof
6.
. quietly predict classpost* if e(sample) == 1, classposteriorpr
7. unab myvars : classpost*
8. local count : word count `myvars'
9. forvalues k = 1/`count' {
10. quietly gen sum_p_lnp_`k' = classpost`k'*ln(classpost`k') if e(sample) == 1
11. }
12. quietly egen sum_p_lnp = rowtotal(sum_p_lnp_*) if e(sample) == 1
13. summ sum_p_lnp, meanonly
14. local sum = r(sum)
15. quietly count if !missing(sum_p_lnp) & e(sample) == 1
16. scalar Entropy_`i' = 1+`sum'/(r(N)*ln(`count'))
17. cap noi drop classpost*
18. cap noi drop sum_p_lnp*
19. cap noi display "Entropy:"
20. cap noi display Entropy_`i'
21. global Entropy__`i' = Entropy_`i'
22. cap noi lmrtest lca_prueba_c`=`i'-1' lca_prueba_c`i'
23. return list
24. global lmrt_`i' = r(lmrt)
25. global lmrt_p_`i' = r(lmrt_p)
26. *ll_null __000001
. *ll_alt __000002
. *parms_alt' __000004
. *b __000006
. *classes_null __000007
. *p __000008
. *lr_test_stat __000009
. *modlr_test_stat __00000A
. *b __00000B
. *q __00000C
. }
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2522
Iteration 1: (class) log likelihood = -2626.2522
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.27
Iteration 1: (outcome) log likelihood = -28964.742
Iteration 2: (outcome) log likelihood = -28953.32
Iteration 3: (outcome) log likelihood = -28953.151
Iteration 4: (outcome) log likelihood = -28953.149
Refining starting values:
Iteration 0: (EM) log likelihood = -31562.412
Iteration 1: (EM) log likelihood = -31499.08
Iteration 2: (EM) log likelihood = -31312.027
Iteration 3: (EM) log likelihood = -30879.688
Iteration 4: (EM) log likelihood = -30179.308
Iteration 5: (EM) log likelihood = -29535.441
Iteration 6: (EM) log likelihood = -29105.147
Iteration 7: (EM) log likelihood = -28793.708
Iteration 8: (EM) log likelihood = -28535.23
Iteration 9: (EM) log likelihood = -28300.529
Iteration 10: (EM) log likelihood = -28090.191
Iteration 11: (EM) log likelihood = -27929.688
Iteration 12: (EM) log likelihood = -27825.189
Iteration 13: (EM) log likelihood = -27765.727
Iteration 14: (EM) log likelihood = -27734.839
Iteration 15: (EM) log likelihood = -27718.652
Iteration 16: (EM) log likelihood = -27708.694
Iteration 17: (EM) log likelihood = -27701.771
Iteration 18: (EM) log likelihood = -27697.169
Iteration 19: (EM) log likelihood = -27693.797
Iteration 20: (EM) log likelihood = -27691.134
Iteration 21: (EM) log likelihood = -27688.996
Iteration 22: (EM) log likelihood = -27687.106
Iteration 23: (EM) log likelihood = -27685.561
Iteration 24: (EM) log likelihood = -27684.203
Iteration 25: (EM) log likelihood = -27682.904
Iteration 26: (EM) log likelihood = -27681.503
Iteration 27: (EM) log likelihood = -27680.433
Iteration 28: (EM) log likelihood = -27679.632
Iteration 29: (EM) log likelihood = -27679.042
Iteration 30: (EM) log likelihood = -27678.347
Iteration 31: (EM) log likelihood = -27678.867
Iteration 32: (EM) log likelihood = -27677.953
Iteration 33: (EM) log likelihood = -27676.868
Iteration 34: (EM) log likelihood = -27676.642
Iteration 35: (EM) log likelihood = -27676.206
Iteration 36: (EM) log likelihood = -27675.95
Iteration 37: (EM) log likelihood = -27675.34
Iteration 38: (EM) log likelihood = -27674.926
Iteration 39: (EM) log likelihood = -27674.314
Iteration 40: (EM) log likelihood = -27674.179
Iteration 41: (EM) log likelihood = -27673.969
Iteration 42: (EM) log likelihood = -27673.766
Iteration 43: (EM) log likelihood = -27673.604
Iteration 44: (EM) log likelihood = -27673.396
Iteration 45: (EM) log likelihood = -27673.188
Iteration 46: (EM) log likelihood = -27672.928
Iteration 47: (EM) log likelihood = -27672.353
Iteration 48: (EM) log likelihood = -27672.497
Iteration 49: (EM) log likelihood = -27672.521
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.486
Iteration 1: (outcome) log likelihood = -28969.1
Iteration 2: (outcome) log likelihood = -28955.966
Iteration 3: (outcome) log likelihood = -28955.119
Iteration 4: (outcome) log likelihood = -28954.944
Iteration 5: (outcome) log likelihood = -28954.907
Iteration 6: (outcome) log likelihood = -28954.899
Iteration 7: (outcome) log likelihood = -28954.897
Iteration 8: (outcome) log likelihood = -28954.897
Iteration 9: (outcome) log likelihood = -28954.897
Iteration 10: (outcome) log likelihood = -28954.897 (not concave)
Iteration 11: (outcome) log likelihood = -28954.897 (not concave)
Iteration 12: (outcome) log likelihood = -28954.897 (not concave)
Iteration 13: (outcome) log likelihood = -28954.897 (not concave)
Iteration 14: (outcome) log likelihood = -28954.897 (not concave)
Iteration 15: (outcome) log likelihood = -28954.897 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31562.905
Iteration 1: (EM) log likelihood = -31513.462
Iteration 2: (EM) log likelihood = -31405.003
Iteration 3: (EM) log likelihood = -31177.01
Iteration 4: (EM) log likelihood = -30683.436
Iteration 5: (EM) log likelihood = -30001.154
Iteration 6: (EM) log likelihood = -29464.653
Iteration 7: (EM) log likelihood = -29123.429
Iteration 8: (EM) log likelihood = -28884.058
Iteration 9: (EM) log likelihood = -28685.159
Iteration 10: (EM) log likelihood = -28501.245
Iteration 11: (EM) log likelihood = -28329.286
Iteration 12: (EM) log likelihood = -28185.009
Iteration 13: (EM) log likelihood = -28087.762
Iteration 14: (EM) log likelihood = -28028.509
Iteration 15: (EM) log likelihood = -27997.927
Iteration 16: (EM) log likelihood = -27981.866
Iteration 17: (EM) log likelihood = -27974.827
Iteration 18: (EM) log likelihood = -27969.836
Iteration 19: (EM) log likelihood = -27967.079
Iteration 20: (EM) log likelihood = -27964.985
Iteration 21: (EM) log likelihood = -27962.63
Iteration 22: (EM) log likelihood = -27959.886
Iteration 23: (EM) log likelihood = -27959.45
Iteration 24: (EM) log likelihood = -27959.015
Iteration 25: (EM) log likelihood = -27958.057
Iteration 26: (EM) log likelihood = -27957.203
Iteration 27: (EM) log likelihood = -27956.533
Iteration 28: (EM) log likelihood = -27956.104
Iteration 29: (EM) log likelihood = -27955.314
Iteration 30: (EM) log likelihood = -27955.282
Iteration 31: (EM) log likelihood = -27954.488
Iteration 32: (EM) log likelihood = -27953.573
Iteration 33: (EM) log likelihood = -27952.948
Iteration 34: (EM) log likelihood = -27952.215
Iteration 35: (EM) log likelihood = -27951.76
Iteration 36: (EM) log likelihood = -27951.388
Iteration 37: (EM) log likelihood = -27951.176
Iteration 38: (EM) log likelihood = -27950.589
Iteration 39: (EM) log likelihood = -27950.368
Iteration 40: (EM) log likelihood = -27949.877
Iteration 41: (EM) log likelihood = -27949.142
Iteration 42: (EM) log likelihood = -27948.733
Iteration 43: (EM) log likelihood = -27948.115
Iteration 44: (EM) log likelihood = -27947.596
Iteration 45: (EM) log likelihood = -27947.111
Iteration 46: (EM) log likelihood = -27946.566
Iteration 47: (EM) log likelihood = -27946.082
Iteration 48: (EM) log likelihood = -27945.507
Iteration 49: (EM) log likelihood = -27945.042
Iteration 50: (EM) log likelihood = -27944.577
Iteration 51: (EM) log likelihood = -27944.33
Iteration 52: (EM) log likelihood = -27943.906
Iteration 53: (EM) log likelihood = -27943.39
Iteration 54: (EM) log likelihood = -27943.054
Iteration 55: (EM) log likelihood = -27942.678
Iteration 56: (EM) log likelihood = -27943.267
Iteration 57: (EM) log likelihood = -27942.873
Iteration 58: (EM) log likelihood = -27942.391
Iteration 59: (EM) log likelihood = -27942.007
Iteration 60: (EM) log likelihood = -27941.602
Iteration 61: (EM) log likelihood = -27941.257
Iteration 62: (EM) log likelihood = -27940.905
Iteration 63: (EM) log likelihood = -27940.684
Iteration 64: (EM) log likelihood = -27940.355
Iteration 65: (EM) log likelihood = -27940.047
Iteration 66: (EM) log likelihood = -27939.839
Iteration 67: (EM) log likelihood = -27939.278
Iteration 68: (EM) log likelihood = -27938.938
Iteration 69: (EM) log likelihood = -27938.673
Iteration 70: (EM) log likelihood = -27938.525
Iteration 71: (EM) log likelihood = -27938.244
Iteration 72: (EM) log likelihood = -27937.94
Iteration 73: (EM) log likelihood = -27937.751
Iteration 74: (EM) log likelihood = -27937.479
Iteration 75: (EM) log likelihood = -27937.161
Iteration 76: (EM) log likelihood = -27936.89
Iteration 77: (EM) log likelihood = -27936.669
Iteration 78: (EM) log likelihood = -27936.456
Iteration 79: (EM) log likelihood = -27936.25
Iteration 80: (EM) log likelihood = -27936.054
Iteration 81: (EM) log likelihood = -27935.804
Iteration 82: (EM) log likelihood = -27935.607
Iteration 83: (EM) log likelihood = -27935.134
Iteration 84: (EM) log likelihood = -27935.092
Iteration 85: (EM) log likelihood = -27934.756
Iteration 86: (EM) log likelihood = -27934.441
Iteration 87: (EM) log likelihood = -27934.171
Iteration 88: (EM) log likelihood = -27933.995
Iteration 89: (EM) log likelihood = -27934.191
Iteration 90: (EM) log likelihood = -27933.928
Iteration 91: (EM) log likelihood = -27933.719
Iteration 92: (EM) log likelihood = -27933.772
Iteration 93: (EM) log likelihood = -27933.411
Iteration 94: (EM) log likelihood = -27933.075
Iteration 95: (EM) log likelihood = -27932.904
Iteration 96: (EM) log likelihood = -27932.725
Iteration 97: (EM) log likelihood = -27932.519
Iteration 98: (EM) log likelihood = -27932.342
Iteration 99: (EM) log likelihood = -27932.1
Iteration 100: (EM) log likelihood = -27932.004
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.7771
Iteration 1: (class) log likelihood = -2625.7771
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.584
Iteration 1: (outcome) log likelihood = -28960.381
Iteration 2: (outcome) log likelihood = -28948.348
Iteration 3: (outcome) log likelihood = -28948.006
Iteration 4: (outcome) log likelihood = -28947.962
Iteration 5: (outcome) log likelihood = -28947.955
Iteration 6: (outcome) log likelihood = -28947.953
Iteration 7: (outcome) log likelihood = -28947.953
Iteration 8: (outcome) log likelihood = -28947.953
Iteration 9: (outcome) log likelihood = -28947.953
Refining starting values:
Iteration 0: (EM) log likelihood = -31554.155
Iteration 1: (EM) log likelihood = -31479.358
Iteration 2: (EM) log likelihood = -31294.852
Iteration 3: (EM) log likelihood = -30912.763
Iteration 4: (EM) log likelihood = -30226.879
Iteration 5: (EM) log likelihood = -29462.62
Iteration 6: (EM) log likelihood = -28896.962
Iteration 7: (EM) log likelihood = -28517.767
Iteration 8: (EM) log likelihood = -28241.273
Iteration 9: (EM) log likelihood = -28026.668
Iteration 10: (EM) log likelihood = -27881.277
Iteration 11: (EM) log likelihood = -27799.407
Iteration 12: (EM) log likelihood = -27756.671
Iteration 13: (EM) log likelihood = -27734.302
Iteration 14: (EM) log likelihood = -27721.565
Iteration 15: (EM) log likelihood = -27713.139
Iteration 16: (EM) log likelihood = -27708.461
Iteration 17: (EM) log likelihood = -27704.803
Iteration 18: (EM) log likelihood = -27702.23
Iteration 19: (EM) log likelihood = -27700.284
Iteration 20: (EM) log likelihood = -27699.063
Iteration 21: (EM) log likelihood = -27697.952
Iteration 22: (EM) log likelihood = -27696.857
Iteration 23: (EM) log likelihood = -27696.087
Iteration 24: (EM) log likelihood = -27695.404
Iteration 25: (EM) log likelihood = -27694.859
Iteration 26: (EM) log likelihood = -27694.338
Iteration 27: (EM) log likelihood = -27693.808
Iteration 28: (EM) log likelihood = -27693.397
Iteration 29: (EM) log likelihood = -27692.89
Iteration 30: (EM) log likelihood = -27692.441
Iteration 31: (EM) log likelihood = -27692.076
Iteration 32: (EM) log likelihood = -27691.817
Iteration 33: (EM) log likelihood = -27691.523
Iteration 34: (EM) log likelihood = -27691.303
Iteration 35: (EM) log likelihood = -27691.007
Iteration 36: (EM) log likelihood = -27690.789
Iteration 37: (EM) log likelihood = -27690.583
Iteration 38: (EM) log likelihood = -27690.375
Iteration 39: (EM) log likelihood = -27690.143
Iteration 40: (EM) log likelihood = -27689.847
Iteration 41: (EM) log likelihood = -27689.688
Iteration 42: (EM) log likelihood = -27689.475
Iteration 43: (EM) log likelihood = -27689.405
Iteration 44: (EM) log likelihood = -27689.087
Iteration 45: (EM) log likelihood = -27689.062
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.7771
Iteration 1: (class) log likelihood = -2625.7771
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.773
Iteration 1: (outcome) log likelihood = -28969.775
Iteration 2: (outcome) log likelihood = -28956.724
Iteration 3: (outcome) log likelihood = -28956.466
Iteration 4: (outcome) log likelihood = -28956.441
Iteration 5: (outcome) log likelihood = -28956.436
Iteration 6: (outcome) log likelihood = -28956.435
Iteration 7: (outcome) log likelihood = -28956.435
Iteration 8: (outcome) log likelihood = -28956.435
Iteration 9: (outcome) log likelihood = -28956.435
Refining starting values:
Iteration 0: (EM) log likelihood = -31575.256
Iteration 1: (EM) log likelihood = -31549.813
Iteration 2: (EM) log likelihood = -31472.252
Iteration 3: (EM) log likelihood = -31246.651
Iteration 4: (EM) log likelihood = -30739.325
Iteration 5: (EM) log likelihood = -30047.443
Iteration 6: (EM) log likelihood = -29398.536
Iteration 7: (EM) log likelihood = -28853.235
Iteration 8: (EM) log likelihood = -28444.538
Iteration 9: (EM) log likelihood = -28154.352
Iteration 10: (EM) log likelihood = -27961.07
Iteration 11: (EM) log likelihood = -27857.004
Iteration 12: (EM) log likelihood = -27807.737
Iteration 13: (EM) log likelihood = -27784.325
Iteration 14: (EM) log likelihood = -27771.836
Iteration 15: (EM) log likelihood = -27764.278
Iteration 16: (EM) log likelihood = -27758.511
Iteration 17: (EM) log likelihood = -27753.72
Iteration 18: (EM) log likelihood = -27749.053
Iteration 19: (EM) log likelihood = -27744.477
Iteration 20: (EM) log likelihood = -27740.345
Iteration 21: (EM) log likelihood = -27736.476
Iteration 22: (EM) log likelihood = -27733.482
Iteration 23: (EM) log likelihood = -27731.291
Iteration 24: (EM) log likelihood = -27729.276
Iteration 25: (EM) log likelihood = -27727.746
Iteration 26: (EM) log likelihood = -27726.205
Iteration 27: (EM) log likelihood = -27725.608
Iteration 28: (EM) log likelihood = -27725.099
Iteration 29: (EM) log likelihood = -27724.715
Iteration 30: (EM) log likelihood = -27724.376
Iteration 31: (EM) log likelihood = -27723.978
Iteration 32: (EM) log likelihood = -27723.802
Iteration 33: (EM) log likelihood = -27723.543
Iteration 34: (EM) log likelihood = -27723.303
Iteration 35: (EM) log likelihood = -27723.118
Iteration 36: (EM) log likelihood = -27722.778
Iteration 37: (EM) log likelihood = -27722.355
Iteration 38: (EM) log likelihood = -27722.266
Iteration 39: (EM) log likelihood = -27722.186
Iteration 40: (EM) log likelihood = -27722.114
Iteration 41: (EM) log likelihood = -27722.028
Iteration 42: (EM) log likelihood = -27721.966
Iteration 43: (EM) log likelihood = -27721.855
Iteration 44: (EM) log likelihood = -27721.781
Iteration 45: (EM) log likelihood = -27721.785
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2622.5645
Iteration 1: (class) log likelihood = -2622.5645
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.657
Iteration 1: (outcome) log likelihood = -28972.681
Iteration 2: (outcome) log likelihood = -28961.022
Iteration 3: (outcome) log likelihood = -28960.275
Iteration 4: (outcome) log likelihood = -28960.111
Iteration 5: (outcome) log likelihood = -28960.074
Iteration 6: (outcome) log likelihood = -28960.068
Iteration 7: (outcome) log likelihood = -28960.067
Iteration 8: (outcome) log likelihood = -28960.067
Iteration 9: (outcome) log likelihood = -28960.067
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.896
Iteration 1: (EM) log likelihood = -31554.585
Iteration 2: (EM) log likelihood = -31487.225
Iteration 3: (EM) log likelihood = -31340.765
Iteration 4: (EM) log likelihood = -31041.506
Iteration 5: (EM) log likelihood = -30506.414
Iteration 6: (EM) log likelihood = -29910.482
Iteration 7: (EM) log likelihood = -29419.925
Iteration 8: (EM) log likelihood = -29048.396
Iteration 9: (EM) log likelihood = -28761.089
Iteration 10: (EM) log likelihood = -28527.743
Iteration 11: (EM) log likelihood = -28326.376
Iteration 12: (EM) log likelihood = -28171.562
Iteration 13: (EM) log likelihood = -28070.868
Iteration 14: (EM) log likelihood = -28014.215
Iteration 15: (EM) log likelihood = -27984.301
Iteration 16: (EM) log likelihood = -27969.565
Iteration 17: (EM) log likelihood = -27961.567
Iteration 18: (EM) log likelihood = -27956.284
Iteration 19: (EM) log likelihood = -27952.887
Iteration 20: (EM) log likelihood = -27950.394
Iteration 21: (EM) log likelihood = -27948.367
Iteration 22: (EM) log likelihood = -27947.009
Iteration 23: (EM) log likelihood = -27946.346
Iteration 24: (EM) log likelihood = -27945.131
Iteration 25: (EM) log likelihood = -27943.472
Iteration 26: (EM) log likelihood = -27942.841
Iteration 27: (EM) log likelihood = -27942.104
Iteration 28: (EM) log likelihood = -27941.556
Iteration 29: (EM) log likelihood = -27940.597
Iteration 30: (EM) log likelihood = -27940.263
Iteration 31: (EM) log likelihood = -27939.794
Iteration 32: (EM) log likelihood = -27939.55
Iteration 33: (EM) log likelihood = -27939.211
Iteration 34: (EM) log likelihood = -27938.469
Iteration 35: (EM) log likelihood = -27938.049
Iteration 36: (EM) log likelihood = -27937.664
Iteration 37: (EM) log likelihood = -27936.989
Iteration 38: (EM) log likelihood = -27936.278
Iteration 39: (EM) log likelihood = -27936.394
Iteration 40: (EM) log likelihood = -27936.048
Iteration 41: (EM) log likelihood = -27935.917
Iteration 42: (EM) log likelihood = -27935.605
Iteration 43: (EM) log likelihood = -27935.566
Iteration 44: (EM) log likelihood = -27935.322
Iteration 45: (EM) log likelihood = -27935.299
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.8796
Iteration 1: (class) log likelihood = -2624.8796
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29168.587
Iteration 1: (outcome) log likelihood = -28974.586
Iteration 2: (outcome) log likelihood = -28963.453
Iteration 3: (outcome) log likelihood = -28963.243
Iteration 4: (outcome) log likelihood = -28963.203
Iteration 5: (outcome) log likelihood = -28963.194
Iteration 6: (outcome) log likelihood = -28963.192
Iteration 7: (outcome) log likelihood = -28963.191
Iteration 8: (outcome) log likelihood = -28963.191
Iteration 9: (outcome) log likelihood = -28963.191
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.833
Iteration 1: (EM) log likelihood = -31544.775
Iteration 2: (EM) log likelihood = -31462
Iteration 3: (EM) log likelihood = -31358.853
Iteration 4: (EM) log likelihood = -31270.375
Iteration 5: (EM) log likelihood = -31183.318
Iteration 6: (EM) log likelihood = -31031.548
Iteration 7: (EM) log likelihood = -30736.178
Iteration 8: (EM) log likelihood = -30302.383
Iteration 9: (EM) log likelihood = -29867.35
Iteration 10: (EM) log likelihood = -29551.271
Iteration 11: (EM) log likelihood = -29338.08
Iteration 12: (EM) log likelihood = -29172.296
Iteration 13: (EM) log likelihood = -29020.431
Iteration 14: (EM) log likelihood = -28877.496
Iteration 15: (EM) log likelihood = -28741.573
Iteration 16: (EM) log likelihood = -28603.056
Iteration 17: (EM) log likelihood = -28452.355
Iteration 18: (EM) log likelihood = -28302.627
Iteration 19: (EM) log likelihood = -28173.715
Iteration 20: (EM) log likelihood = -28076.047
Iteration 21: (EM) log likelihood = -28011.211
Iteration 22: (EM) log likelihood = -27972.576
Iteration 23: (EM) log likelihood = -27952.207
Iteration 24: (EM) log likelihood = -27941.498
Iteration 25: (EM) log likelihood = -27937.29
Iteration 26: (EM) log likelihood = -27935.753
Iteration 27: (EM) log likelihood = -27934.814
Iteration 28: (EM) log likelihood = -27934.149
Iteration 29: (EM) log likelihood = -27933.474
Iteration 30: (EM) log likelihood = -27932.693
Iteration 31: (EM) log likelihood = -27931.657
Iteration 32: (EM) log likelihood = -27930.834
Iteration 33: (EM) log likelihood = -27930.408
Iteration 34: (EM) log likelihood = -27930.36
Iteration 35: (EM) log likelihood = -27929.934
Iteration 36: (EM) log likelihood = -27929.044
Iteration 37: (EM) log likelihood = -27928.954
Iteration 38: (EM) log likelihood = -27928.733
Iteration 39: (EM) log likelihood = -27928.098
Iteration 40: (EM) log likelihood = -27928.233
Iteration 41: (EM) log likelihood = -27927.726
Iteration 42: (EM) log likelihood = -27927.322
Iteration 43: (EM) log likelihood = -27927.098
Iteration 44: (EM) log likelihood = -27926.414
Iteration 45: (EM) log likelihood = -27926.434
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.9059
Iteration 1: (class) log likelihood = -2625.9059
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.604
Iteration 1: (outcome) log likelihood = -28974.662
Iteration 2: (outcome) log likelihood = -28962.158
Iteration 3: (outcome) log likelihood = -28961.915
Iteration 4: (outcome) log likelihood = -28961.867
Iteration 5: (outcome) log likelihood = -28961.859
Iteration 6: (outcome) log likelihood = -28961.858
Iteration 7: (outcome) log likelihood = -28961.858
Iteration 8: (outcome) log likelihood = -28961.858
Iteration 9: (outcome) log likelihood = -28961.858
Refining starting values:
Iteration 0: (EM) log likelihood = -31583.743
Iteration 1: (EM) log likelihood = -31572.226
Iteration 2: (EM) log likelihood = -31547.774
Iteration 3: (EM) log likelihood = -31496.387
Iteration 4: (EM) log likelihood = -31396.774
Iteration 5: (EM) log likelihood = -31252.867
Iteration 6: (EM) log likelihood = -31085.473
Iteration 7: (EM) log likelihood = -30899.012
Iteration 8: (EM) log likelihood = -30717.946
Iteration 9: (EM) log likelihood = -30550.272
Iteration 10: (EM) log likelihood = -30390.224
Iteration 11: (EM) log likelihood = -30214.033
Iteration 12: (EM) log likelihood = -29971.844
Iteration 13: (EM) log likelihood = -29707.548
Iteration 14: (EM) log likelihood = -29419.202
Iteration 15: (EM) log likelihood = -29085.835
Iteration 16: (EM) log likelihood = -28754.911
Iteration 17: (EM) log likelihood = -28479.207
Iteration 18: (EM) log likelihood = -28265.035
Iteration 19: (EM) log likelihood = -28118.269
Iteration 20: (EM) log likelihood = -28038.727
Iteration 21: (EM) log likelihood = -28003.178
Iteration 22: (EM) log likelihood = -27984.8
Iteration 23: (EM) log likelihood = -27975.407
Iteration 24: (EM) log likelihood = -27969.408
Iteration 25: (EM) log likelihood = -27965.16
Iteration 26: (EM) log likelihood = -27961.97
Iteration 27: (EM) log likelihood = -27958.667
Iteration 28: (EM) log likelihood = -27956.637
Iteration 29: (EM) log likelihood = -27955.368
Iteration 30: (EM) log likelihood = -27954.278
Iteration 31: (EM) log likelihood = -27953.407
Iteration 32: (EM) log likelihood = -27952.714
Iteration 33: (EM) log likelihood = -27951.587
Iteration 34: (EM) log likelihood = -27950.301
Iteration 35: (EM) log likelihood = -27949.269
Iteration 36: (EM) log likelihood = -27948.456
Iteration 37: (EM) log likelihood = -27947.806
Iteration 38: (EM) log likelihood = -27947.141
Iteration 39: (EM) log likelihood = -27946.629
Iteration 40: (EM) log likelihood = -27945.899
Iteration 41: (EM) log likelihood = -27945.136
Iteration 42: (EM) log likelihood = -27944.478
Iteration 43: (EM) log likelihood = -27943.692
Iteration 44: (EM) log likelihood = -27943.052
Iteration 45: (EM) log likelihood = -27942.616
Iteration 46: (EM) log likelihood = -27941.705
Iteration 47: (EM) log likelihood = -27940.881
Iteration 48: (EM) log likelihood = -27940.205
Iteration 49: (EM) log likelihood = -27939.664
Iteration 50: (EM) log likelihood = -27939.223
Iteration 51: (EM) log likelihood = -27938.983
Iteration 52: (EM) log likelihood = -27938.603
Iteration 53: (EM) log likelihood = -27937.997
Iteration 54: (EM) log likelihood = -27937.593
Iteration 55: (EM) log likelihood = -27937.298
Iteration 56: (EM) log likelihood = -27936.97
Iteration 57: (EM) log likelihood = -27936.678
Iteration 58: (EM) log likelihood = -27936.367
Iteration 59: (EM) log likelihood = -27936.109
Iteration 60: (EM) log likelihood = -27935.743
Iteration 61: (EM) log likelihood = -27935.54
Iteration 62: (EM) log likelihood = -27935.172
Iteration 63: (EM) log likelihood = -27934.668
Iteration 64: (EM) log likelihood = -27934.376
Iteration 65: (EM) log likelihood = -27933.983
Iteration 66: (EM) log likelihood = -27933.733
Iteration 67: (EM) log likelihood = -27933.476
Iteration 68: (EM) log likelihood = -27933.101
Iteration 69: (EM) log likelihood = -27932.921
Iteration 70: (EM) log likelihood = -27932.572
Iteration 71: (EM) log likelihood = -27932.368
Iteration 72: (EM) log likelihood = -27931.956
Iteration 73: (EM) log likelihood = -27931.755
Iteration 74: (EM) log likelihood = -27931.315
Iteration 75: (EM) log likelihood = -27931.127
Iteration 76: (EM) log likelihood = -27930.886
Iteration 77: (EM) log likelihood = -27930.604
Iteration 78: (EM) log likelihood = -27930.38
Iteration 79: (EM) log likelihood = -27930.104
Iteration 80: (EM) log likelihood = -27929.906
Iteration 81: (EM) log likelihood = -27929.552
Iteration 82: (EM) log likelihood = -27929.361
Iteration 83: (EM) log likelihood = -27929.141
Iteration 84: (EM) log likelihood = -27929.066
Iteration 85: (EM) log likelihood = -27928.818
Iteration 86: (EM) log likelihood = -27928.732
Iteration 87: (EM) log likelihood = -27928.582
Iteration 88: (EM) log likelihood = -27928.31
Iteration 89: (EM) log likelihood = -27928.209
Iteration 90: (EM) log likelihood = -27928.137
Iteration 91: (EM) log likelihood = -27927.947
Iteration 92: (EM) log likelihood = -27927.764
Iteration 93: (EM) log likelihood = -27927.572
Iteration 94: (EM) log likelihood = -27927.481
Iteration 95: (EM) log likelihood = -27927.363
Iteration 96: (EM) log likelihood = -27927.216
Iteration 97: (EM) log likelihood = -27927.097
Iteration 98: (EM) log likelihood = -27926.987
Iteration 99: (EM) log likelihood = -27926.842
Iteration 100: (EM) log likelihood = -27926.719
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3335
Iteration 1: (class) log likelihood = -2626.3335
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.662
Iteration 1: (outcome) log likelihood = -28964.603
Iteration 2: (outcome) log likelihood = -28950.711
Iteration 3: (outcome) log likelihood = -28950.395
Iteration 4: (outcome) log likelihood = -28950.337
Iteration 5: (outcome) log likelihood = -28950.328
Iteration 6: (outcome) log likelihood = -28950.327
Iteration 7: (outcome) log likelihood = -28950.327
Iteration 8: (outcome) log likelihood = -28950.327
Iteration 9: (outcome) log likelihood = -28950.327 (not concave)
Iteration 10: (outcome) log likelihood = -28950.327 (not concave)
Iteration 11: (outcome) log likelihood = -28950.327 (not concave)
Iteration 12: (outcome) log likelihood = -28950.327 (not concave)
Iteration 13: (outcome) log likelihood = -28950.327 (not concave)
Iteration 14: (outcome) log likelihood = -28950.327 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31542.933
Iteration 1: (EM) log likelihood = -31419.356
Iteration 2: (EM) log likelihood = -31045.161
Iteration 3: (EM) log likelihood = -30336.176
Iteration 4: (EM) log likelihood = -29583.532
Iteration 5: (EM) log likelihood = -29011.671
Iteration 6: (EM) log likelihood = -28599.818
Iteration 7: (EM) log likelihood = -28298.415
Iteration 8: (EM) log likelihood = -28061.393
Iteration 9: (EM) log likelihood = -27897.378
Iteration 10: (EM) log likelihood = -27804.372
Iteration 11: (EM) log likelihood = -27756.45
Iteration 12: (EM) log likelihood = -27731.245
Iteration 13: (EM) log likelihood = -27717.45
Iteration 14: (EM) log likelihood = -27708.286
Iteration 15: (EM) log likelihood = -27702.028
Iteration 16: (EM) log likelihood = -27697.59
Iteration 17: (EM) log likelihood = -27694.749
Iteration 18: (EM) log likelihood = -27692.375
Iteration 19: (EM) log likelihood = -27690.752
Iteration 20: (EM) log likelihood = -27689.363
Iteration 21: (EM) log likelihood = -27688.221
Iteration 22: (EM) log likelihood = -27687.205
Iteration 23: (EM) log likelihood = -27686.209
Iteration 24: (EM) log likelihood = -27685.092
Iteration 25: (EM) log likelihood = -27684.565
Iteration 26: (EM) log likelihood = -27683.356
Iteration 27: (EM) log likelihood = -27682.664
Iteration 28: (EM) log likelihood = -27681.742
Iteration 29: (EM) log likelihood = -27681.351
Iteration 30: (EM) log likelihood = -27680.987
Iteration 31: (EM) log likelihood = -27680.5
Iteration 32: (EM) log likelihood = -27680.115
Iteration 33: (EM) log likelihood = -27679.503
Iteration 34: (EM) log likelihood = -27679.218
Iteration 35: (EM) log likelihood = -27678.772
Iteration 36: (EM) log likelihood = -27678.388
Iteration 37: (EM) log likelihood = -27678.202
Iteration 38: (EM) log likelihood = -27677.93
Iteration 39: (EM) log likelihood = -27677.752
Iteration 40: (EM) log likelihood = -27677.481
Iteration 41: (EM) log likelihood = -27677.395
Iteration 42: (EM) log likelihood = -27677.19
Iteration 43: (EM) log likelihood = -27677.096
Iteration 44: (EM) log likelihood = -27676.976
Iteration 45: (EM) log likelihood = -27676.823
Iteration 46: (EM) log likelihood = -27676.771
Iteration 47: (EM) log likelihood = -27676.678
Iteration 48: (EM) log likelihood = -27676.639
Iteration 49: (EM) log likelihood = -27676.583
Iteration 50: (EM) log likelihood = -27676.539
Iteration 51: (EM) log likelihood = -27676.495
Iteration 52: (EM) log likelihood = -27676.46
Iteration 53: (EM) log likelihood = -27676.421
Iteration 54: (EM) log likelihood = -27676.383
Iteration 55: (EM) log likelihood = -27676.36
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.5522
Iteration 1: (class) log likelihood = -2625.5522
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.913
Iteration 1: (outcome) log likelihood = -28974.927
Iteration 2: (outcome) log likelihood = -28957.172
Iteration 3: (outcome) log likelihood = -28956.83
Iteration 4: (outcome) log likelihood = -28956.799
Iteration 5: (outcome) log likelihood = -28956.794
Iteration 6: (outcome) log likelihood = -28956.793
Iteration 7: (outcome) log likelihood = -28956.792
Iteration 8: (outcome) log likelihood = -28956.792
Iteration 9: (outcome) log likelihood = -28956.792
Refining starting values:
Iteration 0: (EM) log likelihood = -31573.818
Iteration 1: (EM) log likelihood = -31539.537
Iteration 2: (EM) log likelihood = -31450.592
Iteration 3: (EM) log likelihood = -31262.878
Iteration 4: (EM) log likelihood = -30835.112
Iteration 5: (EM) log likelihood = -30150.111
Iteration 6: (EM) log likelihood = -29519.445
Iteration 7: (EM) log likelihood = -29087.96
Iteration 8: (EM) log likelihood = -28796.12
Iteration 9: (EM) log likelihood = -28575.52
Iteration 10: (EM) log likelihood = -28386.309
Iteration 11: (EM) log likelihood = -28229.053
Iteration 12: (EM) log likelihood = -28122.932
Iteration 13: (EM) log likelihood = -28060.004
Iteration 14: (EM) log likelihood = -28023.387
Iteration 15: (EM) log likelihood = -28005.067
Iteration 16: (EM) log likelihood = -27995.289
Iteration 17: (EM) log likelihood = -27988.973
Iteration 18: (EM) log likelihood = -27984.186
Iteration 19: (EM) log likelihood = -27980.46
Iteration 20: (EM) log likelihood = -27977.135
Iteration 21: (EM) log likelihood = -27972.862
Iteration 22: (EM) log likelihood = -27970.293
Iteration 23: (EM) log likelihood = -27969.116
Iteration 24: (EM) log likelihood = -27968.031
Iteration 25: (EM) log likelihood = -27966.573
Iteration 26: (EM) log likelihood = -27965.614
Iteration 27: (EM) log likelihood = -27964.765
Iteration 28: (EM) log likelihood = -27963.669
Iteration 29: (EM) log likelihood = -27963.401
Iteration 30: (EM) log likelihood = -27962.35
Iteration 31: (EM) log likelihood = -27961.389
Iteration 32: (EM) log likelihood = -27960.442
Iteration 33: (EM) log likelihood = -27959.456
Iteration 34: (EM) log likelihood = -27958.924
Iteration 35: (EM) log likelihood = -27958.372
Iteration 36: (EM) log likelihood = -27957.585
Iteration 37: (EM) log likelihood = -27957.379
Iteration 38: (EM) log likelihood = -27956.716
Iteration 39: (EM) log likelihood = -27956.21
Iteration 40: (EM) log likelihood = -27955.489
Iteration 41: (EM) log likelihood = -27955.093
Iteration 42: (EM) log likelihood = -27955.184
Iteration 43: (EM) log likelihood = -27953.908
Iteration 44: (EM) log likelihood = -27953.545
Iteration 45: (EM) log likelihood = -27952.735
Iteration 46: (EM) log likelihood = -27952.267
Iteration 47: (EM) log likelihood = -27952.103
Iteration 48: (EM) log likelihood = -27951.82
Iteration 49: (EM) log likelihood = -27951.519
Iteration 50: (EM) log likelihood = -27951.25
Iteration 51: (EM) log likelihood = -27950.917
Iteration 52: (EM) log likelihood = -27950.434
Iteration 53: (EM) log likelihood = -27949.938
Iteration 54: (EM) log likelihood = -27949.473
Iteration 55: (EM) log likelihood = -27949.157
Iteration 56: (EM) log likelihood = -27948.642
Iteration 57: (EM) log likelihood = -27948.366
Iteration 58: (EM) log likelihood = -27947.778
Iteration 59: (EM) log likelihood = -27947.35
Iteration 60: (EM) log likelihood = -27946.773
Iteration 61: (EM) log likelihood = -27946.149
Iteration 62: (EM) log likelihood = -27945.768
Iteration 63: (EM) log likelihood = -27945.174
Iteration 64: (EM) log likelihood = -27944.623
Iteration 65: (EM) log likelihood = -27944.349
Iteration 66: (EM) log likelihood = -27943.992
Iteration 67: (EM) log likelihood = -27944.272
Iteration 68: (EM) log likelihood = -27943.873
Iteration 69: (EM) log likelihood = -27943.331
Iteration 70: (EM) log likelihood = -27942.655
Iteration 71: (EM) log likelihood = -27941.954
Iteration 72: (EM) log likelihood = -27941.599
Iteration 73: (EM) log likelihood = -27941.185
Iteration 74: (EM) log likelihood = -27941.031
Iteration 75: (EM) log likelihood = -27940.613
Iteration 76: (EM) log likelihood = -27940.257
Iteration 77: (EM) log likelihood = -27939.848
Iteration 78: (EM) log likelihood = -27939.324
Iteration 79: (EM) log likelihood = -27938.789
Iteration 80: (EM) log likelihood = -27937.969
Iteration 81: (EM) log likelihood = -27937.44
Iteration 82: (EM) log likelihood = -27936.974
Iteration 83: (EM) log likelihood = -27936.775
Iteration 84: (EM) log likelihood = -27936.29
Iteration 85: (EM) log likelihood = -27935.865
Iteration 86: (EM) log likelihood = -27935.551
Iteration 87: (EM) log likelihood = -27935.139
Iteration 88: (EM) log likelihood = -27934.895
Iteration 89: (EM) log likelihood = -27934.608
Iteration 90: (EM) log likelihood = -27934.242
Iteration 91: (EM) log likelihood = -27934.101
Iteration 92: (EM) log likelihood = -27933.69
Iteration 93: (EM) log likelihood = -27933.36
Iteration 94: (EM) log likelihood = -27933.286
Iteration 95: (EM) log likelihood = -27933.105
Iteration 96: (EM) log likelihood = -27932.869
Iteration 97: (EM) log likelihood = -27932.771
Iteration 98: (EM) log likelihood = -27932.703
Iteration 99: (EM) log likelihood = -27932.631
Iteration 100: (EM) log likelihood = -27932.54
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.324
Iteration 1: (class) log likelihood = -2626.324
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.976
Iteration 1: (outcome) log likelihood = -28967.681
Iteration 2: (outcome) log likelihood = -28952.012
Iteration 3: (outcome) log likelihood = -28951.243
Iteration 4: (outcome) log likelihood = -28951.182
Iteration 5: (outcome) log likelihood = -28951.168
Iteration 6: (outcome) log likelihood = -28951.164
Iteration 7: (outcome) log likelihood = -28951.164
Iteration 8: (outcome) log likelihood = -28951.164
Iteration 9: (outcome) log likelihood = -28951.164
Refining starting values:
Iteration 0: (EM) log likelihood = -31574.227
Iteration 1: (EM) log likelihood = -31559.95
Iteration 2: (EM) log likelihood = -31528.423
Iteration 3: (EM) log likelihood = -31458.976
Iteration 4: (EM) log likelihood = -31304.602
Iteration 5: (EM) log likelihood = -30959.528
Iteration 6: (EM) log likelihood = -30396.44
Iteration 7: (EM) log likelihood = -29788.578
Iteration 8: (EM) log likelihood = -29265.757
Iteration 9: (EM) log likelihood = -28847.736
Iteration 10: (EM) log likelihood = -28541.63
Iteration 11: (EM) log likelihood = -28313.245
Iteration 12: (EM) log likelihood = -28146.12
Iteration 13: (EM) log likelihood = -28042.748
Iteration 14: (EM) log likelihood = -27990.355
Iteration 15: (EM) log likelihood = -27964.158
Iteration 16: (EM) log likelihood = -27950.483
Iteration 17: (EM) log likelihood = -27943.281
Iteration 18: (EM) log likelihood = -27940.338
Iteration 19: (EM) log likelihood = -27938.165
Iteration 20: (EM) log likelihood = -27936.601
Iteration 21: (EM) log likelihood = -27935.798
Iteration 22: (EM) log likelihood = -27935.3
Iteration 23: (EM) log likelihood = -27934.883
Iteration 24: (EM) log likelihood = -27934.764
Iteration 25: (EM) log likelihood = -27934.668
Iteration 26: (EM) log likelihood = -27934.225
Iteration 27: (EM) log likelihood = -27933.946
Iteration 28: (EM) log likelihood = -27933.549
Iteration 29: (EM) log likelihood = -27933.333
Iteration 30: (EM) log likelihood = -27933.011
Iteration 31: (EM) log likelihood = -27932.836
Iteration 32: (EM) log likelihood = -27932.612
Iteration 33: (EM) log likelihood = -27932.754
Iteration 34: (EM) log likelihood = -27932.379
Iteration 35: (EM) log likelihood = -27931.884
Iteration 36: (EM) log likelihood = -27931.818
Iteration 37: (EM) log likelihood = -27931.517
Iteration 38: (EM) log likelihood = -27931.382
Iteration 39: (EM) log likelihood = -27930.652
Iteration 40: (EM) log likelihood = -27929.226
Iteration 41: (EM) log likelihood = -27928.509
Iteration 42: (EM) log likelihood = -27928.13
Iteration 43: (EM) log likelihood = -27927.899
Iteration 44: (EM) log likelihood = -27927.837
Iteration 45: (EM) log likelihood = -27927.78
Iteration 46: (EM) log likelihood = -27927.661
Iteration 47: (EM) log likelihood = -27927.662
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2649
Iteration 1: (class) log likelihood = -2626.2649
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.062
Iteration 1: (outcome) log likelihood = -28975.016
Iteration 2: (outcome) log likelihood = -28963.284
Iteration 3: (outcome) log likelihood = -28963.133
Iteration 4: (outcome) log likelihood = -28963.117
Iteration 5: (outcome) log likelihood = -28963.114
Iteration 6: (outcome) log likelihood = -28963.113
Iteration 7: (outcome) log likelihood = -28963.113
Iteration 8: (outcome) log likelihood = -28963.113
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.649
Iteration 1: (EM) log likelihood = -31569.327
Iteration 2: (EM) log likelihood = -31524.592
Iteration 3: (EM) log likelihood = -31397.363
Iteration 4: (EM) log likelihood = -31061.701
Iteration 5: (EM) log likelihood = -30389.135
Iteration 6: (EM) log likelihood = -29648.463
Iteration 7: (EM) log likelihood = -29096.004
Iteration 8: (EM) log likelihood = -28694.977
Iteration 9: (EM) log likelihood = -28377.701
Iteration 10: (EM) log likelihood = -28124.306
Iteration 11: (EM) log likelihood = -27942.187
Iteration 12: (EM) log likelihood = -27833.468
Iteration 13: (EM) log likelihood = -27776.736
Iteration 14: (EM) log likelihood = -27745.109
Iteration 15: (EM) log likelihood = -27724.085
Iteration 16: (EM) log likelihood = -27710.077
Iteration 17: (EM) log likelihood = -27702.693
Iteration 18: (EM) log likelihood = -27698.048
Iteration 19: (EM) log likelihood = -27695.722
Iteration 20: (EM) log likelihood = -27694.343
Iteration 21: (EM) log likelihood = -27693.461
Iteration 22: (EM) log likelihood = -27692.912
Iteration 23: (EM) log likelihood = -27692.45
Iteration 24: (EM) log likelihood = -27692.053
Iteration 25: (EM) log likelihood = -27691.571
Iteration 26: (EM) log likelihood = -27691.288
Iteration 27: (EM) log likelihood = -27690.965
Iteration 28: (EM) log likelihood = -27690.734
Iteration 29: (EM) log likelihood = -27690.576
Iteration 30: (EM) log likelihood = -27690.324
Iteration 31: (EM) log likelihood = -27690.153
Iteration 32: (EM) log likelihood = -27689.986
Iteration 33: (EM) log likelihood = -27689.863
Iteration 34: (EM) log likelihood = -27689.728
Iteration 35: (EM) log likelihood = -27689.629
Iteration 36: (EM) log likelihood = -27689.453
Iteration 37: (EM) log likelihood = -27689.414
Iteration 38: (EM) log likelihood = -27689.331
Iteration 39: (EM) log likelihood = -27689.275
Iteration 40: (EM) log likelihood = -27689.22
Iteration 41: (EM) log likelihood = -27689.16
Iteration 42: (EM) log likelihood = -27689.112
Iteration 43: (EM) log likelihood = -27689.078
Iteration 44: (EM) log likelihood = -27689.037
Iteration 45: (EM) log likelihood = -27689.01
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8753
Iteration 1: (class) log likelihood = -2625.8753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.366
Iteration 1: (outcome) log likelihood = -28969.756
Iteration 2: (outcome) log likelihood = -28954.934
Iteration 3: (outcome) log likelihood = -28954.791
Iteration 4: (outcome) log likelihood = -28954.791
Refining starting values:
Iteration 0: (EM) log likelihood = -31557.988
Iteration 1: (EM) log likelihood = -31475.219
Iteration 2: (EM) log likelihood = -31228.879
Iteration 3: (EM) log likelihood = -30693.996
Iteration 4: (EM) log likelihood = -29990.938
Iteration 5: (EM) log likelihood = -29418.767
Iteration 6: (EM) log likelihood = -29018.641
Iteration 7: (EM) log likelihood = -28725.482
Iteration 8: (EM) log likelihood = -28494.445
Iteration 9: (EM) log likelihood = -28302.311
Iteration 10: (EM) log likelihood = -28147.12
Iteration 11: (EM) log likelihood = -28048.982
Iteration 12: (EM) log likelihood = -27994.632
Iteration 13: (EM) log likelihood = -27967.551
Iteration 14: (EM) log likelihood = -27954.155
Iteration 15: (EM) log likelihood = -27948.65
Iteration 16: (EM) log likelihood = -27945.704
Iteration 17: (EM) log likelihood = -27943.235
Iteration 18: (EM) log likelihood = -27942.028
Iteration 19: (EM) log likelihood = -27940.877
Iteration 20: (EM) log likelihood = -27939.191
Iteration 21: (EM) log likelihood = -27938.488
Iteration 22: (EM) log likelihood = -27938.141
Iteration 23: (EM) log likelihood = -27938.189
Iteration 24: (EM) log likelihood = -27937.336
Iteration 25: (EM) log likelihood = -27936.603
Iteration 26: (EM) log likelihood = -27936.046
Iteration 27: (EM) log likelihood = -27935.511
Iteration 28: (EM) log likelihood = -27935.319
Iteration 29: (EM) log likelihood = -27934.96
Iteration 30: (EM) log likelihood = -27934.696
Iteration 31: (EM) log likelihood = -27934.339
Iteration 32: (EM) log likelihood = -27934.221
Iteration 33: (EM) log likelihood = -27933.903
Iteration 34: (EM) log likelihood = -27933.459
Iteration 35: (EM) log likelihood = -27932.985
Iteration 36: (EM) log likelihood = -27932.713
Iteration 37: (EM) log likelihood = -27932.531
Iteration 38: (EM) log likelihood = -27932.275
Iteration 39: (EM) log likelihood = -27932.006
Iteration 40: (EM) log likelihood = -27931.661
Iteration 41: (EM) log likelihood = -27930.985
Iteration 42: (EM) log likelihood = -27930.505
Iteration 43: (EM) log likelihood = -27930.26
Iteration 44: (EM) log likelihood = -27929.315
Iteration 45: (EM) log likelihood = -27928.766
Iteration 46: (EM) log likelihood = -27928.013
Iteration 47: (EM) log likelihood = -27928.169
Iteration 48: (EM) log likelihood = -27927.828
Iteration 49: (EM) log likelihood = -27927.915
Iteration 50: (EM) log likelihood = -27927.525
Iteration 51: (EM) log likelihood = -27927.453
Iteration 52: (EM) log likelihood = -27926.967
Iteration 53: (EM) log likelihood = -27926.782
Iteration 54: (EM) log likelihood = -27926.677
Iteration 55: (EM) log likelihood = -27926.47
Iteration 56: (EM) log likelihood = -27926.391
Iteration 57: (EM) log likelihood = -27926.229
Iteration 58: (EM) log likelihood = -27926.138
Iteration 59: (EM) log likelihood = -27926.043
Iteration 60: (EM) log likelihood = -27925.932
Iteration 61: (EM) log likelihood = -27925.702
Iteration 62: (EM) log likelihood = -27925.149
Iteration 63: (EM) log likelihood = -27924.878
Iteration 64: (EM) log likelihood = -27924.687
Iteration 65: (EM) log likelihood = -27924.551
Iteration 66: (EM) log likelihood = -27924.27
Iteration 67: (EM) log likelihood = -27924.162
Iteration 68: (EM) log likelihood = -27924.033
Iteration 69: (EM) log likelihood = -27923.904
Iteration 70: (EM) log likelihood = -27923.797
Iteration 71: (EM) log likelihood = -27923.511
Iteration 72: (EM) log likelihood = -27923.454
Iteration 73: (EM) log likelihood = -27923.189
Iteration 74: (EM) log likelihood = -27923.067
Iteration 75: (EM) log likelihood = -27923.053
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.8236
Iteration 1: (class) log likelihood = -2624.8236
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.346
Iteration 1: (outcome) log likelihood = -28963.282
Iteration 2: (outcome) log likelihood = -28948.812
Iteration 3: (outcome) log likelihood = -28947.748
Iteration 4: (outcome) log likelihood = -28947.526
Iteration 5: (outcome) log likelihood = -28947.476
Iteration 6: (outcome) log likelihood = -28947.468
Iteration 7: (outcome) log likelihood = -28947.466
Iteration 8: (outcome) log likelihood = -28947.465
Iteration 9: (outcome) log likelihood = -28947.465
Iteration 10: (outcome) log likelihood = -28947.465 (not concave)
Iteration 11: (outcome) log likelihood = -28947.465 (not concave)
Iteration 12: (outcome) log likelihood = -28947.465 (not concave)
Iteration 13: (outcome) log likelihood = -28947.465 (not concave)
Iteration 14: (outcome) log likelihood = -28947.465 (not concave)
Iteration 15: (outcome) log likelihood = -28947.465 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31553.425
Iteration 1: (EM) log likelihood = -31507.49
Iteration 2: (EM) log likelihood = -31405.604
Iteration 3: (EM) log likelihood = -31183.819
Iteration 4: (EM) log likelihood = -30729.067
Iteration 5: (EM) log likelihood = -30083.136
Iteration 6: (EM) log likelihood = -29533.924
Iteration 7: (EM) log likelihood = -29159.011
Iteration 8: (EM) log likelihood = -28880.916
Iteration 9: (EM) log likelihood = -28657.586
Iteration 10: (EM) log likelihood = -28463.65
Iteration 11: (EM) log likelihood = -28287.343
Iteration 12: (EM) log likelihood = -28144.324
Iteration 13: (EM) log likelihood = -28049.911
Iteration 14: (EM) log likelihood = -27996.278
Iteration 15: (EM) log likelihood = -27968.72
Iteration 16: (EM) log likelihood = -27955.132
Iteration 17: (EM) log likelihood = -27949.036
Iteration 18: (EM) log likelihood = -27945.995
Iteration 19: (EM) log likelihood = -27944.013
Iteration 20: (EM) log likelihood = -27942.361
Iteration 21: (EM) log likelihood = -27940.729
Iteration 22: (EM) log likelihood = -27939.902
Iteration 23: (EM) log likelihood = -27939.09
Iteration 24: (EM) log likelihood = -27938.471
Iteration 25: (EM) log likelihood = -27938
Iteration 26: (EM) log likelihood = -27937.34
Iteration 27: (EM) log likelihood = -27936.694
Iteration 28: (EM) log likelihood = -27937.05
Iteration 29: (EM) log likelihood = -27936.237
Iteration 30: (EM) log likelihood = -27935.899
Iteration 31: (EM) log likelihood = -27935.549
Iteration 32: (EM) log likelihood = -27935.01
Iteration 33: (EM) log likelihood = -27934.57
Iteration 34: (EM) log likelihood = -27934.169
Iteration 35: (EM) log likelihood = -27934.101
Iteration 36: (EM) log likelihood = -27933.782
Iteration 37: (EM) log likelihood = -27933.58
Iteration 38: (EM) log likelihood = -27933.306
Iteration 39: (EM) log likelihood = -27932.987
Iteration 40: (EM) log likelihood = -27932.566
Iteration 41: (EM) log likelihood = -27932.145
Iteration 42: (EM) log likelihood = -27931.657
Iteration 43: (EM) log likelihood = -27931.371
Iteration 44: (EM) log likelihood = -27931.133
Iteration 45: (EM) log likelihood = -27930.888
Iteration 46: (EM) log likelihood = -27930.629
Iteration 47: (EM) log likelihood = -27930.428
Iteration 48: (EM) log likelihood = -27930.244
Iteration 49: (EM) log likelihood = -27930.405
Iteration 50: (EM) log likelihood = -27930.242
Iteration 51: (EM) log likelihood = -27929.977
Iteration 52: (EM) log likelihood = -27929.95
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2623.6356
Iteration 1: (class) log likelihood = -2623.6356
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.194
Iteration 1: (outcome) log likelihood = -28975.751
Iteration 2: (outcome) log likelihood = -28961.494
Iteration 3: (outcome) log likelihood = -28961.184
Iteration 4: (outcome) log likelihood = -28961.164
Iteration 5: (outcome) log likelihood = -28961.161
Iteration 6: (outcome) log likelihood = -28961.16
Iteration 7: (outcome) log likelihood = -28961.16
Iteration 8: (outcome) log likelihood = -28961.16
Iteration 9: (outcome) log likelihood = -28961.16 (not concave)
Iteration 10: (outcome) log likelihood = -28961.16 (not concave)
Iteration 11: (outcome) log likelihood = -28961.16 (not concave)
Iteration 12: (outcome) log likelihood = -28961.16 (not concave)
Iteration 13: (outcome) log likelihood = -28961.16 (not concave)
Iteration 14: (outcome) log likelihood = -28961.16 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31579.917
Iteration 1: (EM) log likelihood = -31561.025
Iteration 2: (EM) log likelihood = -31494.237
Iteration 3: (EM) log likelihood = -31297.512
Iteration 4: (EM) log likelihood = -30824.45
Iteration 5: (EM) log likelihood = -30100.884
Iteration 6: (EM) log likelihood = -29413.352
Iteration 7: (EM) log likelihood = -28886.374
Iteration 8: (EM) log likelihood = -28504.455
Iteration 9: (EM) log likelihood = -28220.15
Iteration 10: (EM) log likelihood = -28002.988
Iteration 11: (EM) log likelihood = -27864.771
Iteration 12: (EM) log likelihood = -27794.689
Iteration 13: (EM) log likelihood = -27759.216
Iteration 14: (EM) log likelihood = -27740.816
Iteration 15: (EM) log likelihood = -27730.873
Iteration 16: (EM) log likelihood = -27723.661
Iteration 17: (EM) log likelihood = -27718.912
Iteration 18: (EM) log likelihood = -27715.316
Iteration 19: (EM) log likelihood = -27712.685
Iteration 20: (EM) log likelihood = -27710.427
Iteration 21: (EM) log likelihood = -27708.881
Iteration 22: (EM) log likelihood = -27707.609
Iteration 23: (EM) log likelihood = -27706.356
Iteration 24: (EM) log likelihood = -27705.249
Iteration 25: (EM) log likelihood = -27703.947
Iteration 26: (EM) log likelihood = -27703.045
Iteration 27: (EM) log likelihood = -27701.914
Iteration 28: (EM) log likelihood = -27701.243
Iteration 29: (EM) log likelihood = -27700.803
Iteration 30: (EM) log likelihood = -27700.188
Iteration 31: (EM) log likelihood = -27699.6
Iteration 32: (EM) log likelihood = -27698.116
Iteration 33: (EM) log likelihood = -27696.561
Iteration 34: (EM) log likelihood = -27696.439
Iteration 35: (EM) log likelihood = -27696.336
Iteration 36: (EM) log likelihood = -27696.17
Iteration 37: (EM) log likelihood = -27696.024
Iteration 38: (EM) log likelihood = -27695.845
Iteration 39: (EM) log likelihood = -27695.65
Iteration 40: (EM) log likelihood = -27695.958
Iteration 41: (EM) log likelihood = -27695.789
Iteration 42: (EM) log likelihood = -27695.609
Iteration 43: (EM) log likelihood = -27695.485
Iteration 44: (EM) log likelihood = -27695.315
Iteration 45: (EM) log likelihood = -27695.144
Iteration 46: (EM) log likelihood = -27695.119
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2522
Iteration 1: (class) log likelihood = -2626.2522
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29168.382
Iteration 1: (outcome) log likelihood = -28973.244
Iteration 2: (outcome) log likelihood = -28961.289
Iteration 3: (outcome) log likelihood = -28961.097
Iteration 4: (outcome) log likelihood = -28961.072
Iteration 5: (outcome) log likelihood = -28961.068
Iteration 6: (outcome) log likelihood = -28961.067
Iteration 7: (outcome) log likelihood = -28961.067
Iteration 8: (outcome) log likelihood = -28961.067
Iteration 9: (outcome) log likelihood = -28961.067
Refining starting values:
Iteration 0: (EM) log likelihood = -31583.449
Iteration 1: (EM) log likelihood = -31567.374
Iteration 2: (EM) log likelihood = -31518.884
Iteration 3: (EM) log likelihood = -31418.91
Iteration 4: (EM) log likelihood = -31279.898
Iteration 5: (EM) log likelihood = -31019.422
Iteration 6: (EM) log likelihood = -30463.158
Iteration 7: (EM) log likelihood = -29708.978
Iteration 8: (EM) log likelihood = -29043.637
Iteration 9: (EM) log likelihood = -28569.227
Iteration 10: (EM) log likelihood = -28240.185
Iteration 11: (EM) log likelihood = -28008.968
Iteration 12: (EM) log likelihood = -27865.202
Iteration 13: (EM) log likelihood = -27787.008
Iteration 14: (EM) log likelihood = -27746.503
Iteration 15: (EM) log likelihood = -27725.11
Iteration 16: (EM) log likelihood = -27713.142
Iteration 17: (EM) log likelihood = -27705.209
Iteration 18: (EM) log likelihood = -27699.084
Iteration 19: (EM) log likelihood = -27694.517
Iteration 20: (EM) log likelihood = -27691.537
Iteration 21: (EM) log likelihood = -27689.192
Iteration 22: (EM) log likelihood = -27687.744
Iteration 23: (EM) log likelihood = -27686.327
Iteration 24: (EM) log likelihood = -27685.091
Iteration 25: (EM) log likelihood = -27684.245
Iteration 26: (EM) log likelihood = -27683.257
Iteration 27: (EM) log likelihood = -27682.328
Iteration 28: (EM) log likelihood = -27681.498
Iteration 29: (EM) log likelihood = -27680.799
Iteration 30: (EM) log likelihood = -27680.081
Iteration 31: (EM) log likelihood = -27679.256
Iteration 32: (EM) log likelihood = -27678.823
Iteration 33: (EM) log likelihood = -27678.314
Iteration 34: (EM) log likelihood = -27678.007
Iteration 35: (EM) log likelihood = -27677.642
Iteration 36: (EM) log likelihood = -27677.163
Iteration 37: (EM) log likelihood = -27676.766
Iteration 38: (EM) log likelihood = -27676.33
Iteration 39: (EM) log likelihood = -27676.265
Iteration 40: (EM) log likelihood = -27676.119
Iteration 41: (EM) log likelihood = -27675.923
Iteration 42: (EM) log likelihood = -27675.706
Iteration 43: (EM) log likelihood = -27675.537
Iteration 44: (EM) log likelihood = -27675.424
Iteration 45: (EM) log likelihood = -27675.29
Iteration 46: (EM) log likelihood = -27675.208
Iteration 47: (EM) log likelihood = -27675.126
Iteration 48: (EM) log likelihood = -27675.074
Iteration 49: (EM) log likelihood = -27675.022
Iteration 50: (EM) log likelihood = -27674.967
Iteration 51: (EM) log likelihood = -27674.918
Iteration 52: (EM) log likelihood = -27674.885
Iteration 53: (EM) log likelihood = -27674.85
Iteration 54: (EM) log likelihood = -27674.814
Iteration 55: (EM) log likelihood = -27674.789
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.9914
Iteration 1: (class) log likelihood = -2625.9914
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.422
Iteration 1: (outcome) log likelihood = -28974.787
Iteration 2: (outcome) log likelihood = -28961.86
Iteration 3: (outcome) log likelihood = -28961.669
Iteration 4: (outcome) log likelihood = -28961.667
Refining starting values:
Iteration 0: (EM) log likelihood = -31573.932
Iteration 1: (EM) log likelihood = -31512.576
Iteration 2: (EM) log likelihood = -31291.001
Iteration 3: (EM) log likelihood = -30730.239
Iteration 4: (EM) log likelihood = -29958.459
Iteration 5: (EM) log likelihood = -29362.344
Iteration 6: (EM) log likelihood = -28972.681
Iteration 7: (EM) log likelihood = -28681.6
Iteration 8: (EM) log likelihood = -28429.127
Iteration 9: (EM) log likelihood = -28194.814
Iteration 10: (EM) log likelihood = -28001.396
Iteration 11: (EM) log likelihood = -27864.168
Iteration 12: (EM) log likelihood = -27783.452
Iteration 13: (EM) log likelihood = -27740.581
Iteration 14: (EM) log likelihood = -27718.641
Iteration 15: (EM) log likelihood = -27706.289
Iteration 16: (EM) log likelihood = -27697.911
Iteration 17: (EM) log likelihood = -27691.937
Iteration 18: (EM) log likelihood = -27688.33
Iteration 19: (EM) log likelihood = -27685.573
Iteration 20: (EM) log likelihood = -27683.972
Iteration 21: (EM) log likelihood = -27682.096
Iteration 22: (EM) log likelihood = -27680.691
Iteration 23: (EM) log likelihood = -27679.463
Iteration 24: (EM) log likelihood = -27678.388
Iteration 25: (EM) log likelihood = -27677.473
Iteration 26: (EM) log likelihood = -27676.658
Iteration 27: (EM) log likelihood = -27675.851
Iteration 28: (EM) log likelihood = -27674.87
Iteration 29: (EM) log likelihood = -27674.358
Iteration 30: (EM) log likelihood = -27673.973
Iteration 31: (EM) log likelihood = -27673.338
Iteration 32: (EM) log likelihood = -27672.646
Iteration 33: (EM) log likelihood = -27672.148
Iteration 34: (EM) log likelihood = -27671.692
Iteration 35: (EM) log likelihood = -27670.782
Iteration 36: (EM) log likelihood = -27670.784
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3314
Iteration 1: (class) log likelihood = -2626.3314
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.367
Iteration 1: (outcome) log likelihood = -28960.706
Iteration 2: (outcome) log likelihood = -28947.281
Iteration 3: (outcome) log likelihood = -28947.07
Iteration 4: (outcome) log likelihood = -28947.069
Refining starting values:
Iteration 0: (EM) log likelihood = -31536.535
Iteration 1: (EM) log likelihood = -31440.054
Iteration 2: (EM) log likelihood = -31262.669
Iteration 3: (EM) log likelihood = -30876.844
Iteration 4: (EM) log likelihood = -30162.626
Iteration 5: (EM) log likelihood = -29383.406
Iteration 6: (EM) log likelihood = -28809.118
Iteration 7: (EM) log likelihood = -28423.967
Iteration 8: (EM) log likelihood = -28145.936
Iteration 9: (EM) log likelihood = -27944.81
Iteration 10: (EM) log likelihood = -27822.875
Iteration 11: (EM) log likelihood = -27760.116
Iteration 12: (EM) log likelihood = -27729.594
Iteration 13: (EM) log likelihood = -27712.701
Iteration 14: (EM) log likelihood = -27702.665
Iteration 15: (EM) log likelihood = -27695.265
Iteration 16: (EM) log likelihood = -27690.648
Iteration 17: (EM) log likelihood = -27687.227
Iteration 18: (EM) log likelihood = -27684.453
Iteration 19: (EM) log likelihood = -27682.5
Iteration 20: (EM) log likelihood = -27680.953
Iteration 21: (EM) log likelihood = -27679.888
Iteration 22: (EM) log likelihood = -27678.443
Iteration 23: (EM) log likelihood = -27677.035
Iteration 24: (EM) log likelihood = -27676.084
Iteration 25: (EM) log likelihood = -27675.354
Iteration 26: (EM) log likelihood = -27674.314
Iteration 27: (EM) log likelihood = -27673.526
Iteration 28: (EM) log likelihood = -27672.898
Iteration 29: (EM) log likelihood = -27672.361
Iteration 30: (EM) log likelihood = -27671.792
Iteration 31: (EM) log likelihood = -27671.267
Iteration 32: (EM) log likelihood = -27671.042
Iteration 33: (EM) log likelihood = -27670.689
Iteration 34: (EM) log likelihood = -27670.33
Iteration 35: (EM) log likelihood = -27670.101
Iteration 36: (EM) log likelihood = -27669.882
Iteration 37: (EM) log likelihood = -27669.613
Iteration 38: (EM) log likelihood = -27669.447
Iteration 39: (EM) log likelihood = -27669.226
Iteration 40: (EM) log likelihood = -27669.084
Iteration 41: (EM) log likelihood = -27668.964
Iteration 42: (EM) log likelihood = -27668.816
Iteration 43: (EM) log likelihood = -27668.707
Iteration 44: (EM) log likelihood = -27668.598
Iteration 45: (EM) log likelihood = -27668.511
Iteration 46: (EM) log likelihood = -27668.427
Iteration 47: (EM) log likelihood = -27668.349
Iteration 48: (EM) log likelihood = -27668.29
Iteration 49: (EM) log likelihood = -27668.22
Iteration 50: (EM) log likelihood = -27668.174
Iteration 51: (EM) log likelihood = -27668.099
Iteration 52: (EM) log likelihood = -27668.046
Iteration 53: (EM) log likelihood = -27668.008
Iteration 54: (EM) log likelihood = -27667.951
Iteration 55: (EM) log likelihood = -27667.932
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8753
Iteration 1: (class) log likelihood = -2625.8753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.537
Iteration 1: (outcome) log likelihood = -28956.517
Iteration 2: (outcome) log likelihood = -28943.523
Iteration 3: (outcome) log likelihood = -28943.311
Iteration 4: (outcome) log likelihood = -28943.309
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.999
Iteration 1: (EM) log likelihood = -31544.393
Iteration 2: (EM) log likelihood = -31502.939
Iteration 3: (EM) log likelihood = -31391.094
Iteration 4: (EM) log likelihood = -31093.215
Iteration 5: (EM) log likelihood = -30496.759
Iteration 6: (EM) log likelihood = -29774.519
Iteration 7: (EM) log likelihood = -29189.189
Iteration 8: (EM) log likelihood = -28756.761
Iteration 9: (EM) log likelihood = -28427.245
Iteration 10: (EM) log likelihood = -28163.234
Iteration 11: (EM) log likelihood = -27966.734
Iteration 12: (EM) log likelihood = -27846.317
Iteration 13: (EM) log likelihood = -27782.416
Iteration 14: (EM) log likelihood = -27750.475
Iteration 15: (EM) log likelihood = -27733.804
Iteration 16: (EM) log likelihood = -27723.804
Iteration 17: (EM) log likelihood = -27718.804
Iteration 18: (EM) log likelihood = -27715.453
Iteration 19: (EM) log likelihood = -27712.922
Iteration 20: (EM) log likelihood = -27711.224
Iteration 21: (EM) log likelihood = -27709.845
Iteration 22: (EM) log likelihood = -27709.011
Iteration 23: (EM) log likelihood = -27708.231
Iteration 24: (EM) log likelihood = -27707.896
Iteration 25: (EM) log likelihood = -27707.656
Iteration 26: (EM) log likelihood = -27707.376
Iteration 27: (EM) log likelihood = -27707.257
Iteration 28: (EM) log likelihood = -27707.186
Iteration 29: (EM) log likelihood = -27707.15
Iteration 30: (EM) log likelihood = -27707.1
Iteration 31: (EM) log likelihood = -27707.118
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.173
Iteration 1: (class) log likelihood = -2626.173
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.253
Iteration 1: (outcome) log likelihood = -28968.315
Iteration 2: (outcome) log likelihood = -28953.692
Iteration 3: (outcome) log likelihood = -28952.894
Iteration 4: (outcome) log likelihood = -28952.712
Iteration 5: (outcome) log likelihood = -28952.674
Iteration 6: (outcome) log likelihood = -28952.667
Iteration 7: (outcome) log likelihood = -28952.666
Iteration 8: (outcome) log likelihood = -28952.665
Iteration 9: (outcome) log likelihood = -28952.665
Iteration 10: (outcome) log likelihood = -28952.665
Refining starting values:
Iteration 0: (EM) log likelihood = -31560.398
Iteration 1: (EM) log likelihood = -31507.295
Iteration 2: (EM) log likelihood = -31406.598
Iteration 3: (EM) log likelihood = -31214.778
Iteration 4: (EM) log likelihood = -30784.276
Iteration 5: (EM) log likelihood = -30052.389
Iteration 6: (EM) log likelihood = -29344.77
Iteration 7: (EM) log likelihood = -28852.815
Iteration 8: (EM) log likelihood = -28499.362
Iteration 9: (EM) log likelihood = -28230.459
Iteration 10: (EM) log likelihood = -28025.782
Iteration 11: (EM) log likelihood = -27890.477
Iteration 12: (EM) log likelihood = -27813.477
Iteration 13: (EM) log likelihood = -27774.473
Iteration 14: (EM) log likelihood = -27754.04
Iteration 15: (EM) log likelihood = -27740.251
Iteration 16: (EM) log likelihood = -27728.999
Iteration 17: (EM) log likelihood = -27719.267
Iteration 18: (EM) log likelihood = -27713.128
Iteration 19: (EM) log likelihood = -27708.926
Iteration 20: (EM) log likelihood = -27706.451
Iteration 21: (EM) log likelihood = -27704.571
Iteration 22: (EM) log likelihood = -27703.529
Iteration 23: (EM) log likelihood = -27702.202
Iteration 24: (EM) log likelihood = -27701.513
Iteration 25: (EM) log likelihood = -27700.86
Iteration 26: (EM) log likelihood = -27700.355
Iteration 27: (EM) log likelihood = -27699.618
Iteration 28: (EM) log likelihood = -27699.32
Iteration 29: (EM) log likelihood = -27698.43
Iteration 30: (EM) log likelihood = -27698.03
Iteration 31: (EM) log likelihood = -27697.703
Iteration 32: (EM) log likelihood = -27697.434
Iteration 33: (EM) log likelihood = -27697.213
Iteration 34: (EM) log likelihood = -27697.018
Iteration 35: (EM) log likelihood = -27696.793
Iteration 36: (EM) log likelihood = -27696.675
Iteration 37: (EM) log likelihood = -27696.51
Iteration 38: (EM) log likelihood = -27696.476
Iteration 39: (EM) log likelihood = -27696.334
Iteration 40: (EM) log likelihood = -27696.222
Iteration 41: (EM) log likelihood = -27696.134
Iteration 42: (EM) log likelihood = -27696.034
Iteration 43: (EM) log likelihood = -27695.964
Iteration 44: (EM) log likelihood = -27695.892
Iteration 45: (EM) log likelihood = -27695.809
Iteration 46: (EM) log likelihood = -27695.729
Iteration 47: (EM) log likelihood = -27695.69
Iteration 48: (EM) log likelihood = -27695.657
Iteration 49: (EM) log likelihood = -27695.623
Iteration 50: (EM) log likelihood = -27695.598
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.154
Iteration 1: (class) log likelihood = -2626.154
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.89
Iteration 1: (outcome) log likelihood = -28975.326
Iteration 2: (outcome) log likelihood = -28957.985
Iteration 3: (outcome) log likelihood = -28956.723
Iteration 4: (outcome) log likelihood = -28956.674
Iteration 5: (outcome) log likelihood = -28956.663
Iteration 6: (outcome) log likelihood = -28956.66
Iteration 7: (outcome) log likelihood = -28956.66
Iteration 8: (outcome) log likelihood = -28956.66
Iteration 9: (outcome) log likelihood = -28956.66
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.655
Iteration 1: (EM) log likelihood = -31563.553
Iteration 2: (EM) log likelihood = -31520.432
Iteration 3: (EM) log likelihood = -31394.059
Iteration 4: (EM) log likelihood = -31060.88
Iteration 5: (EM) log likelihood = -30451.35
Iteration 6: (EM) log likelihood = -29792.881
Iteration 7: (EM) log likelihood = -29284.07
Iteration 8: (EM) log likelihood = -28886.901
Iteration 9: (EM) log likelihood = -28550.637
Iteration 10: (EM) log likelihood = -28272.39
Iteration 11: (EM) log likelihood = -28053.651
Iteration 12: (EM) log likelihood = -27911.396
Iteration 13: (EM) log likelihood = -27834.798
Iteration 14: (EM) log likelihood = -27797.466
Iteration 15: (EM) log likelihood = -27779.183
Iteration 16: (EM) log likelihood = -27769.681
Iteration 17: (EM) log likelihood = -27765.502
Iteration 18: (EM) log likelihood = -27762.684
Iteration 19: (EM) log likelihood = -27760.96
Iteration 20: (EM) log likelihood = -27759.53
Iteration 21: (EM) log likelihood = -27758.344
Iteration 22: (EM) log likelihood = -27756.255
Iteration 23: (EM) log likelihood = -27754.679
Iteration 24: (EM) log likelihood = -27752.553
Iteration 25: (EM) log likelihood = -27750.507
Iteration 26: (EM) log likelihood = -27749.843
Iteration 27: (EM) log likelihood = -27748.999
Iteration 28: (EM) log likelihood = -27748.814
Iteration 29: (EM) log likelihood = -27747.941
Iteration 30: (EM) log likelihood = -27747.622
Iteration 31: (EM) log likelihood = -27747.421
Iteration 32: (EM) log likelihood = -27747.23
Iteration 33: (EM) log likelihood = -27747.204
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2522
Iteration 1: (class) log likelihood = -2626.2522
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.133
Iteration 1: (outcome) log likelihood = -28982.407
Iteration 2: (outcome) log likelihood = -28957.389
Iteration 3: (outcome) log likelihood = -28955.168
Iteration 4: (outcome) log likelihood = -28955.076
Iteration 5: (outcome) log likelihood = -28955.063
Iteration 6: (outcome) log likelihood = -28955.061
Iteration 7: (outcome) log likelihood = -28955.061
Iteration 8: (outcome) log likelihood = -28955.061
Iteration 9: (outcome) log likelihood = -28955.061
Refining starting values:
Iteration 0: (EM) log likelihood = -31563.83
Iteration 1: (EM) log likelihood = -31507.852
Iteration 2: (EM) log likelihood = -31388.449
Iteration 3: (EM) log likelihood = -31171.994
Iteration 4: (EM) log likelihood = -30722.297
Iteration 5: (EM) log likelihood = -30072.108
Iteration 6: (EM) log likelihood = -29567.649
Iteration 7: (EM) log likelihood = -29277.379
Iteration 8: (EM) log likelihood = -29086.374
Iteration 9: (EM) log likelihood = -28934.859
Iteration 10: (EM) log likelihood = -28794.224
Iteration 11: (EM) log likelihood = -28646.356
Iteration 12: (EM) log likelihood = -28494.398
Iteration 13: (EM) log likelihood = -28348.611
Iteration 14: (EM) log likelihood = -28224.212
Iteration 15: (EM) log likelihood = -28128.177
Iteration 16: (EM) log likelihood = -28063.573
Iteration 17: (EM) log likelihood = -28027.012
Iteration 18: (EM) log likelihood = -28007.256
Iteration 19: (EM) log likelihood = -27995.231
Iteration 20: (EM) log likelihood = -27989.787
Iteration 21: (EM) log likelihood = -27986.182
Iteration 22: (EM) log likelihood = -27983.543
Iteration 23: (EM) log likelihood = -27981.316
Iteration 24: (EM) log likelihood = -27978.486
Iteration 25: (EM) log likelihood = -27976.19
Iteration 26: (EM) log likelihood = -27974.033
Iteration 27: (EM) log likelihood = -27970.038
Iteration 28: (EM) log likelihood = -27965.953
Iteration 29: (EM) log likelihood = -27964.973
Iteration 30: (EM) log likelihood = -27964.134
Iteration 31: (EM) log likelihood = -27963.879
Iteration 32: (EM) log likelihood = -27963.201
Iteration 33: (EM) log likelihood = -27962.748
Iteration 34: (EM) log likelihood = -27962.419
Iteration 35: (EM) log likelihood = -27961.885
Iteration 36: (EM) log likelihood = -27961.155
Iteration 37: (EM) log likelihood = -27960.711
Iteration 38: (EM) log likelihood = -27959.975
Iteration 39: (EM) log likelihood = -27959.27
Iteration 40: (EM) log likelihood = -27958.77
Iteration 41: (EM) log likelihood = -27958.525
Iteration 42: (EM) log likelihood = -27958.04
Iteration 43: (EM) log likelihood = -27957.956
Iteration 44: (EM) log likelihood = -27957.526
Iteration 45: (EM) log likelihood = -27954.777
Iteration 46: (EM) log likelihood = -27953.401
Iteration 47: (EM) log likelihood = -27952.192
Iteration 48: (EM) log likelihood = -27951.528
Iteration 49: (EM) log likelihood = -27951.106
Iteration 50: (EM) log likelihood = -27950.418
Iteration 51: (EM) log likelihood = -27950.078
Iteration 52: (EM) log likelihood = -27949.675
Iteration 53: (EM) log likelihood = -27949.068
Iteration 54: (EM) log likelihood = -27948.649
Iteration 55: (EM) log likelihood = -27948.345
Iteration 56: (EM) log likelihood = -27948.03
Iteration 57: (EM) log likelihood = -27947.687
Iteration 58: (EM) log likelihood = -27947.504
Iteration 59: (EM) log likelihood = -27947.227
Iteration 60: (EM) log likelihood = -27946.881
Iteration 61: (EM) log likelihood = -27946.453
Iteration 62: (EM) log likelihood = -27946.252
Iteration 63: (EM) log likelihood = -27945.964
Iteration 64: (EM) log likelihood = -27945.821
Iteration 65: (EM) log likelihood = -27945.592
Iteration 66: (EM) log likelihood = -27945.441
Iteration 67: (EM) log likelihood = -27945.267
Iteration 68: (EM) log likelihood = -27943.871
Iteration 69: (EM) log likelihood = -27942.723
Iteration 70: (EM) log likelihood = -27942.706
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.964
Iteration 1: (class) log likelihood = -2625.964
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.089
Iteration 1: (outcome) log likelihood = -28959.69
Iteration 2: (outcome) log likelihood = -28945.632
Iteration 3: (outcome) log likelihood = -28945.213
Iteration 4: (outcome) log likelihood = -28945.159
Iteration 5: (outcome) log likelihood = -28945.15
Iteration 6: (outcome) log likelihood = -28945.147
Iteration 7: (outcome) log likelihood = -28945.147
Iteration 8: (outcome) log likelihood = -28945.147
Iteration 9: (outcome) log likelihood = -28945.147
Refining starting values:
Iteration 0: (EM) log likelihood = -31543.421
Iteration 1: (EM) log likelihood = -31476.285
Iteration 2: (EM) log likelihood = -31379.415
Iteration 3: (EM) log likelihood = -31243.062
Iteration 4: (EM) log likelihood = -31005.381
Iteration 5: (EM) log likelihood = -30561.283
Iteration 6: (EM) log likelihood = -29888.533
Iteration 7: (EM) log likelihood = -29246.22
Iteration 8: (EM) log likelihood = -28787.606
Iteration 9: (EM) log likelihood = -28463.21
Iteration 10: (EM) log likelihood = -28217.209
Iteration 11: (EM) log likelihood = -28025.317
Iteration 12: (EM) log likelihood = -27891.48
Iteration 13: (EM) log likelihood = -27801.61
Iteration 14: (EM) log likelihood = -27750.447
Iteration 15: (EM) log likelihood = -27723.334
Iteration 16: (EM) log likelihood = -27708.107
Iteration 17: (EM) log likelihood = -27698.204
Iteration 18: (EM) log likelihood = -27692.588
Iteration 19: (EM) log likelihood = -27688.939
Iteration 20: (EM) log likelihood = -27686.23
Iteration 21: (EM) log likelihood = -27684.322
Iteration 22: (EM) log likelihood = -27682.666
Iteration 23: (EM) log likelihood = -27681.279
Iteration 24: (EM) log likelihood = -27680.398
Iteration 25: (EM) log likelihood = -27679.55
Iteration 26: (EM) log likelihood = -27678.493
Iteration 27: (EM) log likelihood = -27677.948
Iteration 28: (EM) log likelihood = -27677.324
Iteration 29: (EM) log likelihood = -27676.598
Iteration 30: (EM) log likelihood = -27675.971
Iteration 31: (EM) log likelihood = -27675.3
Iteration 32: (EM) log likelihood = -27674.899
Iteration 33: (EM) log likelihood = -27674.118
Iteration 34: (EM) log likelihood = -27673.873
Iteration 35: (EM) log likelihood = -27673.566
Iteration 36: (EM) log likelihood = -27673.022
Iteration 37: (EM) log likelihood = -27672.593
Iteration 38: (EM) log likelihood = -27672.408
Iteration 39: (EM) log likelihood = -27672.2
Iteration 40: (EM) log likelihood = -27671.977
Iteration 41: (EM) log likelihood = -27671.605
Iteration 42: (EM) log likelihood = -27671.443
Iteration 43: (EM) log likelihood = -27671.278
Iteration 44: (EM) log likelihood = -27671.116
Iteration 45: (EM) log likelihood = -27670.962
Iteration 46: (EM) log likelihood = -27670.856
Iteration 47: (EM) log likelihood = -27670.778
Iteration 48: (EM) log likelihood = -27670.705
Iteration 49: (EM) log likelihood = -27670.619
Iteration 50: (EM) log likelihood = -27670.602
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.191
Iteration 1: (class) log likelihood = -2626.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.265
Iteration 1: (outcome) log likelihood = -28967.348
Iteration 2: (outcome) log likelihood = -28953.875
Iteration 3: (outcome) log likelihood = -28953.572
Iteration 4: (outcome) log likelihood = -28953.57
Refining starting values:
Iteration 0: (EM) log likelihood = -31571.065
Iteration 1: (EM) log likelihood = -31539.072
Iteration 2: (EM) log likelihood = -31430.031
Iteration 3: (EM) log likelihood = -31100.251
Iteration 4: (EM) log likelihood = -30466.724
Iteration 5: (EM) log likelihood = -29805.53
Iteration 6: (EM) log likelihood = -29313.249
Iteration 7: (EM) log likelihood = -28943.697
Iteration 8: (EM) log likelihood = -28637.572
Iteration 9: (EM) log likelihood = -28362.655
Iteration 10: (EM) log likelihood = -28120.142
Iteration 11: (EM) log likelihood = -27944.778
Iteration 12: (EM) log likelihood = -27842.4
Iteration 13: (EM) log likelihood = -27786.916
Iteration 14: (EM) log likelihood = -27755.534
Iteration 15: (EM) log likelihood = -27736.039
Iteration 16: (EM) log likelihood = -27724.706
Iteration 17: (EM) log likelihood = -27717.271
Iteration 18: (EM) log likelihood = -27712.579
Iteration 19: (EM) log likelihood = -27709.432
Iteration 20: (EM) log likelihood = -27707.163
Iteration 21: (EM) log likelihood = -27704.809
Iteration 22: (EM) log likelihood = -27703.142
Iteration 23: (EM) log likelihood = -27701.816
Iteration 24: (EM) log likelihood = -27700.461
Iteration 25: (EM) log likelihood = -27699.403
Iteration 26: (EM) log likelihood = -27698.473
Iteration 27: (EM) log likelihood = -27697.029
Iteration 28: (EM) log likelihood = -27696.134
Iteration 29: (EM) log likelihood = -27695.476
Iteration 30: (EM) log likelihood = -27694.549
Iteration 31: (EM) log likelihood = -27693.766
Iteration 32: (EM) log likelihood = -27693.204
Iteration 33: (EM) log likelihood = -27692.635
Iteration 34: (EM) log likelihood = -27692.165
Iteration 35: (EM) log likelihood = -27691.736
Iteration 36: (EM) log likelihood = -27691.364
Iteration 37: (EM) log likelihood = -27691.052
Iteration 38: (EM) log likelihood = -27690.661
Iteration 39: (EM) log likelihood = -27690.256
Iteration 40: (EM) log likelihood = -27690.125
Iteration 41: (EM) log likelihood = -27689.809
Iteration 42: (EM) log likelihood = -27689.627
Iteration 43: (EM) log likelihood = -27689.485
Iteration 44: (EM) log likelihood = -27689.286
Iteration 45: (EM) log likelihood = -27689.146
Iteration 46: (EM) log likelihood = -27689.044
Iteration 47: (EM) log likelihood = -27688.942
Iteration 48: (EM) log likelihood = -27688.851
Iteration 49: (EM) log likelihood = -27688.701
Iteration 50: (EM) log likelihood = -27688.582
Iteration 51: (EM) log likelihood = -27688.619
Iteration 52: (EM) log likelihood = -27688.518
Iteration 53: (EM) log likelihood = -27688.428
Iteration 54: (EM) log likelihood = -27688.144
Iteration 55: (EM) log likelihood = -27687.928
Iteration 56: (EM) log likelihood = -27687.846
Iteration 57: (EM) log likelihood = -27687.796
Iteration 58: (EM) log likelihood = -27687.709
Iteration 59: (EM) log likelihood = -27687.743
Iteration 60: (EM) log likelihood = -27687.663
Iteration 61: (EM) log likelihood = -27687.674
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0432
Iteration 1: (class) log likelihood = -2626.0432
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.21
Iteration 1: (outcome) log likelihood = -28965.435
Iteration 2: (outcome) log likelihood = -28950.699
Iteration 3: (outcome) log likelihood = -28949.857
Iteration 4: (outcome) log likelihood = -28949.659
Iteration 5: (outcome) log likelihood = -28949.619
Iteration 6: (outcome) log likelihood = -28949.612
Iteration 7: (outcome) log likelihood = -28949.611
Iteration 8: (outcome) log likelihood = -28949.61
Iteration 9: (outcome) log likelihood = -28949.61
Iteration 10: (outcome) log likelihood = -28949.61
Refining starting values:
Iteration 0: (EM) log likelihood = -31557.233
Iteration 1: (EM) log likelihood = -31490.961
Iteration 2: (EM) log likelihood = -31272.092
Iteration 3: (EM) log likelihood = -30733.854
Iteration 4: (EM) log likelihood = -29983.594
Iteration 5: (EM) log likelihood = -29342.296
Iteration 6: (EM) log likelihood = -28894.575
Iteration 7: (EM) log likelihood = -28588.261
Iteration 8: (EM) log likelihood = -28361.86
Iteration 9: (EM) log likelihood = -28189.115
Iteration 10: (EM) log likelihood = -28073.322
Iteration 11: (EM) log likelihood = -28009.549
Iteration 12: (EM) log likelihood = -27979.361
Iteration 13: (EM) log likelihood = -27964.72
Iteration 14: (EM) log likelihood = -27957.733
Iteration 15: (EM) log likelihood = -27952.878
Iteration 16: (EM) log likelihood = -27949.667
Iteration 17: (EM) log likelihood = -27948.071
Iteration 18: (EM) log likelihood = -27946.288
Iteration 19: (EM) log likelihood = -27945.382
Iteration 20: (EM) log likelihood = -27944.863
Iteration 21: (EM) log likelihood = -27944.651
Iteration 22: (EM) log likelihood = -27944.076
Iteration 23: (EM) log likelihood = -27943.631
Iteration 24: (EM) log likelihood = -27942.926
Iteration 25: (EM) log likelihood = -27942.204
Iteration 26: (EM) log likelihood = -27941.301
Iteration 27: (EM) log likelihood = -27940.77
Iteration 28: (EM) log likelihood = -27940.236
Iteration 29: (EM) log likelihood = -27939.981
Iteration 30: (EM) log likelihood = -27939.396
Iteration 31: (EM) log likelihood = -27938.561
Iteration 32: (EM) log likelihood = -27937.995
Iteration 33: (EM) log likelihood = -27937.545
Iteration 34: (EM) log likelihood = -27937.102
Iteration 35: (EM) log likelihood = -27936.439
Iteration 36: (EM) log likelihood = -27936.257
Iteration 37: (EM) log likelihood = -27936.1
Iteration 38: (EM) log likelihood = -27935.764
Iteration 39: (EM) log likelihood = -27935.668
Iteration 40: (EM) log likelihood = -27935.417
Iteration 41: (EM) log likelihood = -27935.002
Iteration 42: (EM) log likelihood = -27934.131
Iteration 43: (EM) log likelihood = -27933.415
Iteration 44: (EM) log likelihood = -27932.909
Iteration 45: (EM) log likelihood = -27932.755
Iteration 46: (EM) log likelihood = -27932.51
Iteration 47: (EM) log likelihood = -27932.444
Iteration 48: (EM) log likelihood = -27932.105
Iteration 49: (EM) log likelihood = -27931.689
Iteration 50: (EM) log likelihood = -27929.891
Iteration 51: (EM) log likelihood = -27929.361
Iteration 52: (EM) log likelihood = -27929.01
Iteration 53: (EM) log likelihood = -27928.854
Iteration 54: (EM) log likelihood = -27928.723
Iteration 55: (EM) log likelihood = -27928.489
Iteration 56: (EM) log likelihood = -27928.24
Iteration 57: (EM) log likelihood = -27927.763
Iteration 58: (EM) log likelihood = -27926.376
Iteration 59: (EM) log likelihood = -27926.185
Iteration 60: (EM) log likelihood = -27925.944
Iteration 61: (EM) log likelihood = -27925.454
Iteration 62: (EM) log likelihood = -27925.505
Iteration 63: (EM) log likelihood = -27925.5
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8109
Iteration 1: (class) log likelihood = -2625.8109
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.675
Iteration 1: (outcome) log likelihood = -28970.067
Iteration 2: (outcome) log likelihood = -28952.011
Iteration 3: (outcome) log likelihood = -28951.567
Iteration 4: (outcome) log likelihood = -28951.547
Iteration 5: (outcome) log likelihood = -28951.543
Iteration 6: (outcome) log likelihood = -28951.542
Iteration 7: (outcome) log likelihood = -28951.542
Iteration 8: (outcome) log likelihood = -28951.541
Iteration 9: (outcome) log likelihood = -28951.541 (not concave)
Iteration 10: (outcome) log likelihood = -28951.541 (not concave)
Iteration 11: (outcome) log likelihood = -28951.541 (not concave)
Iteration 12: (outcome) log likelihood = -28951.541 (not concave)
Iteration 13: (outcome) log likelihood = -28951.541 (not concave)
Iteration 14: (outcome) log likelihood = -28951.541 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.396
Iteration 1: (EM) log likelihood = -31499.486
Iteration 2: (EM) log likelihood = -31276.754
Iteration 3: (EM) log likelihood = -30720.104
Iteration 4: (EM) log likelihood = -29953.364
Iteration 5: (EM) log likelihood = -29332.807
Iteration 6: (EM) log likelihood = -28890.769
Iteration 7: (EM) log likelihood = -28548.679
Iteration 8: (EM) log likelihood = -28258.722
Iteration 9: (EM) log likelihood = -28031.792
Iteration 10: (EM) log likelihood = -27886.328
Iteration 11: (EM) log likelihood = -27809.285
Iteration 12: (EM) log likelihood = -27772.604
Iteration 13: (EM) log likelihood = -27753.203
Iteration 14: (EM) log likelihood = -27741.37
Iteration 15: (EM) log likelihood = -27731.264
Iteration 16: (EM) log likelihood = -27723.395
Iteration 17: (EM) log likelihood = -27717.521
Iteration 18: (EM) log likelihood = -27713.103
Iteration 19: (EM) log likelihood = -27710.614
Iteration 20: (EM) log likelihood = -27708.669
Iteration 21: (EM) log likelihood = -27707.32
Iteration 22: (EM) log likelihood = -27706.097
Iteration 23: (EM) log likelihood = -27705.345
Iteration 24: (EM) log likelihood = -27704.582
Iteration 25: (EM) log likelihood = -27704.035
Iteration 26: (EM) log likelihood = -27703.496
Iteration 27: (EM) log likelihood = -27703.149
Iteration 28: (EM) log likelihood = -27702.727
Iteration 29: (EM) log likelihood = -27702.515
Iteration 30: (EM) log likelihood = -27702.135
Iteration 31: (EM) log likelihood = -27701.948
Iteration 32: (EM) log likelihood = -27701.616
Iteration 33: (EM) log likelihood = -27701.443
Iteration 34: (EM) log likelihood = -27701.161
Iteration 35: (EM) log likelihood = -27700.62
Iteration 36: (EM) log likelihood = -27700.114
Iteration 37: (EM) log likelihood = -27699.931
Iteration 38: (EM) log likelihood = -27699.8
Iteration 39: (EM) log likelihood = -27699.281
Iteration 40: (EM) log likelihood = -27698.811
Iteration 41: (EM) log likelihood = -27698.764
Iteration 42: (EM) log likelihood = -27698.607
Iteration 43: (EM) log likelihood = -27698.216
Iteration 44: (EM) log likelihood = -27697.85
Iteration 45: (EM) log likelihood = -27697.697
Iteration 46: (EM) log likelihood = -27697.552
Iteration 47: (EM) log likelihood = -27697.423
Iteration 48: (EM) log likelihood = -27697.371
Iteration 49: (EM) log likelihood = -27697.342
Iteration 50: (EM) log likelihood = -27697.318
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.964
Iteration 1: (class) log likelihood = -2625.964
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.867
Iteration 1: (outcome) log likelihood = -28961.665
Iteration 2: (outcome) log likelihood = -28949.547
Iteration 3: (outcome) log likelihood = -28949.276
Iteration 4: (outcome) log likelihood = -28949.22
Iteration 5: (outcome) log likelihood = -28949.211
Iteration 6: (outcome) log likelihood = -28949.21
Iteration 7: (outcome) log likelihood = -28949.21
Iteration 8: (outcome) log likelihood = -28949.21
Iteration 9: (outcome) log likelihood = -28949.21 (not concave)
Iteration 10: (outcome) log likelihood = -28949.21 (not concave)
Iteration 11: (outcome) log likelihood = -28949.21 (not concave)
Iteration 12: (outcome) log likelihood = -28949.21 (not concave)
Iteration 13: (outcome) log likelihood = -28949.21 (not concave)
Iteration 14: (outcome) log likelihood = -28949.21 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31559.473
Iteration 1: (EM) log likelihood = -31517.354
Iteration 2: (EM) log likelihood = -31411.633
Iteration 3: (EM) log likelihood = -31173.042
Iteration 4: (EM) log likelihood = -30654.251
Iteration 5: (EM) log likelihood = -29903.998
Iteration 6: (EM) log likelihood = -29252.344
Iteration 7: (EM) log likelihood = -28789.17
Iteration 8: (EM) log likelihood = -28448.694
Iteration 9: (EM) log likelihood = -28181.834
Iteration 10: (EM) log likelihood = -27986.429
Iteration 11: (EM) log likelihood = -27866.394
Iteration 12: (EM) log likelihood = -27799.871
Iteration 13: (EM) log likelihood = -27763.601
Iteration 14: (EM) log likelihood = -27741.946
Iteration 15: (EM) log likelihood = -27728.632
Iteration 16: (EM) log likelihood = -27721.223
Iteration 17: (EM) log likelihood = -27716.471
Iteration 18: (EM) log likelihood = -27712.91
Iteration 19: (EM) log likelihood = -27710.538
Iteration 20: (EM) log likelihood = -27708.918
Iteration 21: (EM) log likelihood = -27707.857
Iteration 22: (EM) log likelihood = -27706.765
Iteration 23: (EM) log likelihood = -27706.151
Iteration 24: (EM) log likelihood = -27705.792
Iteration 25: (EM) log likelihood = -27705.318
Iteration 26: (EM) log likelihood = -27705.024
Iteration 27: (EM) log likelihood = -27704.537
Iteration 28: (EM) log likelihood = -27704.184
Iteration 29: (EM) log likelihood = -27704.017
Iteration 30: (EM) log likelihood = -27703.604
Iteration 31: (EM) log likelihood = -27703.133
Iteration 32: (EM) log likelihood = -27702.855
Iteration 33: (EM) log likelihood = -27702.751
Iteration 34: (EM) log likelihood = -27702.03
Iteration 35: (EM) log likelihood = -27702.209
Iteration 36: (EM) log likelihood = -27701.849
Iteration 37: (EM) log likelihood = -27701.817
Iteration 38: (EM) log likelihood = -27701.742
Iteration 39: (EM) log likelihood = -27701.369
Iteration 40: (EM) log likelihood = -27701.308
Iteration 41: (EM) log likelihood = -27700.913
Iteration 42: (EM) log likelihood = -27700.742
Iteration 43: (EM) log likelihood = -27700.58
Iteration 44: (EM) log likelihood = -27700.514
Iteration 45: (EM) log likelihood = -27700.373
Iteration 46: (EM) log likelihood = -27700.309
Iteration 47: (EM) log likelihood = -27700.145
Iteration 48: (EM) log likelihood = -27700.114
Iteration 49: (EM) log likelihood = -27699.981
Iteration 50: (EM) log likelihood = -27699.937
Iteration 51: (EM) log likelihood = -27699.793
Iteration 52: (EM) log likelihood = -27699.76
Iteration 53: (EM) log likelihood = -27699.669
Iteration 54: (EM) log likelihood = -27699.588
Iteration 55: (EM) log likelihood = -27699.528
Iteration 56: (EM) log likelihood = -27699.197
Iteration 57: (EM) log likelihood = -27697.837
Iteration 58: (EM) log likelihood = -27697.985
Iteration 59: (EM) log likelihood = -27698.129
Iteration 60: (EM) log likelihood = -27698.156
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2649
Iteration 1: (class) log likelihood = -2626.2649
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.402
Iteration 1: (outcome) log likelihood = -28974.357
Iteration 2: (outcome) log likelihood = -28953.856
Iteration 3: (outcome) log likelihood = -28953.171
Iteration 4: (outcome) log likelihood = -28953.141
Iteration 5: (outcome) log likelihood = -28953.133
Iteration 6: (outcome) log likelihood = -28953.132
Iteration 7: (outcome) log likelihood = -28953.131
Iteration 8: (outcome) log likelihood = -28953.131
Iteration 9: (outcome) log likelihood = -28953.131
Refining starting values:
Iteration 0: (EM) log likelihood = -31569.723
Iteration 1: (EM) log likelihood = -31528.114
Iteration 2: (EM) log likelihood = -31379.983
Iteration 3: (EM) log likelihood = -30977.539
Iteration 4: (EM) log likelihood = -30292.336
Iteration 5: (EM) log likelihood = -29677.002
Iteration 6: (EM) log likelihood = -29266.742
Iteration 7: (EM) log likelihood = -28971.663
Iteration 8: (EM) log likelihood = -28744.262
Iteration 9: (EM) log likelihood = -28540.438
Iteration 10: (EM) log likelihood = -28361.221
Iteration 11: (EM) log likelihood = -28221.091
Iteration 12: (EM) log likelihood = -28128.933
Iteration 13: (EM) log likelihood = -28074.616
Iteration 14: (EM) log likelihood = -28044.571
Iteration 15: (EM) log likelihood = -28028.957
Iteration 16: (EM) log likelihood = -28017.667
Iteration 17: (EM) log likelihood = -28006.917
Iteration 18: (EM) log likelihood = -28000.325
Iteration 19: (EM) log likelihood = -27994.801
Iteration 20: (EM) log likelihood = -27989.36
Iteration 21: (EM) log likelihood = -27984.045
Iteration 22: (EM) log likelihood = -27980.538
Iteration 23: (EM) log likelihood = -27977.344
Iteration 24: (EM) log likelihood = -27975.191
Iteration 25: (EM) log likelihood = -27973.005
Iteration 26: (EM) log likelihood = -27971.133
Iteration 27: (EM) log likelihood = -27968.623
Iteration 28: (EM) log likelihood = -27966.56
Iteration 29: (EM) log likelihood = -27964.835
Iteration 30: (EM) log likelihood = -27962.859
Iteration 31: (EM) log likelihood = -27961.644
Iteration 32: (EM) log likelihood = -27959.918
Iteration 33: (EM) log likelihood = -27958.6
Iteration 34: (EM) log likelihood = -27957.393
Iteration 35: (EM) log likelihood = -27955.886
Iteration 36: (EM) log likelihood = -27954.495
Iteration 37: (EM) log likelihood = -27953.277
Iteration 38: (EM) log likelihood = -27952.207
Iteration 39: (EM) log likelihood = -27951.219
Iteration 40: (EM) log likelihood = -27950.637
Iteration 41: (EM) log likelihood = -27950.052
Iteration 42: (EM) log likelihood = -27949.304
Iteration 43: (EM) log likelihood = -27949.442
Iteration 44: (EM) log likelihood = -27948.525
Iteration 45: (EM) log likelihood = -27948.435
Iteration 46: (EM) log likelihood = -27947.633
Iteration 47: (EM) log likelihood = -27946.466
Iteration 48: (EM) log likelihood = -27945.818
Iteration 49: (EM) log likelihood = -27944.777
Iteration 50: (EM) log likelihood = -27944.081
Iteration 51: (EM) log likelihood = -27943.107
Iteration 52: (EM) log likelihood = -27942.483
Iteration 53: (EM) log likelihood = -27941.554
Iteration 54: (EM) log likelihood = -27940.664
Iteration 55: (EM) log likelihood = -27940.091
Iteration 56: (EM) log likelihood = -27939.45
Iteration 57: (EM) log likelihood = -27938.969
Iteration 58: (EM) log likelihood = -27938.508
Iteration 59: (EM) log likelihood = -27938.128
Iteration 60: (EM) log likelihood = -27937.457
Iteration 61: (EM) log likelihood = -27937.102
Iteration 62: (EM) log likelihood = -27936.512
Iteration 63: (EM) log likelihood = -27936.148
Iteration 64: (EM) log likelihood = -27935.622
Iteration 65: (EM) log likelihood = -27935.318
Iteration 66: (EM) log likelihood = -27934.819
Iteration 67: (EM) log likelihood = -27934.575
Iteration 68: (EM) log likelihood = -27934.138
Iteration 69: (EM) log likelihood = -27933.61
Iteration 70: (EM) log likelihood = -27933.11
Iteration 71: (EM) log likelihood = -27932.791
Iteration 72: (EM) log likelihood = -27932.424
Iteration 73: (EM) log likelihood = -27932.251
Iteration 74: (EM) log likelihood = -27932.12
Iteration 75: (EM) log likelihood = -27931.941
Iteration 76: (EM) log likelihood = -27931.86
Iteration 77: (EM) log likelihood = -27931.574
Iteration 78: (EM) log likelihood = -27931.453
Iteration 79: (EM) log likelihood = -27931.091
Iteration 80: (EM) log likelihood = -27930.843
Iteration 81: (EM) log likelihood = -27930.719
Iteration 82: (EM) log likelihood = -27930.505
Iteration 83: (EM) log likelihood = -27930.409
Iteration 84: (EM) log likelihood = -27930.156
Iteration 85: (EM) log likelihood = -27929.769
Iteration 86: (EM) log likelihood = -27929.606
Iteration 87: (EM) log likelihood = -27929.36
Iteration 88: (EM) log likelihood = -27929.166
Iteration 89: (EM) log likelihood = -27928.913
Iteration 90: (EM) log likelihood = -27928.758
Iteration 91: (EM) log likelihood = -27928.608
Iteration 92: (EM) log likelihood = -27928.383
Iteration 93: (EM) log likelihood = -27928.253
Iteration 94: (EM) log likelihood = -27928.057
Iteration 95: (EM) log likelihood = -27927.841
Iteration 96: (EM) log likelihood = -27927.636
Iteration 97: (EM) log likelihood = -27927.489
Iteration 98: (EM) log likelihood = -27927.237
Iteration 99: (EM) log likelihood = -27927.118
Iteration 100: (EM) log likelihood = -27926.952
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.305
Iteration 1: (class) log likelihood = -2626.305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.233
Iteration 1: (outcome) log likelihood = -28964.937
Iteration 2: (outcome) log likelihood = -28952.639
Iteration 3: (outcome) log likelihood = -28952.468
Iteration 4: (outcome) log likelihood = -28952.467
Refining starting values:
Iteration 0: (EM) log likelihood = -31559.745
Iteration 1: (EM) log likelihood = -31501.313
Iteration 2: (EM) log likelihood = -31387.156
Iteration 3: (EM) log likelihood = -31159.231
Iteration 4: (EM) log likelihood = -30674.942
Iteration 5: (EM) log likelihood = -30007.683
Iteration 6: (EM) log likelihood = -29432.327
Iteration 7: (EM) log likelihood = -29026.481
Iteration 8: (EM) log likelihood = -28732.853
Iteration 9: (EM) log likelihood = -28500.578
Iteration 10: (EM) log likelihood = -28308.117
Iteration 11: (EM) log likelihood = -28163.095
Iteration 12: (EM) log likelihood = -28068.958
Iteration 13: (EM) log likelihood = -28015.339
Iteration 14: (EM) log likelihood = -27988.431
Iteration 15: (EM) log likelihood = -27974.884
Iteration 16: (EM) log likelihood = -27967.742
Iteration 17: (EM) log likelihood = -27963.163
Iteration 18: (EM) log likelihood = -27960.003
Iteration 19: (EM) log likelihood = -27957.529
Iteration 20: (EM) log likelihood = -27955.017
Iteration 21: (EM) log likelihood = -27953.697
Iteration 22: (EM) log likelihood = -27952.674
Iteration 23: (EM) log likelihood = -27951.537
Iteration 24: (EM) log likelihood = -27950.437
Iteration 25: (EM) log likelihood = -27949.229
Iteration 26: (EM) log likelihood = -27947.704
Iteration 27: (EM) log likelihood = -27946.898
Iteration 28: (EM) log likelihood = -27946.051
Iteration 29: (EM) log likelihood = -27945.253
Iteration 30: (EM) log likelihood = -27944.453
Iteration 31: (EM) log likelihood = -27943.621
Iteration 32: (EM) log likelihood = -27942.734
Iteration 33: (EM) log likelihood = -27942.088
Iteration 34: (EM) log likelihood = -27941.54
Iteration 35: (EM) log likelihood = -27940.89
Iteration 36: (EM) log likelihood = -27940.84
Iteration 37: (EM) log likelihood = -27940.385
Iteration 38: (EM) log likelihood = -27939.974
Iteration 39: (EM) log likelihood = -27939.638
Iteration 40: (EM) log likelihood = -27939.225
Iteration 41: (EM) log likelihood = -27938.748
Iteration 42: (EM) log likelihood = -27938.443
Iteration 43: (EM) log likelihood = -27937.938
Iteration 44: (EM) log likelihood = -27937.468
Iteration 45: (EM) log likelihood = -27937.062
Iteration 46: (EM) log likelihood = -27936.425
Iteration 47: (EM) log likelihood = -27936.368
Iteration 48: (EM) log likelihood = -27935.99
Iteration 49: (EM) log likelihood = -27936.041
Iteration 50: (EM) log likelihood = -27935.727
Iteration 51: (EM) log likelihood = -27935.703
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.861
Iteration 1: (outcome) log likelihood = -28981.674
Iteration 2: (outcome) log likelihood = -28960.328
Iteration 3: (outcome) log likelihood = -28958.701
Iteration 4: (outcome) log likelihood = -28958.659
Iteration 5: (outcome) log likelihood = -28958.65
Iteration 6: (outcome) log likelihood = -28958.648
Iteration 7: (outcome) log likelihood = -28958.647
Iteration 8: (outcome) log likelihood = -28958.647
Iteration 9: (outcome) log likelihood = -28958.647
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.152
Iteration 1: (EM) log likelihood = -31553.846
Iteration 2: (EM) log likelihood = -31490.819
Iteration 3: (EM) log likelihood = -31391.349
Iteration 4: (EM) log likelihood = -31249.23
Iteration 5: (EM) log likelihood = -30937.056
Iteration 6: (EM) log likelihood = -30339.661
Iteration 7: (EM) log likelihood = -29727.537
Iteration 8: (EM) log likelihood = -29342.221
Iteration 9: (EM) log likelihood = -29109.456
Iteration 10: (EM) log likelihood = -28932.425
Iteration 11: (EM) log likelihood = -28778.991
Iteration 12: (EM) log likelihood = -28627.69
Iteration 13: (EM) log likelihood = -28466.601
Iteration 14: (EM) log likelihood = -28306.939
Iteration 15: (EM) log likelihood = -28171.843
Iteration 16: (EM) log likelihood = -28072.452
Iteration 17: (EM) log likelihood = -28009.828
Iteration 18: (EM) log likelihood = -27975.978
Iteration 19: (EM) log likelihood = -27958.361
Iteration 20: (EM) log likelihood = -27950.334
Iteration 21: (EM) log likelihood = -27947.564
Iteration 22: (EM) log likelihood = -27946.276
Iteration 23: (EM) log likelihood = -27945.74
Iteration 24: (EM) log likelihood = -27945.236
Iteration 25: (EM) log likelihood = -27944.106
Iteration 26: (EM) log likelihood = -27943.074
Iteration 27: (EM) log likelihood = -27942.35
Iteration 28: (EM) log likelihood = -27941.027
Iteration 29: (EM) log likelihood = -27939.533
Iteration 30: (EM) log likelihood = -27939.225
Iteration 31: (EM) log likelihood = -27938.409
Iteration 32: (EM) log likelihood = -27937.668
Iteration 33: (EM) log likelihood = -27937.196
Iteration 34: (EM) log likelihood = -27936.485
Iteration 35: (EM) log likelihood = -27935.428
Iteration 36: (EM) log likelihood = -27934.443
Iteration 37: (EM) log likelihood = -27933.795
Iteration 38: (EM) log likelihood = -27933.208
Iteration 39: (EM) log likelihood = -27932.419
Iteration 40: (EM) log likelihood = -27932.105
Iteration 41: (EM) log likelihood = -27931.632
Iteration 42: (EM) log likelihood = -27931.127
Iteration 43: (EM) log likelihood = -27930.886
Iteration 44: (EM) log likelihood = -27930.403
Iteration 45: (EM) log likelihood = -27929.917
Iteration 46: (EM) log likelihood = -27930.055
Iteration 47: (EM) log likelihood = -27929.262
Iteration 48: (EM) log likelihood = -27928.918
Iteration 49: (EM) log likelihood = -27928.704
Iteration 50: (EM) log likelihood = -27928.411
Iteration 51: (EM) log likelihood = -27928.127
Iteration 52: (EM) log likelihood = -27927.608
Iteration 53: (EM) log likelihood = -27927.217
Iteration 54: (EM) log likelihood = -27926.948
Iteration 55: (EM) log likelihood = -27926.756
Iteration 56: (EM) log likelihood = -27926.553
Iteration 57: (EM) log likelihood = -27926.183
Iteration 58: (EM) log likelihood = -27926.17
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.1
Iteration 1: (outcome) log likelihood = -28968.426
Iteration 2: (outcome) log likelihood = -28949.755
Iteration 3: (outcome) log likelihood = -28949.461
Iteration 4: (outcome) log likelihood = -28949.458
Refining starting values:
Iteration 0: (EM) log likelihood = -31569.764
Iteration 1: (EM) log likelihood = -31550.924
Iteration 2: (EM) log likelihood = -31499.491
Iteration 3: (EM) log likelihood = -31356.555
Iteration 4: (EM) log likelihood = -30999.57
Iteration 5: (EM) log likelihood = -30396.398
Iteration 6: (EM) log likelihood = -29806.805
Iteration 7: (EM) log likelihood = -29386.019
Iteration 8: (EM) log likelihood = -29089.002
Iteration 9: (EM) log likelihood = -28860.24
Iteration 10: (EM) log likelihood = -28666.348
Iteration 11: (EM) log likelihood = -28477.759
Iteration 12: (EM) log likelihood = -28299.789
Iteration 13: (EM) log likelihood = -28156.262
Iteration 14: (EM) log likelihood = -28057.969
Iteration 15: (EM) log likelihood = -28001.126
Iteration 16: (EM) log likelihood = -27972.483
Iteration 17: (EM) log likelihood = -27958.296
Iteration 18: (EM) log likelihood = -27952.779
Iteration 19: (EM) log likelihood = -27949.31
Iteration 20: (EM) log likelihood = -27947.875
Iteration 21: (EM) log likelihood = -27946.302
Iteration 22: (EM) log likelihood = -27945.638
Iteration 23: (EM) log likelihood = -27944.666
Iteration 24: (EM) log likelihood = -27943.892
Iteration 25: (EM) log likelihood = -27943.673
Iteration 26: (EM) log likelihood = -27943.317
Iteration 27: (EM) log likelihood = -27943.216
Iteration 28: (EM) log likelihood = -27942.961
Iteration 29: (EM) log likelihood = -27942.58
Iteration 30: (EM) log likelihood = -27941.897
Iteration 31: (EM) log likelihood = -27941.478
Iteration 32: (EM) log likelihood = -27940.729
Iteration 33: (EM) log likelihood = -27940.071
Iteration 34: (EM) log likelihood = -27939.581
Iteration 35: (EM) log likelihood = -27939.318
Iteration 36: (EM) log likelihood = -27938.748
Iteration 37: (EM) log likelihood = -27938.771
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.173
Iteration 1: (class) log likelihood = -2626.173
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.389
Iteration 1: (outcome) log likelihood = -28967.14
Iteration 2: (outcome) log likelihood = -28954.752
Iteration 3: (outcome) log likelihood = -28954.533
Iteration 4: (outcome) log likelihood = -28954.499
Iteration 5: (outcome) log likelihood = -28954.493
Iteration 6: (outcome) log likelihood = -28954.491
Iteration 7: (outcome) log likelihood = -28954.491
Iteration 8: (outcome) log likelihood = -28954.491
Iteration 9: (outcome) log likelihood = -28954.491
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.663
Iteration 1: (EM) log likelihood = -31497.15
Iteration 2: (EM) log likelihood = -31375.514
Iteration 3: (EM) log likelihood = -31186.109
Iteration 4: (EM) log likelihood = -30811.705
Iteration 5: (EM) log likelihood = -30203.045
Iteration 6: (EM) log likelihood = -29654.05
Iteration 7: (EM) log likelihood = -29326.904
Iteration 8: (EM) log likelihood = -29128.966
Iteration 9: (EM) log likelihood = -28974.159
Iteration 10: (EM) log likelihood = -28838.188
Iteration 11: (EM) log likelihood = -28704.276
Iteration 12: (EM) log likelihood = -28560.081
Iteration 13: (EM) log likelihood = -28410.788
Iteration 14: (EM) log likelihood = -28268.364
Iteration 15: (EM) log likelihood = -28148.318
Iteration 16: (EM) log likelihood = -28058.868
Iteration 17: (EM) log likelihood = -28003.327
Iteration 18: (EM) log likelihood = -27972.239
Iteration 19: (EM) log likelihood = -27956.327
Iteration 20: (EM) log likelihood = -27950.263
Iteration 21: (EM) log likelihood = -27945.921
Iteration 22: (EM) log likelihood = -27945.591
Iteration 23: (EM) log likelihood = -27944.763
Iteration 24: (EM) log likelihood = -27944.003
Iteration 25: (EM) log likelihood = -27943.416
Iteration 26: (EM) log likelihood = -27942.156
Iteration 27: (EM) log likelihood = -27941.074
Iteration 28: (EM) log likelihood = -27940.11
Iteration 29: (EM) log likelihood = -27939.787
Iteration 30: (EM) log likelihood = -27939.671
Iteration 31: (EM) log likelihood = -27939.248
Iteration 32: (EM) log likelihood = -27939.199
Iteration 33: (EM) log likelihood = -27938.919
Iteration 34: (EM) log likelihood = -27938.321
Iteration 35: (EM) log likelihood = -27937.999
Iteration 36: (EM) log likelihood = -27937.535
Iteration 37: (EM) log likelihood = -27937.337
Iteration 38: (EM) log likelihood = -27936.831
Iteration 39: (EM) log likelihood = -27936.46
Iteration 40: (EM) log likelihood = -27936.112
Iteration 41: (EM) log likelihood = -27935.896
Iteration 42: (EM) log likelihood = -27935.539
Iteration 43: (EM) log likelihood = -27935.136
Iteration 44: (EM) log likelihood = -27934.829
Iteration 45: (EM) log likelihood = -27934.351
Iteration 46: (EM) log likelihood = -27934.166
Iteration 47: (EM) log likelihood = -27933.872
Iteration 48: (EM) log likelihood = -27933.695
Iteration 49: (EM) log likelihood = -27933.486
Iteration 50: (EM) log likelihood = -27933.115
Iteration 51: (EM) log likelihood = -27932.661
Iteration 52: (EM) log likelihood = -27932.297
Iteration 53: (EM) log likelihood = -27932.04
Iteration 54: (EM) log likelihood = -27931.68
Iteration 55: (EM) log likelihood = -27931.412
Iteration 56: (EM) log likelihood = -27931.128
Iteration 57: (EM) log likelihood = -27930.684
Iteration 58: (EM) log likelihood = -27930.041
Iteration 59: (EM) log likelihood = -27929.857
Iteration 60: (EM) log likelihood = -27929.489
Iteration 61: (EM) log likelihood = -27929.446
Iteration 62: (EM) log likelihood = -27929.131
Iteration 63: (EM) log likelihood = -27929.102
Iteration 64: (EM) log likelihood = -27928.94
Iteration 65: (EM) log likelihood = -27928.525
Iteration 66: (EM) log likelihood = -27928.026
Iteration 67: (EM) log likelihood = -27927.793
Iteration 68: (EM) log likelihood = -27927.654
Iteration 69: (EM) log likelihood = -27927.524
Iteration 70: (EM) log likelihood = -27927.307
Iteration 71: (EM) log likelihood = -27927.194
Iteration 72: (EM) log likelihood = -27926.834
Iteration 73: (EM) log likelihood = -27926.527
Iteration 74: (EM) log likelihood = -27926.353
Iteration 75: (EM) log likelihood = -27926.196
Iteration 76: (EM) log likelihood = -27926.03
Iteration 77: (EM) log likelihood = -27925.934
Iteration 78: (EM) log likelihood = -27925.734
Iteration 79: (EM) log likelihood = -27925.337
Iteration 80: (EM) log likelihood = -27925.191
Iteration 81: (EM) log likelihood = -27925.077
Iteration 82: (EM) log likelihood = -27924.918
Iteration 83: (EM) log likelihood = -27924.556
Iteration 84: (EM) log likelihood = -27924.626
Iteration 85: (EM) log likelihood = -27924.482
Iteration 86: (EM) log likelihood = -27924.482
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.7771
Iteration 1: (class) log likelihood = -2625.7771
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.461
Iteration 1: (outcome) log likelihood = -28965.772
Iteration 2: (outcome) log likelihood = -28954.38
Iteration 3: (outcome) log likelihood = -28954.1
Iteration 4: (outcome) log likelihood = -28954.065
Iteration 5: (outcome) log likelihood = -28954.059
Iteration 6: (outcome) log likelihood = -28954.057
Iteration 7: (outcome) log likelihood = -28954.057
Iteration 8: (outcome) log likelihood = -28954.057
Iteration 9: (outcome) log likelihood = -28954.057
Refining starting values:
Iteration 0: (EM) log likelihood = -31571.597
Iteration 1: (EM) log likelihood = -31544.829
Iteration 2: (EM) log likelihood = -31477.971
Iteration 3: (EM) log likelihood = -31356.083
Iteration 4: (EM) log likelihood = -31133.297
Iteration 5: (EM) log likelihood = -30714.652
Iteration 6: (EM) log likelihood = -30135.463
Iteration 7: (EM) log likelihood = -29664.526
Iteration 8: (EM) log likelihood = -29376.376
Iteration 9: (EM) log likelihood = -29180.203
Iteration 10: (EM) log likelihood = -29014.929
Iteration 11: (EM) log likelihood = -28863.21
Iteration 12: (EM) log likelihood = -28718.066
Iteration 13: (EM) log likelihood = -28566.154
Iteration 14: (EM) log likelihood = -28406.832
Iteration 15: (EM) log likelihood = -28258.865
Iteration 16: (EM) log likelihood = -28137.671
Iteration 17: (EM) log likelihood = -28050.172
Iteration 18: (EM) log likelihood = -27995.798
Iteration 19: (EM) log likelihood = -27962.657
Iteration 20: (EM) log likelihood = -27948.328
Iteration 21: (EM) log likelihood = -27941.552
Iteration 22: (EM) log likelihood = -27937.805
Iteration 23: (EM) log likelihood = -27936.656
Iteration 24: (EM) log likelihood = -27936.379
Iteration 25: (EM) log likelihood = -27935.535
Iteration 26: (EM) log likelihood = -27934.631
Iteration 27: (EM) log likelihood = -27933.69
Iteration 28: (EM) log likelihood = -27932.969
Iteration 29: (EM) log likelihood = -27932.983
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2385
Iteration 1: (class) log likelihood = -2626.2385
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.976
Iteration 1: (outcome) log likelihood = -28970.397
Iteration 2: (outcome) log likelihood = -28949.936
Iteration 3: (outcome) log likelihood = -28948.87
Iteration 4: (outcome) log likelihood = -28948.799
Iteration 5: (outcome) log likelihood = -28948.783
Iteration 6: (outcome) log likelihood = -28948.78
Iteration 7: (outcome) log likelihood = -28948.779
Iteration 8: (outcome) log likelihood = -28948.778
Iteration 9: (outcome) log likelihood = -28948.778
Refining starting values:
Iteration 0: (EM) log likelihood = -31553.729
Iteration 1: (EM) log likelihood = -31467.309
Iteration 2: (EM) log likelihood = -31186.325
Iteration 3: (EM) log likelihood = -30580.073
Iteration 4: (EM) log likelihood = -29858.046
Iteration 5: (EM) log likelihood = -29361.267
Iteration 6: (EM) log likelihood = -29055.933
Iteration 7: (EM) log likelihood = -28832.587
Iteration 8: (EM) log likelihood = -28640.667
Iteration 9: (EM) log likelihood = -28460.432
Iteration 10: (EM) log likelihood = -28296.189
Iteration 11: (EM) log likelihood = -28162.061
Iteration 12: (EM) log likelihood = -28065.935
Iteration 13: (EM) log likelihood = -28006.023
Iteration 14: (EM) log likelihood = -27972.708
Iteration 15: (EM) log likelihood = -27955.932
Iteration 16: (EM) log likelihood = -27948.982
Iteration 17: (EM) log likelihood = -27945.261
Iteration 18: (EM) log likelihood = -27942.802
Iteration 19: (EM) log likelihood = -27940.872
Iteration 20: (EM) log likelihood = -27938.633
Iteration 21: (EM) log likelihood = -27937.097
Iteration 22: (EM) log likelihood = -27936.194
Iteration 23: (EM) log likelihood = -27935.641
Iteration 24: (EM) log likelihood = -27935.286
Iteration 25: (EM) log likelihood = -27934.782
Iteration 26: (EM) log likelihood = -27933.754
Iteration 27: (EM) log likelihood = -27932.445
Iteration 28: (EM) log likelihood = -27931.582
Iteration 29: (EM) log likelihood = -27930.966
Iteration 30: (EM) log likelihood = -27930.081
Iteration 31: (EM) log likelihood = -27929.085
Iteration 32: (EM) log likelihood = -27928.315
Iteration 33: (EM) log likelihood = -27927.841
Iteration 34: (EM) log likelihood = -27927.178
Iteration 35: (EM) log likelihood = -27926.815
Iteration 36: (EM) log likelihood = -27926.449
Iteration 37: (EM) log likelihood = -27925.96
Iteration 38: (EM) log likelihood = -27925.862
Iteration 39: (EM) log likelihood = -27925.123
Iteration 40: (EM) log likelihood = -27925.252
Iteration 41: (EM) log likelihood = -27924.617
Iteration 42: (EM) log likelihood = -27924.774
Iteration 43: (EM) log likelihood = -27924.211
Iteration 44: (EM) log likelihood = -27924.071
Iteration 45: (EM) log likelihood = -27923.41
Iteration 46: (EM) log likelihood = -27923.624
Iteration 47: (EM) log likelihood = -27923.028
Iteration 48: (EM) log likelihood = -27922.886
Iteration 49: (EM) log likelihood = -27922.938
Iteration 50: (EM) log likelihood = -27922.849
Iteration 51: (EM) log likelihood = -27922.705
Iteration 52: (EM) log likelihood = -27922.621
Iteration 53: (EM) log likelihood = -27922.138
Iteration 54: (EM) log likelihood = -27921.91
Iteration 55: (EM) log likelihood = -27921.532
Iteration 56: (EM) log likelihood = -27921.318
Iteration 57: (EM) log likelihood = -27920.988
Iteration 58: (EM) log likelihood = -27919.995
Iteration 59: (EM) log likelihood = -27919.873
Iteration 60: (EM) log likelihood = -27919.4
Iteration 61: (EM) log likelihood = -27918.915
Iteration 62: (EM) log likelihood = -27918.936
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8753
Iteration 1: (class) log likelihood = -2625.8753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.783
Iteration 1: (outcome) log likelihood = -28980.819
Iteration 2: (outcome) log likelihood = -28960.767
Iteration 3: (outcome) log likelihood = -28959.284
Iteration 4: (outcome) log likelihood = -28959.242
Iteration 5: (outcome) log likelihood = -28959.233
Iteration 6: (outcome) log likelihood = -28959.231
Iteration 7: (outcome) log likelihood = -28959.23
Iteration 8: (outcome) log likelihood = -28959.23
Iteration 9: (outcome) log likelihood = -28959.23
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.273
Iteration 1: (EM) log likelihood = -31541.541
Iteration 2: (EM) log likelihood = -31402.406
Iteration 3: (EM) log likelihood = -30974.573
Iteration 4: (EM) log likelihood = -30214.106
Iteration 5: (EM) log likelihood = -29483.224
Iteration 6: (EM) log likelihood = -28964.125
Iteration 7: (EM) log likelihood = -28591.827
Iteration 8: (EM) log likelihood = -28301.775
Iteration 9: (EM) log likelihood = -28069.54
Iteration 10: (EM) log likelihood = -27907.88
Iteration 11: (EM) log likelihood = -27813.303
Iteration 12: (EM) log likelihood = -27761.54
Iteration 13: (EM) log likelihood = -27733.876
Iteration 14: (EM) log likelihood = -27718.536
Iteration 15: (EM) log likelihood = -27710.005
Iteration 16: (EM) log likelihood = -27704.212
Iteration 17: (EM) log likelihood = -27700.249
Iteration 18: (EM) log likelihood = -27696.812
Iteration 19: (EM) log likelihood = -27694.268
Iteration 20: (EM) log likelihood = -27692.605
Iteration 21: (EM) log likelihood = -27691.33
Iteration 22: (EM) log likelihood = -27689.874
Iteration 23: (EM) log likelihood = -27688.288
Iteration 24: (EM) log likelihood = -27686.795
Iteration 25: (EM) log likelihood = -27686.034
Iteration 26: (EM) log likelihood = -27685.396
Iteration 27: (EM) log likelihood = -27684.892
Iteration 28: (EM) log likelihood = -27684.316
Iteration 29: (EM) log likelihood = -27683.493
Iteration 30: (EM) log likelihood = -27683.058
Iteration 31: (EM) log likelihood = -27682.449
Iteration 32: (EM) log likelihood = -27681.713
Iteration 33: (EM) log likelihood = -27681.43
Iteration 34: (EM) log likelihood = -27681.089
Iteration 35: (EM) log likelihood = -27680.723
Iteration 36: (EM) log likelihood = -27680.474
Iteration 37: (EM) log likelihood = -27680.149
Iteration 38: (EM) log likelihood = -27679.78
Iteration 39: (EM) log likelihood = -27679.617
Iteration 40: (EM) log likelihood = -27679.415
Iteration 41: (EM) log likelihood = -27679.367
Iteration 42: (EM) log likelihood = -27679.237
Iteration 43: (EM) log likelihood = -27679.128
Iteration 44: (EM) log likelihood = -27678.974
Iteration 45: (EM) log likelihood = -27678.919
Iteration 46: (EM) log likelihood = -27678.8
Iteration 47: (EM) log likelihood = -27678.747
Iteration 48: (EM) log likelihood = -27678.643
Iteration 49: (EM) log likelihood = -27678.595
Iteration 50: (EM) log likelihood = -27678.518
Iteration 51: (EM) log likelihood = -27678.472
Iteration 52: (EM) log likelihood = -27678.416
Iteration 53: (EM) log likelihood = -27678.37
Iteration 54: (EM) log likelihood = -27678.326
Iteration 55: (EM) log likelihood = -27678.289
Iteration 56: (EM) log likelihood = -27677.785
Iteration 57: (EM) log likelihood = -27677.427
Iteration 58: (EM) log likelihood = -27677.369
Iteration 59: (EM) log likelihood = -27677.344
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2079
Iteration 1: (class) log likelihood = -2626.2079 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.131
Iteration 1: (outcome) log likelihood = -28970.788
Iteration 2: (outcome) log likelihood = -28959.007
Iteration 3: (outcome) log likelihood = -28958.688
Iteration 4: (outcome) log likelihood = -28958.634
Iteration 5: (outcome) log likelihood = -28958.625
Iteration 6: (outcome) log likelihood = -28958.624
Iteration 7: (outcome) log likelihood = -28958.624
Iteration 8: (outcome) log likelihood = -28958.624
Iteration 9: (outcome) log likelihood = -28958.624
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.638
Iteration 1: (EM) log likelihood = -31549.734
Iteration 2: (EM) log likelihood = -31474.47
Iteration 3: (EM) log likelihood = -31348.075
Iteration 4: (EM) log likelihood = -31175.026
Iteration 5: (EM) log likelihood = -30840.707
Iteration 6: (EM) log likelihood = -30249.385
Iteration 7: (EM) log likelihood = -29662.932
Iteration 8: (EM) log likelihood = -29303.73
Iteration 9: (EM) log likelihood = -29088.967
Iteration 10: (EM) log likelihood = -28926.011
Iteration 11: (EM) log likelihood = -28784.721
Iteration 12: (EM) log likelihood = -28648.028
Iteration 13: (EM) log likelihood = -28502.926
Iteration 14: (EM) log likelihood = -28358.506
Iteration 15: (EM) log likelihood = -28228.269
Iteration 16: (EM) log likelihood = -28123.877
Iteration 17: (EM) log likelihood = -28048.566
Iteration 18: (EM) log likelihood = -28000.497
Iteration 19: (EM) log likelihood = -27974.709
Iteration 20: (EM) log likelihood = -27961.636
Iteration 21: (EM) log likelihood = -27956.603
Iteration 22: (EM) log likelihood = -27953.333
Iteration 23: (EM) log likelihood = -27952.012
Iteration 24: (EM) log likelihood = -27950.973
Iteration 25: (EM) log likelihood = -27950.107
Iteration 26: (EM) log likelihood = -27948.72
Iteration 27: (EM) log likelihood = -27946.925
Iteration 28: (EM) log likelihood = -27946.557
Iteration 29: (EM) log likelihood = -27945.747
Iteration 30: (EM) log likelihood = -27945.169
Iteration 31: (EM) log likelihood = -27944.12
Iteration 32: (EM) log likelihood = -27943.367
Iteration 33: (EM) log likelihood = -27942.392
Iteration 34: (EM) log likelihood = -27941.791
Iteration 35: (EM) log likelihood = -27941.266
Iteration 36: (EM) log likelihood = -27940.494
Iteration 37: (EM) log likelihood = -27939.46
Iteration 38: (EM) log likelihood = -27939.039
Iteration 39: (EM) log likelihood = -27938.443
Iteration 40: (EM) log likelihood = -27937.762
Iteration 41: (EM) log likelihood = -27937.081
Iteration 42: (EM) log likelihood = -27936.241
Iteration 43: (EM) log likelihood = -27935.668
Iteration 44: (EM) log likelihood = -27935.035
Iteration 45: (EM) log likelihood = -27934.423
Iteration 46: (EM) log likelihood = -27933.684
Iteration 47: (EM) log likelihood = -27932.926
Iteration 48: (EM) log likelihood = -27932.68
Iteration 49: (EM) log likelihood = -27932.013
Iteration 50: (EM) log likelihood = -27932.09
Iteration 51: (EM) log likelihood = -27931.718
Iteration 52: (EM) log likelihood = -27931.578
Iteration 53: (EM) log likelihood = -27931.13
Iteration 54: (EM) log likelihood = -27930.745
Iteration 55: (EM) log likelihood = -27930.023
Iteration 56: (EM) log likelihood = -27930.004
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0178
Iteration 1: (class) log likelihood = -2626.0178
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29169.211
Iteration 1: (outcome) log likelihood = -28979.951
Iteration 2: (outcome) log likelihood = -28963.516
Iteration 3: (outcome) log likelihood = -28962.672
Iteration 4: (outcome) log likelihood = -28962.604
Iteration 5: (outcome) log likelihood = -28962.589
Iteration 6: (outcome) log likelihood = -28962.585
Iteration 7: (outcome) log likelihood = -28962.584
Iteration 8: (outcome) log likelihood = -28962.584
Iteration 9: (outcome) log likelihood = -28962.584
Iteration 10: (outcome) log likelihood = -28962.584 (not concave)
Iteration 11: (outcome) log likelihood = -28962.584 (not concave)
Iteration 12: (outcome) log likelihood = -28962.584 (not concave)
Iteration 13: (outcome) log likelihood = -28962.584 (not concave)
Iteration 14: (outcome) log likelihood = -28962.584 (not concave)
Iteration 15: (outcome) log likelihood = -28962.584 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31585.857
Iteration 1: (EM) log likelihood = -31575.219
Iteration 2: (EM) log likelihood = -31546.531
Iteration 3: (EM) log likelihood = -31465.937
Iteration 4: (EM) log likelihood = -31269.684
Iteration 5: (EM) log likelihood = -30845.832
Iteration 6: (EM) log likelihood = -30137.24
Iteration 7: (EM) log likelihood = -29436.217
Iteration 8: (EM) log likelihood = -28930.54
Iteration 9: (EM) log likelihood = -28572.867
Iteration 10: (EM) log likelihood = -28297.782
Iteration 11: (EM) log likelihood = -28079.019
Iteration 12: (EM) log likelihood = -27925.055
Iteration 13: (EM) log likelihood = -27834.385
Iteration 14: (EM) log likelihood = -27786.01
Iteration 15: (EM) log likelihood = -27761.192
Iteration 16: (EM) log likelihood = -27746.478
Iteration 17: (EM) log likelihood = -27737.867
Iteration 18: (EM) log likelihood = -27732.215
Iteration 19: (EM) log likelihood = -27728.997
Iteration 20: (EM) log likelihood = -27727.322
Iteration 21: (EM) log likelihood = -27726.194
Iteration 22: (EM) log likelihood = -27725.386
Iteration 23: (EM) log likelihood = -27724.589
Iteration 24: (EM) log likelihood = -27724.095
Iteration 25: (EM) log likelihood = -27723.88
Iteration 26: (EM) log likelihood = -27723.629
Iteration 27: (EM) log likelihood = -27723.34
Iteration 28: (EM) log likelihood = -27723.235
Iteration 29: (EM) log likelihood = -27723.111
Iteration 30: (EM) log likelihood = -27723.025
Iteration 31: (EM) log likelihood = -27722.965
Iteration 32: (EM) log likelihood = -27722.972
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.191
Iteration 1: (class) log likelihood = -2626.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.825
Iteration 1: (outcome) log likelihood = -28969.705
Iteration 2: (outcome) log likelihood = -28956.7
Iteration 3: (outcome) log likelihood = -28955.807
Iteration 4: (outcome) log likelihood = -28955.615
Iteration 5: (outcome) log likelihood = -28955.571
Iteration 6: (outcome) log likelihood = -28955.564
Iteration 7: (outcome) log likelihood = -28955.563
Iteration 8: (outcome) log likelihood = -28955.563
Iteration 9: (outcome) log likelihood = -28955.563 (not concave)
Iteration 10: (outcome) log likelihood = -28955.563 (not concave)
Iteration 11: (outcome) log likelihood = -28955.563 (not concave)
Iteration 12: (outcome) log likelihood = -28955.563 (not concave)
Iteration 13: (outcome) log likelihood = -28955.563 (not concave)
Iteration 14: (outcome) log likelihood = -28955.563 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31575.402
Iteration 1: (EM) log likelihood = -31546.785
Iteration 2: (EM) log likelihood = -31441.572
Iteration 3: (EM) log likelihood = -31100.888
Iteration 4: (EM) log likelihood = -30415.448
Iteration 5: (EM) log likelihood = -29700.193
Iteration 6: (EM) log likelihood = -29197.496
Iteration 7: (EM) log likelihood = -28852.85
Iteration 8: (EM) log likelihood = -28597.742
Iteration 9: (EM) log likelihood = -28390.888
Iteration 10: (EM) log likelihood = -28217.364
Iteration 11: (EM) log likelihood = -28095.353
Iteration 12: (EM) log likelihood = -28023.116
Iteration 13: (EM) log likelihood = -27986.162
Iteration 14: (EM) log likelihood = -27968.329
Iteration 15: (EM) log likelihood = -27960.528
Iteration 16: (EM) log likelihood = -27956.092
Iteration 17: (EM) log likelihood = -27953.312
Iteration 18: (EM) log likelihood = -27951.528
Iteration 19: (EM) log likelihood = -27950.344
Iteration 20: (EM) log likelihood = -27949.061
Iteration 21: (EM) log likelihood = -27948.641
Iteration 22: (EM) log likelihood = -27948.628
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.9059
Iteration 1: (class) log likelihood = -2625.9059
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.426
Iteration 1: (outcome) log likelihood = -28971.531
Iteration 2: (outcome) log likelihood = -28958.008
Iteration 3: (outcome) log likelihood = -28957.642
Iteration 4: (outcome) log likelihood = -28957.599
Iteration 5: (outcome) log likelihood = -28957.592
Iteration 6: (outcome) log likelihood = -28957.59
Iteration 7: (outcome) log likelihood = -28957.59
Iteration 8: (outcome) log likelihood = -28957.589
Iteration 9: (outcome) log likelihood = -28957.589
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.988
Iteration 1: (EM) log likelihood = -31575.788
Iteration 2: (EM) log likelihood = -31540.783
Iteration 3: (EM) log likelihood = -31446.793
Iteration 4: (EM) log likelihood = -31308.176
Iteration 5: (EM) log likelihood = -31157.079
Iteration 6: (EM) log likelihood = -30940.515
Iteration 7: (EM) log likelihood = -30541.069
Iteration 8: (EM) log likelihood = -29975.667
Iteration 9: (EM) log likelihood = -29463.195
Iteration 10: (EM) log likelihood = -29110.221
Iteration 11: (EM) log likelihood = -28854.663
Iteration 12: (EM) log likelihood = -28638.636
Iteration 13: (EM) log likelihood = -28429.375
Iteration 14: (EM) log likelihood = -28226.761
Iteration 15: (EM) log likelihood = -28045.698
Iteration 16: (EM) log likelihood = -27907.336
Iteration 17: (EM) log likelihood = -27815.568
Iteration 18: (EM) log likelihood = -27762.745
Iteration 19: (EM) log likelihood = -27734.597
Iteration 20: (EM) log likelihood = -27719.897
Iteration 21: (EM) log likelihood = -27710.204
Iteration 22: (EM) log likelihood = -27702.426
Iteration 23: (EM) log likelihood = -27697.381
Iteration 24: (EM) log likelihood = -27693.315
Iteration 25: (EM) log likelihood = -27690.763
Iteration 26: (EM) log likelihood = -27688.345
Iteration 27: (EM) log likelihood = -27686.733
Iteration 28: (EM) log likelihood = -27684.838
Iteration 29: (EM) log likelihood = -27683.081
Iteration 30: (EM) log likelihood = -27681.762
Iteration 31: (EM) log likelihood = -27681.006
Iteration 32: (EM) log likelihood = -27679.038
Iteration 33: (EM) log likelihood = -27678.166
Iteration 34: (EM) log likelihood = -27677.648
Iteration 35: (EM) log likelihood = -27677.025
Iteration 36: (EM) log likelihood = -27676.59
Iteration 37: (EM) log likelihood = -27675.437
Iteration 38: (EM) log likelihood = -27675.37
Iteration 39: (EM) log likelihood = -27675.076
Iteration 40: (EM) log likelihood = -27674.924
Iteration 41: (EM) log likelihood = -27674.513
Iteration 42: (EM) log likelihood = -27674.186
Iteration 43: (EM) log likelihood = -27673.806
Iteration 44: (EM) log likelihood = -27673.532
Iteration 45: (EM) log likelihood = -27673.304
Iteration 46: (EM) log likelihood = -27673.099
Iteration 47: (EM) log likelihood = -27672.914
Iteration 48: (EM) log likelihood = -27672.753
Iteration 49: (EM) log likelihood = -27672.593
Iteration 50: (EM) log likelihood = -27672.448
Iteration 51: (EM) log likelihood = -27672.315
Iteration 52: (EM) log likelihood = -27672.246
Iteration 53: (EM) log likelihood = -27672.106
Iteration 54: (EM) log likelihood = -27672.003
Iteration 55: (EM) log likelihood = -27671.913
Iteration 56: (EM) log likelihood = -27671.807
Iteration 57: (EM) log likelihood = -27671.724
Iteration 58: (EM) log likelihood = -27671.651
Iteration 59: (EM) log likelihood = -27671.57
Iteration 60: (EM) log likelihood = -27671.5
Iteration 61: (EM) log likelihood = -27671.449
Iteration 62: (EM) log likelihood = -27671.401
Iteration 63: (EM) log likelihood = -27671.349
Iteration 64: (EM) log likelihood = -27671.247
Iteration 65: (EM) log likelihood = -27671.202
Iteration 66: (EM) log likelihood = -27671.07
Iteration 67: (EM) log likelihood = -27671.022
Iteration 68: (EM) log likelihood = -27670.94
Iteration 69: (EM) log likelihood = -27670.833
Iteration 70: (EM) log likelihood = -27670.793
Iteration 71: (EM) log likelihood = -27670.792
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.191
Iteration 1: (class) log likelihood = -2626.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.191
Iteration 1: (outcome) log likelihood = -28974.812
Iteration 2: (outcome) log likelihood = -28963.818
Iteration 3: (outcome) log likelihood = -28963.726
Iteration 4: (outcome) log likelihood = -28963.726
Refining starting values:
Iteration 0: (EM) log likelihood = -31581.813
Iteration 1: (EM) log likelihood = -31553.191
Iteration 2: (EM) log likelihood = -31478.149
Iteration 3: (EM) log likelihood = -31346.403
Iteration 4: (EM) log likelihood = -31128.259
Iteration 5: (EM) log likelihood = -30740.546
Iteration 6: (EM) log likelihood = -30179.17
Iteration 7: (EM) log likelihood = -29593.81
Iteration 8: (EM) log likelihood = -29037.302
Iteration 9: (EM) log likelihood = -28545.152
Iteration 10: (EM) log likelihood = -28187.437
Iteration 11: (EM) log likelihood = -27959.522
Iteration 12: (EM) log likelihood = -27836.291
Iteration 13: (EM) log likelihood = -27774.19
Iteration 14: (EM) log likelihood = -27740.645
Iteration 15: (EM) log likelihood = -27719.681
Iteration 16: (EM) log likelihood = -27705.956
Iteration 17: (EM) log likelihood = -27697.101
Iteration 18: (EM) log likelihood = -27690.941
Iteration 19: (EM) log likelihood = -27687.48
Iteration 20: (EM) log likelihood = -27684.71
Iteration 21: (EM) log likelihood = -27682.475
Iteration 22: (EM) log likelihood = -27680.643
Iteration 23: (EM) log likelihood = -27679.328
Iteration 24: (EM) log likelihood = -27678.106
Iteration 25: (EM) log likelihood = -27677.169
Iteration 26: (EM) log likelihood = -27676.069
Iteration 27: (EM) log likelihood = -27675.332
Iteration 28: (EM) log likelihood = -27674.613
Iteration 29: (EM) log likelihood = -27673.76
Iteration 30: (EM) log likelihood = -27673.154
Iteration 31: (EM) log likelihood = -27672.489
Iteration 32: (EM) log likelihood = -27671.998
Iteration 33: (EM) log likelihood = -27671.503
Iteration 34: (EM) log likelihood = -27671.027
Iteration 35: (EM) log likelihood = -27670.701
Iteration 36: (EM) log likelihood = -27670.342
Iteration 37: (EM) log likelihood = -27670.066
Iteration 38: (EM) log likelihood = -27669.772
Iteration 39: (EM) log likelihood = -27669.575
Iteration 40: (EM) log likelihood = -27669.336
Iteration 41: (EM) log likelihood = -27669.123
Iteration 42: (EM) log likelihood = -27668.943
Iteration 43: (EM) log likelihood = -27668.77
Iteration 44: (EM) log likelihood = -27668.624
Iteration 45: (EM) log likelihood = -27668.482
Iteration 46: (EM) log likelihood = -27668.391
Iteration 47: (EM) log likelihood = -27668.28
Iteration 48: (EM) log likelihood = -27668.198
Iteration 49: (EM) log likelihood = -27668.123
Iteration 50: (EM) log likelihood = -27668.056
Iteration 51: (EM) log likelihood = -27667.997
Iteration 52: (EM) log likelihood = -27667.969
Iteration 53: (EM) log likelihood = -27667.92
Iteration 54: (EM) log likelihood = -27667.865
Iteration 55: (EM) log likelihood = -27667.861
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3335
Iteration 1: (class) log likelihood = -2626.3335
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.661
Iteration 1: (outcome) log likelihood = -28965.764
Iteration 2: (outcome) log likelihood = -28952.927
Iteration 3: (outcome) log likelihood = -28952.134
Iteration 4: (outcome) log likelihood = -28951.968
Iteration 5: (outcome) log likelihood = -28951.933
Iteration 6: (outcome) log likelihood = -28951.925
Iteration 7: (outcome) log likelihood = -28951.923
Iteration 8: (outcome) log likelihood = -28951.922
Iteration 9: (outcome) log likelihood = -28951.922
Iteration 10: (outcome) log likelihood = -28951.922
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.27
Iteration 1: (EM) log likelihood = -31557.718
Iteration 2: (EM) log likelihood = -31470.402
Iteration 3: (EM) log likelihood = -31180.871
Iteration 4: (EM) log likelihood = -30547.717
Iteration 5: (EM) log likelihood = -29755.34
Iteration 6: (EM) log likelihood = -29126.475
Iteration 7: (EM) log likelihood = -28690.386
Iteration 8: (EM) log likelihood = -28378.551
Iteration 9: (EM) log likelihood = -28130.272
Iteration 10: (EM) log likelihood = -27943.181
Iteration 11: (EM) log likelihood = -27831.804
Iteration 12: (EM) log likelihood = -27774.276
Iteration 13: (EM) log likelihood = -27746.525
Iteration 14: (EM) log likelihood = -27732.199
Iteration 15: (EM) log likelihood = -27724.667
Iteration 16: (EM) log likelihood = -27719.284
Iteration 17: (EM) log likelihood = -27715.857
Iteration 18: (EM) log likelihood = -27713.426
Iteration 19: (EM) log likelihood = -27711.817
Iteration 20: (EM) log likelihood = -27710.504
Iteration 21: (EM) log likelihood = -27709.677
Iteration 22: (EM) log likelihood = -27709.205
Iteration 23: (EM) log likelihood = -27708.797
Iteration 24: (EM) log likelihood = -27708.59
Iteration 25: (EM) log likelihood = -27708.317
Iteration 26: (EM) log likelihood = -27708.145
Iteration 27: (EM) log likelihood = -27707.893
Iteration 28: (EM) log likelihood = -27707.686
Iteration 29: (EM) log likelihood = -27707.475
Iteration 30: (EM) log likelihood = -27707.176
Iteration 31: (EM) log likelihood = -27707.313
Iteration 32: (EM) log likelihood = -27707.179
Iteration 33: (EM) log likelihood = -27707.072
Iteration 34: (EM) log likelihood = -27707.085
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3345
Iteration 1: (class) log likelihood = -2626.3345
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.223
Iteration 1: (outcome) log likelihood = -28976.241
Iteration 2: (outcome) log likelihood = -28963.956
Iteration 3: (outcome) log likelihood = -28963.629
Iteration 4: (outcome) log likelihood = -28963.57
Iteration 5: (outcome) log likelihood = -28963.562
Iteration 6: (outcome) log likelihood = -28963.561
Iteration 7: (outcome) log likelihood = -28963.56
Iteration 8: (outcome) log likelihood = -28963.56
Iteration 9: (outcome) log likelihood = -28963.56
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.123
Iteration 1: (EM) log likelihood = -31557.224
Iteration 2: (EM) log likelihood = -31487.974
Iteration 3: (EM) log likelihood = -31399.195
Iteration 4: (EM) log likelihood = -31293.936
Iteration 5: (EM) log likelihood = -31081.781
Iteration 6: (EM) log likelihood = -30602.607
Iteration 7: (EM) log likelihood = -29932.504
Iteration 8: (EM) log likelihood = -29402.81
Iteration 9: (EM) log likelihood = -29067.895
Iteration 10: (EM) log likelihood = -28822.95
Iteration 11: (EM) log likelihood = -28623.038
Iteration 12: (EM) log likelihood = -28438.438
Iteration 13: (EM) log likelihood = -28271.51
Iteration 14: (EM) log likelihood = -28139.608
Iteration 15: (EM) log likelihood = -28049.355
Iteration 16: (EM) log likelihood = -27993.928
Iteration 17: (EM) log likelihood = -27964.742
Iteration 18: (EM) log likelihood = -27951.197
Iteration 19: (EM) log likelihood = -27945.564
Iteration 20: (EM) log likelihood = -27942.002
Iteration 21: (EM) log likelihood = -27940.007
Iteration 22: (EM) log likelihood = -27937.77
Iteration 23: (EM) log likelihood = -27935.624
Iteration 24: (EM) log likelihood = -27934.636
Iteration 25: (EM) log likelihood = -27933.777
Iteration 26: (EM) log likelihood = -27932.893
Iteration 27: (EM) log likelihood = -27932.166
Iteration 28: (EM) log likelihood = -27931.455
Iteration 29: (EM) log likelihood = -27930.975
Iteration 30: (EM) log likelihood = -27930.183
Iteration 31: (EM) log likelihood = -27929.656
Iteration 32: (EM) log likelihood = -27928.553
Iteration 33: (EM) log likelihood = -27928.562
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0907
Iteration 1: (class) log likelihood = -2626.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.727
Iteration 1: (outcome) log likelihood = -28987.482
Iteration 2: (outcome) log likelihood = -28959.927
Iteration 3: (outcome) log likelihood = -28957.447
Iteration 4: (outcome) log likelihood = -28957.335
Iteration 5: (outcome) log likelihood = -28957.318
Iteration 6: (outcome) log likelihood = -28957.316
Iteration 7: (outcome) log likelihood = -28957.316
Iteration 8: (outcome) log likelihood = -28957.316
Iteration 9: (outcome) log likelihood = -28957.316
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.791
Iteration 1: (EM) log likelihood = -31547.171
Iteration 2: (EM) log likelihood = -31476.82
Iteration 3: (EM) log likelihood = -31361.628
Iteration 4: (EM) log likelihood = -31144.549
Iteration 5: (EM) log likelihood = -30679.361
Iteration 6: (EM) log likelihood = -30023.896
Iteration 7: (EM) log likelihood = -29524.188
Iteration 8: (EM) log likelihood = -29236.116
Iteration 9: (EM) log likelihood = -29036.686
Iteration 10: (EM) log likelihood = -28872.537
Iteration 11: (EM) log likelihood = -28717.865
Iteration 12: (EM) log likelihood = -28557.198
Iteration 13: (EM) log likelihood = -28395.627
Iteration 14: (EM) log likelihood = -28247.377
Iteration 15: (EM) log likelihood = -28128.196
Iteration 16: (EM) log likelihood = -28044.933
Iteration 17: (EM) log likelihood = -27993.241
Iteration 18: (EM) log likelihood = -27966.008
Iteration 19: (EM) log likelihood = -27951.776
Iteration 20: (EM) log likelihood = -27943.938
Iteration 21: (EM) log likelihood = -27939.675
Iteration 22: (EM) log likelihood = -27936.939
Iteration 23: (EM) log likelihood = -27936.532
Iteration 24: (EM) log likelihood = -27934.641
Iteration 25: (EM) log likelihood = -27933.213
Iteration 26: (EM) log likelihood = -27931.663
Iteration 27: (EM) log likelihood = -27930.88
Iteration 28: (EM) log likelihood = -27930.388
Iteration 29: (EM) log likelihood = -27929.734
Iteration 30: (EM) log likelihood = -27929.19
Iteration 31: (EM) log likelihood = -27928.871
Iteration 32: (EM) log likelihood = -27928.564
Iteration 33: (EM) log likelihood = -27928.16
Iteration 34: (EM) log likelihood = -27927.89
Iteration 35: (EM) log likelihood = -27927.107
Iteration 36: (EM) log likelihood = -27926.847
Iteration 37: (EM) log likelihood = -27926.643
Iteration 38: (EM) log likelihood = -27926.413
Iteration 39: (EM) log likelihood = -27926.031
Iteration 40: (EM) log likelihood = -27925.517
Iteration 41: (EM) log likelihood = -27925.182
Iteration 42: (EM) log likelihood = -27924.281
Iteration 43: (EM) log likelihood = -27923.779
Iteration 44: (EM) log likelihood = -27923.389
Iteration 45: (EM) log likelihood = -27922.959
Iteration 46: (EM) log likelihood = -27922.677
Iteration 47: (EM) log likelihood = -27922.243
Iteration 48: (EM) log likelihood = -27922.082
Iteration 49: (EM) log likelihood = -27921.96
Iteration 50: (EM) log likelihood = -27921.659
Iteration 51: (EM) log likelihood = -27921.229
Iteration 52: (EM) log likelihood = -27920.788
Iteration 53: (EM) log likelihood = -27920.406
Iteration 54: (EM) log likelihood = -27920.281
Iteration 55: (EM) log likelihood = -27919.692
Iteration 56: (EM) log likelihood = -27920.004
Iteration 57: (EM) log likelihood = -27919.304
Iteration 58: (EM) log likelihood = -27919.21
Iteration 59: (EM) log likelihood = -27918.793
Iteration 60: (EM) log likelihood = -27918.914
Iteration 61: (EM) log likelihood = -27918.604
Iteration 62: (EM) log likelihood = -27918.553
Iteration 63: (EM) log likelihood = -27918.47
Iteration 64: (EM) log likelihood = -27918.011
Iteration 65: (EM) log likelihood = -27918.081
Iteration 66: (EM) log likelihood = -27917.984
Iteration 67: (EM) log likelihood = -27917.89
Iteration 68: (EM) log likelihood = -27917.777
Iteration 69: (EM) log likelihood = -27917.471
Iteration 70: (EM) log likelihood = -27917.514
Iteration 71: (EM) log likelihood = -27917.304
Iteration 72: (EM) log likelihood = -27917.205
Iteration 73: (EM) log likelihood = -27917.027
Iteration 74: (EM) log likelihood = -27916.95
Iteration 75: (EM) log likelihood = -27916.809
Iteration 76: (EM) log likelihood = -27916.727
Iteration 77: (EM) log likelihood = -27916.637
Iteration 78: (EM) log likelihood = -27916.568
Iteration 79: (EM) log likelihood = -27916.595
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0907
Iteration 1: (class) log likelihood = -2626.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.592
Iteration 1: (outcome) log likelihood = -28971.631
Iteration 2: (outcome) log likelihood = -28960.514
Iteration 3: (outcome) log likelihood = -28960.254
Iteration 4: (outcome) log likelihood = -28960.213
Iteration 5: (outcome) log likelihood = -28960.206
Iteration 6: (outcome) log likelihood = -28960.205
Iteration 7: (outcome) log likelihood = -28960.205
Iteration 8: (outcome) log likelihood = -28960.205
Iteration 9: (outcome) log likelihood = -28960.205
Refining starting values:
Iteration 0: (EM) log likelihood = -31572.881
Iteration 1: (EM) log likelihood = -31517.228
Iteration 2: (EM) log likelihood = -31341.178
Iteration 3: (EM) log likelihood = -30918.515
Iteration 4: (EM) log likelihood = -30183.19
Iteration 5: (EM) log likelihood = -29444.117
Iteration 6: (EM) log likelihood = -28912.717
Iteration 7: (EM) log likelihood = -28541.01
Iteration 8: (EM) log likelihood = -28255.737
Iteration 9: (EM) log likelihood = -28030.821
Iteration 10: (EM) log likelihood = -27878.276
Iteration 11: (EM) log likelihood = -27792.42
Iteration 12: (EM) log likelihood = -27749.029
Iteration 13: (EM) log likelihood = -27727.181
Iteration 14: (EM) log likelihood = -27713.808
Iteration 15: (EM) log likelihood = -27703.799
Iteration 16: (EM) log likelihood = -27697.987
Iteration 17: (EM) log likelihood = -27693.63
Iteration 18: (EM) log likelihood = -27690.016
Iteration 19: (EM) log likelihood = -27687.54
Iteration 20: (EM) log likelihood = -27685.16
Iteration 21: (EM) log likelihood = -27683.267
Iteration 22: (EM) log likelihood = -27681.98
Iteration 23: (EM) log likelihood = -27680.825
Iteration 24: (EM) log likelihood = -27679.933
Iteration 25: (EM) log likelihood = -27679.137
Iteration 26: (EM) log likelihood = -27678.164
Iteration 27: (EM) log likelihood = -27677.507
Iteration 28: (EM) log likelihood = -27676.883
Iteration 29: (EM) log likelihood = -27676.204
Iteration 30: (EM) log likelihood = -27675.415
Iteration 31: (EM) log likelihood = -27674.555
Iteration 32: (EM) log likelihood = -27674.028
Iteration 33: (EM) log likelihood = -27673.607
Iteration 34: (EM) log likelihood = -27673.327
Iteration 35: (EM) log likelihood = -27673.064
Iteration 36: (EM) log likelihood = -27672.822
Iteration 37: (EM) log likelihood = -27672.637
Iteration 38: (EM) log likelihood = -27672.448
Iteration 39: (EM) log likelihood = -27672.289
Iteration 40: (EM) log likelihood = -27672.133
Iteration 41: (EM) log likelihood = -27671.99
Iteration 42: (EM) log likelihood = -27671.904
Iteration 43: (EM) log likelihood = -27671.783
Iteration 44: (EM) log likelihood = -27671.69
Iteration 45: (EM) log likelihood = -27671.599
Iteration 46: (EM) log likelihood = -27671.525
Iteration 47: (EM) log likelihood = -27671.433
Iteration 48: (EM) log likelihood = -27671.356
Iteration 49: (EM) log likelihood = -27671.273
Iteration 50: (EM) log likelihood = -27671.228
Iteration 51: (EM) log likelihood = -27671.17
Iteration 52: (EM) log likelihood = -27671.124
Iteration 53: (EM) log likelihood = -27671.081
Iteration 54: (EM) log likelihood = -27670.947
Iteration 55: (EM) log likelihood = -27670.928
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8109
Iteration 1: (class) log likelihood = -2625.8109
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.536
Iteration 1: (outcome) log likelihood = -28968.236
Iteration 2: (outcome) log likelihood = -28954.661
Iteration 3: (outcome) log likelihood = -28954.401
Iteration 4: (outcome) log likelihood = -28954.398
Refining starting values:
Iteration 0: (EM) log likelihood = -31576.675
Iteration 1: (EM) log likelihood = -31566.088
Iteration 2: (EM) log likelihood = -31544.236
Iteration 3: (EM) log likelihood = -31496.89
Iteration 4: (EM) log likelihood = -31375.431
Iteration 5: (EM) log likelihood = -31053.06
Iteration 6: (EM) log likelihood = -30414.139
Iteration 7: (EM) log likelihood = -29676.596
Iteration 8: (EM) log likelihood = -29126.708
Iteration 9: (EM) log likelihood = -28734.584
Iteration 10: (EM) log likelihood = -28429.219
Iteration 11: (EM) log likelihood = -28173.789
Iteration 12: (EM) log likelihood = -27975.612
Iteration 13: (EM) log likelihood = -27847.836
Iteration 14: (EM) log likelihood = -27778.541
Iteration 15: (EM) log likelihood = -27742.232
Iteration 16: (EM) log likelihood = -27723.838
Iteration 17: (EM) log likelihood = -27712.268
Iteration 18: (EM) log likelihood = -27704.123
Iteration 19: (EM) log likelihood = -27697.654
Iteration 20: (EM) log likelihood = -27692.288
Iteration 21: (EM) log likelihood = -27688.46
Iteration 22: (EM) log likelihood = -27685.651
Iteration 23: (EM) log likelihood = -27683.413
Iteration 24: (EM) log likelihood = -27681.595
Iteration 25: (EM) log likelihood = -27680.357
Iteration 26: (EM) log likelihood = -27678.978
Iteration 27: (EM) log likelihood = -27677.868
Iteration 28: (EM) log likelihood = -27676.79
Iteration 29: (EM) log likelihood = -27675.715
Iteration 30: (EM) log likelihood = -27674.969
Iteration 31: (EM) log likelihood = -27674.015
Iteration 32: (EM) log likelihood = -27673.47
Iteration 33: (EM) log likelihood = -27672.815
Iteration 34: (EM) log likelihood = -27672.035
Iteration 35: (EM) log likelihood = -27671.497
Iteration 36: (EM) log likelihood = -27671.307
Iteration 37: (EM) log likelihood = -27670.935
Iteration 38: (EM) log likelihood = -27670.573
Iteration 39: (EM) log likelihood = -27670.29
Iteration 40: (EM) log likelihood = -27670.031
Iteration 41: (EM) log likelihood = -27669.344
Iteration 42: (EM) log likelihood = -27669.325
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2623.6356
Iteration 1: (class) log likelihood = -2623.6356
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.197
Iteration 1: (outcome) log likelihood = -28964.356
Iteration 2: (outcome) log likelihood = -28947.37
Iteration 3: (outcome) log likelihood = -28946.439
Iteration 4: (outcome) log likelihood = -28946.347
Iteration 5: (outcome) log likelihood = -28946.326
Iteration 6: (outcome) log likelihood = -28946.321
Iteration 7: (outcome) log likelihood = -28946.319
Iteration 8: (outcome) log likelihood = -28946.319
Iteration 9: (outcome) log likelihood = -28946.319 (not concave)
Iteration 10: (outcome) log likelihood = -28946.319 (not concave)
Iteration 11: (outcome) log likelihood = -28946.319 (not concave)
Iteration 12: (outcome) log likelihood = -28946.319 (not concave)
Iteration 13: (outcome) log likelihood = -28946.319 (not concave)
Iteration 14: (outcome) log likelihood = -28946.319 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31544.337
Iteration 1: (EM) log likelihood = -31456.058
Iteration 2: (EM) log likelihood = -31169.994
Iteration 3: (EM) log likelihood = -30550.898
Iteration 4: (EM) log likelihood = -29806.614
Iteration 5: (EM) log likelihood = -29262.4
Iteration 6: (EM) log likelihood = -28897.963
Iteration 7: (EM) log likelihood = -28620.968
Iteration 8: (EM) log likelihood = -28393.054
Iteration 9: (EM) log likelihood = -28216.605
Iteration 10: (EM) log likelihood = -28091.293
Iteration 11: (EM) log likelihood = -28018.625
Iteration 12: (EM) log likelihood = -27980.373
Iteration 13: (EM) log likelihood = -27960.976
Iteration 14: (EM) log likelihood = -27952.395
Iteration 15: (EM) log likelihood = -27947.002
Iteration 16: (EM) log likelihood = -27943.809
Iteration 17: (EM) log likelihood = -27941.184
Iteration 18: (EM) log likelihood = -27938.971
Iteration 19: (EM) log likelihood = -27936.83
Iteration 20: (EM) log likelihood = -27935.344
Iteration 21: (EM) log likelihood = -27934.528
Iteration 22: (EM) log likelihood = -27934.13
Iteration 23: (EM) log likelihood = -27933.695
Iteration 24: (EM) log likelihood = -27933.169
Iteration 25: (EM) log likelihood = -27932.681
Iteration 26: (EM) log likelihood = -27932.226
Iteration 27: (EM) log likelihood = -27931.697
Iteration 28: (EM) log likelihood = -27931.068
Iteration 29: (EM) log likelihood = -27930.731
Iteration 30: (EM) log likelihood = -27930.137
Iteration 31: (EM) log likelihood = -27929.925
Iteration 32: (EM) log likelihood = -27929.585
Iteration 33: (EM) log likelihood = -27929.301
Iteration 34: (EM) log likelihood = -27928.956
Iteration 35: (EM) log likelihood = -27928.673
Iteration 36: (EM) log likelihood = -27928.445
Iteration 37: (EM) log likelihood = -27928.129
Iteration 38: (EM) log likelihood = -27927.849
Iteration 39: (EM) log likelihood = -27927.475
Iteration 40: (EM) log likelihood = -27927.216
Iteration 41: (EM) log likelihood = -27926.807
Iteration 42: (EM) log likelihood = -27926.417
Iteration 43: (EM) log likelihood = -27926.054
Iteration 44: (EM) log likelihood = -27925.896
Iteration 45: (EM) log likelihood = -27925.784
Iteration 46: (EM) log likelihood = -27925.609
Iteration 47: (EM) log likelihood = -27925.402
Iteration 48: (EM) log likelihood = -27925.152
Iteration 49: (EM) log likelihood = -27924.688
Iteration 50: (EM) log likelihood = -27924.437
Iteration 51: (EM) log likelihood = -27924.167
Iteration 52: (EM) log likelihood = -27924.139
Iteration 53: (EM) log likelihood = -27923.714
Iteration 54: (EM) log likelihood = -27923.715
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29168.644
Iteration 1: (outcome) log likelihood = -28976.39
Iteration 2: (outcome) log likelihood = -28960.266
Iteration 3: (outcome) log likelihood = -28959.939
Iteration 4: (outcome) log likelihood = -28959.914
Iteration 5: (outcome) log likelihood = -28959.91
Iteration 6: (outcome) log likelihood = -28959.909
Iteration 7: (outcome) log likelihood = -28959.909
Iteration 8: (outcome) log likelihood = -28959.909
Iteration 9: (outcome) log likelihood = -28959.908
Refining starting values:
Iteration 0: (EM) log likelihood = -31567.593
Iteration 1: (EM) log likelihood = -31516.874
Iteration 2: (EM) log likelihood = -31433.008
Iteration 3: (EM) log likelihood = -31321.832
Iteration 4: (EM) log likelihood = -31104.518
Iteration 5: (EM) log likelihood = -30676.613
Iteration 6: (EM) log likelihood = -30089.677
Iteration 7: (EM) log likelihood = -29557.633
Iteration 8: (EM) log likelihood = -29122.903
Iteration 9: (EM) log likelihood = -28783.431
Iteration 10: (EM) log likelihood = -28520.386
Iteration 11: (EM) log likelihood = -28306.622
Iteration 12: (EM) log likelihood = -28145.021
Iteration 13: (EM) log likelihood = -28044.189
Iteration 14: (EM) log likelihood = -27990.301
Iteration 15: (EM) log likelihood = -27963.753
Iteration 16: (EM) log likelihood = -27952.733
Iteration 17: (EM) log likelihood = -27947.445
Iteration 18: (EM) log likelihood = -27945.211
Iteration 19: (EM) log likelihood = -27944.499
Iteration 20: (EM) log likelihood = -27943.823
Iteration 21: (EM) log likelihood = -27943.269
Iteration 22: (EM) log likelihood = -27942.424
Iteration 23: (EM) log likelihood = -27941.635
Iteration 24: (EM) log likelihood = -27940.774
Iteration 25: (EM) log likelihood = -27940.646
Iteration 26: (EM) log likelihood = -27940.448
Iteration 27: (EM) log likelihood = -27940.16
Iteration 28: (EM) log likelihood = -27939.853
Iteration 29: (EM) log likelihood = -27939.334
Iteration 30: (EM) log likelihood = -27939.024
Iteration 31: (EM) log likelihood = -27938.728
Iteration 32: (EM) log likelihood = -27938.459
Iteration 33: (EM) log likelihood = -27938.095
Iteration 34: (EM) log likelihood = -27937.781
Iteration 35: (EM) log likelihood = -27937.215
Iteration 36: (EM) log likelihood = -27937.307
Iteration 37: (EM) log likelihood = -27936.609
Iteration 38: (EM) log likelihood = -27936.178
Iteration 39: (EM) log likelihood = -27935.623
Iteration 40: (EM) log likelihood = -27935.382
Iteration 41: (EM) log likelihood = -27935.196
Iteration 42: (EM) log likelihood = -27934.641
Iteration 43: (EM) log likelihood = -27934.467
Iteration 44: (EM) log likelihood = -27934.191
Iteration 45: (EM) log likelihood = -27933.842
Iteration 46: (EM) log likelihood = -27933.627
Iteration 47: (EM) log likelihood = -27933.291
Iteration 48: (EM) log likelihood = -27933.233
Iteration 49: (EM) log likelihood = -27932.911
Iteration 50: (EM) log likelihood = -27932.834
Iteration 51: (EM) log likelihood = -27932.554
Iteration 52: (EM) log likelihood = -27932.459
Iteration 53: (EM) log likelihood = -27932.291
Iteration 54: (EM) log likelihood = -27932.118
Iteration 55: (EM) log likelihood = -27932.023
Iteration 56: (EM) log likelihood = -27931.851
Iteration 57: (EM) log likelihood = -27931.742
Iteration 58: (EM) log likelihood = -27931.615
Iteration 59: (EM) log likelihood = -27931.527
Iteration 60: (EM) log likelihood = -27931.407
Iteration 61: (EM) log likelihood = -27931.323
Iteration 62: (EM) log likelihood = -27931.225
Iteration 63: (EM) log likelihood = -27931.112
Iteration 64: (EM) log likelihood = -27931.026
Iteration 65: (EM) log likelihood = -27930.917
Iteration 66: (EM) log likelihood = -27930.892
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3282
Iteration 1: (class) log likelihood = -2626.3282
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.771
Iteration 1: (outcome) log likelihood = -28973.327
Iteration 2: (outcome) log likelihood = -28954.349
Iteration 3: (outcome) log likelihood = -28953.278
Iteration 4: (outcome) log likelihood = -28953.262
Iteration 5: (outcome) log likelihood = -28953.262
Refining starting values:
Iteration 0: (EM) log likelihood = -31566.557
Iteration 1: (EM) log likelihood = -31514.748
Iteration 2: (EM) log likelihood = -31337.082
Iteration 3: (EM) log likelihood = -30856.958
Iteration 4: (EM) log likelihood = -30110.091
Iteration 5: (EM) log likelihood = -29493.213
Iteration 6: (EM) log likelihood = -29104.015
Iteration 7: (EM) log likelihood = -28839.188
Iteration 8: (EM) log likelihood = -28628.005
Iteration 9: (EM) log likelihood = -28446.264
Iteration 10: (EM) log likelihood = -28296.822
Iteration 11: (EM) log likelihood = -28188.678
Iteration 12: (EM) log likelihood = -28121.766
Iteration 13: (EM) log likelihood = -28086.202
Iteration 14: (EM) log likelihood = -28068.399
Iteration 15: (EM) log likelihood = -28060.487
Iteration 16: (EM) log likelihood = -28057.485
Iteration 17: (EM) log likelihood = -28055.044
Iteration 18: (EM) log likelihood = -28051.208
Iteration 19: (EM) log likelihood = -28051.233
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.3358
Iteration 1: (class) log likelihood = -2625.3358
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.502
Iteration 1: (outcome) log likelihood = -28957.058
Iteration 2: (outcome) log likelihood = -28944.458
Iteration 3: (outcome) log likelihood = -28943.727
Iteration 4: (outcome) log likelihood = -28943.55
Iteration 5: (outcome) log likelihood = -28943.514
Iteration 6: (outcome) log likelihood = -28943.506
Iteration 7: (outcome) log likelihood = -28943.505
Iteration 8: (outcome) log likelihood = -28943.504
Iteration 9: (outcome) log likelihood = -28943.504
Iteration 10: (outcome) log likelihood = -28943.504
Refining starting values:
Iteration 0: (EM) log likelihood = -31558.911
Iteration 1: (EM) log likelihood = -31527.376
Iteration 2: (EM) log likelihood = -31432.005
Iteration 3: (EM) log likelihood = -31188.432
Iteration 4: (EM) log likelihood = -30701.654
Iteration 5: (EM) log likelihood = -30020.164
Iteration 6: (EM) log likelihood = -29491.6
Iteration 7: (EM) log likelihood = -29190.889
Iteration 8: (EM) log likelihood = -29000.559
Iteration 9: (EM) log likelihood = -28854.351
Iteration 10: (EM) log likelihood = -28718.503
Iteration 11: (EM) log likelihood = -28576.858
Iteration 12: (EM) log likelihood = -28429.545
Iteration 13: (EM) log likelihood = -28290.167
Iteration 14: (EM) log likelihood = -28171.12
Iteration 15: (EM) log likelihood = -28080.681
Iteration 16: (EM) log likelihood = -28019.069
Iteration 17: (EM) log likelihood = -27981.974
Iteration 18: (EM) log likelihood = -27962.718
Iteration 19: (EM) log likelihood = -27954.23
Iteration 20: (EM) log likelihood = -27950.712
Iteration 21: (EM) log likelihood = -27949.593
Iteration 22: (EM) log likelihood = -27948.652
Iteration 23: (EM) log likelihood = -27947.676
Iteration 24: (EM) log likelihood = -27946.599
Iteration 25: (EM) log likelihood = -27945.704
Iteration 26: (EM) log likelihood = -27945.441
Iteration 27: (EM) log likelihood = -27944.742
Iteration 28: (EM) log likelihood = -27944.355
Iteration 29: (EM) log likelihood = -27944.086
Iteration 30: (EM) log likelihood = -27943.513
Iteration 31: (EM) log likelihood = -27943.193
Iteration 32: (EM) log likelihood = -27942.847
Iteration 33: (EM) log likelihood = -27942.366
Iteration 34: (EM) log likelihood = -27942.247
Iteration 35: (EM) log likelihood = -27941.389
Iteration 36: (EM) log likelihood = -27940.923
Iteration 37: (EM) log likelihood = -27940.298
Iteration 38: (EM) log likelihood = -27939.998
Iteration 39: (EM) log likelihood = -27939.83
Iteration 40: (EM) log likelihood = -27939.486
Iteration 41: (EM) log likelihood = -27939.46
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.287
Iteration 1: (class) log likelihood = -2626.287
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.985
Iteration 1: (outcome) log likelihood = -28965.742
Iteration 2: (outcome) log likelihood = -28952.556
Iteration 3: (outcome) log likelihood = -28952.3
Iteration 4: (outcome) log likelihood = -28952.246
Iteration 5: (outcome) log likelihood = -28952.237
Iteration 6: (outcome) log likelihood = -28952.236
Iteration 7: (outcome) log likelihood = -28952.236
Iteration 8: (outcome) log likelihood = -28952.236
Iteration 9: (outcome) log likelihood = -28952.236
Refining starting values:
Iteration 0: (EM) log likelihood = -31555.956
Iteration 1: (EM) log likelihood = -31473.863
Iteration 2: (EM) log likelihood = -31276.858
Iteration 3: (EM) log likelihood = -30865.732
Iteration 4: (EM) log likelihood = -30210.695
Iteration 5: (EM) log likelihood = -29599.25
Iteration 6: (EM) log likelihood = -29161.475
Iteration 7: (EM) log likelihood = -28841.47
Iteration 8: (EM) log likelihood = -28591.854
Iteration 9: (EM) log likelihood = -28383.542
Iteration 10: (EM) log likelihood = -28208.883
Iteration 11: (EM) log likelihood = -28085.351
Iteration 12: (EM) log likelihood = -28016.038
Iteration 13: (EM) log likelihood = -27979.939
Iteration 14: (EM) log likelihood = -27962.313
Iteration 15: (EM) log likelihood = -27953.32
Iteration 16: (EM) log likelihood = -27949.151
Iteration 17: (EM) log likelihood = -27946.318
Iteration 18: (EM) log likelihood = -27944.035
Iteration 19: (EM) log likelihood = -27942.313
Iteration 20: (EM) log likelihood = -27941.48
Iteration 21: (EM) log likelihood = -27940.886
Iteration 22: (EM) log likelihood = -27940.334
Iteration 23: (EM) log likelihood = -27939.681
Iteration 24: (EM) log likelihood = -27939.292
Iteration 25: (EM) log likelihood = -27938.776
Iteration 26: (EM) log likelihood = -27938.37
Iteration 27: (EM) log likelihood = -27937.801
Iteration 28: (EM) log likelihood = -27937.156
Iteration 29: (EM) log likelihood = -27936.303
Iteration 30: (EM) log likelihood = -27935.622
Iteration 31: (EM) log likelihood = -27935.133
Iteration 32: (EM) log likelihood = -27934.446
Iteration 33: (EM) log likelihood = -27933.879
Iteration 34: (EM) log likelihood = -27933.126
Iteration 35: (EM) log likelihood = -27932.513
Iteration 36: (EM) log likelihood = -27931.823
Iteration 37: (EM) log likelihood = -27931.719
Iteration 38: (EM) log likelihood = -27931.448
Iteration 39: (EM) log likelihood = -27931.386
Iteration 40: (EM) log likelihood = -27931.167
Iteration 41: (EM) log likelihood = -27931.149
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.134
Iteration 1: (class) log likelihood = -2626.134
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.072
Iteration 1: (outcome) log likelihood = -28972.077
Iteration 2: (outcome) log likelihood = -28959.347
Iteration 3: (outcome) log likelihood = -28959.098
Iteration 4: (outcome) log likelihood = -28959.047
Iteration 5: (outcome) log likelihood = -28959.039
Iteration 6: (outcome) log likelihood = -28959.038
Iteration 7: (outcome) log likelihood = -28959.038
Iteration 8: (outcome) log likelihood = -28959.038
Iteration 9: (outcome) log likelihood = -28959.038 (not concave)
Iteration 10: (outcome) log likelihood = -28959.038 (not concave)
Iteration 11: (outcome) log likelihood = -28959.038 (not concave)
Iteration 12: (outcome) log likelihood = -28959.038 (not concave)
Iteration 13: (outcome) log likelihood = -28959.038 (not concave)
Iteration 14: (outcome) log likelihood = -28959.038 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31574.894
Iteration 1: (EM) log likelihood = -31549.453
Iteration 2: (EM) log likelihood = -31495.459
Iteration 3: (EM) log likelihood = -31409.321
Iteration 4: (EM) log likelihood = -31265.565
Iteration 5: (EM) log likelihood = -30942.192
Iteration 6: (EM) log likelihood = -30355.557
Iteration 7: (EM) log likelihood = -29766.692
Iteration 8: (EM) log likelihood = -29380.314
Iteration 9: (EM) log likelihood = -29117.135
Iteration 10: (EM) log likelihood = -28894.832
Iteration 11: (EM) log likelihood = -28692.249
Iteration 12: (EM) log likelihood = -28501.259
Iteration 13: (EM) log likelihood = -28322.701
Iteration 14: (EM) log likelihood = -28174.564
Iteration 15: (EM) log likelihood = -28069.613
Iteration 16: (EM) log likelihood = -28007.312
Iteration 17: (EM) log likelihood = -27972.399
Iteration 18: (EM) log likelihood = -27953.949
Iteration 19: (EM) log likelihood = -27945.938
Iteration 20: (EM) log likelihood = -27941.869
Iteration 21: (EM) log likelihood = -27938.59
Iteration 22: (EM) log likelihood = -27936.781
Iteration 23: (EM) log likelihood = -27935.444
Iteration 24: (EM) log likelihood = -27934.283
Iteration 25: (EM) log likelihood = -27933.018
Iteration 26: (EM) log likelihood = -27931.849
Iteration 27: (EM) log likelihood = -27931.571
Iteration 28: (EM) log likelihood = -27930.919
Iteration 29: (EM) log likelihood = -27929.899
Iteration 30: (EM) log likelihood = -27930.136
Iteration 31: (EM) log likelihood = -27929.309
Iteration 32: (EM) log likelihood = -27928.648
Iteration 33: (EM) log likelihood = -27927.93
Iteration 34: (EM) log likelihood = -27927.391
Iteration 35: (EM) log likelihood = -27926.772
Iteration 36: (EM) log likelihood = -27926.038
Iteration 37: (EM) log likelihood = -27925.943
Iteration 38: (EM) log likelihood = -27925.321
Iteration 39: (EM) log likelihood = -27924.722
Iteration 40: (EM) log likelihood = -27924.207
Iteration 41: (EM) log likelihood = -27923.832
Iteration 42: (EM) log likelihood = -27923.249
Iteration 43: (EM) log likelihood = -27923.015
Iteration 44: (EM) log likelihood = -27922.605
Iteration 45: (EM) log likelihood = -27922.166
Iteration 46: (EM) log likelihood = -27922.072
Iteration 47: (EM) log likelihood = -27921.75
Iteration 48: (EM) log likelihood = -27921.665
Iteration 49: (EM) log likelihood = -27921.397
Iteration 50: (EM) log likelihood = -27921.405
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.7771
Iteration 1: (class) log likelihood = -2625.7771
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.39
Iteration 1: (outcome) log likelihood = -28969.399
Iteration 2: (outcome) log likelihood = -28957.267
Iteration 3: (outcome) log likelihood = -28956.362
Iteration 4: (outcome) log likelihood = -28956.183
Iteration 5: (outcome) log likelihood = -28956.144
Iteration 6: (outcome) log likelihood = -28956.135
Iteration 7: (outcome) log likelihood = -28956.133
Iteration 8: (outcome) log likelihood = -28956.133
Iteration 9: (outcome) log likelihood = -28956.133
Iteration 10: (outcome) log likelihood = -28956.133 (not concave)
Iteration 11: (outcome) log likelihood = -28956.133 (not concave)
Iteration 12: (outcome) log likelihood = -28956.133 (not concave)
Iteration 13: (outcome) log likelihood = -28956.133 (not concave)
Iteration 14: (outcome) log likelihood = -28956.133 (not concave)
Iteration 15: (outcome) log likelihood = -28956.133 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.699
Iteration 1: (EM) log likelihood = -31564.593
Iteration 2: (EM) log likelihood = -31527.833
Iteration 3: (EM) log likelihood = -31425.402
Iteration 4: (EM) log likelihood = -31155.569
Iteration 5: (EM) log likelihood = -30608.403
Iteration 6: (EM) log likelihood = -29886.509
Iteration 7: (EM) log likelihood = -29213.617
Iteration 8: (EM) log likelihood = -28684.758
Iteration 9: (EM) log likelihood = -28307.433
Iteration 10: (EM) log likelihood = -28046.852
Iteration 11: (EM) log likelihood = -27889.185
Iteration 12: (EM) log likelihood = -27809.885
Iteration 13: (EM) log likelihood = -27772.604
Iteration 14: (EM) log likelihood = -27756.097
Iteration 15: (EM) log likelihood = -27747.396
Iteration 16: (EM) log likelihood = -27741.309
Iteration 17: (EM) log likelihood = -27734.901
Iteration 18: (EM) log likelihood = -27727.82
Iteration 19: (EM) log likelihood = -27720.828
Iteration 20: (EM) log likelihood = -27714.899
Iteration 21: (EM) log likelihood = -27710.898
Iteration 22: (EM) log likelihood = -27707.659
Iteration 23: (EM) log likelihood = -27705.953
Iteration 24: (EM) log likelihood = -27704.863
Iteration 25: (EM) log likelihood = -27703.89
Iteration 26: (EM) log likelihood = -27703.203
Iteration 27: (EM) log likelihood = -27702.574
Iteration 28: (EM) log likelihood = -27701.967
Iteration 29: (EM) log likelihood = -27701.552
Iteration 30: (EM) log likelihood = -27701.115
Iteration 31: (EM) log likelihood = -27700.71
Iteration 32: (EM) log likelihood = -27700.152
Iteration 33: (EM) log likelihood = -27699.768
Iteration 34: (EM) log likelihood = -27699.481
Iteration 35: (EM) log likelihood = -27698.998
Iteration 36: (EM) log likelihood = -27698.661
Iteration 37: (EM) log likelihood = -27698.26
Iteration 38: (EM) log likelihood = -27698.17
Iteration 39: (EM) log likelihood = -27697.935
Iteration 40: (EM) log likelihood = -27697.893
Iteration 41: (EM) log likelihood = -27697.682
Iteration 42: (EM) log likelihood = -27697.66
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.1436
Iteration 1: (class) log likelihood = -2625.1436
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.596
Iteration 1: (outcome) log likelihood = -28975.546
Iteration 2: (outcome) log likelihood = -28963.122
Iteration 3: (outcome) log likelihood = -28962.804
Iteration 4: (outcome) log likelihood = -28962.749
Iteration 5: (outcome) log likelihood = -28962.741
Iteration 6: (outcome) log likelihood = -28962.74
Iteration 7: (outcome) log likelihood = -28962.739
Iteration 8: (outcome) log likelihood = -28962.739
Iteration 9: (outcome) log likelihood = -28962.739
Refining starting values:
Iteration 0: (EM) log likelihood = -31580.963
Iteration 1: (EM) log likelihood = -31550.641
Iteration 2: (EM) log likelihood = -31431.982
Iteration 3: (EM) log likelihood = -31044.729
Iteration 4: (EM) log likelihood = -30295.547
Iteration 5: (EM) log likelihood = -29563.178
Iteration 6: (EM) log likelihood = -29047.213
Iteration 7: (EM) log likelihood = -28663.827
Iteration 8: (EM) log likelihood = -28356.023
Iteration 9: (EM) log likelihood = -28108.012
Iteration 10: (EM) log likelihood = -27933.257
Iteration 11: (EM) log likelihood = -27829.642
Iteration 12: (EM) log likelihood = -27773.646
Iteration 13: (EM) log likelihood = -27743.651
Iteration 14: (EM) log likelihood = -27721.443
Iteration 15: (EM) log likelihood = -27707.119
Iteration 16: (EM) log likelihood = -27699.884
Iteration 17: (EM) log likelihood = -27695.351
Iteration 18: (EM) log likelihood = -27693.097
Iteration 19: (EM) log likelihood = -27691.419
Iteration 20: (EM) log likelihood = -27690.298
Iteration 21: (EM) log likelihood = -27689.577
Iteration 22: (EM) log likelihood = -27689.006
Iteration 23: (EM) log likelihood = -27688.609
Iteration 24: (EM) log likelihood = -27688.196
Iteration 25: (EM) log likelihood = -27687.85
Iteration 26: (EM) log likelihood = -27687.606
Iteration 27: (EM) log likelihood = -27687.255
Iteration 28: (EM) log likelihood = -27687.043
Iteration 29: (EM) log likelihood = -27686.843
Iteration 30: (EM) log likelihood = -27686.659
Iteration 31: (EM) log likelihood = -27686.381
Iteration 32: (EM) log likelihood = -27686.347
Iteration 33: (EM) log likelihood = -27686.212
Iteration 34: (EM) log likelihood = -27686.139
Iteration 35: (EM) log likelihood = -27686.034
Iteration 36: (EM) log likelihood = -27686.052
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.2059
Iteration 1: (class) log likelihood = -2624.2059
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.539
Iteration 1: (outcome) log likelihood = -28973.569
Iteration 2: (outcome) log likelihood = -28957.264
Iteration 3: (outcome) log likelihood = -28956.656
Iteration 4: (outcome) log likelihood = -28956.595
Iteration 5: (outcome) log likelihood = -28956.585
Iteration 6: (outcome) log likelihood = -28956.583
Iteration 7: (outcome) log likelihood = -28956.583
Iteration 8: (outcome) log likelihood = -28956.583
Iteration 9: (outcome) log likelihood = -28956.583 (not concave)
Iteration 10: (outcome) log likelihood = -28956.583 (not concave)
Iteration 11: (outcome) log likelihood = -28956.583 (not concave)
Iteration 12: (outcome) log likelihood = -28956.583 (not concave)
Iteration 13: (outcome) log likelihood = -28956.583 (not concave)
Iteration 14: (outcome) log likelihood = -28956.583 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31573.261
Iteration 1: (EM) log likelihood = -31533.378
Iteration 2: (EM) log likelihood = -31378.687
Iteration 3: (EM) log likelihood = -30945.476
Iteration 4: (EM) log likelihood = -30245.025
Iteration 5: (EM) log likelihood = -29598.914
Iteration 6: (EM) log likelihood = -29109.92
Iteration 7: (EM) log likelihood = -28736.308
Iteration 8: (EM) log likelihood = -28428.196
Iteration 9: (EM) log likelihood = -28167.075
Iteration 10: (EM) log likelihood = -27972.938
Iteration 11: (EM) log likelihood = -27857.478
Iteration 12: (EM) log likelihood = -27799.464
Iteration 13: (EM) log likelihood = -27772.87
Iteration 14: (EM) log likelihood = -27760.585
Iteration 15: (EM) log likelihood = -27753.024
Iteration 16: (EM) log likelihood = -27747.183
Iteration 17: (EM) log likelihood = -27742.777
Iteration 18: (EM) log likelihood = -27740.357
Iteration 19: (EM) log likelihood = -27739.017
Iteration 20: (EM) log likelihood = -27738.3
Iteration 21: (EM) log likelihood = -27738.039
Iteration 22: (EM) log likelihood = -27737.84
Iteration 23: (EM) log likelihood = -27737.637
Iteration 24: (EM) log likelihood = -27737.416
Iteration 25: (EM) log likelihood = -27737.186
Iteration 26: (EM) log likelihood = -27737.191
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.305
Iteration 1: (class) log likelihood = -2626.305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.669
Iteration 1: (outcome) log likelihood = -29017.708
Iteration 2: (outcome) log likelihood = -28957.516
Iteration 3: (outcome) log likelihood = -28949.677
Iteration 4: (outcome) log likelihood = -28948.886
Iteration 5: (outcome) log likelihood = -28948.86
Iteration 6: (outcome) log likelihood = -28948.856
Iteration 7: (outcome) log likelihood = -28948.856
Iteration 8: (outcome) log likelihood = -28948.856
Iteration 9: (outcome) log likelihood = -28948.856
Refining starting values:
Iteration 0: (EM) log likelihood = -31565.075
Iteration 1: (EM) log likelihood = -31528.025
Iteration 2: (EM) log likelihood = -31410.532
Iteration 3: (EM) log likelihood = -31075.649
Iteration 4: (EM) log likelihood = -30442.212
Iteration 5: (EM) log likelihood = -29806.424
Iteration 6: (EM) log likelihood = -29394.369
Iteration 7: (EM) log likelihood = -29132.838
Iteration 8: (EM) log likelihood = -28937.491
Iteration 9: (EM) log likelihood = -28773.703
Iteration 10: (EM) log likelihood = -28611.018
Iteration 11: (EM) log likelihood = -28445.63
Iteration 12: (EM) log likelihood = -28303.942
Iteration 13: (EM) log likelihood = -28194.421
Iteration 14: (EM) log likelihood = -28117.966
Iteration 15: (EM) log likelihood = -28069.957
Iteration 16: (EM) log likelihood = -28041.181
Iteration 17: (EM) log likelihood = -28025.257
Iteration 18: (EM) log likelihood = -28015.7
Iteration 19: (EM) log likelihood = -28009.804
Iteration 20: (EM) log likelihood = -28005.603
Iteration 21: (EM) log likelihood = -28001.532
Iteration 22: (EM) log likelihood = -27997.471
Iteration 23: (EM) log likelihood = -27993.324
Iteration 24: (EM) log likelihood = -27989.419
Iteration 25: (EM) log likelihood = -27986.977
Iteration 26: (EM) log likelihood = -27985.502
Iteration 27: (EM) log likelihood = -27984.141
Iteration 28: (EM) log likelihood = -27982.509
Iteration 29: (EM) log likelihood = -27981.41
Iteration 30: (EM) log likelihood = -27980.68
Iteration 31: (EM) log likelihood = -27979.886
Iteration 32: (EM) log likelihood = -27979.253
Iteration 33: (EM) log likelihood = -27977.528
Iteration 34: (EM) log likelihood = -27976.372
Iteration 35: (EM) log likelihood = -27975.459
Iteration 36: (EM) log likelihood = -27974.797
Iteration 37: (EM) log likelihood = -27974.137
Iteration 38: (EM) log likelihood = -27973.579
Iteration 39: (EM) log likelihood = -27972.948
Iteration 40: (EM) log likelihood = -27972.321
Iteration 41: (EM) log likelihood = -27971.536
Iteration 42: (EM) log likelihood = -27971.011
Iteration 43: (EM) log likelihood = -27970.252
Iteration 44: (EM) log likelihood = -27969.575
Iteration 45: (EM) log likelihood = -27968.728
Iteration 46: (EM) log likelihood = -27968.508
Iteration 47: (EM) log likelihood = -27967.974
Iteration 48: (EM) log likelihood = -27967.38
Iteration 49: (EM) log likelihood = -27966.272
Iteration 50: (EM) log likelihood = -27965.575
Iteration 51: (EM) log likelihood = -27964.427
Iteration 52: (EM) log likelihood = -27964.034
Iteration 53: (EM) log likelihood = -27963.222
Iteration 54: (EM) log likelihood = -27962.728
Iteration 55: (EM) log likelihood = -27962.114
Iteration 56: (EM) log likelihood = -27961.691
Iteration 57: (EM) log likelihood = -27961.026
Iteration 58: (EM) log likelihood = -27960.469
Iteration 59: (EM) log likelihood = -27960.056
Iteration 60: (EM) log likelihood = -27959.346
Iteration 61: (EM) log likelihood = -27958.73
Iteration 62: (EM) log likelihood = -27958.163
Iteration 63: (EM) log likelihood = -27957.322
Iteration 64: (EM) log likelihood = -27956.695
Iteration 65: (EM) log likelihood = -27956.053
Iteration 66: (EM) log likelihood = -27955.222
Iteration 67: (EM) log likelihood = -27954.605
Iteration 68: (EM) log likelihood = -27953.859
Iteration 69: (EM) log likelihood = -27953.486
Iteration 70: (EM) log likelihood = -27952.864
Iteration 71: (EM) log likelihood = -27952.249
Iteration 72: (EM) log likelihood = -27951.718
Iteration 73: (EM) log likelihood = -27951.495
Iteration 74: (EM) log likelihood = -27951.366
Iteration 75: (EM) log likelihood = -27951.343
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3282
Iteration 1: (class) log likelihood = -2626.3282
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.245
Iteration 1: (outcome) log likelihood = -28974.505
Iteration 2: (outcome) log likelihood = -28963.348
Iteration 3: (outcome) log likelihood = -28963.162
Iteration 4: (outcome) log likelihood = -28963.16
Refining starting values:
Iteration 0: (EM) log likelihood = -31583.875
Iteration 1: (EM) log likelihood = -31563.385
Iteration 2: (EM) log likelihood = -31507.38
Iteration 3: (EM) log likelihood = -31399.414
Iteration 4: (EM) log likelihood = -31224.658
Iteration 5: (EM) log likelihood = -30869.701
Iteration 6: (EM) log likelihood = -30238.937
Iteration 7: (EM) log likelihood = -29518.507
Iteration 8: (EM) log likelihood = -28912.877
Iteration 9: (EM) log likelihood = -28474.917
Iteration 10: (EM) log likelihood = -28168.739
Iteration 11: (EM) log likelihood = -27956.719
Iteration 12: (EM) log likelihood = -27836.18
Iteration 13: (EM) log likelihood = -27776.121
Iteration 14: (EM) log likelihood = -27747.888
Iteration 15: (EM) log likelihood = -27732.284
Iteration 16: (EM) log likelihood = -27723.203
Iteration 17: (EM) log likelihood = -27718.281
Iteration 18: (EM) log likelihood = -27714.622
Iteration 19: (EM) log likelihood = -27712.232
Iteration 20: (EM) log likelihood = -27710.175
Iteration 21: (EM) log likelihood = -27708.428
Iteration 22: (EM) log likelihood = -27706.995
Iteration 23: (EM) log likelihood = -27705.794
Iteration 24: (EM) log likelihood = -27704.73
Iteration 25: (EM) log likelihood = -27703.149
Iteration 26: (EM) log likelihood = -27702.318
Iteration 27: (EM) log likelihood = -27700.293
Iteration 28: (EM) log likelihood = -27698.401
Iteration 29: (EM) log likelihood = -27696.036
Iteration 30: (EM) log likelihood = -27691.894
Iteration 31: (EM) log likelihood = -27686.174
Iteration 32: (EM) log likelihood = -27681.706
Iteration 33: (EM) log likelihood = -27678.64
Iteration 34: (EM) log likelihood = -27676.792
Iteration 35: (EM) log likelihood = -27675.435
Iteration 36: (EM) log likelihood = -27674.415
Iteration 37: (EM) log likelihood = -27673.611
Iteration 38: (EM) log likelihood = -27672.915
Iteration 39: (EM) log likelihood = -27672.276
Iteration 40: (EM) log likelihood = -27671.76
Iteration 41: (EM) log likelihood = -27670.937
Iteration 42: (EM) log likelihood = -27670.64
Iteration 43: (EM) log likelihood = -27670.281
Iteration 44: (EM) log likelihood = -27669.996
Iteration 45: (EM) log likelihood = -27670.241
Iteration 46: (EM) log likelihood = -27669.826
Iteration 47: (EM) log likelihood = -27669.609
Iteration 48: (EM) log likelihood = -27669.327
Iteration 49: (EM) log likelihood = -27669.017
Iteration 50: (EM) log likelihood = -27668.773
Iteration 51: (EM) log likelihood = -27668.713
Iteration 52: (EM) log likelihood = -27668.549
Iteration 53: (EM) log likelihood = -27668.487
Iteration 54: (EM) log likelihood = -27668.388
Iteration 55: (EM) log likelihood = -27668.265
Iteration 56: (EM) log likelihood = -27668.222
Iteration 57: (EM) log likelihood = -27668.164
Iteration 58: (EM) log likelihood = -27668.224
Iteration 59: (EM) log likelihood = -27668.167
Iteration 60: (EM) log likelihood = -27668.121
Iteration 61: (EM) log likelihood = -27668.079
Iteration 62: (EM) log likelihood = -27668.044
Iteration 63: (EM) log likelihood = -27668.011
Iteration 64: (EM) log likelihood = -27667.984
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3124
Iteration 1: (class) log likelihood = -2626.3124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.084
Iteration 1: (outcome) log likelihood = -28969.702
Iteration 2: (outcome) log likelihood = -28958.457
Iteration 3: (outcome) log likelihood = -28958.273
Iteration 4: (outcome) log likelihood = -28958.242
Iteration 5: (outcome) log likelihood = -28958.237
Iteration 6: (outcome) log likelihood = -28958.236
Iteration 7: (outcome) log likelihood = -28958.235
Iteration 8: (outcome) log likelihood = -28958.235
Iteration 9: (outcome) log likelihood = -28958.235
Refining starting values:
Iteration 0: (EM) log likelihood = -31577.992
Iteration 1: (EM) log likelihood = -31559.231
Iteration 2: (EM) log likelihood = -31511.313
Iteration 3: (EM) log likelihood = -31407.883
Iteration 4: (EM) log likelihood = -31242.391
Iteration 5: (EM) log likelihood = -30990.438
Iteration 6: (EM) log likelihood = -30591.892
Iteration 7: (EM) log likelihood = -30066.333
Iteration 8: (EM) log likelihood = -29588.189
Iteration 9: (EM) log likelihood = -29239.579
Iteration 10: (EM) log likelihood = -28978.692
Iteration 11: (EM) log likelihood = -28758.87
Iteration 12: (EM) log likelihood = -28550.033
Iteration 13: (EM) log likelihood = -28338.155
Iteration 14: (EM) log likelihood = -28137.349
Iteration 15: (EM) log likelihood = -27969.372
Iteration 16: (EM) log likelihood = -27849.414
Iteration 17: (EM) log likelihood = -27777.519
Iteration 18: (EM) log likelihood = -27738.973
Iteration 19: (EM) log likelihood = -27718.488
Iteration 20: (EM) log likelihood = -27706.714
Iteration 21: (EM) log likelihood = -27697.911
Iteration 22: (EM) log likelihood = -27693.152
Iteration 23: (EM) log likelihood = -27688.712
Iteration 24: (EM) log likelihood = -27685.678
Iteration 25: (EM) log likelihood = -27683.331
Iteration 26: (EM) log likelihood = -27682.072
Iteration 27: (EM) log likelihood = -27680.771
Iteration 28: (EM) log likelihood = -27679.758
Iteration 29: (EM) log likelihood = -27678.841
Iteration 30: (EM) log likelihood = -27677.999
Iteration 31: (EM) log likelihood = -27677.059
Iteration 32: (EM) log likelihood = -27676.241
Iteration 33: (EM) log likelihood = -27675.242
Iteration 34: (EM) log likelihood = -27674.688
Iteration 35: (EM) log likelihood = -27674.058
Iteration 36: (EM) log likelihood = -27672.996
Iteration 37: (EM) log likelihood = -27672.512
Iteration 38: (EM) log likelihood = -27672.208
Iteration 39: (EM) log likelihood = -27671.761
Iteration 40: (EM) log likelihood = -27671.387
Iteration 41: (EM) log likelihood = -27671.135
Iteration 42: (EM) log likelihood = -27670.781
Iteration 43: (EM) log likelihood = -27670.526
Iteration 44: (EM) log likelihood = -27670.288
Iteration 45: (EM) log likelihood = -27670.15
Iteration 46: (EM) log likelihood = -27669.901
Iteration 47: (EM) log likelihood = -27669.766
Iteration 48: (EM) log likelihood = -27669.577
Iteration 49: (EM) log likelihood = -27669.465
Iteration 50: (EM) log likelihood = -27669.295
Iteration 51: (EM) log likelihood = -27669.241
Iteration 52: (EM) log likelihood = -27669.148
Iteration 53: (EM) log likelihood = -27669.075
Iteration 54: (EM) log likelihood = -27669.007
Iteration 55: (EM) log likelihood = -27668.947
Iteration 56: (EM) log likelihood = -27668.873
Iteration 57: (EM) log likelihood = -27668.828
Iteration 58: (EM) log likelihood = -27668.772
Iteration 59: (EM) log likelihood = -27668.718
Iteration 60: (EM) log likelihood = -27668.649
Iteration 61: (EM) log likelihood = -27668.619
Iteration 62: (EM) log likelihood = -27668.585
Iteration 63: (EM) log likelihood = -27668.567
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2237
Iteration 1: (class) log likelihood = -2626.2237
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.675
Iteration 1: (outcome) log likelihood = -28966.115
Iteration 2: (outcome) log likelihood = -28951.513
Iteration 3: (outcome) log likelihood = -28951.342
Iteration 4: (outcome) log likelihood = -28951.342
Refining starting values:
Iteration 0: (EM) log likelihood = -31562.118
Iteration 1: (EM) log likelihood = -31513.018
Iteration 2: (EM) log likelihood = -31418.454
Iteration 3: (EM) log likelihood = -31314.292
Iteration 4: (EM) log likelihood = -31202.858
Iteration 5: (EM) log likelihood = -31034.929
Iteration 6: (EM) log likelihood = -30707.146
Iteration 7: (EM) log likelihood = -30158.863
Iteration 8: (EM) log likelihood = -29582.849
Iteration 9: (EM) log likelihood = -29156.16
Iteration 10: (EM) log likelihood = -28858.916
Iteration 11: (EM) log likelihood = -28639.992
Iteration 12: (EM) log likelihood = -28461.829
Iteration 13: (EM) log likelihood = -28303.146
Iteration 14: (EM) log likelihood = -28168.867
Iteration 15: (EM) log likelihood = -28068.728
Iteration 16: (EM) log likelihood = -28004.196
Iteration 17: (EM) log likelihood = -27968.082
Iteration 18: (EM) log likelihood = -27951.11
Iteration 19: (EM) log likelihood = -27943.268
Iteration 20: (EM) log likelihood = -27940.181
Iteration 21: (EM) log likelihood = -27939.319
Iteration 22: (EM) log likelihood = -27938.879
Iteration 23: (EM) log likelihood = -27938.248
Iteration 24: (EM) log likelihood = -27938.097
Iteration 25: (EM) log likelihood = -27937.613
Iteration 26: (EM) log likelihood = -27937.612
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0907
Iteration 1: (class) log likelihood = -2626.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.572
Iteration 1: (outcome) log likelihood = -28963.719
Iteration 2: (outcome) log likelihood = -28951.576
Iteration 3: (outcome) log likelihood = -28951.357
Iteration 4: (outcome) log likelihood = -28951.355
Refining starting values:
Iteration 0: (EM) log likelihood = -31571.172
Iteration 1: (EM) log likelihood = -31540.708
Iteration 2: (EM) log likelihood = -31434.946
Iteration 3: (EM) log likelihood = -31110.248
Iteration 4: (EM) log likelihood = -30442.086
Iteration 5: (EM) log likelihood = -29721.16
Iteration 6: (EM) log likelihood = -29217.336
Iteration 7: (EM) log likelihood = -28865.102
Iteration 8: (EM) log likelihood = -28589.323
Iteration 9: (EM) log likelihood = -28346.408
Iteration 10: (EM) log likelihood = -28138.606
Iteration 11: (EM) log likelihood = -27987.22
Iteration 12: (EM) log likelihood = -27891.515
Iteration 13: (EM) log likelihood = -27836.777
Iteration 14: (EM) log likelihood = -27807.116
Iteration 15: (EM) log likelihood = -27791.218
Iteration 16: (EM) log likelihood = -27783.011
Iteration 17: (EM) log likelihood = -27778.884
Iteration 18: (EM) log likelihood = -27777.384
Iteration 19: (EM) log likelihood = -27776.934
Iteration 20: (EM) log likelihood = -27776.508
Iteration 21: (EM) log likelihood = -27776.515
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.6314
Iteration 1: (class) log likelihood = -2625.6314
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29156.09
Iteration 1: (outcome) log likelihood = -28958.587
Iteration 2: (outcome) log likelihood = -28942.186
Iteration 3: (outcome) log likelihood = -28942.039
Iteration 4: (outcome) log likelihood = -28942.039
Refining starting values:
Iteration 0: (EM) log likelihood = -31545.168
Iteration 1: (EM) log likelihood = -31474.399
Iteration 2: (EM) log likelihood = -31315.568
Iteration 3: (EM) log likelihood = -30998.145
Iteration 4: (EM) log likelihood = -30432.48
Iteration 5: (EM) log likelihood = -29813.724
Iteration 6: (EM) log likelihood = -29409.176
Iteration 7: (EM) log likelihood = -29173.075
Iteration 8: (EM) log likelihood = -29011.031
Iteration 9: (EM) log likelihood = -28880.287
Iteration 10: (EM) log likelihood = -28748.452
Iteration 11: (EM) log likelihood = -28607.017
Iteration 12: (EM) log likelihood = -28461.266
Iteration 13: (EM) log likelihood = -28321.281
Iteration 14: (EM) log likelihood = -28200.115
Iteration 15: (EM) log likelihood = -28104.956
Iteration 16: (EM) log likelihood = -28037.85
Iteration 17: (EM) log likelihood = -27994.196
Iteration 18: (EM) log likelihood = -27972.24
Iteration 19: (EM) log likelihood = -27961.312
Iteration 20: (EM) log likelihood = -27955.881
Iteration 21: (EM) log likelihood = -27952.987
Iteration 22: (EM) log likelihood = -27949.963
Iteration 23: (EM) log likelihood = -27948.207
Iteration 24: (EM) log likelihood = -27946.319
Iteration 25: (EM) log likelihood = -27945.007
Iteration 26: (EM) log likelihood = -27944.087
Iteration 27: (EM) log likelihood = -27943.113
Iteration 28: (EM) log likelihood = -27942.619
Iteration 29: (EM) log likelihood = -27942.362
Iteration 30: (EM) log likelihood = -27941.351
Iteration 31: (EM) log likelihood = -27940.817
Iteration 32: (EM) log likelihood = -27939.917
Iteration 33: (EM) log likelihood = -27939.318
Iteration 34: (EM) log likelihood = -27938.857
Iteration 35: (EM) log likelihood = -27938.236
Iteration 36: (EM) log likelihood = -27937.462
Iteration 37: (EM) log likelihood = -27937.076
Iteration 38: (EM) log likelihood = -27936.603
Iteration 39: (EM) log likelihood = -27936.229
Iteration 40: (EM) log likelihood = -27935.799
Iteration 41: (EM) log likelihood = -27935.319
Iteration 42: (EM) log likelihood = -27934.533
Iteration 43: (EM) log likelihood = -27933.448
Iteration 44: (EM) log likelihood = -27932.334
Iteration 45: (EM) log likelihood = -27931.976
Iteration 46: (EM) log likelihood = -27931.656
Iteration 47: (EM) log likelihood = -27931.465
Iteration 48: (EM) log likelihood = -27931.167
Iteration 49: (EM) log likelihood = -27931.067
Iteration 50: (EM) log likelihood = -27930.837
Iteration 51: (EM) log likelihood = -27930.763
Iteration 52: (EM) log likelihood = -27930.552
Iteration 53: (EM) log likelihood = -27930.422
Iteration 54: (EM) log likelihood = -27930.299
Iteration 55: (EM) log likelihood = -27930.129
Iteration 56: (EM) log likelihood = -27929.982
Iteration 57: (EM) log likelihood = -27929.814
Iteration 58: (EM) log likelihood = -27929.679
Iteration 59: (EM) log likelihood = -27929.538
Iteration 60: (EM) log likelihood = -27929.406
Iteration 61: (EM) log likelihood = -27929.278
Iteration 62: (EM) log likelihood = -27929.073
Iteration 63: (EM) log likelihood = -27928.937
Iteration 64: (EM) log likelihood = -27928.783
Iteration 65: (EM) log likelihood = -27928.644
Iteration 66: (EM) log likelihood = -27928.413
Iteration 67: (EM) log likelihood = -27928.192
Iteration 68: (EM) log likelihood = -27927.991
Iteration 69: (EM) log likelihood = -27927.781
Iteration 70: (EM) log likelihood = -27926.769
Iteration 71: (EM) log likelihood = -27925.664
Iteration 72: (EM) log likelihood = -27925.382
Iteration 73: (EM) log likelihood = -27925.106
Iteration 74: (EM) log likelihood = -27924.926
Iteration 75: (EM) log likelihood = -27924.858
Iteration 76: (EM) log likelihood = -27924.637
Iteration 77: (EM) log likelihood = -27924.571
Iteration 78: (EM) log likelihood = -27924.403
Iteration 79: (EM) log likelihood = -27924.37
Iteration 80: (EM) log likelihood = -27924.243
Iteration 81: (EM) log likelihood = -27924.21
Iteration 82: (EM) log likelihood = -27924.109
Iteration 83: (EM) log likelihood = -27924.075
Iteration 84: (EM) log likelihood = -27923.99
Iteration 85: (EM) log likelihood = -27923.954
Iteration 86: (EM) log likelihood = -27923.88
Iteration 87: (EM) log likelihood = -27923.842
Iteration 88: (EM) log likelihood = -27923.776
Iteration 89: (EM) log likelihood = -27923.736
Iteration 90: (EM) log likelihood = -27923.675
Iteration 91: (EM) log likelihood = -27923.634
Iteration 92: (EM) log likelihood = -27923.57
Iteration 93: (EM) log likelihood = -27923.142
Iteration 94: (EM) log likelihood = -27922.912
Iteration 95: (EM) log likelihood = -27922.84
Iteration 96: (EM) log likelihood = -27922.698
Iteration 97: (EM) log likelihood = -27922.62
Iteration 98: (EM) log likelihood = -27922.501
Iteration 99: (EM) log likelihood = -27921.622
Iteration 100: (EM) log likelihood = -27921.441
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8753
Iteration 1: (class) log likelihood = -2625.8753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.758
Iteration 1: (outcome) log likelihood = -28969.125
Iteration 2: (outcome) log likelihood = -28958.24
Iteration 3: (outcome) log likelihood = -28958.022
Iteration 4: (outcome) log likelihood = -28957.978
Iteration 5: (outcome) log likelihood = -28957.971
Iteration 6: (outcome) log likelihood = -28957.97
Iteration 7: (outcome) log likelihood = -28957.97
Iteration 8: (outcome) log likelihood = -28957.97
Iteration 9: (outcome) log likelihood = -28957.97
Refining starting values:
Iteration 0: (EM) log likelihood = -31567.863
Iteration 1: (EM) log likelihood = -31517.529
Iteration 2: (EM) log likelihood = -31406.288
Iteration 3: (EM) log likelihood = -31175.227
Iteration 4: (EM) log likelihood = -30685.881
Iteration 5: (EM) log likelihood = -30039.043
Iteration 6: (EM) log likelihood = -29556.171
Iteration 7: (EM) log likelihood = -29252.825
Iteration 8: (EM) log likelihood = -29033.936
Iteration 9: (EM) log likelihood = -28842.595
Iteration 10: (EM) log likelihood = -28662.83
Iteration 11: (EM) log likelihood = -28483.239
Iteration 12: (EM) log likelihood = -28312.881
Iteration 13: (EM) log likelihood = -28173.758
Iteration 14: (EM) log likelihood = -28074.999
Iteration 15: (EM) log likelihood = -28007.447
Iteration 16: (EM) log likelihood = -27972.791
Iteration 17: (EM) log likelihood = -27956.093
Iteration 18: (EM) log likelihood = -27947.929
Iteration 19: (EM) log likelihood = -27944.988
Iteration 20: (EM) log likelihood = -27943.355
Iteration 21: (EM) log likelihood = -27942.297
Iteration 22: (EM) log likelihood = -27941.136
Iteration 23: (EM) log likelihood = -27940.272
Iteration 24: (EM) log likelihood = -27939.716
Iteration 25: (EM) log likelihood = -27938.721
Iteration 26: (EM) log likelihood = -27938.425
Iteration 27: (EM) log likelihood = -27938.319
Iteration 28: (EM) log likelihood = -27938.095
Iteration 29: (EM) log likelihood = -27938.058
Iteration 30: (EM) log likelihood = -27937.83
Iteration 31: (EM) log likelihood = -27937.604
Iteration 32: (EM) log likelihood = -27937.142
Iteration 33: (EM) log likelihood = -27936.803
Iteration 34: (EM) log likelihood = -27936.511
Iteration 35: (EM) log likelihood = -27936.271
Iteration 36: (EM) log likelihood = -27935.995
Iteration 37: (EM) log likelihood = -27935.548
Iteration 38: (EM) log likelihood = -27935.179
Iteration 39: (EM) log likelihood = -27934.798
Iteration 40: (EM) log likelihood = -27934.591
Iteration 41: (EM) log likelihood = -27934.344
Iteration 42: (EM) log likelihood = -27934.043
Iteration 43: (EM) log likelihood = -27933.954
Iteration 44: (EM) log likelihood = -27933.731
Iteration 45: (EM) log likelihood = -27933.62
Iteration 46: (EM) log likelihood = -27933.349
Iteration 47: (EM) log likelihood = -27932.886
Iteration 48: (EM) log likelihood = -27932.37
Iteration 49: (EM) log likelihood = -27932.091
Iteration 50: (EM) log likelihood = -27931.931
Iteration 51: (EM) log likelihood = -27931.785
Iteration 52: (EM) log likelihood = -27931.659
Iteration 53: (EM) log likelihood = -27931.568
Iteration 54: (EM) log likelihood = -27931.459
Iteration 55: (EM) log likelihood = -27931.282
Iteration 56: (EM) log likelihood = -27931.139
Iteration 57: (EM) log likelihood = -27930.844
Iteration 58: (EM) log likelihood = -27930.44
Iteration 59: (EM) log likelihood = -27930.403
Iteration 60: (EM) log likelihood = -27930.277
Iteration 61: (EM) log likelihood = -27930.132
Iteration 62: (EM) log likelihood = -27929.604
Iteration 63: (EM) log likelihood = -27929.424
Iteration 64: (EM) log likelihood = -27929.241
Iteration 65: (EM) log likelihood = -27929.249
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.134
Iteration 1: (class) log likelihood = -2626.134
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.314
Iteration 1: (outcome) log likelihood = -28964.726
Iteration 2: (outcome) log likelihood = -28951.819
Iteration 3: (outcome) log likelihood = -28951.529
Iteration 4: (outcome) log likelihood = -28951.472
Iteration 5: (outcome) log likelihood = -28951.464
Iteration 6: (outcome) log likelihood = -28951.463
Iteration 7: (outcome) log likelihood = -28951.463
Iteration 8: (outcome) log likelihood = -28951.463
Iteration 9: (outcome) log likelihood = -28951.463
Refining starting values:
Iteration 0: (EM) log likelihood = -31571.741
Iteration 1: (EM) log likelihood = -31546.128
Iteration 2: (EM) log likelihood = -31478.023
Iteration 3: (EM) log likelihood = -31367.486
Iteration 4: (EM) log likelihood = -31222.808
Iteration 5: (EM) log likelihood = -31003.12
Iteration 6: (EM) log likelihood = -30632.157
Iteration 7: (EM) log likelihood = -30112.178
Iteration 8: (EM) log likelihood = -29630.689
Iteration 9: (EM) log likelihood = -29238.224
Iteration 10: (EM) log likelihood = -28926.543
Iteration 11: (EM) log likelihood = -28678.613
Iteration 12: (EM) log likelihood = -28471.41
Iteration 13: (EM) log likelihood = -28296.236
Iteration 14: (EM) log likelihood = -28157.821
Iteration 15: (EM) log likelihood = -28062.371
Iteration 16: (EM) log likelihood = -28002.634
Iteration 17: (EM) log likelihood = -27970.205
Iteration 18: (EM) log likelihood = -27952.913
Iteration 19: (EM) log likelihood = -27945.699
Iteration 20: (EM) log likelihood = -27941.959
Iteration 21: (EM) log likelihood = -27942.27
Iteration 22: (EM) log likelihood = -27939.089
Iteration 23: (EM) log likelihood = -27938.49
Iteration 24: (EM) log likelihood = -27937.634
Iteration 25: (EM) log likelihood = -27936.48
Iteration 26: (EM) log likelihood = -27935.579
Iteration 27: (EM) log likelihood = -27935.23
Iteration 28: (EM) log likelihood = -27934.97
Iteration 29: (EM) log likelihood = -27934.291
Iteration 30: (EM) log likelihood = -27933.863
Iteration 31: (EM) log likelihood = -27933.39
Iteration 32: (EM) log likelihood = -27932.905
Iteration 33: (EM) log likelihood = -27932.228
Iteration 34: (EM) log likelihood = -27931.02
Iteration 35: (EM) log likelihood = -27930.455
Iteration 36: (EM) log likelihood = -27929.957
Iteration 37: (EM) log likelihood = -27929.89
Iteration 38: (EM) log likelihood = -27929.491
Iteration 39: (EM) log likelihood = -27929.533
Iteration 40: (EM) log likelihood = -27928.833
Iteration 41: (EM) log likelihood = -27928.995
Iteration 42: (EM) log likelihood = -27928.589
Iteration 43: (EM) log likelihood = -27928.239
Iteration 44: (EM) log likelihood = -27928.155
Iteration 45: (EM) log likelihood = -27927.933
Iteration 46: (EM) log likelihood = -27927.604
Iteration 47: (EM) log likelihood = -27927.274
Iteration 48: (EM) log likelihood = -27927.154
Iteration 49: (EM) log likelihood = -27926.978
Iteration 50: (EM) log likelihood = -27926.867
Iteration 51: (EM) log likelihood = -27926.746
Iteration 52: (EM) log likelihood = -27926.583
Iteration 53: (EM) log likelihood = -27926.561
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.964
Iteration 1: (class) log likelihood = -2625.964
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.492
Iteration 1: (outcome) log likelihood = -28968.223
Iteration 2: (outcome) log likelihood = -28954.809
Iteration 3: (outcome) log likelihood = -28954.688
Iteration 4: (outcome) log likelihood = -28954.688
Refining starting values:
Iteration 0: (EM) log likelihood = -31565.969
Iteration 1: (EM) log likelihood = -31499.679
Iteration 2: (EM) log likelihood = -31285.242
Iteration 3: (EM) log likelihood = -30779.598
Iteration 4: (EM) log likelihood = -30063.675
Iteration 5: (EM) log likelihood = -29516.41
Iteration 6: (EM) log likelihood = -29187.813
Iteration 7: (EM) log likelihood = -28961.895
Iteration 8: (EM) log likelihood = -28776.911
Iteration 9: (EM) log likelihood = -28601.601
Iteration 10: (EM) log likelihood = -28426.564
Iteration 11: (EM) log likelihood = -28272.966
Iteration 12: (EM) log likelihood = -28154.429
Iteration 13: (EM) log likelihood = -28075.603
Iteration 14: (EM) log likelihood = -28030.632
Iteration 15: (EM) log likelihood = -28005.721
Iteration 16: (EM) log likelihood = -27993.17
Iteration 17: (EM) log likelihood = -27985.97
Iteration 18: (EM) log likelihood = -27980.408
Iteration 19: (EM) log likelihood = -27977.282
Iteration 20: (EM) log likelihood = -27973.922
Iteration 21: (EM) log likelihood = -27971.192
Iteration 22: (EM) log likelihood = -27969.153
Iteration 23: (EM) log likelihood = -27967.281
Iteration 24: (EM) log likelihood = -27964.285
Iteration 25: (EM) log likelihood = -27963.686
Iteration 26: (EM) log likelihood = -27963.281
Iteration 27: (EM) log likelihood = -27962.66
Iteration 28: (EM) log likelihood = -27961.745
Iteration 29: (EM) log likelihood = -27961.104
Iteration 30: (EM) log likelihood = -27960.301
Iteration 31: (EM) log likelihood = -27960.079
Iteration 32: (EM) log likelihood = -27958.938
Iteration 33: (EM) log likelihood = -27958.258
Iteration 34: (EM) log likelihood = -27957.501
Iteration 35: (EM) log likelihood = -27956.454
Iteration 36: (EM) log likelihood = -27955.92
Iteration 37: (EM) log likelihood = -27954.76
Iteration 38: (EM) log likelihood = -27954.189
Iteration 39: (EM) log likelihood = -27953.762
Iteration 40: (EM) log likelihood = -27953.047
Iteration 41: (EM) log likelihood = -27952.581
Iteration 42: (EM) log likelihood = -27952.042
Iteration 43: (EM) log likelihood = -27950.837
Iteration 44: (EM) log likelihood = -27950.2
Iteration 45: (EM) log likelihood = -27949.507
Iteration 46: (EM) log likelihood = -27948.604
Iteration 47: (EM) log likelihood = -27948.125
Iteration 48: (EM) log likelihood = -27948.451
Iteration 49: (EM) log likelihood = -27947.56
Iteration 50: (EM) log likelihood = -27947.113
Iteration 51: (EM) log likelihood = -27946.576
Iteration 52: (EM) log likelihood = -27945.924
Iteration 53: (EM) log likelihood = -27945.01
Iteration 54: (EM) log likelihood = -27944.515
Iteration 55: (EM) log likelihood = -27944.582
Iteration 56: (EM) log likelihood = -27943.825
Iteration 57: (EM) log likelihood = -27943.533
Iteration 58: (EM) log likelihood = -27942.569
Iteration 59: (EM) log likelihood = -27942.103
Iteration 60: (EM) log likelihood = -27941.467
Iteration 61: (EM) log likelihood = -27941.016
Iteration 62: (EM) log likelihood = -27940.607
Iteration 63: (EM) log likelihood = -27940.26
Iteration 64: (EM) log likelihood = -27939.692
Iteration 65: (EM) log likelihood = -27939.333
Iteration 66: (EM) log likelihood = -27938.983
Iteration 67: (EM) log likelihood = -27938.553
Iteration 68: (EM) log likelihood = -27938.129
Iteration 69: (EM) log likelihood = -27937.436
Iteration 70: (EM) log likelihood = -27937.048
Iteration 71: (EM) log likelihood = -27936.274
Iteration 72: (EM) log likelihood = -27935.992
Iteration 73: (EM) log likelihood = -27935.697
Iteration 74: (EM) log likelihood = -27935.37
Iteration 75: (EM) log likelihood = -27935.016
Iteration 76: (EM) log likelihood = -27934.768
Iteration 77: (EM) log likelihood = -27934.548
Iteration 78: (EM) log likelihood = -27934.226
Iteration 79: (EM) log likelihood = -27934.007
Iteration 80: (EM) log likelihood = -27933.715
Iteration 81: (EM) log likelihood = -27933.465
Iteration 82: (EM) log likelihood = -27933.238
Iteration 83: (EM) log likelihood = -27933.019
Iteration 84: (EM) log likelihood = -27933.242
Iteration 85: (EM) log likelihood = -27932.961
Iteration 86: (EM) log likelihood = -27932.656
Iteration 87: (EM) log likelihood = -27932.512
Iteration 88: (EM) log likelihood = -27932.267
Iteration 89: (EM) log likelihood = -27932.02
Iteration 90: (EM) log likelihood = -27931.756
Iteration 91: (EM) log likelihood = -27931.636
Iteration 92: (EM) log likelihood = -27931.448
Iteration 93: (EM) log likelihood = -27931.229
Iteration 94: (EM) log likelihood = -27931.039
Iteration 95: (EM) log likelihood = -27930.932
Iteration 96: (EM) log likelihood = -27930.843
Iteration 97: (EM) log likelihood = -27930.784
Iteration 98: (EM) log likelihood = -27930.682
Iteration 99: (EM) log likelihood = -27930.614
Iteration 100: (EM) log likelihood = -27930.53
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.191
Iteration 1: (class) log likelihood = -2626.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.378
Iteration 1: (outcome) log likelihood = -28986.494
Iteration 2: (outcome) log likelihood = -28952.265
Iteration 3: (outcome) log likelihood = -28947.91
Iteration 4: (outcome) log likelihood = -28947.425
Iteration 5: (outcome) log likelihood = -28947.409
Iteration 6: (outcome) log likelihood = -28947.408
Iteration 7: (outcome) log likelihood = -28947.407
Iteration 8: (outcome) log likelihood = -28947.407
Iteration 9: (outcome) log likelihood = -28947.407
Refining starting values:
Iteration 0: (EM) log likelihood = -31552.781
Iteration 1: (EM) log likelihood = -31485.368
Iteration 2: (EM) log likelihood = -31353.905
Iteration 3: (EM) log likelihood = -31092.543
Iteration 4: (EM) log likelihood = -30553.131
Iteration 5: (EM) log likelihood = -29885.928
Iteration 6: (EM) log likelihood = -29397.722
Iteration 7: (EM) log likelihood = -29080.154
Iteration 8: (EM) log likelihood = -28858.577
Iteration 9: (EM) log likelihood = -28665.953
Iteration 10: (EM) log likelihood = -28487.085
Iteration 11: (EM) log likelihood = -28319.836
Iteration 12: (EM) log likelihood = -28180.968
Iteration 13: (EM) log likelihood = -28077.25
Iteration 14: (EM) log likelihood = -28011.314
Iteration 15: (EM) log likelihood = -27974.227
Iteration 16: (EM) log likelihood = -27955.457
Iteration 17: (EM) log likelihood = -27947.639
Iteration 18: (EM) log likelihood = -27944.595
Iteration 19: (EM) log likelihood = -27943.418
Iteration 20: (EM) log likelihood = -27943.465
Iteration 21: (EM) log likelihood = -27943.154
Iteration 22: (EM) log likelihood = -27942.216
Iteration 23: (EM) log likelihood = -27941.32
Iteration 24: (EM) log likelihood = -27941.097
Iteration 25: (EM) log likelihood = -27940.467
Iteration 26: (EM) log likelihood = -27940.143
Iteration 27: (EM) log likelihood = -27939.909
Iteration 28: (EM) log likelihood = -27939.592
Iteration 29: (EM) log likelihood = -27939.656
Iteration 30: (EM) log likelihood = -27939.335
Iteration 31: (EM) log likelihood = -27939.035
Iteration 32: (EM) log likelihood = -27938.502
Iteration 33: (EM) log likelihood = -27937.909
Iteration 34: (EM) log likelihood = -27937.703
Iteration 35: (EM) log likelihood = -27937.303
Iteration 36: (EM) log likelihood = -27937.115
Iteration 37: (EM) log likelihood = -27936.778
Iteration 38: (EM) log likelihood = -27936.427
Iteration 39: (EM) log likelihood = -27936.387
Iteration 40: (EM) log likelihood = -27935.88
Iteration 41: (EM) log likelihood = -27935.636
Iteration 42: (EM) log likelihood = -27935.468
Iteration 43: (EM) log likelihood = -27935.175
Iteration 44: (EM) log likelihood = -27935.016
Iteration 45: (EM) log likelihood = -27934.774
Iteration 46: (EM) log likelihood = -27934.543
Iteration 47: (EM) log likelihood = -27934.475
Iteration 48: (EM) log likelihood = -27934.001
Iteration 49: (EM) log likelihood = -27933.548
Iteration 50: (EM) log likelihood = -27933.074
Iteration 51: (EM) log likelihood = -27932.934
Iteration 52: (EM) log likelihood = -27932.558
Iteration 53: (EM) log likelihood = -27932.096
Iteration 54: (EM) log likelihood = -27931.946
Iteration 55: (EM) log likelihood = -27931.821
Iteration 56: (EM) log likelihood = -27931.575
Iteration 57: (EM) log likelihood = -27931.426
Iteration 58: (EM) log likelihood = -27931.281
Iteration 59: (EM) log likelihood = -27930.999
Iteration 60: (EM) log likelihood = -27931.013
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.305
Iteration 1: (class) log likelihood = -2626.305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.786
Iteration 1: (outcome) log likelihood = -28973.97
Iteration 2: (outcome) log likelihood = -28958.633
Iteration 3: (outcome) log likelihood = -28957.974
Iteration 4: (outcome) log likelihood = -28957.964
Iteration 5: (outcome) log likelihood = -28957.964
Refining starting values:
Iteration 0: (EM) log likelihood = -31569.653
Iteration 1: (EM) log likelihood = -31519.049
Iteration 2: (EM) log likelihood = -31418.867
Iteration 3: (EM) log likelihood = -31268.482
Iteration 4: (EM) log likelihood = -30984.561
Iteration 5: (EM) log likelihood = -30453.584
Iteration 6: (EM) log likelihood = -29813.223
Iteration 7: (EM) log likelihood = -29343.43
Iteration 8: (EM) log likelihood = -29040.816
Iteration 9: (EM) log likelihood = -28824.562
Iteration 10: (EM) log likelihood = -28651.621
Iteration 11: (EM) log likelihood = -28491.028
Iteration 12: (EM) log likelihood = -28338.126
Iteration 13: (EM) log likelihood = -28205.467
Iteration 14: (EM) log likelihood = -28103.153
Iteration 15: (EM) log likelihood = -28028.981
Iteration 16: (EM) log likelihood = -27984.617
Iteration 17: (EM) log likelihood = -27961.624
Iteration 18: (EM) log likelihood = -27951.819
Iteration 19: (EM) log likelihood = -27946.42
Iteration 20: (EM) log likelihood = -27944.491
Iteration 21: (EM) log likelihood = -27943.104
Iteration 22: (EM) log likelihood = -27942.649
Iteration 23: (EM) log likelihood = -27941.639
Iteration 24: (EM) log likelihood = -27940.978
Iteration 25: (EM) log likelihood = -27940.384
Iteration 26: (EM) log likelihood = -27939.999
Iteration 27: (EM) log likelihood = -27939.476
Iteration 28: (EM) log likelihood = -27939.116
Iteration 29: (EM) log likelihood = -27938.657
Iteration 30: (EM) log likelihood = -27938.501
Iteration 31: (EM) log likelihood = -27937.791
Iteration 32: (EM) log likelihood = -27937.291
Iteration 33: (EM) log likelihood = -27936.998
Iteration 34: (EM) log likelihood = -27936.732
Iteration 35: (EM) log likelihood = -27936.603
Iteration 36: (EM) log likelihood = -27936.381
Iteration 37: (EM) log likelihood = -27936.094
Iteration 38: (EM) log likelihood = -27935.937
Iteration 39: (EM) log likelihood = -27935.703
Iteration 40: (EM) log likelihood = -27935.239
Iteration 41: (EM) log likelihood = -27934.681
Iteration 42: (EM) log likelihood = -27934.27
Iteration 43: (EM) log likelihood = -27934.053
Iteration 44: (EM) log likelihood = -27933.925
Iteration 45: (EM) log likelihood = -27933.795
Iteration 46: (EM) log likelihood = -27933.48
Iteration 47: (EM) log likelihood = -27933.429
Iteration 48: (EM) log likelihood = -27933.132
Iteration 49: (EM) log likelihood = -27933.073
Iteration 50: (EM) log likelihood = -27932.839
Iteration 51: (EM) log likelihood = -27932.733
Iteration 52: (EM) log likelihood = -27932.66
Iteration 53: (EM) log likelihood = -27932.581
Iteration 54: (EM) log likelihood = -27932.496
Iteration 55: (EM) log likelihood = -27932.291
Iteration 56: (EM) log likelihood = -27931.975
Iteration 57: (EM) log likelihood = -27931.932
Iteration 58: (EM) log likelihood = -27931.843
Iteration 59: (EM) log likelihood = -27931.946
Iteration 60: (EM) log likelihood = -27931.736
Iteration 61: (EM) log likelihood = -27931.558
Iteration 62: (EM) log likelihood = -27931.322
Iteration 63: (EM) log likelihood = -27930.747
Iteration 64: (EM) log likelihood = -27930.387
Iteration 65: (EM) log likelihood = -27930.215
Iteration 66: (EM) log likelihood = -27930.1
Iteration 67: (EM) log likelihood = -27929.989
Iteration 68: (EM) log likelihood = -27929.941
Iteration 69: (EM) log likelihood = -27929.831
Iteration 70: (EM) log likelihood = -27929.65
Iteration 71: (EM) log likelihood = -27929.37
Iteration 72: (EM) log likelihood = -27929.171
Iteration 73: (EM) log likelihood = -27929.123
Iteration 74: (EM) log likelihood = -27928.971
Iteration 75: (EM) log likelihood = -27928.963
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3187
Iteration 1: (class) log likelihood = -2626.3187
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.618
Iteration 1: (outcome) log likelihood = -28976.567
Iteration 2: (outcome) log likelihood = -28960.001
Iteration 3: (outcome) log likelihood = -28959.339
Iteration 4: (outcome) log likelihood = -28959.331
Iteration 5: (outcome) log likelihood = -28959.331
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.853
Iteration 1: (EM) log likelihood = -31570.883
Iteration 2: (EM) log likelihood = -31517.754
Iteration 3: (EM) log likelihood = -31370.972
Iteration 4: (EM) log likelihood = -31039.872
Iteration 5: (EM) log likelihood = -30400.199
Iteration 6: (EM) log likelihood = -29652.87
Iteration 7: (EM) log likelihood = -29077.197
Iteration 8: (EM) log likelihood = -28658.274
Iteration 9: (EM) log likelihood = -28342.362
Iteration 10: (EM) log likelihood = -28093.579
Iteration 11: (EM) log likelihood = -27910.613
Iteration 12: (EM) log likelihood = -27802.089
Iteration 13: (EM) log likelihood = -27747.573
Iteration 14: (EM) log likelihood = -27720.816
Iteration 15: (EM) log likelihood = -27705.96
Iteration 16: (EM) log likelihood = -27697.647
Iteration 17: (EM) log likelihood = -27691.908
Iteration 18: (EM) log likelihood = -27687.972
Iteration 19: (EM) log likelihood = -27685.15
Iteration 20: (EM) log likelihood = -27682.643
Iteration 21: (EM) log likelihood = -27680.698
Iteration 22: (EM) log likelihood = -27679.319
Iteration 23: (EM) log likelihood = -27678.19
Iteration 24: (EM) log likelihood = -27677.169
Iteration 25: (EM) log likelihood = -27676.294
Iteration 26: (EM) log likelihood = -27675.345
Iteration 27: (EM) log likelihood = -27674.452
Iteration 28: (EM) log likelihood = -27673.709
Iteration 29: (EM) log likelihood = -27673.063
Iteration 30: (EM) log likelihood = -27672.343
Iteration 31: (EM) log likelihood = -27671.844
Iteration 32: (EM) log likelihood = -27671.392
Iteration 33: (EM) log likelihood = -27670.605
Iteration 34: (EM) log likelihood = -27670.32
Iteration 35: (EM) log likelihood = -27669.897
Iteration 36: (EM) log likelihood = -27669.666
Iteration 37: (EM) log likelihood = -27669.341
Iteration 38: (EM) log likelihood = -27669.196
Iteration 39: (EM) log likelihood = -27668.872
Iteration 40: (EM) log likelihood = -27668.666
Iteration 41: (EM) log likelihood = -27668.447
Iteration 42: (EM) log likelihood = -27668.318
Iteration 43: (EM) log likelihood = -27668.144
Iteration 44: (EM) log likelihood = -27668.059
Iteration 45: (EM) log likelihood = -27667.939
Iteration 46: (EM) log likelihood = -27667.871
Iteration 47: (EM) log likelihood = -27667.757
Iteration 48: (EM) log likelihood = -27667.726
Iteration 49: (EM) log likelihood = -27667.609
Iteration 50: (EM) log likelihood = -27667.628
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.191
Iteration 1: (class) log likelihood = -2626.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.14
Iteration 1: (outcome) log likelihood = -28963.376
Iteration 2: (outcome) log likelihood = -28949.873
Iteration 3: (outcome) log likelihood = -28949.606
Iteration 4: (outcome) log likelihood = -28949.605
Refining starting values:
Iteration 0: (EM) log likelihood = -31555.709
Iteration 1: (EM) log likelihood = -31476.384
Iteration 2: (EM) log likelihood = -31217.266
Iteration 3: (EM) log likelihood = -30610.348
Iteration 4: (EM) log likelihood = -29822.272
Iteration 5: (EM) log likelihood = -29204.766
Iteration 6: (EM) log likelihood = -28783.431
Iteration 7: (EM) log likelihood = -28471.877
Iteration 8: (EM) log likelihood = -28217.686
Iteration 9: (EM) log likelihood = -28022.304
Iteration 10: (EM) log likelihood = -27897.229
Iteration 11: (EM) log likelihood = -27829.221
Iteration 12: (EM) log likelihood = -27797.483
Iteration 13: (EM) log likelihood = -27782.353
Iteration 14: (EM) log likelihood = -27775.979
Iteration 15: (EM) log likelihood = -27772.83
Iteration 16: (EM) log likelihood = -27771.194
Iteration 17: (EM) log likelihood = -27770.859
Iteration 18: (EM) log likelihood = -27771.116
Iteration 19: (EM) log likelihood = -27771.132
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.888
Iteration 1: (outcome) log likelihood = -28971.119
Iteration 2: (outcome) log likelihood = -28957.789
Iteration 3: (outcome) log likelihood = -28957.611
Iteration 4: (outcome) log likelihood = -28957.61
Refining starting values:
Iteration 0: (EM) log likelihood = -31567.722
Iteration 1: (EM) log likelihood = -31504.752
Iteration 2: (EM) log likelihood = -31351.11
Iteration 3: (EM) log likelihood = -31025.21
Iteration 4: (EM) log likelihood = -30440.517
Iteration 5: (EM) log likelihood = -29788.108
Iteration 6: (EM) log likelihood = -29264.772
Iteration 7: (EM) log likelihood = -28879.557
Iteration 8: (EM) log likelihood = -28597.83
Iteration 9: (EM) log likelihood = -28378.931
Iteration 10: (EM) log likelihood = -28202.31
Iteration 11: (EM) log likelihood = -28078.738
Iteration 12: (EM) log likelihood = -28008.849
Iteration 13: (EM) log likelihood = -27973.166
Iteration 14: (EM) log likelihood = -27955.681
Iteration 15: (EM) log likelihood = -27948.063
Iteration 16: (EM) log likelihood = -27944.787
Iteration 17: (EM) log likelihood = -27943.582
Iteration 18: (EM) log likelihood = -27942.268
Iteration 19: (EM) log likelihood = -27941.06
Iteration 20: (EM) log likelihood = -27939.648
Iteration 21: (EM) log likelihood = -27939.272
Iteration 22: (EM) log likelihood = -27939.321
Iteration 23: (EM) log likelihood = -27939.092
Iteration 24: (EM) log likelihood = -27939.055
Iteration 25: (EM) log likelihood = -27938.987
Iteration 26: (EM) log likelihood = -27938.626
Iteration 27: (EM) log likelihood = -27938.493
Iteration 28: (EM) log likelihood = -27938.195
Iteration 29: (EM) log likelihood = -27938.091
Iteration 30: (EM) log likelihood = -27937.658
Iteration 31: (EM) log likelihood = -27937.451
Iteration 32: (EM) log likelihood = -27936.841
Iteration 33: (EM) log likelihood = -27936.882
Iteration 34: (EM) log likelihood = -27936.82
Iteration 35: (EM) log likelihood = -27936.772
Iteration 36: (EM) log likelihood = -27936.387
Iteration 37: (EM) log likelihood = -27936.325
Iteration 38: (EM) log likelihood = -27936.102
Iteration 39: (EM) log likelihood = -27936.008
Iteration 40: (EM) log likelihood = -27935.8
Iteration 41: (EM) log likelihood = -27935.712
Iteration 42: (EM) log likelihood = -27935.457
Iteration 43: (EM) log likelihood = -27935.436
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.154
Iteration 1: (class) log likelihood = -2626.154
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.836
Iteration 1: (outcome) log likelihood = -28967.786
Iteration 2: (outcome) log likelihood = -28953.443
Iteration 3: (outcome) log likelihood = -28953.022
Iteration 4: (outcome) log likelihood = -28952.937
Iteration 5: (outcome) log likelihood = -28952.925
Iteration 6: (outcome) log likelihood = -28952.923
Iteration 7: (outcome) log likelihood = -28952.923
Iteration 8: (outcome) log likelihood = -28952.923
Iteration 9: (outcome) log likelihood = -28952.923 (not concave)
Iteration 10: (outcome) log likelihood = -28952.923 (not concave)
Iteration 11: (outcome) log likelihood = -28952.923 (not concave)
Iteration 12: (outcome) log likelihood = -28952.923 (not concave)
Iteration 13: (outcome) log likelihood = -28952.923 (not concave)
Iteration 14: (outcome) log likelihood = -28952.923 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31569.91
Iteration 1: (EM) log likelihood = -31549.194
Iteration 2: (EM) log likelihood = -31483.658
Iteration 3: (EM) log likelihood = -31293.218
Iteration 4: (EM) log likelihood = -30804.088
Iteration 5: (EM) log likelihood = -30076.526
Iteration 6: (EM) log likelihood = -29503.117
Iteration 7: (EM) log likelihood = -29144.558
Iteration 8: (EM) log likelihood = -28887.788
Iteration 9: (EM) log likelihood = -28672.044
Iteration 10: (EM) log likelihood = -28478.132
Iteration 11: (EM) log likelihood = -28301.271
Iteration 12: (EM) log likelihood = -28159.112
Iteration 13: (EM) log likelihood = -28058.922
Iteration 14: (EM) log likelihood = -27998.676
Iteration 15: (EM) log likelihood = -27966.773
Iteration 16: (EM) log likelihood = -27951.848
Iteration 17: (EM) log likelihood = -27945.121
Iteration 18: (EM) log likelihood = -27942.342
Iteration 19: (EM) log likelihood = -27940.637
Iteration 20: (EM) log likelihood = -27939.18
Iteration 21: (EM) log likelihood = -27937.764
Iteration 22: (EM) log likelihood = -27937.028
Iteration 23: (EM) log likelihood = -27936.276
Iteration 24: (EM) log likelihood = -27935.974
Iteration 25: (EM) log likelihood = -27935.748
Iteration 26: (EM) log likelihood = -27935.23
Iteration 27: (EM) log likelihood = -27934.81
Iteration 28: (EM) log likelihood = -27934.535
Iteration 29: (EM) log likelihood = -27934.522
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.324
Iteration 1: (class) log likelihood = -2626.324
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.385
Iteration 1: (outcome) log likelihood = -28968.053
Iteration 2: (outcome) log likelihood = -28952.805
Iteration 3: (outcome) log likelihood = -28952.507
Iteration 4: (outcome) log likelihood = -28952.505
Refining starting values:
Iteration 0: (EM) log likelihood = -31563.099
Iteration 1: (EM) log likelihood = -31519.616
Iteration 2: (EM) log likelihood = -31424.731
Iteration 3: (EM) log likelihood = -31251.014
Iteration 4: (EM) log likelihood = -30927.501
Iteration 5: (EM) log likelihood = -30368.129
Iteration 6: (EM) log likelihood = -29759.482
Iteration 7: (EM) log likelihood = -29343.149
Iteration 8: (EM) log likelihood = -29059.036
Iteration 9: (EM) log likelihood = -28833.768
Iteration 10: (EM) log likelihood = -28643.4
Iteration 11: (EM) log likelihood = -28467.81
Iteration 12: (EM) log likelihood = -28316.905
Iteration 13: (EM) log likelihood = -28203.918
Iteration 14: (EM) log likelihood = -28127.326
Iteration 15: (EM) log likelihood = -28087.846
Iteration 16: (EM) log likelihood = -28067.307
Iteration 17: (EM) log likelihood = -28057.586
Iteration 18: (EM) log likelihood = -28054.967
Iteration 19: (EM) log likelihood = -28053.662
Iteration 20: (EM) log likelihood = -28053.419
Iteration 21: (EM) log likelihood = -28052.475
Iteration 22: (EM) log likelihood = -28051.275
Iteration 23: (EM) log likelihood = -28051.596
Iteration 24: (EM) log likelihood = -28050.635
Iteration 25: (EM) log likelihood = -28047.586
Iteration 26: (EM) log likelihood = -28044.933
Iteration 27: (EM) log likelihood = -28044.928
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.7666
Iteration 1: (class) log likelihood = -2624.7666
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.739
Iteration 1: (outcome) log likelihood = -28968.765
Iteration 2: (outcome) log likelihood = -28953.563
Iteration 3: (outcome) log likelihood = -28953.234
Iteration 4: (outcome) log likelihood = -28953.232
Refining starting values:
Iteration 0: (EM) log likelihood = -31555.611
Iteration 1: (EM) log likelihood = -31498.978
Iteration 2: (EM) log likelihood = -31418.353
Iteration 3: (EM) log likelihood = -31340.993
Iteration 4: (EM) log likelihood = -31247.402
Iteration 5: (EM) log likelihood = -31071.512
Iteration 6: (EM) log likelihood = -30681.935
Iteration 7: (EM) log likelihood = -30024.126
Iteration 8: (EM) log likelihood = -29324.62
Iteration 9: (EM) log likelihood = -28759.57
Iteration 10: (EM) log likelihood = -28356.768
Iteration 11: (EM) log likelihood = -28082.96
Iteration 12: (EM) log likelihood = -27914.862
Iteration 13: (EM) log likelihood = -27832.05
Iteration 14: (EM) log likelihood = -27794.631
Iteration 15: (EM) log likelihood = -27776.888
Iteration 16: (EM) log likelihood = -27767.271
Iteration 17: (EM) log likelihood = -27761.479
Iteration 18: (EM) log likelihood = -27757.301
Iteration 19: (EM) log likelihood = -27753.61
Iteration 20: (EM) log likelihood = -27750.999
Iteration 21: (EM) log likelihood = -27750.483
Iteration 22: (EM) log likelihood = -27748.39
Iteration 23: (EM) log likelihood = -27746.964
Iteration 24: (EM) log likelihood = -27745.575
Iteration 25: (EM) log likelihood = -27745.397
Iteration 26: (EM) log likelihood = -27745.18
Iteration 27: (EM) log likelihood = -27744.915
Iteration 28: (EM) log likelihood = -27744.77
Iteration 29: (EM) log likelihood = -27744.63
Iteration 30: (EM) log likelihood = -27744.501
Iteration 31: (EM) log likelihood = -27744.501
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2385
Iteration 1: (class) log likelihood = -2626.2385
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.093
Iteration 1: (outcome) log likelihood = -28965.405
Iteration 2: (outcome) log likelihood = -28953.752
Iteration 3: (outcome) log likelihood = -28953.573
Iteration 4: (outcome) log likelihood = -28953.571
Refining starting values:
Iteration 0: (EM) log likelihood = -31573.857
Iteration 1: (EM) log likelihood = -31549.354
Iteration 2: (EM) log likelihood = -31486.742
Iteration 3: (EM) log likelihood = -31390.765
Iteration 4: (EM) log likelihood = -31247.279
Iteration 5: (EM) log likelihood = -30949.415
Iteration 6: (EM) log likelihood = -30404.798
Iteration 7: (EM) log likelihood = -29819.611
Iteration 8: (EM) log likelihood = -29426.267
Iteration 9: (EM) log likelihood = -29179.083
Iteration 10: (EM) log likelihood = -28975.706
Iteration 11: (EM) log likelihood = -28786.251
Iteration 12: (EM) log likelihood = -28605.453
Iteration 13: (EM) log likelihood = -28427.953
Iteration 14: (EM) log likelihood = -28265.775
Iteration 15: (EM) log likelihood = -28132.781
Iteration 16: (EM) log likelihood = -28044.663
Iteration 17: (EM) log likelihood = -27991.59
Iteration 18: (EM) log likelihood = -27963.459
Iteration 19: (EM) log likelihood = -27950.602
Iteration 20: (EM) log likelihood = -27944.049
Iteration 21: (EM) log likelihood = -27940.974
Iteration 22: (EM) log likelihood = -27940.262
Iteration 23: (EM) log likelihood = -27939.573
Iteration 24: (EM) log likelihood = -27938.687
Iteration 25: (EM) log likelihood = -27937.396
Iteration 26: (EM) log likelihood = -27936.042
Iteration 27: (EM) log likelihood = -27935.044
Iteration 28: (EM) log likelihood = -27934.752
Iteration 29: (EM) log likelihood = -27934.444
Iteration 30: (EM) log likelihood = -27934.181
Iteration 31: (EM) log likelihood = -27933.794
Iteration 32: (EM) log likelihood = -27933.43
Iteration 33: (EM) log likelihood = -27932.769
Iteration 34: (EM) log likelihood = -27932.125
Iteration 35: (EM) log likelihood = -27931.594
Iteration 36: (EM) log likelihood = -27931.228
Iteration 37: (EM) log likelihood = -27930.961
Iteration 38: (EM) log likelihood = -27930.569
Iteration 39: (EM) log likelihood = -27930.297
Iteration 40: (EM) log likelihood = -27930.011
Iteration 41: (EM) log likelihood = -27929.595
Iteration 42: (EM) log likelihood = -27929.184
Iteration 43: (EM) log likelihood = -27929.06
Iteration 44: (EM) log likelihood = -27928.857
Iteration 45: (EM) log likelihood = -27928.497
Iteration 46: (EM) log likelihood = -27928.167
Iteration 47: (EM) log likelihood = -27927.751
Iteration 48: (EM) log likelihood = -27927.391
Iteration 49: (EM) log likelihood = -27927.063
Iteration 50: (EM) log likelihood = -27926.752
Iteration 51: (EM) log likelihood = -27926.807
Iteration 52: (EM) log likelihood = -27926.484
Iteration 53: (EM) log likelihood = -27926.171
Iteration 54: (EM) log likelihood = -27926.004
Iteration 55: (EM) log likelihood = -27925.786
Iteration 56: (EM) log likelihood = -27925.638
Iteration 57: (EM) log likelihood = -27925.419
Iteration 58: (EM) log likelihood = -27925.27
Iteration 59: (EM) log likelihood = -27925.014
Iteration 60: (EM) log likelihood = -27924.833
Iteration 61: (EM) log likelihood = -27924.688
Iteration 62: (EM) log likelihood = -27924.541
Iteration 63: (EM) log likelihood = -27924.47
Iteration 64: (EM) log likelihood = -27924.222
Iteration 65: (EM) log likelihood = -27924.185
Iteration 66: (EM) log likelihood = -27923.989
Iteration 67: (EM) log likelihood = -27924.238
Iteration 68: (EM) log likelihood = -27923.821
Iteration 69: (EM) log likelihood = -27923.838
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.2418
Iteration 1: (class) log likelihood = -2625.2418
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.577
Iteration 1: (outcome) log likelihood = -28970.067
Iteration 2: (outcome) log likelihood = -28957.063
Iteration 3: (outcome) log likelihood = -28956.747
Iteration 4: (outcome) log likelihood = -28956.686
Iteration 5: (outcome) log likelihood = -28956.672
Iteration 6: (outcome) log likelihood = -28956.668
Iteration 7: (outcome) log likelihood = -28956.668
Iteration 8: (outcome) log likelihood = -28956.667
Iteration 9: (outcome) log likelihood = -28956.667
Iteration 10: (outcome) log likelihood = -28956.667 (not concave)
Iteration 11: (outcome) log likelihood = -28956.667 (not concave)
Iteration 12: (outcome) log likelihood = -28956.667 (not concave)
Iteration 13: (outcome) log likelihood = -28956.667 (not concave)
Iteration 14: (outcome) log likelihood = -28956.667 (not concave)
Iteration 15: (outcome) log likelihood = -28956.667 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.515
Iteration 1: (EM) log likelihood = -31572.852
Iteration 2: (EM) log likelihood = -31557.682
Iteration 3: (EM) log likelihood = -31513.172
Iteration 4: (EM) log likelihood = -31365.492
Iteration 5: (EM) log likelihood = -30958.345
Iteration 6: (EM) log likelihood = -30286.519
Iteration 7: (EM) log likelihood = -29700.718
Iteration 8: (EM) log likelihood = -29308.336
Iteration 9: (EM) log likelihood = -29013.461
Iteration 10: (EM) log likelihood = -28764.835
Iteration 11: (EM) log likelihood = -28549.02
Iteration 12: (EM) log likelihood = -28352.684
Iteration 13: (EM) log likelihood = -28200.899
Iteration 14: (EM) log likelihood = -28100.118
Iteration 15: (EM) log likelihood = -28041.586
Iteration 16: (EM) log likelihood = -28009.095
Iteration 17: (EM) log likelihood = -27992.605
Iteration 18: (EM) log likelihood = -27983.44
Iteration 19: (EM) log likelihood = -27977.011
Iteration 20: (EM) log likelihood = -27972.509
Iteration 21: (EM) log likelihood = -27969.024
Iteration 22: (EM) log likelihood = -27966.502
Iteration 23: (EM) log likelihood = -27964.494
Iteration 24: (EM) log likelihood = -27962.606
Iteration 25: (EM) log likelihood = -27957.641
Iteration 26: (EM) log likelihood = -27952.631
Iteration 27: (EM) log likelihood = -27949.26
Iteration 28: (EM) log likelihood = -27945.667
Iteration 29: (EM) log likelihood = -27943.417
Iteration 30: (EM) log likelihood = -27941.198
Iteration 31: (EM) log likelihood = -27939.416
Iteration 32: (EM) log likelihood = -27938.36
Iteration 33: (EM) log likelihood = -27937.679
Iteration 34: (EM) log likelihood = -27936.678
Iteration 35: (EM) log likelihood = -27935.733
Iteration 36: (EM) log likelihood = -27935.019
Iteration 37: (EM) log likelihood = -27934.646
Iteration 38: (EM) log likelihood = -27933.654
Iteration 39: (EM) log likelihood = -27933.39
Iteration 40: (EM) log likelihood = -27932.846
Iteration 41: (EM) log likelihood = -27932.202
Iteration 42: (EM) log likelihood = -27931.629
Iteration 43: (EM) log likelihood = -27930.727
Iteration 44: (EM) log likelihood = -27930.183
Iteration 45: (EM) log likelihood = -27929.383
Iteration 46: (EM) log likelihood = -27928.798
Iteration 47: (EM) log likelihood = -27928.328
Iteration 48: (EM) log likelihood = -27928.122
Iteration 49: (EM) log likelihood = -27928.027
Iteration 50: (EM) log likelihood = -27927.662
Iteration 51: (EM) log likelihood = -27927.484
Iteration 52: (EM) log likelihood = -27927.278
Iteration 53: (EM) log likelihood = -27927
Iteration 54: (EM) log likelihood = -27926.788
Iteration 55: (EM) log likelihood = -27926.44
Iteration 56: (EM) log likelihood = -27926.17
Iteration 57: (EM) log likelihood = -27925.291
Iteration 58: (EM) log likelihood = -27925.13
Iteration 59: (EM) log likelihood = -27924.988
Iteration 60: (EM) log likelihood = -27924.934
Iteration 61: (EM) log likelihood = -27924.693
Iteration 62: (EM) log likelihood = -27924.579
Iteration 63: (EM) log likelihood = -27924.324
Iteration 64: (EM) log likelihood = -27924.222
Iteration 65: (EM) log likelihood = -27924.035
Iteration 66: (EM) log likelihood = -27923.974
Iteration 67: (EM) log likelihood = -27923.805
Iteration 68: (EM) log likelihood = -27923.756
Iteration 69: (EM) log likelihood = -27923.601
Iteration 70: (EM) log likelihood = -27923.556
Iteration 71: (EM) log likelihood = -27923.42
Iteration 72: (EM) log likelihood = -27923.366
Iteration 73: (EM) log likelihood = -27923.196
Iteration 74: (EM) log likelihood = -27923.157
Iteration 75: (EM) log likelihood = -27923.026
Iteration 76: (EM) log likelihood = -27922.823
Iteration 77: (EM) log likelihood = -27922.727
Iteration 78: (EM) log likelihood = -27922.617
Iteration 79: (EM) log likelihood = -27922.503
Iteration 80: (EM) log likelihood = -27922.659
Iteration 81: (EM) log likelihood = -27922.493
Iteration 82: (EM) log likelihood = -27921.961
Iteration 83: (EM) log likelihood = -27922.14
Iteration 84: (EM) log likelihood = -27921.92
Iteration 85: (EM) log likelihood = -27921.779
Iteration 86: (EM) log likelihood = -27921.591
Iteration 87: (EM) log likelihood = -27921.503
Iteration 88: (EM) log likelihood = -27921.355
Iteration 89: (EM) log likelihood = -27921.291
Iteration 90: (EM) log likelihood = -27921.174
Iteration 91: (EM) log likelihood = -27921.109
Iteration 92: (EM) log likelihood = -27921.151
Iteration 93: (EM) log likelihood = -27921.004
Iteration 94: (EM) log likelihood = -27920.955
Iteration 95: (EM) log likelihood = -27920.847
Iteration 96: (EM) log likelihood = -27920.784
Iteration 97: (EM) log likelihood = -27920.693
Iteration 98: (EM) log likelihood = -27920.609
Iteration 99: (EM) log likelihood = -27920.533
Iteration 100: (EM) log likelihood = -27920.458
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2237
Iteration 1: (class) log likelihood = -2626.2237
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.931
Iteration 1: (outcome) log likelihood = -28966.429
Iteration 2: (outcome) log likelihood = -28947.816
Iteration 3: (outcome) log likelihood = -28946.682
Iteration 4: (outcome) log likelihood = -28946.6
Iteration 5: (outcome) log likelihood = -28946.581
Iteration 6: (outcome) log likelihood = -28946.577
Iteration 7: (outcome) log likelihood = -28946.576
Iteration 8: (outcome) log likelihood = -28946.576
Iteration 9: (outcome) log likelihood = -28946.576
Iteration 10: (outcome) log likelihood = -28946.576 (not concave)
Iteration 11: (outcome) log likelihood = -28946.576 (not concave)
Iteration 12: (outcome) log likelihood = -28946.576 (not concave)
Iteration 13: (outcome) log likelihood = -28946.576 (not concave)
Iteration 14: (outcome) log likelihood = -28946.576 (not concave)
Iteration 15: (outcome) log likelihood = -28946.576 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.568
Iteration 1: (EM) log likelihood = -31533.903
Iteration 2: (EM) log likelihood = -31466.091
Iteration 3: (EM) log likelihood = -31345.092
Iteration 4: (EM) log likelihood = -31165.107
Iteration 5: (EM) log likelihood = -30847.073
Iteration 6: (EM) log likelihood = -30295.376
Iteration 7: (EM) log likelihood = -29699.312
Iteration 8: (EM) log likelihood = -29305.531
Iteration 9: (EM) log likelihood = -29063.961
Iteration 10: (EM) log likelihood = -28890.846
Iteration 11: (EM) log likelihood = -28744.235
Iteration 12: (EM) log likelihood = -28599.294
Iteration 13: (EM) log likelihood = -28448.552
Iteration 14: (EM) log likelihood = -28302.692
Iteration 15: (EM) log likelihood = -28176.177
Iteration 16: (EM) log likelihood = -28078.71
Iteration 17: (EM) log likelihood = -28015.455
Iteration 18: (EM) log likelihood = -27978.912
Iteration 19: (EM) log likelihood = -27959.503
Iteration 20: (EM) log likelihood = -27950.576
Iteration 21: (EM) log likelihood = -27946.866
Iteration 22: (EM) log likelihood = -27943.848
Iteration 23: (EM) log likelihood = -27942.148
Iteration 24: (EM) log likelihood = -27940.132
Iteration 25: (EM) log likelihood = -27938.136
Iteration 26: (EM) log likelihood = -27935.96
Iteration 27: (EM) log likelihood = -27934.869
Iteration 28: (EM) log likelihood = -27934.358
Iteration 29: (EM) log likelihood = -27933.883
Iteration 30: (EM) log likelihood = -27933.526
Iteration 31: (EM) log likelihood = -27933.243
Iteration 32: (EM) log likelihood = -27932.8
Iteration 33: (EM) log likelihood = -27932.56
Iteration 34: (EM) log likelihood = -27932.02
Iteration 35: (EM) log likelihood = -27931.486
Iteration 36: (EM) log likelihood = -27931.194
Iteration 37: (EM) log likelihood = -27930.704
Iteration 38: (EM) log likelihood = -27930.426
Iteration 39: (EM) log likelihood = -27930.112
Iteration 40: (EM) log likelihood = -27929.669
Iteration 41: (EM) log likelihood = -27928.963
Iteration 42: (EM) log likelihood = -27928.71
Iteration 43: (EM) log likelihood = -27928.324
Iteration 44: (EM) log likelihood = -27928.105
Iteration 45: (EM) log likelihood = -27927.761
Iteration 46: (EM) log likelihood = -27927.542
Iteration 47: (EM) log likelihood = -27927.243
Iteration 48: (EM) log likelihood = -27927.01
Iteration 49: (EM) log likelihood = -27926.731
Iteration 50: (EM) log likelihood = -27926.502
Iteration 51: (EM) log likelihood = -27926.22
Iteration 52: (EM) log likelihood = -27926.056
Iteration 53: (EM) log likelihood = -27925.731
Iteration 54: (EM) log likelihood = -27925.609
Iteration 55: (EM) log likelihood = -27925.24
Iteration 56: (EM) log likelihood = -27924.82
Iteration 57: (EM) log likelihood = -27924.568
Iteration 58: (EM) log likelihood = -27924.237
Iteration 59: (EM) log likelihood = -27923.996
Iteration 60: (EM) log likelihood = -27923.863
Iteration 61: (EM) log likelihood = -27923.767
Iteration 62: (EM) log likelihood = -27923.664
Iteration 63: (EM) log likelihood = -27923.581
Iteration 64: (EM) log likelihood = -27923.482
Iteration 65: (EM) log likelihood = -27923.421
Iteration 66: (EM) log likelihood = -27923.292
Iteration 67: (EM) log likelihood = -27923.073
Iteration 68: (EM) log likelihood = -27922.773
Iteration 69: (EM) log likelihood = -27922.492
Iteration 70: (EM) log likelihood = -27922.281
Iteration 71: (EM) log likelihood = -27921.895
Iteration 72: (EM) log likelihood = -27921.681
Iteration 73: (EM) log likelihood = -27921.561
Iteration 74: (EM) log likelihood = -27921.271
Iteration 75: (EM) log likelihood = -27921.184
Iteration 76: (EM) log likelihood = -27920.78
Iteration 77: (EM) log likelihood = -27920.645
Iteration 78: (EM) log likelihood = -27920.327
Iteration 79: (EM) log likelihood = -27920.293
Iteration 80: (EM) log likelihood = -27920.24
Iteration 81: (EM) log likelihood = -27920.083
Iteration 82: (EM) log likelihood = -27920.094
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2765
Iteration 1: (class) log likelihood = -2626.2765
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29156.763
Iteration 1: (outcome) log likelihood = -28964.827
Iteration 2: (outcome) log likelihood = -28952.989
Iteration 3: (outcome) log likelihood = -28952.719
Iteration 4: (outcome) log likelihood = -28952.663
Iteration 5: (outcome) log likelihood = -28952.656
Iteration 6: (outcome) log likelihood = -28952.655
Iteration 7: (outcome) log likelihood = -28952.654
Iteration 8: (outcome) log likelihood = -28952.654
Iteration 9: (outcome) log likelihood = -28952.654
Refining starting values:
Iteration 0: (EM) log likelihood = -31560.723
Iteration 1: (EM) log likelihood = -31499.815
Iteration 2: (EM) log likelihood = -31316.629
Iteration 3: (EM) log likelihood = -30891.052
Iteration 4: (EM) log likelihood = -30229.223
Iteration 5: (EM) log likelihood = -29533.743
Iteration 6: (EM) log likelihood = -28935.687
Iteration 7: (EM) log likelihood = -28491.081
Iteration 8: (EM) log likelihood = -28178.446
Iteration 9: (EM) log likelihood = -27960.752
Iteration 10: (EM) log likelihood = -27830.541
Iteration 11: (EM) log likelihood = -27764.504
Iteration 12: (EM) log likelihood = -27731.937
Iteration 13: (EM) log likelihood = -27714.111
Iteration 14: (EM) log likelihood = -27703.636
Iteration 15: (EM) log likelihood = -27696.77
Iteration 16: (EM) log likelihood = -27691.934
Iteration 17: (EM) log likelihood = -27688.119
Iteration 18: (EM) log likelihood = -27684.92
Iteration 19: (EM) log likelihood = -27683.036
Iteration 20: (EM) log likelihood = -27681.536
Iteration 21: (EM) log likelihood = -27680.279
Iteration 22: (EM) log likelihood = -27679.226
Iteration 23: (EM) log likelihood = -27677.772
Iteration 24: (EM) log likelihood = -27676.791
Iteration 25: (EM) log likelihood = -27676.1
Iteration 26: (EM) log likelihood = -27675.5
Iteration 27: (EM) log likelihood = -27674.961
Iteration 28: (EM) log likelihood = -27674.515
Iteration 29: (EM) log likelihood = -27674.1
Iteration 30: (EM) log likelihood = -27673.731
Iteration 31: (EM) log likelihood = -27673.393
Iteration 32: (EM) log likelihood = -27673.079
Iteration 33: (EM) log likelihood = -27672.788
Iteration 34: (EM) log likelihood = -27672.345
Iteration 35: (EM) log likelihood = -27672.102
Iteration 36: (EM) log likelihood = -27671.869
Iteration 37: (EM) log likelihood = -27671.565
Iteration 38: (EM) log likelihood = -27671.477
Iteration 39: (EM) log likelihood = -27671.271
Iteration 40: (EM) log likelihood = -27671.173
Iteration 41: (EM) log likelihood = -27671.136
Iteration 42: (EM) log likelihood = -27670.88
Iteration 43: (EM) log likelihood = -27670.741
Iteration 44: (EM) log likelihood = -27670.599
Iteration 45: (EM) log likelihood = -27670.586
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3282
Iteration 1: (class) log likelihood = -2626.3282
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.393
Iteration 1: (outcome) log likelihood = -28971.728
Iteration 2: (outcome) log likelihood = -28957.134
Iteration 3: (outcome) log likelihood = -28956.741
Iteration 4: (outcome) log likelihood = -28956.74
Refining starting values:
Iteration 0: (EM) log likelihood = -31571.414
Iteration 1: (EM) log likelihood = -31537.099
Iteration 2: (EM) log likelihood = -31455.469
Iteration 3: (EM) log likelihood = -31322.124
Iteration 4: (EM) log likelihood = -31075.467
Iteration 5: (EM) log likelihood = -30537.611
Iteration 6: (EM) log likelihood = -29783.787
Iteration 7: (EM) log likelihood = -29153.544
Iteration 8: (EM) log likelihood = -28706.775
Iteration 9: (EM) log likelihood = -28375.92
Iteration 10: (EM) log likelihood = -28122.684
Iteration 11: (EM) log likelihood = -27944.856
Iteration 12: (EM) log likelihood = -27840.822
Iteration 13: (EM) log likelihood = -27786.46
Iteration 14: (EM) log likelihood = -27758.545
Iteration 15: (EM) log likelihood = -27741.761
Iteration 16: (EM) log likelihood = -27731.943
Iteration 17: (EM) log likelihood = -27725.927
Iteration 18: (EM) log likelihood = -27720.92
Iteration 19: (EM) log likelihood = -27717.487
Iteration 20: (EM) log likelihood = -27714.722
Iteration 21: (EM) log likelihood = -27712.236
Iteration 22: (EM) log likelihood = -27710.01
Iteration 23: (EM) log likelihood = -27708.415
Iteration 24: (EM) log likelihood = -27706.777
Iteration 25: (EM) log likelihood = -27705.79
Iteration 26: (EM) log likelihood = -27705.264
Iteration 27: (EM) log likelihood = -27704.61
Iteration 28: (EM) log likelihood = -27704.08
Iteration 29: (EM) log likelihood = -27703.655
Iteration 30: (EM) log likelihood = -27703.199
Iteration 31: (EM) log likelihood = -27703.002
Iteration 32: (EM) log likelihood = -27702.51
Iteration 33: (EM) log likelihood = -27702.434
Iteration 34: (EM) log likelihood = -27702.108
Iteration 35: (EM) log likelihood = -27701.783
Iteration 36: (EM) log likelihood = -27701.566
Iteration 37: (EM) log likelihood = -27700.97
Iteration 38: (EM) log likelihood = -27700.486
Iteration 39: (EM) log likelihood = -27700.268
Iteration 40: (EM) log likelihood = -27699.998
Iteration 41: (EM) log likelihood = -27700.026
Iteration 42: (EM) log likelihood = -27699.29
Iteration 43: (EM) log likelihood = -27699.097
Iteration 44: (EM) log likelihood = -27699.404
Iteration 45: (EM) log likelihood = -27699.102
Iteration 46: (EM) log likelihood = -27699.218
Iteration 47: (EM) log likelihood = -27698.959
Iteration 48: (EM) log likelihood = -27699.007
Iteration 49: (EM) log likelihood = -27698.917
Iteration 50: (EM) log likelihood = -27698.879
Iteration 51: (EM) log likelihood = -27698.721
Iteration 52: (EM) log likelihood = -27698.609
Iteration 53: (EM) log likelihood = -27699.705
Iteration 54: (EM) log likelihood = -27699.249
Iteration 55: (EM) log likelihood = -27699.031
Iteration 56: (EM) log likelihood = -27698.776
Iteration 57: (EM) log likelihood = -27698.637
Iteration 58: (EM) log likelihood = -27698.338
Iteration 59: (EM) log likelihood = -27698.29
Iteration 60: (EM) log likelihood = -27698.158
Iteration 61: (EM) log likelihood = -27698.103
Iteration 62: (EM) log likelihood = -27697.982
Iteration 63: (EM) log likelihood = -27697.937
Iteration 64: (EM) log likelihood = -27697.89
Iteration 65: (EM) log likelihood = -27697.509
Iteration 66: (EM) log likelihood = -27696.524
Iteration 67: (EM) log likelihood = -27696.751
Iteration 68: (EM) log likelihood = -27696.831
Iteration 69: (EM) log likelihood = -27696.884
Iteration 70: (EM) log likelihood = -27696.924
Iteration 71: (EM) log likelihood = -27696.922
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.2079
Iteration 1: (class) log likelihood = -2626.2079 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.367
Iteration 1: (outcome) log likelihood = -28968.461
Iteration 2: (outcome) log likelihood = -28955.96
Iteration 3: (outcome) log likelihood = -28955.803
Iteration 4: (outcome) log likelihood = -28955.802
Refining starting values:
Iteration 0: (EM) log likelihood = -31575.578
Iteration 1: (EM) log likelihood = -31558.653
Iteration 2: (EM) log likelihood = -31523.81
Iteration 3: (EM) log likelihood = -31452.075
Iteration 4: (EM) log likelihood = -31299.351
Iteration 5: (EM) log likelihood = -30995.739
Iteration 6: (EM) log likelihood = -30534.89
Iteration 7: (EM) log likelihood = -30043.789
Iteration 8: (EM) log likelihood = -29649.874
Iteration 9: (EM) log likelihood = -29373.591
Iteration 10: (EM) log likelihood = -29163.386
Iteration 11: (EM) log likelihood = -28979.022
Iteration 12: (EM) log likelihood = -28801.624
Iteration 13: (EM) log likelihood = -28633.616
Iteration 14: (EM) log likelihood = -28460.045
Iteration 15: (EM) log likelihood = -28299.037
Iteration 16: (EM) log likelihood = -28164.921
Iteration 17: (EM) log likelihood = -28070.401
Iteration 18: (EM) log likelihood = -28011.498
Iteration 19: (EM) log likelihood = -27978.515
Iteration 20: (EM) log likelihood = -27960.618
Iteration 21: (EM) log likelihood = -27953.662
Iteration 22: (EM) log likelihood = -27950.332
Iteration 23: (EM) log likelihood = -27948.882
Iteration 24: (EM) log likelihood = -27948.166
Iteration 25: (EM) log likelihood = -27947.269
Iteration 26: (EM) log likelihood = -27945.708
Iteration 27: (EM) log likelihood = -27944.716
Iteration 28: (EM) log likelihood = -27944.538
Iteration 29: (EM) log likelihood = -27944.433
Iteration 30: (EM) log likelihood = -27943.629
Iteration 31: (EM) log likelihood = -27942.946
Iteration 32: (EM) log likelihood = -27942.698
Iteration 33: (EM) log likelihood = -27942.033
Iteration 34: (EM) log likelihood = -27942.249
Iteration 35: (EM) log likelihood = -27941.575
Iteration 36: (EM) log likelihood = -27941.4
Iteration 37: (EM) log likelihood = -27941.162
Iteration 38: (EM) log likelihood = -27941.149
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.6694
Iteration 1: (class) log likelihood = -2625.6694
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.53
Iteration 1: (outcome) log likelihood = -28970.76
Iteration 2: (outcome) log likelihood = -28957.953
Iteration 3: (outcome) log likelihood = -28957.701
Iteration 4: (outcome) log likelihood = -28957.659
Iteration 5: (outcome) log likelihood = -28957.652
Iteration 6: (outcome) log likelihood = -28957.651
Iteration 7: (outcome) log likelihood = -28957.651
Iteration 8: (outcome) log likelihood = -28957.651
Iteration 9: (outcome) log likelihood = -28957.651
Refining starting values:
Iteration 0: (EM) log likelihood = -31578.247
Iteration 1: (EM) log likelihood = -31547.921
Iteration 2: (EM) log likelihood = -31433.594
Iteration 3: (EM) log likelihood = -31071.615
Iteration 4: (EM) log likelihood = -30350.167
Iteration 5: (EM) log likelihood = -29590.846
Iteration 6: (EM) log likelihood = -29062.413
Iteration 7: (EM) log likelihood = -28714.445
Iteration 8: (EM) log likelihood = -28458.109
Iteration 9: (EM) log likelihood = -28258.317
Iteration 10: (EM) log likelihood = -28119.192
Iteration 11: (EM) log likelihood = -28037.587
Iteration 12: (EM) log likelihood = -27991.536
Iteration 13: (EM) log likelihood = -27969.417
Iteration 14: (EM) log likelihood = -27958.806
Iteration 15: (EM) log likelihood = -27954.187
Iteration 16: (EM) log likelihood = -27951.309
Iteration 17: (EM) log likelihood = -27948.602
Iteration 18: (EM) log likelihood = -27946.487
Iteration 19: (EM) log likelihood = -27945.024
Iteration 20: (EM) log likelihood = -27944.108
Iteration 21: (EM) log likelihood = -27943.058
Iteration 22: (EM) log likelihood = -27942.224
Iteration 23: (EM) log likelihood = -27941.713
Iteration 24: (EM) log likelihood = -27941.048
Iteration 25: (EM) log likelihood = -27940.544
Iteration 26: (EM) log likelihood = -27939.834
Iteration 27: (EM) log likelihood = -27938.687
Iteration 28: (EM) log likelihood = -27937.908
Iteration 29: (EM) log likelihood = -27937.387
Iteration 30: (EM) log likelihood = -27937.097
Iteration 31: (EM) log likelihood = -27936.765
Iteration 32: (EM) log likelihood = -27936.429
Iteration 33: (EM) log likelihood = -27935.846
Iteration 34: (EM) log likelihood = -27935.423
Iteration 35: (EM) log likelihood = -27935.116
Iteration 36: (EM) log likelihood = -27934.561
Iteration 37: (EM) log likelihood = -27934.279
Iteration 38: (EM) log likelihood = -27933.763
Iteration 39: (EM) log likelihood = -27933.554
Iteration 40: (EM) log likelihood = -27932.798
Iteration 41: (EM) log likelihood = -27932.08
Iteration 42: (EM) log likelihood = -27931.246
Iteration 43: (EM) log likelihood = -27930.983
Iteration 44: (EM) log likelihood = -27930.588
Iteration 45: (EM) log likelihood = -27930.203
Iteration 46: (EM) log likelihood = -27929.799
Iteration 47: (EM) log likelihood = -27929.5
Iteration 48: (EM) log likelihood = -27929.12
Iteration 49: (EM) log likelihood = -27928.879
Iteration 50: (EM) log likelihood = -27928.606
Iteration 51: (EM) log likelihood = -27928.285
Iteration 52: (EM) log likelihood = -27928.116
Iteration 53: (EM) log likelihood = -27927.879
Iteration 54: (EM) log likelihood = -27927.473
Iteration 55: (EM) log likelihood = -27927.078
Iteration 56: (EM) log likelihood = -27927.046
Iteration 57: (EM) log likelihood = -27926.706
Iteration 58: (EM) log likelihood = -27926.554
Iteration 59: (EM) log likelihood = -27926.304
Iteration 60: (EM) log likelihood = -27926.206
Iteration 61: (EM) log likelihood = -27925.716
Iteration 62: (EM) log likelihood = -27925.555
Iteration 63: (EM) log likelihood = -27925.404
Iteration 64: (EM) log likelihood = -27925.156
Iteration 65: (EM) log likelihood = -27925.054
Iteration 66: (EM) log likelihood = -27924.951
Iteration 67: (EM) log likelihood = -27924.722
Iteration 68: (EM) log likelihood = -27924.457
Iteration 69: (EM) log likelihood = -27924.254
Iteration 70: (EM) log likelihood = -27924.169
Iteration 71: (EM) log likelihood = -27923.978
Iteration 72: (EM) log likelihood = -27923.933
Iteration 73: (EM) log likelihood = -27923.27
Iteration 74: (EM) log likelihood = -27922.977
Iteration 75: (EM) log likelihood = -27922.852
Iteration 76: (EM) log likelihood = -27922.682
Iteration 77: (EM) log likelihood = -27922.623
Iteration 78: (EM) log likelihood = -27922.365
Iteration 79: (EM) log likelihood = -27922.384
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.673
Iteration 1: (outcome) log likelihood = -28968.531
Iteration 2: (outcome) log likelihood = -28952.724
Iteration 3: (outcome) log likelihood = -28951.985
Iteration 4: (outcome) log likelihood = -28951.81
Iteration 5: (outcome) log likelihood = -28951.774
Iteration 6: (outcome) log likelihood = -28951.767
Iteration 7: (outcome) log likelihood = -28951.765
Iteration 8: (outcome) log likelihood = -28951.765
Iteration 9: (outcome) log likelihood = -28951.765
Iteration 10: (outcome) log likelihood = -28951.765
Refining starting values:
Iteration 0: (EM) log likelihood = -31560.261
Iteration 1: (EM) log likelihood = -31509.568
Iteration 2: (EM) log likelihood = -31435.854
Iteration 3: (EM) log likelihood = -31335.397
Iteration 4: (EM) log likelihood = -31095.568
Iteration 5: (EM) log likelihood = -30519.06
Iteration 6: (EM) log likelihood = -29714.39
Iteration 7: (EM) log likelihood = -29072.771
Iteration 8: (EM) log likelihood = -28638.439
Iteration 9: (EM) log likelihood = -28324.307
Iteration 10: (EM) log likelihood = -28081.528
Iteration 11: (EM) log likelihood = -27915.528
Iteration 12: (EM) log likelihood = -27823.797
Iteration 13: (EM) log likelihood = -27776.855
Iteration 14: (EM) log likelihood = -27748.612
Iteration 15: (EM) log likelihood = -27732.472
Iteration 16: (EM) log likelihood = -27720.36
Iteration 17: (EM) log likelihood = -27712.544
Iteration 18: (EM) log likelihood = -27706.155
Iteration 19: (EM) log likelihood = -27695.649
Iteration 20: (EM) log likelihood = -27687.745
Iteration 21: (EM) log likelihood = -27683.159
Iteration 22: (EM) log likelihood = -27680.032
Iteration 23: (EM) log likelihood = -27678.293
Iteration 24: (EM) log likelihood = -27676.678
Iteration 25: (EM) log likelihood = -27675.467
Iteration 26: (EM) log likelihood = -27674.467
Iteration 27: (EM) log likelihood = -27673.583
Iteration 28: (EM) log likelihood = -27672.836
Iteration 29: (EM) log likelihood = -27672.162
Iteration 30: (EM) log likelihood = -27671.54
Iteration 31: (EM) log likelihood = -27671.056
Iteration 32: (EM) log likelihood = -27670.577
Iteration 33: (EM) log likelihood = -27670.194
Iteration 34: (EM) log likelihood = -27669.877
Iteration 35: (EM) log likelihood = -27669.508
Iteration 36: (EM) log likelihood = -27669.185
Iteration 37: (EM) log likelihood = -27668.897
Iteration 38: (EM) log likelihood = -27668.604
Iteration 39: (EM) log likelihood = -27668.346
Iteration 40: (EM) log likelihood = -27668.151
Iteration 41: (EM) log likelihood = -27667.983
Iteration 42: (EM) log likelihood = -27667.839
Iteration 43: (EM) log likelihood = -27667.712
Iteration 44: (EM) log likelihood = -27667.602
Iteration 45: (EM) log likelihood = -27667.511
Iteration 46: (EM) log likelihood = -27667.399
Iteration 47: (EM) log likelihood = -27667.343
Iteration 48: (EM) log likelihood = -27667.264
Iteration 49: (EM) log likelihood = -27667.228
Iteration 50: (EM) log likelihood = -27667.174
Iteration 51: (EM) log likelihood = -27667.144
Iteration 52: (EM) log likelihood = -27667.108
Iteration 53: (EM) log likelihood = -27667.079
Iteration 54: (EM) log likelihood = -27667.052
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.154
Iteration 1: (class) log likelihood = -2626.154
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.889
Iteration 1: (outcome) log likelihood = -28972.848
Iteration 2: (outcome) log likelihood = -28960.65
Iteration 3: (outcome) log likelihood = -28960.536
Iteration 4: (outcome) log likelihood = -28960.536
Refining starting values:
Iteration 0: (EM) log likelihood = -31583.797
Iteration 1: (EM) log likelihood = -31564.582
Iteration 2: (EM) log likelihood = -31503.016
Iteration 3: (EM) log likelihood = -31383.76
Iteration 4: (EM) log likelihood = -31225.151
Iteration 5: (EM) log likelihood = -30989.751
Iteration 6: (EM) log likelihood = -30607.975
Iteration 7: (EM) log likelihood = -30130.274
Iteration 8: (EM) log likelihood = -29709.393
Iteration 9: (EM) log likelihood = -29332.982
Iteration 10: (EM) log likelihood = -28960.003
Iteration 11: (EM) log likelihood = -28630.393
Iteration 12: (EM) log likelihood = -28373.001
Iteration 13: (EM) log likelihood = -28179.427
Iteration 14: (EM) log likelihood = -28056.327
Iteration 15: (EM) log likelihood = -27992.606
Iteration 16: (EM) log likelihood = -27962.559
Iteration 17: (EM) log likelihood = -27949.318
Iteration 18: (EM) log likelihood = -27943.699
Iteration 19: (EM) log likelihood = -27941.805
Iteration 20: (EM) log likelihood = -27940.749
Iteration 21: (EM) log likelihood = -27939.381
Iteration 22: (EM) log likelihood = -27938.716
Iteration 23: (EM) log likelihood = -27938.626
Iteration 24: (EM) log likelihood = -27938.552
Iteration 25: (EM) log likelihood = -27937.797
Iteration 26: (EM) log likelihood = -27937.741
Iteration 27: (EM) log likelihood = -27937.621
Iteration 28: (EM) log likelihood = -27937.209
Iteration 29: (EM) log likelihood = -27937.646
Iteration 30: (EM) log likelihood = -27936.782
Iteration 31: (EM) log likelihood = -27936.584
Iteration 32: (EM) log likelihood = -27936.135
Iteration 33: (EM) log likelihood = -27936.581
Iteration 34: (EM) log likelihood = -27935.692
Iteration 35: (EM) log likelihood = -27935.784
Iteration 36: (EM) log likelihood = -27935.28
Iteration 37: (EM) log likelihood = -27935.056
Iteration 38: (EM) log likelihood = -27934.623
Iteration 39: (EM) log likelihood = -27934.365
Iteration 40: (EM) log likelihood = -27933.791
Iteration 41: (EM) log likelihood = -27933.65
Iteration 42: (EM) log likelihood = -27933.333
Iteration 43: (EM) log likelihood = -27933.071
Iteration 44: (EM) log likelihood = -27932.825
Iteration 45: (EM) log likelihood = -27932.596
Iteration 46: (EM) log likelihood = -27932.341
Iteration 47: (EM) log likelihood = -27932.02
Iteration 48: (EM) log likelihood = -27931.748
Iteration 49: (EM) log likelihood = -27931.547
Iteration 50: (EM) log likelihood = -27931.387
Iteration 51: (EM) log likelihood = -27931.218
Iteration 52: (EM) log likelihood = -27931.042
Iteration 53: (EM) log likelihood = -27930.944
Iteration 54: (EM) log likelihood = -27930.603
Iteration 55: (EM) log likelihood = -27930.32
Iteration 56: (EM) log likelihood = -27930.202
Iteration 57: (EM) log likelihood = -27930.16
Iteration 58: (EM) log likelihood = -27929.935
Iteration 59: (EM) log likelihood = -27929.936
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3345
Iteration 1: (class) log likelihood = -2626.3345
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29160.778
Iteration 1: (outcome) log likelihood = -28968.657
Iteration 2: (outcome) log likelihood = -28957.29
Iteration 3: (outcome) log likelihood = -28957.192
Iteration 4: (outcome) log likelihood = -28957.192
Refining starting values:
Iteration 0: (EM) log likelihood = -31568.033
Iteration 1: (EM) log likelihood = -31508.719
Iteration 2: (EM) log likelihood = -31324.643
Iteration 3: (EM) log likelihood = -30888.541
Iteration 4: (EM) log likelihood = -30189.607
Iteration 5: (EM) log likelihood = -29528.275
Iteration 6: (EM) log likelihood = -29064.478
Iteration 7: (EM) log likelihood = -28722.38
Iteration 8: (EM) log likelihood = -28443.175
Iteration 9: (EM) log likelihood = -28198.278
Iteration 10: (EM) log likelihood = -27999.378
Iteration 11: (EM) log likelihood = -27867.091
Iteration 12: (EM) log likelihood = -27791.025
Iteration 13: (EM) log likelihood = -27750.337
Iteration 14: (EM) log likelihood = -27726.692
Iteration 15: (EM) log likelihood = -27707.762
Iteration 16: (EM) log likelihood = -27697.658
Iteration 17: (EM) log likelihood = -27690.552
Iteration 18: (EM) log likelihood = -27685.931
Iteration 19: (EM) log likelihood = -27682.941
Iteration 20: (EM) log likelihood = -27680.722
Iteration 21: (EM) log likelihood = -27679.276
Iteration 22: (EM) log likelihood = -27678.138
Iteration 23: (EM) log likelihood = -27676.815
Iteration 24: (EM) log likelihood = -27675.979
Iteration 25: (EM) log likelihood = -27675.201
Iteration 26: (EM) log likelihood = -27674.404
Iteration 27: (EM) log likelihood = -27673.933
Iteration 28: (EM) log likelihood = -27673.129
Iteration 29: (EM) log likelihood = -27672.476
Iteration 30: (EM) log likelihood = -27671.936
Iteration 31: (EM) log likelihood = -27671.458
Iteration 32: (EM) log likelihood = -27671.017
Iteration 33: (EM) log likelihood = -27670.582
Iteration 34: (EM) log likelihood = -27670.324
Iteration 35: (EM) log likelihood = -27669.939
Iteration 36: (EM) log likelihood = -27669.74
Iteration 37: (EM) log likelihood = -27669.541
Iteration 38: (EM) log likelihood = -27669.32
Iteration 39: (EM) log likelihood = -27669.086
Iteration 40: (EM) log likelihood = -27668.854
Iteration 41: (EM) log likelihood = -27668.67
Iteration 42: (EM) log likelihood = -27668.512
Iteration 43: (EM) log likelihood = -27668.386
Iteration 44: (EM) log likelihood = -27668.266
Iteration 45: (EM) log likelihood = -27668.171
Iteration 46: (EM) log likelihood = -27668.112
Iteration 47: (EM) log likelihood = -27668.034
Iteration 48: (EM) log likelihood = -27667.972
Iteration 49: (EM) log likelihood = -27667.91
Iteration 50: (EM) log likelihood = -27667.87
Iteration 51: (EM) log likelihood = -27667.838
Iteration 52: (EM) log likelihood = -27667.785
Iteration 53: (EM) log likelihood = -27667.737
Iteration 54: (EM) log likelihood = -27667.72
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3187
Iteration 1: (class) log likelihood = -2626.3187
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.069
Iteration 1: (outcome) log likelihood = -28973.234
Iteration 2: (outcome) log likelihood = -28961.903
Iteration 3: (outcome) log likelihood = -28961.654
Iteration 4: (outcome) log likelihood = -28961.612
Iteration 5: (outcome) log likelihood = -28961.605
Iteration 6: (outcome) log likelihood = -28961.604
Iteration 7: (outcome) log likelihood = -28961.604
Iteration 8: (outcome) log likelihood = -28961.604
Iteration 9: (outcome) log likelihood = -28961.604
Refining starting values:
Iteration 0: (EM) log likelihood = -31581.97
Iteration 1: (EM) log likelihood = -31564.973
Iteration 2: (EM) log likelihood = -31525.535
Iteration 3: (EM) log likelihood = -31441.113
Iteration 4: (EM) log likelihood = -31317.13
Iteration 5: (EM) log likelihood = -31161.494
Iteration 6: (EM) log likelihood = -30938.391
Iteration 7: (EM) log likelihood = -30571.746
Iteration 8: (EM) log likelihood = -30048.873
Iteration 9: (EM) log likelihood = -29462.122
Iteration 10: (EM) log likelihood = -28959.355
Iteration 11: (EM) log likelihood = -28560.555
Iteration 12: (EM) log likelihood = -28260.026
Iteration 13: (EM) log likelihood = -28030.955
Iteration 14: (EM) log likelihood = -27869.824
Iteration 15: (EM) log likelihood = -27784.835
Iteration 16: (EM) log likelihood = -27743.76
Iteration 17: (EM) log likelihood = -27723.859
Iteration 18: (EM) log likelihood = -27711.438
Iteration 19: (EM) log likelihood = -27703.283
Iteration 20: (EM) log likelihood = -27697.658
Iteration 21: (EM) log likelihood = -27692.884
Iteration 22: (EM) log likelihood = -27688.993
Iteration 23: (EM) log likelihood = -27685.495
Iteration 24: (EM) log likelihood = -27683.451
Iteration 25: (EM) log likelihood = -27681.645
Iteration 26: (EM) log likelihood = -27680.196
Iteration 27: (EM) log likelihood = -27678.987
Iteration 28: (EM) log likelihood = -27677.776
Iteration 29: (EM) log likelihood = -27676.735
Iteration 30: (EM) log likelihood = -27675.91
Iteration 31: (EM) log likelihood = -27675.123
Iteration 32: (EM) log likelihood = -27674.313
Iteration 33: (EM) log likelihood = -27673.786
Iteration 34: (EM) log likelihood = -27673.214
Iteration 35: (EM) log likelihood = -27672.873
Iteration 36: (EM) log likelihood = -27672.033
Iteration 37: (EM) log likelihood = -27672.047
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.3379
Iteration 1: (class) log likelihood = -2624.3379
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.011
Iteration 1: (outcome) log likelihood = -28970.069
Iteration 2: (outcome) log likelihood = -28956.858
Iteration 3: (outcome) log likelihood = -28956.637
Iteration 4: (outcome) log likelihood = -28956.636
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.453
Iteration 1: (EM) log likelihood = -31501.104
Iteration 2: (EM) log likelihood = -31387.149
Iteration 3: (EM) log likelihood = -31176.076
Iteration 4: (EM) log likelihood = -30709.924
Iteration 5: (EM) log likelihood = -29981.617
Iteration 6: (EM) log likelihood = -29288.785
Iteration 7: (EM) log likelihood = -28775.722
Iteration 8: (EM) log likelihood = -28415.342
Iteration 9: (EM) log likelihood = -28150.261
Iteration 10: (EM) log likelihood = -27951.527
Iteration 11: (EM) log likelihood = -27826.35
Iteration 12: (EM) log likelihood = -27760.063
Iteration 13: (EM) log likelihood = -27726.425
Iteration 14: (EM) log likelihood = -27708.074
Iteration 15: (EM) log likelihood = -27697.736
Iteration 16: (EM) log likelihood = -27691.136
Iteration 17: (EM) log likelihood = -27686.599
Iteration 18: (EM) log likelihood = -27683.739
Iteration 19: (EM) log likelihood = -27681.649
Iteration 20: (EM) log likelihood = -27680.046
Iteration 21: (EM) log likelihood = -27678.419
Iteration 22: (EM) log likelihood = -27677.28
Iteration 23: (EM) log likelihood = -27676.232
Iteration 24: (EM) log likelihood = -27675.354
Iteration 25: (EM) log likelihood = -27674.402
Iteration 26: (EM) log likelihood = -27673.547
Iteration 27: (EM) log likelihood = -27672.943
Iteration 28: (EM) log likelihood = -27672.578
Iteration 29: (EM) log likelihood = -27672.032
Iteration 30: (EM) log likelihood = -27671.466
Iteration 31: (EM) log likelihood = -27670.974
Iteration 32: (EM) log likelihood = -27670.362
Iteration 33: (EM) log likelihood = -27670.079
Iteration 34: (EM) log likelihood = -27669.772
Iteration 35: (EM) log likelihood = -27669.491
Iteration 36: (EM) log likelihood = -27669.207
Iteration 37: (EM) log likelihood = -27668.861
Iteration 38: (EM) log likelihood = -27668.706
Iteration 39: (EM) log likelihood = -27668.465
Iteration 40: (EM) log likelihood = -27668.301
Iteration 41: (EM) log likelihood = -27668.128
Iteration 42: (EM) log likelihood = -27667.974
Iteration 43: (EM) log likelihood = -27667.827
Iteration 44: (EM) log likelihood = -27667.696
Iteration 45: (EM) log likelihood = -27667.607
Iteration 46: (EM) log likelihood = -27667.522
Iteration 47: (EM) log likelihood = -27667.438
Iteration 48: (EM) log likelihood = -27667.378
Iteration 49: (EM) log likelihood = -27667.32
Iteration 50: (EM) log likelihood = -27667.241
Iteration 51: (EM) log likelihood = -27667.21
Iteration 52: (EM) log likelihood = -27667.169
Iteration 53: (EM) log likelihood = -27667.143
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0907
Iteration 1: (class) log likelihood = -2626.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.84
Iteration 1: (outcome) log likelihood = -28960.755
Iteration 2: (outcome) log likelihood = -28946.69
Iteration 3: (outcome) log likelihood = -28945.808
Iteration 4: (outcome) log likelihood = -28945.603
Iteration 5: (outcome) log likelihood = -28945.562
Iteration 6: (outcome) log likelihood = -28945.555
Iteration 7: (outcome) log likelihood = -28945.553
Iteration 8: (outcome) log likelihood = -28945.553
Iteration 9: (outcome) log likelihood = -28945.553
Iteration 10: (outcome) log likelihood = -28945.553
Refining starting values:
Iteration 0: (EM) log likelihood = -31557.546
Iteration 1: (EM) log likelihood = -31501.315
Iteration 2: (EM) log likelihood = -31304.953
Iteration 3: (EM) log likelihood = -30792.44
Iteration 4: (EM) log likelihood = -30060.486
Iteration 5: (EM) log likelihood = -29495.418
Iteration 6: (EM) log likelihood = -29133.047
Iteration 7: (EM) log likelihood = -28867.551
Iteration 8: (EM) log likelihood = -28645.305
Iteration 9: (EM) log likelihood = -28445.018
Iteration 10: (EM) log likelihood = -28279.629
Iteration 11: (EM) log likelihood = -28168.264
Iteration 12: (EM) log likelihood = -28101.403
Iteration 13: (EM) log likelihood = -28066.228
Iteration 14: (EM) log likelihood = -28048.137
Iteration 15: (EM) log likelihood = -28037.954
Iteration 16: (EM) log likelihood = -28029.921
Iteration 17: (EM) log likelihood = -28023.012
Iteration 18: (EM) log likelihood = -28014.206
Iteration 19: (EM) log likelihood = -28005.732
Iteration 20: (EM) log likelihood = -27996.587
Iteration 21: (EM) log likelihood = -27985.808
Iteration 22: (EM) log likelihood = -27976.047
Iteration 23: (EM) log likelihood = -27969.526
Iteration 24: (EM) log likelihood = -27965.348
Iteration 25: (EM) log likelihood = -27962.092
Iteration 26: (EM) log likelihood = -27959.004
Iteration 27: (EM) log likelihood = -27956.873
Iteration 28: (EM) log likelihood = -27954.824
Iteration 29: (EM) log likelihood = -27953.063
Iteration 30: (EM) log likelihood = -27951.383
Iteration 31: (EM) log likelihood = -27949.939
Iteration 32: (EM) log likelihood = -27949.162
Iteration 33: (EM) log likelihood = -27948.366
Iteration 34: (EM) log likelihood = -27947.375
Iteration 35: (EM) log likelihood = -27946.824
Iteration 36: (EM) log likelihood = -27946.129
Iteration 37: (EM) log likelihood = -27945.497
Iteration 38: (EM) log likelihood = -27944.82
Iteration 39: (EM) log likelihood = -27944.141
Iteration 40: (EM) log likelihood = -27943.37
Iteration 41: (EM) log likelihood = -27942.603
Iteration 42: (EM) log likelihood = -27941.936
Iteration 43: (EM) log likelihood = -27941.398
Iteration 44: (EM) log likelihood = -27940.182
Iteration 45: (EM) log likelihood = -27938.748
Iteration 46: (EM) log likelihood = -27937.966
Iteration 47: (EM) log likelihood = -27937.24
Iteration 48: (EM) log likelihood = -27936.586
Iteration 49: (EM) log likelihood = -27936.3
Iteration 50: (EM) log likelihood = -27935.879
Iteration 51: (EM) log likelihood = -27935.553
Iteration 52: (EM) log likelihood = -27934.917
Iteration 53: (EM) log likelihood = -27934.359
Iteration 54: (EM) log likelihood = -27933.988
Iteration 55: (EM) log likelihood = -27933.587
Iteration 56: (EM) log likelihood = -27933.33
Iteration 57: (EM) log likelihood = -27933.019
Iteration 58: (EM) log likelihood = -27932.578
Iteration 59: (EM) log likelihood = -27932.445
Iteration 60: (EM) log likelihood = -27932.157
Iteration 61: (EM) log likelihood = -27931.942
Iteration 62: (EM) log likelihood = -27931.797
Iteration 63: (EM) log likelihood = -27931.448
Iteration 64: (EM) log likelihood = -27931.346
Iteration 65: (EM) log likelihood = -27931.117
Iteration 66: (EM) log likelihood = -27930.263
Iteration 67: (EM) log likelihood = -27930.173
Iteration 68: (EM) log likelihood = -27929.7
Iteration 69: (EM) log likelihood = -27929.687
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8109
Iteration 1: (class) log likelihood = -2625.8109
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.87
Iteration 1: (outcome) log likelihood = -28967.203
Iteration 2: (outcome) log likelihood = -28954.528
Iteration 3: (outcome) log likelihood = -28954.279
Iteration 4: (outcome) log likelihood = -28954.242
Iteration 5: (outcome) log likelihood = -28954.236
Iteration 6: (outcome) log likelihood = -28954.235
Iteration 7: (outcome) log likelihood = -28954.234
Iteration 8: (outcome) log likelihood = -28954.234
Iteration 9: (outcome) log likelihood = -28954.234
Refining starting values:
Iteration 0: (EM) log likelihood = -31557.844
Iteration 1: (EM) log likelihood = -31468.229
Iteration 2: (EM) log likelihood = -31233.558
Iteration 3: (EM) log likelihood = -30766.658
Iteration 4: (EM) log likelihood = -30123.204
Iteration 5: (EM) log likelihood = -29613.071
Iteration 6: (EM) log likelihood = -29307.916
Iteration 7: (EM) log likelihood = -29108.346
Iteration 8: (EM) log likelihood = -28943.604
Iteration 9: (EM) log likelihood = -28793.454
Iteration 10: (EM) log likelihood = -28648.875
Iteration 11: (EM) log likelihood = -28495.295
Iteration 12: (EM) log likelihood = -28337.805
Iteration 13: (EM) log likelihood = -28200.347
Iteration 14: (EM) log likelihood = -28092.913
Iteration 15: (EM) log likelihood = -28022.307
Iteration 16: (EM) log likelihood = -27980.382
Iteration 17: (EM) log likelihood = -27955.828
Iteration 18: (EM) log likelihood = -27945.821
Iteration 19: (EM) log likelihood = -27940.009
Iteration 20: (EM) log likelihood = -27938.725
Iteration 21: (EM) log likelihood = -27937.038
Iteration 22: (EM) log likelihood = -27936.367
Iteration 23: (EM) log likelihood = -27935.668
Iteration 24: (EM) log likelihood = -27934.969
Iteration 25: (EM) log likelihood = -27934.552
Iteration 26: (EM) log likelihood = -27934.015
Iteration 27: (EM) log likelihood = -27933.914
Iteration 28: (EM) log likelihood = -27933.985
Iteration 29: (EM) log likelihood = -27933.915
Iteration 30: (EM) log likelihood = -27933.851
Iteration 31: (EM) log likelihood = -27933.557
Iteration 32: (EM) log likelihood = -27933.348
Iteration 33: (EM) log likelihood = -27933.017
Iteration 34: (EM) log likelihood = -27932.838
Iteration 35: (EM) log likelihood = -27932.511
Iteration 36: (EM) log likelihood = -27932.106
Iteration 37: (EM) log likelihood = -27931.868
Iteration 38: (EM) log likelihood = -27931.705
Iteration 39: (EM) log likelihood = -27931.587
Iteration 40: (EM) log likelihood = -27931.354
Iteration 41: (EM) log likelihood = -27931.052
Iteration 42: (EM) log likelihood = -27930.978
Iteration 43: (EM) log likelihood = -27930.942
Iteration 44: (EM) log likelihood = -27930.673
Iteration 45: (EM) log likelihood = -27930.65
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3282
Iteration 1: (class) log likelihood = -2626.3282
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.536
Iteration 1: (outcome) log likelihood = -28972.201
Iteration 2: (outcome) log likelihood = -28958.746
Iteration 3: (outcome) log likelihood = -28958.339
Iteration 4: (outcome) log likelihood = -28958.261
Iteration 5: (outcome) log likelihood = -28958.252
Iteration 6: (outcome) log likelihood = -28958.251
Iteration 7: (outcome) log likelihood = -28958.251
Iteration 8: (outcome) log likelihood = -28958.25
Iteration 9: (outcome) log likelihood = -28958.25
Refining starting values:
Iteration 0: (EM) log likelihood = -31569.712
Iteration 1: (EM) log likelihood = -31531.139
Iteration 2: (EM) log likelihood = -31456.084
Iteration 3: (EM) log likelihood = -31338.534
Iteration 4: (EM) log likelihood = -31187.404
Iteration 5: (EM) log likelihood = -31003.077
Iteration 6: (EM) log likelihood = -30797.535
Iteration 7: (EM) log likelihood = -30601.774
Iteration 8: (EM) log likelihood = -30444.49
Iteration 9: (EM) log likelihood = -30332.765
Iteration 10: (EM) log likelihood = -30265.965
Iteration 11: (EM) log likelihood = -30223.588
Iteration 12: (EM) log likelihood = -30194.213
Iteration 13: (EM) log likelihood = -30166.405
Iteration 14: (EM) log likelihood = -30128.39
Iteration 15: (EM) log likelihood = -30049.574
Iteration 16: (EM) log likelihood = -29892.656
Iteration 17: (EM) log likelihood = -29629.595
Iteration 18: (EM) log likelihood = -29276.071
Iteration 19: (EM) log likelihood = -28828.642
Iteration 20: (EM) log likelihood = -28380.795
Iteration 21: (EM) log likelihood = -28066.007
Iteration 22: (EM) log likelihood = -27883.446
Iteration 23: (EM) log likelihood = -27794.372
Iteration 24: (EM) log likelihood = -27752.801
Iteration 25: (EM) log likelihood = -27732.535
Iteration 26: (EM) log likelihood = -27719.725
Iteration 27: (EM) log likelihood = -27710.934
Iteration 28: (EM) log likelihood = -27704.797
Iteration 29: (EM) log likelihood = -27699.635
Iteration 30: (EM) log likelihood = -27695.351
Iteration 31: (EM) log likelihood = -27691.924
Iteration 32: (EM) log likelihood = -27689.34
Iteration 33: (EM) log likelihood = -27687.787
Iteration 34: (EM) log likelihood = -27686.177
Iteration 35: (EM) log likelihood = -27684.645
Iteration 36: (EM) log likelihood = -27683.546
Iteration 37: (EM) log likelihood = -27682.606
Iteration 38: (EM) log likelihood = -27681.554
Iteration 39: (EM) log likelihood = -27680.817
Iteration 40: (EM) log likelihood = -27680.169
Iteration 41: (EM) log likelihood = -27679.403
Iteration 42: (EM) log likelihood = -27678.89
Iteration 43: (EM) log likelihood = -27678.385
Iteration 44: (EM) log likelihood = -27677.774
Iteration 45: (EM) log likelihood = -27677.283
Iteration 46: (EM) log likelihood = -27676.783
Iteration 47: (EM) log likelihood = -27676.286
Iteration 48: (EM) log likelihood = -27675.914
Iteration 49: (EM) log likelihood = -27675.575
Iteration 50: (EM) log likelihood = -27675.32
Iteration 51: (EM) log likelihood = -27675.008
Iteration 52: (EM) log likelihood = -27674.809
Iteration 53: (EM) log likelihood = -27674.604
Iteration 54: (EM) log likelihood = -27674.433
Iteration 55: (EM) log likelihood = -27674.28
Iteration 56: (EM) log likelihood = -27674.155
Iteration 57: (EM) log likelihood = -27674.049
Iteration 58: (EM) log likelihood = -27673.948
Iteration 59: (EM) log likelihood = -27673.869
Iteration 60: (EM) log likelihood = -27673.8
Iteration 61: (EM) log likelihood = -27673.749
Iteration 62: (EM) log likelihood = -27673.668
Iteration 63: (EM) log likelihood = -27673.297
Iteration 64: (EM) log likelihood = -27673.286
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.1932
Iteration 1: (class) log likelihood = -2625.1932
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29163.805
Iteration 1: (outcome) log likelihood = -28976.945
Iteration 2: (outcome) log likelihood = -28960.216
Iteration 3: (outcome) log likelihood = -28959.882
Iteration 4: (outcome) log likelihood = -28959.872
Iteration 5: (outcome) log likelihood = -28959.87
Iteration 6: (outcome) log likelihood = -28959.869
Iteration 7: (outcome) log likelihood = -28959.869
Iteration 8: (outcome) log likelihood = -28959.869
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.432
Iteration 1: (EM) log likelihood = -31578.114
Iteration 2: (EM) log likelihood = -31561.044
Iteration 3: (EM) log likelihood = -31517.453
Iteration 4: (EM) log likelihood = -31425.266
Iteration 5: (EM) log likelihood = -31235.493
Iteration 6: (EM) log likelihood = -30823.315
Iteration 7: (EM) log likelihood = -30143.698
Iteration 8: (EM) log likelihood = -29518.222
Iteration 9: (EM) log likelihood = -29090.918
Iteration 10: (EM) log likelihood = -28766.24
Iteration 11: (EM) log likelihood = -28494.104
Iteration 12: (EM) log likelihood = -28252.038
Iteration 13: (EM) log likelihood = -28052.393
Iteration 14: (EM) log likelihood = -27912.994
Iteration 15: (EM) log likelihood = -27831.807
Iteration 16: (EM) log likelihood = -27779.529
Iteration 17: (EM) log likelihood = -27745.356
Iteration 18: (EM) log likelihood = -27726.627
Iteration 19: (EM) log likelihood = -27715.662
Iteration 20: (EM) log likelihood = -27709.261
Iteration 21: (EM) log likelihood = -27705.295
Iteration 22: (EM) log likelihood = -27702.628
Iteration 23: (EM) log likelihood = -27700.812
Iteration 24: (EM) log likelihood = -27699.749
Iteration 25: (EM) log likelihood = -27698.376
Iteration 26: (EM) log likelihood = -27697.999
Iteration 27: (EM) log likelihood = -27697.455
Iteration 28: (EM) log likelihood = -27697.019
Iteration 29: (EM) log likelihood = -27696.685
Iteration 30: (EM) log likelihood = -27696.351
Iteration 31: (EM) log likelihood = -27696.166
Iteration 32: (EM) log likelihood = -27695.861
Iteration 33: (EM) log likelihood = -27695.732
Iteration 34: (EM) log likelihood = -27695.495
Iteration 35: (EM) log likelihood = -27695.387
Iteration 36: (EM) log likelihood = -27695.188
Iteration 37: (EM) log likelihood = -27695.091
Iteration 38: (EM) log likelihood = -27694.902
Iteration 39: (EM) log likelihood = -27694.777
Iteration 40: (EM) log likelihood = -27695.072
Iteration 41: (EM) log likelihood = -27694.837
Iteration 42: (EM) log likelihood = -27694.703
Iteration 43: (EM) log likelihood = -27694.558
Iteration 44: (EM) log likelihood = -27694.547
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2624.4023
Iteration 1: (class) log likelihood = -2624.4023
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.881
Iteration 1: (outcome) log likelihood = -28968.023
Iteration 2: (outcome) log likelihood = -28955.569
Iteration 3: (outcome) log likelihood = -28955.244
Iteration 4: (outcome) log likelihood = -28955.189
Iteration 5: (outcome) log likelihood = -28955.18
Iteration 6: (outcome) log likelihood = -28955.179
Iteration 7: (outcome) log likelihood = -28955.179
Iteration 8: (outcome) log likelihood = -28955.179
Iteration 9: (outcome) log likelihood = -28955.179
Refining starting values:
Iteration 0: (EM) log likelihood = -31570.764
Iteration 1: (EM) log likelihood = -31535.539
Iteration 2: (EM) log likelihood = -31446.342
Iteration 3: (EM) log likelihood = -31310.594
Iteration 4: (EM) log likelihood = -31113.153
Iteration 5: (EM) log likelihood = -30737.672
Iteration 6: (EM) log likelihood = -30106.075
Iteration 7: (EM) log likelihood = -29408.694
Iteration 8: (EM) log likelihood = -28847.167
Iteration 9: (EM) log likelihood = -28441.183
Iteration 10: (EM) log likelihood = -28148.794
Iteration 11: (EM) log likelihood = -27942.783
Iteration 12: (EM) log likelihood = -27823.051
Iteration 13: (EM) log likelihood = -27763.594
Iteration 14: (EM) log likelihood = -27734.205
Iteration 15: (EM) log likelihood = -27719.311
Iteration 16: (EM) log likelihood = -27709.862
Iteration 17: (EM) log likelihood = -27704.341
Iteration 18: (EM) log likelihood = -27700.128
Iteration 19: (EM) log likelihood = -27697.108
Iteration 20: (EM) log likelihood = -27694.508
Iteration 21: (EM) log likelihood = -27692.888
Iteration 22: (EM) log likelihood = -27691.491
Iteration 23: (EM) log likelihood = -27690.197
Iteration 24: (EM) log likelihood = -27689.257
Iteration 25: (EM) log likelihood = -27688.43
Iteration 26: (EM) log likelihood = -27687.81
Iteration 27: (EM) log likelihood = -27687.108
Iteration 28: (EM) log likelihood = -27686.064
Iteration 29: (EM) log likelihood = -27685.579
Iteration 30: (EM) log likelihood = -27685.131
Iteration 31: (EM) log likelihood = -27684.652
Iteration 32: (EM) log likelihood = -27684.013
Iteration 33: (EM) log likelihood = -27683.393
Iteration 34: (EM) log likelihood = -27682.508
Iteration 35: (EM) log likelihood = -27681.625
Iteration 36: (EM) log likelihood = -27680.853
Iteration 37: (EM) log likelihood = -27680.216
Iteration 38: (EM) log likelihood = -27679.071
Iteration 39: (EM) log likelihood = -27679.299
Iteration 40: (EM) log likelihood = -27678.806
Iteration 41: (EM) log likelihood = -27678.286
Iteration 42: (EM) log likelihood = -27677.916
Iteration 43: (EM) log likelihood = -27677.342
Iteration 44: (EM) log likelihood = -27677.204
Iteration 45: (EM) log likelihood = -27676.916
Iteration 46: (EM) log likelihood = -27676.599
Iteration 47: (EM) log likelihood = -27676.336
Iteration 48: (EM) log likelihood = -27675.881
Iteration 49: (EM) log likelihood = -27675.666
Iteration 50: (EM) log likelihood = -27675.41
Iteration 51: (EM) log likelihood = -27675.304
Iteration 52: (EM) log likelihood = -27675.195
Iteration 53: (EM) log likelihood = -27675.01
Iteration 54: (EM) log likelihood = -27674.926
Iteration 55: (EM) log likelihood = -27674.766
Iteration 56: (EM) log likelihood = -27674.642
Iteration 57: (EM) log likelihood = -27674.522
Iteration 58: (EM) log likelihood = -27674.396
Iteration 59: (EM) log likelihood = -27674.277
Iteration 60: (EM) log likelihood = -27674.177
Iteration 61: (EM) log likelihood = -27674.075
Iteration 62: (EM) log likelihood = -27673.976
Iteration 63: (EM) log likelihood = -27673.876
Iteration 64: (EM) log likelihood = -27673.784
Iteration 65: (EM) log likelihood = -27673.639
Iteration 66: (EM) log likelihood = -27673.499
Iteration 67: (EM) log likelihood = -27673.44
Iteration 68: (EM) log likelihood = -27673.317
Iteration 69: (EM) log likelihood = -27673.226
Iteration 70: (EM) log likelihood = -27673.193
Iteration 71: (EM) log likelihood = -27673.12
Iteration 72: (EM) log likelihood = -27672.995
Iteration 73: (EM) log likelihood = -27672.912
Iteration 74: (EM) log likelihood = -27672.663
Iteration 75: (EM) log likelihood = -27672.61
Iteration 76: (EM) log likelihood = -27672.546
Iteration 77: (EM) log likelihood = -27672.501
Iteration 78: (EM) log likelihood = -27672.439
Iteration 79: (EM) log likelihood = -27672.37
Iteration 80: (EM) log likelihood = -27672.521
Iteration 81: (EM) log likelihood = -27672.433
Iteration 82: (EM) log likelihood = -27672.411
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.173
Iteration 1: (class) log likelihood = -2626.173
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.157
Iteration 1: (outcome) log likelihood = -28964.72
Iteration 2: (outcome) log likelihood = -28948.662
Iteration 3: (outcome) log likelihood = -28948.339
Iteration 4: (outcome) log likelihood = -28948.335
Iteration 5: (outcome) log likelihood = -28948.335
Refining starting values:
Iteration 0: (EM) log likelihood = -31551.433
Iteration 1: (EM) log likelihood = -31479.107
Iteration 2: (EM) log likelihood = -31320.87
Iteration 3: (EM) log likelihood = -31021.961
Iteration 4: (EM) log likelihood = -30455.108
Iteration 5: (EM) log likelihood = -29771.507
Iteration 6: (EM) log likelihood = -29262.823
Iteration 7: (EM) log likelihood = -28922.717
Iteration 8: (EM) log likelihood = -28672.693
Iteration 9: (EM) log likelihood = -28467.517
Iteration 10: (EM) log likelihood = -28289.741
Iteration 11: (EM) log likelihood = -28147.709
Iteration 12: (EM) log likelihood = -28050.63
Iteration 13: (EM) log likelihood = -27993.325
Iteration 14: (EM) log likelihood = -27963.433
Iteration 15: (EM) log likelihood = -27949.03
Iteration 16: (EM) log likelihood = -27943.332
Iteration 17: (EM) log likelihood = -27939.835
Iteration 18: (EM) log likelihood = -27938.802
Iteration 19: (EM) log likelihood = -27936.692
Iteration 20: (EM) log likelihood = -27935.354
Iteration 21: (EM) log likelihood = -27934.837
Iteration 22: (EM) log likelihood = -27933.88
Iteration 23: (EM) log likelihood = -27933.091
Iteration 24: (EM) log likelihood = -27932.682
Iteration 25: (EM) log likelihood = -27932.304
Iteration 26: (EM) log likelihood = -27931.261
Iteration 27: (EM) log likelihood = -27930.755
Iteration 28: (EM) log likelihood = -27930.129
Iteration 29: (EM) log likelihood = -27929.845
Iteration 30: (EM) log likelihood = -27929.676
Iteration 31: (EM) log likelihood = -27929.214
Iteration 32: (EM) log likelihood = -27928.857
Iteration 33: (EM) log likelihood = -27928.59
Iteration 34: (EM) log likelihood = -27928.551
Iteration 35: (EM) log likelihood = -27928.178
Iteration 36: (EM) log likelihood = -27928.428
Iteration 37: (EM) log likelihood = -27928.131
Iteration 38: (EM) log likelihood = -27927.758
Iteration 39: (EM) log likelihood = -27927.056
Iteration 40: (EM) log likelihood = -27926.789
Iteration 41: (EM) log likelihood = -27926.441
Iteration 42: (EM) log likelihood = -27925.875
Iteration 43: (EM) log likelihood = -27925.522
Iteration 44: (EM) log likelihood = -27925.249
Iteration 45: (EM) log likelihood = -27925.063
Iteration 46: (EM) log likelihood = -27924.822
Iteration 47: (EM) log likelihood = -27924.725
Iteration 48: (EM) log likelihood = -27924.565
Iteration 49: (EM) log likelihood = -27924.382
Iteration 50: (EM) log likelihood = -27924.269
Iteration 51: (EM) log likelihood = -27924.093
Iteration 52: (EM) log likelihood = -27923.887
Iteration 53: (EM) log likelihood = -27923.659
Iteration 54: (EM) log likelihood = -27923.37
Iteration 55: (EM) log likelihood = -27923.185
Iteration 56: (EM) log likelihood = -27922.99
Iteration 57: (EM) log likelihood = -27922.982
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.154
Iteration 1: (class) log likelihood = -2626.154
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.37
Iteration 1: (outcome) log likelihood = -28974.45
Iteration 2: (outcome) log likelihood = -28954.309
Iteration 3: (outcome) log likelihood = -28952.829
Iteration 4: (outcome) log likelihood = -28952.766
Iteration 5: (outcome) log likelihood = -28952.751
Iteration 6: (outcome) log likelihood = -28952.748
Iteration 7: (outcome) log likelihood = -28952.747
Iteration 8: (outcome) log likelihood = -28952.747
Iteration 9: (outcome) log likelihood = -28952.747
Iteration 10: (outcome) log likelihood = -28952.747
Refining starting values:
Iteration 0: (EM) log likelihood = -31576.173
Iteration 1: (EM) log likelihood = -31561.59
Iteration 2: (EM) log likelihood = -31514.964
Iteration 3: (EM) log likelihood = -31362.778
Iteration 4: (EM) log likelihood = -30956.771
Iteration 5: (EM) log likelihood = -30256.346
Iteration 6: (EM) log likelihood = -29549.156
Iteration 7: (EM) log likelihood = -29022.623
Iteration 8: (EM) log likelihood = -28639.172
Iteration 9: (EM) log likelihood = -28341.639
Iteration 10: (EM) log likelihood = -28106.095
Iteration 11: (EM) log likelihood = -27942.514
Iteration 12: (EM) log likelihood = -27848.938
Iteration 13: (EM) log likelihood = -27797.868
Iteration 14: (EM) log likelihood = -27770.141
Iteration 15: (EM) log likelihood = -27755.154
Iteration 16: (EM) log likelihood = -27745.74
Iteration 17: (EM) log likelihood = -27739.819
Iteration 18: (EM) log likelihood = -27735.379
Iteration 19: (EM) log likelihood = -27732.443
Iteration 20: (EM) log likelihood = -27731.066
Iteration 21: (EM) log likelihood = -27730.264
Iteration 22: (EM) log likelihood = -27729.403
Iteration 23: (EM) log likelihood = -27728.726
Iteration 24: (EM) log likelihood = -27728.17
Iteration 25: (EM) log likelihood = -27727.518
Iteration 26: (EM) log likelihood = -27726.824
Iteration 27: (EM) log likelihood = -27726.344
Iteration 28: (EM) log likelihood = -27725.93
Iteration 29: (EM) log likelihood = -27725.506
Iteration 30: (EM) log likelihood = -27725.128
Iteration 31: (EM) log likelihood = -27724.788
Iteration 32: (EM) log likelihood = -27724.491
Iteration 33: (EM) log likelihood = -27724.268
Iteration 34: (EM) log likelihood = -27723.464
Iteration 35: (EM) log likelihood = -27721.264
Iteration 36: (EM) log likelihood = -27720.414
Iteration 37: (EM) log likelihood = -27720.236
Iteration 38: (EM) log likelihood = -27720.09
Iteration 39: (EM) log likelihood = -27719.991
Iteration 40: (EM) log likelihood = -27720.141
Iteration 41: (EM) log likelihood = -27719.942
Iteration 42: (EM) log likelihood = -27720.092
Iteration 43: (EM) log likelihood = -27720.08
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.1128
Iteration 1: (class) log likelihood = -2626.1128
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29161.527
Iteration 1: (outcome) log likelihood = -28969.934
Iteration 2: (outcome) log likelihood = -28954.417
Iteration 3: (outcome) log likelihood = -28953.89
Iteration 4: (outcome) log likelihood = -28953.884
Iteration 5: (outcome) log likelihood = -28953.884
Refining starting values:
Iteration 0: (EM) log likelihood = -31559.29
Iteration 1: (EM) log likelihood = -31485.056
Iteration 2: (EM) log likelihood = -31247.742
Iteration 3: (EM) log likelihood = -30673.379
Iteration 4: (EM) log likelihood = -29880.131
Iteration 5: (EM) log likelihood = -29253.326
Iteration 6: (EM) log likelihood = -28823.576
Iteration 7: (EM) log likelihood = -28495.342
Iteration 8: (EM) log likelihood = -28223.179
Iteration 9: (EM) log likelihood = -28009.563
Iteration 10: (EM) log likelihood = -27870.319
Iteration 11: (EM) log likelihood = -27790.408
Iteration 12: (EM) log likelihood = -27747.303
Iteration 13: (EM) log likelihood = -27723.265
Iteration 14: (EM) log likelihood = -27709.918
Iteration 15: (EM) log likelihood = -27701.847
Iteration 16: (EM) log likelihood = -27696.293
Iteration 17: (EM) log likelihood = -27692.54
Iteration 18: (EM) log likelihood = -27689.739
Iteration 19: (EM) log likelihood = -27688.006
Iteration 20: (EM) log likelihood = -27686.53
Iteration 21: (EM) log likelihood = -27685.219
Iteration 22: (EM) log likelihood = -27683.791
Iteration 23: (EM) log likelihood = -27682.252
Iteration 24: (EM) log likelihood = -27681.365
Iteration 25: (EM) log likelihood = -27680.446
Iteration 26: (EM) log likelihood = -27679.567
Iteration 27: (EM) log likelihood = -27678.8
Iteration 28: (EM) log likelihood = -27678.305
Iteration 29: (EM) log likelihood = -27677.72
Iteration 30: (EM) log likelihood = -27676.852
Iteration 31: (EM) log likelihood = -27676.522
Iteration 32: (EM) log likelihood = -27676.08
Iteration 33: (EM) log likelihood = -27675.71
Iteration 34: (EM) log likelihood = -27675.335
Iteration 35: (EM) log likelihood = -27675.084
Iteration 36: (EM) log likelihood = -27674.839
Iteration 37: (EM) log likelihood = -27674.533
Iteration 38: (EM) log likelihood = -27674.386
Iteration 39: (EM) log likelihood = -27674.03
Iteration 40: (EM) log likelihood = -27673.962
Iteration 41: (EM) log likelihood = -27673.81
Iteration 42: (EM) log likelihood = -27673.634
Iteration 43: (EM) log likelihood = -27673.502
Iteration 44: (EM) log likelihood = -27673.401
Iteration 45: (EM) log likelihood = -27673.32
Iteration 46: (EM) log likelihood = -27673.235
Iteration 47: (EM) log likelihood = -27673.222
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0674
Iteration 1: (class) log likelihood = -2626.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.093
Iteration 1: (outcome) log likelihood = -28977.487
Iteration 2: (outcome) log likelihood = -28964.391
Iteration 3: (outcome) log likelihood = -28963.559
Iteration 4: (outcome) log likelihood = -28963.367
Iteration 5: (outcome) log likelihood = -28963.33
Iteration 6: (outcome) log likelihood = -28963.322
Iteration 7: (outcome) log likelihood = -28963.32
Iteration 8: (outcome) log likelihood = -28963.32
Iteration 9: (outcome) log likelihood = -28963.32
Iteration 10: (outcome) log likelihood = -28963.32 (not concave)
Iteration 11: (outcome) log likelihood = -28963.32 (not concave)
Iteration 12: (outcome) log likelihood = -28963.32 (not concave)
Iteration 13: (outcome) log likelihood = -28963.32 (not concave)
Iteration 14: (outcome) log likelihood = -28963.32 (not concave)
Iteration 15: (outcome) log likelihood = -28963.32 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31584.189
Iteration 1: (EM) log likelihood = -31570.436
Iteration 2: (EM) log likelihood = -31531.052
Iteration 3: (EM) log likelihood = -31443.842
Iteration 4: (EM) log likelihood = -31281.838
Iteration 5: (EM) log likelihood = -30970.049
Iteration 6: (EM) log likelihood = -30422.822
Iteration 7: (EM) log likelihood = -29790.031
Iteration 8: (EM) log likelihood = -29259.315
Iteration 9: (EM) log likelihood = -28869.28
Iteration 10: (EM) log likelihood = -28581.806
Iteration 11: (EM) log likelihood = -28361.127
Iteration 12: (EM) log likelihood = -28190.668
Iteration 13: (EM) log likelihood = -28080.934
Iteration 14: (EM) log likelihood = -28020.04
Iteration 15: (EM) log likelihood = -27987.442
Iteration 16: (EM) log likelihood = -27972.007
Iteration 17: (EM) log likelihood = -27965.309
Iteration 18: (EM) log likelihood = -27961.801
Iteration 19: (EM) log likelihood = -27958.828
Iteration 20: (EM) log likelihood = -27957.262
Iteration 21: (EM) log likelihood = -27955.492
Iteration 22: (EM) log likelihood = -27954.173
Iteration 23: (EM) log likelihood = -27953.126
Iteration 24: (EM) log likelihood = -27951.36
Iteration 25: (EM) log likelihood = -27950.955
Iteration 26: (EM) log likelihood = -27950.475
Iteration 27: (EM) log likelihood = -27950.05
Iteration 28: (EM) log likelihood = -27949.706
Iteration 29: (EM) log likelihood = -27949.135
Iteration 30: (EM) log likelihood = -27948.648
Iteration 31: (EM) log likelihood = -27947.99
Iteration 32: (EM) log likelihood = -27947.452
Iteration 33: (EM) log likelihood = -27946.922
Iteration 34: (EM) log likelihood = -27946.591
Iteration 35: (EM) log likelihood = -27946.121
Iteration 36: (EM) log likelihood = -27945.628
Iteration 37: (EM) log likelihood = -27945.155
Iteration 38: (EM) log likelihood = -27944.791
Iteration 39: (EM) log likelihood = -27944.139
Iteration 40: (EM) log likelihood = -27943.74
Iteration 41: (EM) log likelihood = -27943.346
Iteration 42: (EM) log likelihood = -27942.93
Iteration 43: (EM) log likelihood = -27942.195
Iteration 44: (EM) log likelihood = -27941.656
Iteration 45: (EM) log likelihood = -27941.049
Iteration 46: (EM) log likelihood = -27940.557
Iteration 47: (EM) log likelihood = -27940.003
Iteration 48: (EM) log likelihood = -27939.521
Iteration 49: (EM) log likelihood = -27939.206
Iteration 50: (EM) log likelihood = -27938.911
Iteration 51: (EM) log likelihood = -27938.641
Iteration 52: (EM) log likelihood = -27938.354
Iteration 53: (EM) log likelihood = -27938.082
Iteration 54: (EM) log likelihood = -27937.63
Iteration 55: (EM) log likelihood = -27937.245
Iteration 56: (EM) log likelihood = -27936.917
Iteration 57: (EM) log likelihood = -27936.717
Iteration 58: (EM) log likelihood = -27936.37
Iteration 59: (EM) log likelihood = -27936.047
Iteration 60: (EM) log likelihood = -27935.727
Iteration 61: (EM) log likelihood = -27935.404
Iteration 62: (EM) log likelihood = -27935.054
Iteration 63: (EM) log likelihood = -27934.822
Iteration 64: (EM) log likelihood = -27934.608
Iteration 65: (EM) log likelihood = -27934.309
Iteration 66: (EM) log likelihood = -27934.123
Iteration 67: (EM) log likelihood = -27933.848
Iteration 68: (EM) log likelihood = -27933.675
Iteration 69: (EM) log likelihood = -27933.429
Iteration 70: (EM) log likelihood = -27933.073
Iteration 71: (EM) log likelihood = -27932.88
Iteration 72: (EM) log likelihood = -27932.64
Iteration 73: (EM) log likelihood = -27932.481
Iteration 74: (EM) log likelihood = -27932.337
Iteration 75: (EM) log likelihood = -27932.157
Iteration 76: (EM) log likelihood = -27931.984
Iteration 77: (EM) log likelihood = -27931.726
Iteration 78: (EM) log likelihood = -27931.478
Iteration 79: (EM) log likelihood = -27931.292
Iteration 80: (EM) log likelihood = -27931.085
Iteration 81: (EM) log likelihood = -27930.861
Iteration 82: (EM) log likelihood = -27930.707
Iteration 83: (EM) log likelihood = -27930.554
Iteration 84: (EM) log likelihood = -27930.414
Iteration 85: (EM) log likelihood = -27930.272
Iteration 86: (EM) log likelihood = -27930.145
Iteration 87: (EM) log likelihood = -27929.942
Iteration 88: (EM) log likelihood = -27929.819
Iteration 89: (EM) log likelihood = -27929.666
Iteration 90: (EM) log likelihood = -27929.545
Iteration 91: (EM) log likelihood = -27929.412
Iteration 92: (EM) log likelihood = -27929.294
Iteration 93: (EM) log likelihood = -27929.164
Iteration 94: (EM) log likelihood = -27929.047
Iteration 95: (EM) log likelihood = -27928.991
Iteration 96: (EM) log likelihood = -27928.93
Iteration 97: (EM) log likelihood = -27928.86
Iteration 98: (EM) log likelihood = -27928.772
Iteration 99: (EM) log likelihood = -27928.707
Iteration 100: (EM) log likelihood = -27928.555
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.305
Iteration 1: (class) log likelihood = -2626.305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.213
Iteration 1: (outcome) log likelihood = -28960.592
Iteration 2: (outcome) log likelihood = -28942.239
Iteration 3: (outcome) log likelihood = -28941.464
Iteration 4: (outcome) log likelihood = -28941.392
Iteration 5: (outcome) log likelihood = -28941.381
Iteration 6: (outcome) log likelihood = -28941.379
Iteration 7: (outcome) log likelihood = -28941.379
Iteration 8: (outcome) log likelihood = -28941.379
Iteration 9: (outcome) log likelihood = -28941.379
Refining starting values:
Iteration 0: (EM) log likelihood = -31529.384
Iteration 1: (EM) log likelihood = -31433.977
Iteration 2: (EM) log likelihood = -31232.848
Iteration 3: (EM) log likelihood = -30762.948
Iteration 4: (EM) log likelihood = -29999.571
Iteration 5: (EM) log likelihood = -29285.689
Iteration 6: (EM) log likelihood = -28777.837
Iteration 7: (EM) log likelihood = -28425.798
Iteration 8: (EM) log likelihood = -28163.683
Iteration 9: (EM) log likelihood = -27974.323
Iteration 10: (EM) log likelihood = -27862.564
Iteration 11: (EM) log likelihood = -27805.221
Iteration 12: (EM) log likelihood = -27776.362
Iteration 13: (EM) log likelihood = -27760.736
Iteration 14: (EM) log likelihood = -27751.458
Iteration 15: (EM) log likelihood = -27744.822
Iteration 16: (EM) log likelihood = -27741.049
Iteration 17: (EM) log likelihood = -27738.932
Iteration 18: (EM) log likelihood = -27737.245
Iteration 19: (EM) log likelihood = -27735.817
Iteration 20: (EM) log likelihood = -27735.7
Iteration 21: (EM) log likelihood = -27735.705
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.0929
Iteration 1: (class) log likelihood = -2625.0929
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29156.302
Iteration 1: (outcome) log likelihood = -28960.958
Iteration 2: (outcome) log likelihood = -28949.341
Iteration 3: (outcome) log likelihood = -28948.96
Iteration 4: (outcome) log likelihood = -28948.913
Iteration 5: (outcome) log likelihood = -28948.905
Iteration 6: (outcome) log likelihood = -28948.903
Iteration 7: (outcome) log likelihood = -28948.902
Iteration 8: (outcome) log likelihood = -28948.902
Iteration 9: (outcome) log likelihood = -28948.902 (not concave)
Iteration 10: (outcome) log likelihood = -28948.902 (not concave)
Iteration 11: (outcome) log likelihood = -28948.902 (not concave)
Iteration 12: (outcome) log likelihood = -28948.902 (not concave)
Iteration 13: (outcome) log likelihood = -28948.902 (not concave)
Iteration 14: (outcome) log likelihood = -28948.902 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31562.897
Iteration 1: (EM) log likelihood = -31543.823
Iteration 2: (EM) log likelihood = -31507.165
Iteration 3: (EM) log likelihood = -31439.281
Iteration 4: (EM) log likelihood = -31309.998
Iteration 5: (EM) log likelihood = -31085.963
Iteration 6: (EM) log likelihood = -30720.634
Iteration 7: (EM) log likelihood = -30217.837
Iteration 8: (EM) log likelihood = -29734.637
Iteration 9: (EM) log likelihood = -29396.155
Iteration 10: (EM) log likelihood = -29170.15
Iteration 11: (EM) log likelihood = -29000.643
Iteration 12: (EM) log likelihood = -28850.586
Iteration 13: (EM) log likelihood = -28696.502
Iteration 14: (EM) log likelihood = -28533.756
Iteration 15: (EM) log likelihood = -28374.341
Iteration 16: (EM) log likelihood = -28234.022
Iteration 17: (EM) log likelihood = -28124.597
Iteration 18: (EM) log likelihood = -28041.832
Iteration 19: (EM) log likelihood = -27986.781
Iteration 20: (EM) log likelihood = -27962.6
Iteration 21: (EM) log likelihood = -27952.709
Iteration 22: (EM) log likelihood = -27948.084
Iteration 23: (EM) log likelihood = -27945.04
Iteration 24: (EM) log likelihood = -27943.725
Iteration 25: (EM) log likelihood = -27942.68
Iteration 26: (EM) log likelihood = -27941.463
Iteration 27: (EM) log likelihood = -27940.79
Iteration 28: (EM) log likelihood = -27940.285
Iteration 29: (EM) log likelihood = -27939.371
Iteration 30: (EM) log likelihood = -27938.661
Iteration 31: (EM) log likelihood = -27938.429
Iteration 32: (EM) log likelihood = -27938.289
Iteration 33: (EM) log likelihood = -27937.821
Iteration 34: (EM) log likelihood = -27937.509
Iteration 35: (EM) log likelihood = -27936.873
Iteration 36: (EM) log likelihood = -27936.475
Iteration 37: (EM) log likelihood = -27936.263
Iteration 38: (EM) log likelihood = -27935.911
Iteration 39: (EM) log likelihood = -27935.623
Iteration 40: (EM) log likelihood = -27935.427
Iteration 41: (EM) log likelihood = -27935.296
Iteration 42: (EM) log likelihood = -27934.684
Iteration 43: (EM) log likelihood = -27934.309
Iteration 44: (EM) log likelihood = -27934.151
Iteration 45: (EM) log likelihood = -27933.711
Iteration 46: (EM) log likelihood = -27933.665
Iteration 47: (EM) log likelihood = -27933.636
Iteration 48: (EM) log likelihood = -27933.384
Iteration 49: (EM) log likelihood = -27933.198
Iteration 50: (EM) log likelihood = -27932.886
Iteration 51: (EM) log likelihood = -27932.746
Iteration 52: (EM) log likelihood = -27932.532
Iteration 53: (EM) log likelihood = -27932.391
Iteration 54: (EM) log likelihood = -27932.32
Iteration 55: (EM) log likelihood = -27932.16
Iteration 56: (EM) log likelihood = -27931.983
Iteration 57: (EM) log likelihood = -27931.805
Iteration 58: (EM) log likelihood = -27931.334
Iteration 59: (EM) log likelihood = -27931.075
Iteration 60: (EM) log likelihood = -27931.03
Iteration 61: (EM) log likelihood = -27930.964
Iteration 62: (EM) log likelihood = -27930.808
Iteration 63: (EM) log likelihood = -27930.886
Iteration 64: (EM) log likelihood = -27930.775
Iteration 65: (EM) log likelihood = -27930.664
Iteration 66: (EM) log likelihood = -27930.579
Iteration 67: (EM) log likelihood = -27930.562
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0907
Iteration 1: (class) log likelihood = -2626.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29166.964
Iteration 1: (outcome) log likelihood = -28970.22
Iteration 2: (outcome) log likelihood = -28957.972
Iteration 3: (outcome) log likelihood = -28957.858
Iteration 4: (outcome) log likelihood = -28957.858
Refining starting values:
Iteration 0: (EM) log likelihood = -31576.095
Iteration 1: (EM) log likelihood = -31559.095
Iteration 2: (EM) log likelihood = -31527.181
Iteration 3: (EM) log likelihood = -31468.741
Iteration 4: (EM) log likelihood = -31366.214
Iteration 5: (EM) log likelihood = -31180.93
Iteration 6: (EM) log likelihood = -30838.776
Iteration 7: (EM) log likelihood = -30349.694
Iteration 8: (EM) log likelihood = -29888.791
Iteration 9: (EM) log likelihood = -29481.522
Iteration 10: (EM) log likelihood = -29096.284
Iteration 11: (EM) log likelihood = -28766.152
Iteration 12: (EM) log likelihood = -28498.06
Iteration 13: (EM) log likelihood = -28279.761
Iteration 14: (EM) log likelihood = -28131.939
Iteration 15: (EM) log likelihood = -28042.899
Iteration 16: (EM) log likelihood = -27997.006
Iteration 17: (EM) log likelihood = -27973.929
Iteration 18: (EM) log likelihood = -27963.031
Iteration 19: (EM) log likelihood = -27955.221
Iteration 20: (EM) log likelihood = -27949.847
Iteration 21: (EM) log likelihood = -27946.663
Iteration 22: (EM) log likelihood = -27944.168
Iteration 23: (EM) log likelihood = -27942.331
Iteration 24: (EM) log likelihood = -27940.391
Iteration 25: (EM) log likelihood = -27939.982
Iteration 26: (EM) log likelihood = -27939.497
Iteration 27: (EM) log likelihood = -27938.691
Iteration 28: (EM) log likelihood = -27938.309
Iteration 29: (EM) log likelihood = -27937.785
Iteration 30: (EM) log likelihood = -27937.65
Iteration 31: (EM) log likelihood = -27937.1
Iteration 32: (EM) log likelihood = -27936.853
Iteration 33: (EM) log likelihood = -27936.587
Iteration 34: (EM) log likelihood = -27936.188
Iteration 35: (EM) log likelihood = -27935.962
Iteration 36: (EM) log likelihood = -27935.608
Iteration 37: (EM) log likelihood = -27935.373
Iteration 38: (EM) log likelihood = -27934.842
Iteration 39: (EM) log likelihood = -27934.603
Iteration 40: (EM) log likelihood = -27934.404
Iteration 41: (EM) log likelihood = -27933.951
Iteration 42: (EM) log likelihood = -27933.634
Iteration 43: (EM) log likelihood = -27933.456
Iteration 44: (EM) log likelihood = -27933.308
Iteration 45: (EM) log likelihood = -27933.111
Iteration 46: (EM) log likelihood = -27932.912
Iteration 47: (EM) log likelihood = -27932.676
Iteration 48: (EM) log likelihood = -27932.423
Iteration 49: (EM) log likelihood = -27932.267
Iteration 50: (EM) log likelihood = -27932.187
Iteration 51: (EM) log likelihood = -27931.86
Iteration 52: (EM) log likelihood = -27931.693
Iteration 53: (EM) log likelihood = -27931.358
Iteration 54: (EM) log likelihood = -27931.084
Iteration 55: (EM) log likelihood = -27930.841
Iteration 56: (EM) log likelihood = -27930.422
Iteration 57: (EM) log likelihood = -27930.173
Iteration 58: (EM) log likelihood = -27929.586
Iteration 59: (EM) log likelihood = -27929.426
Iteration 60: (EM) log likelihood = -27929.158
Iteration 61: (EM) log likelihood = -27929.036
Iteration 62: (EM) log likelihood = -27928.818
Iteration 63: (EM) log likelihood = -27928.541
Iteration 64: (EM) log likelihood = -27928.316
Iteration 65: (EM) log likelihood = -27928.03
Iteration 66: (EM) log likelihood = -27927.901
Iteration 67: (EM) log likelihood = -27927.811
Iteration 68: (EM) log likelihood = -27927.676
Iteration 69: (EM) log likelihood = -27927.888
Iteration 70: (EM) log likelihood = -27927.635
Iteration 71: (EM) log likelihood = -27927.226
Iteration 72: (EM) log likelihood = -27927.007
Iteration 73: (EM) log likelihood = -27926.749
Iteration 74: (EM) log likelihood = -27926.034
Iteration 75: (EM) log likelihood = -27925.697
Iteration 76: (EM) log likelihood = -27925.48
Iteration 77: (EM) log likelihood = -27925.289
Iteration 78: (EM) log likelihood = -27925.122
Iteration 79: (EM) log likelihood = -27924.983
Iteration 80: (EM) log likelihood = -27924.836
Iteration 81: (EM) log likelihood = -27924.726
Iteration 82: (EM) log likelihood = -27924.507
Iteration 83: (EM) log likelihood = -27924.461
Iteration 84: (EM) log likelihood = -27924.331
Iteration 85: (EM) log likelihood = -27924.157
Iteration 86: (EM) log likelihood = -27924.079
Iteration 87: (EM) log likelihood = -27923.849
Iteration 88: (EM) log likelihood = -27923.735
Iteration 89: (EM) log likelihood = -27923.65
Iteration 90: (EM) log likelihood = -27923.565
Iteration 91: (EM) log likelihood = -27923.486
Iteration 92: (EM) log likelihood = -27923.381
Iteration 93: (EM) log likelihood = -27923.295
Iteration 94: (EM) log likelihood = -27923.202
Iteration 95: (EM) log likelihood = -27923.116
Iteration 96: (EM) log likelihood = -27923.03
Iteration 97: (EM) log likelihood = -27922.949
Iteration 98: (EM) log likelihood = -27922.867
Iteration 99: (EM) log likelihood = -27922.789
Iteration 100: (EM) log likelihood = -27922.71
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.305
Iteration 1: (class) log likelihood = -2626.305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.062
Iteration 1: (outcome) log likelihood = -28970.131
Iteration 2: (outcome) log likelihood = -28951.654
Iteration 3: (outcome) log likelihood = -28950.778
Iteration 4: (outcome) log likelihood = -28950.749
Iteration 5: (outcome) log likelihood = -28950.744
Iteration 6: (outcome) log likelihood = -28950.743
Iteration 7: (outcome) log likelihood = -28950.743
Iteration 8: (outcome) log likelihood = -28950.743
Iteration 9: (outcome) log likelihood = -28950.743
Refining starting values:
Iteration 0: (EM) log likelihood = -31553.981
Iteration 1: (EM) log likelihood = -31475.236
Iteration 2: (EM) log likelihood = -31299.807
Iteration 3: (EM) log likelihood = -30916.244
Iteration 4: (EM) log likelihood = -30243.704
Iteration 5: (EM) log likelihood = -29600.866
Iteration 6: (EM) log likelihood = -29190.516
Iteration 7: (EM) log likelihood = -28923.585
Iteration 8: (EM) log likelihood = -28720.115
Iteration 9: (EM) log likelihood = -28540.075
Iteration 10: (EM) log likelihood = -28368.814
Iteration 11: (EM) log likelihood = -28220.134
Iteration 12: (EM) log likelihood = -28105.338
Iteration 13: (EM) log likelihood = -28029.813
Iteration 14: (EM) log likelihood = -27984.809
Iteration 15: (EM) log likelihood = -27961.709
Iteration 16: (EM) log likelihood = -27950.589
Iteration 17: (EM) log likelihood = -27946.584
Iteration 18: (EM) log likelihood = -27943.224
Iteration 19: (EM) log likelihood = -27942.41
Iteration 20: (EM) log likelihood = -27941.196
Iteration 21: (EM) log likelihood = -27940.202
Iteration 22: (EM) log likelihood = -27939.209
Iteration 23: (EM) log likelihood = -27938.509
Iteration 24: (EM) log likelihood = -27937.853
Iteration 25: (EM) log likelihood = -27937.572
Iteration 26: (EM) log likelihood = -27937.316
Iteration 27: (EM) log likelihood = -27936.911
Iteration 28: (EM) log likelihood = -27936.545
Iteration 29: (EM) log likelihood = -27936.306
Iteration 30: (EM) log likelihood = -27935.727
Iteration 31: (EM) log likelihood = -27935.453
Iteration 32: (EM) log likelihood = -27935.239
Iteration 33: (EM) log likelihood = -27934.88
Iteration 34: (EM) log likelihood = -27934.478
Iteration 35: (EM) log likelihood = -27934.129
Iteration 36: (EM) log likelihood = -27933.765
Iteration 37: (EM) log likelihood = -27933.459
Iteration 38: (EM) log likelihood = -27933.192
Iteration 39: (EM) log likelihood = -27932.76
Iteration 40: (EM) log likelihood = -27932.446
Iteration 41: (EM) log likelihood = -27931.972
Iteration 42: (EM) log likelihood = -27931.695
Iteration 43: (EM) log likelihood = -27931.293
Iteration 44: (EM) log likelihood = -27930.836
Iteration 45: (EM) log likelihood = -27930.557
Iteration 46: (EM) log likelihood = -27930.351
Iteration 47: (EM) log likelihood = -27930.012
Iteration 48: (EM) log likelihood = -27929.351
Iteration 49: (EM) log likelihood = -27929.069
Iteration 50: (EM) log likelihood = -27928.918
Iteration 51: (EM) log likelihood = -27928.67
Iteration 52: (EM) log likelihood = -27928.394
Iteration 53: (EM) log likelihood = -27928.206
Iteration 54: (EM) log likelihood = -27928.006
Iteration 55: (EM) log likelihood = -27927.649
Iteration 56: (EM) log likelihood = -27927.474
Iteration 57: (EM) log likelihood = -27927.336
Iteration 58: (EM) log likelihood = -27927.027
Iteration 59: (EM) log likelihood = -27926.959
Iteration 60: (EM) log likelihood = -27926.539
Iteration 61: (EM) log likelihood = -27926.374
Iteration 62: (EM) log likelihood = -27926.17
Iteration 63: (EM) log likelihood = -27925.959
Iteration 64: (EM) log likelihood = -27925.721
Iteration 65: (EM) log likelihood = -27925.646
Iteration 66: (EM) log likelihood = -27925.554
Iteration 67: (EM) log likelihood = -27925.457
Iteration 68: (EM) log likelihood = -27925.357
Iteration 69: (EM) log likelihood = -27925.271
Iteration 70: (EM) log likelihood = -27925.198
Iteration 71: (EM) log likelihood = -27925.11
Iteration 72: (EM) log likelihood = -27925.066
Iteration 73: (EM) log likelihood = -27924.934
Iteration 74: (EM) log likelihood = -27924.736
Iteration 75: (EM) log likelihood = -27924.48
Iteration 76: (EM) log likelihood = -27924.319
Iteration 77: (EM) log likelihood = -27924.149
Iteration 78: (EM) log likelihood = -27923.981
Iteration 79: (EM) log likelihood = -27923.913
Iteration 80: (EM) log likelihood = -27923.691
Iteration 81: (EM) log likelihood = -27923.673
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.964
Iteration 1: (class) log likelihood = -2625.964
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29167.46
Iteration 1: (outcome) log likelihood = -28966.472
Iteration 2: (outcome) log likelihood = -28953.096
Iteration 3: (outcome) log likelihood = -28952.206
Iteration 4: (outcome) log likelihood = -28952.014
Iteration 5: (outcome) log likelihood = -28951.97
Iteration 6: (outcome) log likelihood = -28951.963
Iteration 7: (outcome) log likelihood = -28951.962
Iteration 8: (outcome) log likelihood = -28951.962
Iteration 9: (outcome) log likelihood = -28951.962
Iteration 10: (outcome) log likelihood = -28951.962 (not concave)
Iteration 11: (outcome) log likelihood = -28951.962 (not concave)
Iteration 12: (outcome) log likelihood = -28951.962 (not concave)
Iteration 13: (outcome) log likelihood = -28951.962 (not concave)
Iteration 14: (outcome) log likelihood = -28951.962 (not concave)
Iteration 15: (outcome) log likelihood = -28951.962 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31561.765
Iteration 1: (EM) log likelihood = -31511.457
Iteration 2: (EM) log likelihood = -31358.801
Iteration 3: (EM) log likelihood = -30972.82
Iteration 4: (EM) log likelihood = -30252.092
Iteration 5: (EM) log likelihood = -29472.269
Iteration 6: (EM) log likelihood = -28900.62
Iteration 7: (EM) log likelihood = -28509.885
Iteration 8: (EM) log likelihood = -28223.737
Iteration 9: (EM) log likelihood = -28006.959
Iteration 10: (EM) log likelihood = -27867.488
Iteration 11: (EM) log likelihood = -27794.158
Iteration 12: (EM) log likelihood = -27758.005
Iteration 13: (EM) log likelihood = -27739.138
Iteration 14: (EM) log likelihood = -27728.604
Iteration 15: (EM) log likelihood = -27722.31
Iteration 16: (EM) log likelihood = -27717.263
Iteration 17: (EM) log likelihood = -27714.91
Iteration 18: (EM) log likelihood = -27713.35
Iteration 19: (EM) log likelihood = -27712.327
Iteration 20: (EM) log likelihood = -27711.422
Iteration 21: (EM) log likelihood = -27710.907
Iteration 22: (EM) log likelihood = -27710.458
Iteration 23: (EM) log likelihood = -27710.175
Iteration 24: (EM) log likelihood = -27709.918
Iteration 25: (EM) log likelihood = -27709.744
Iteration 26: (EM) log likelihood = -27709.517
Iteration 27: (EM) log likelihood = -27709.342
Iteration 28: (EM) log likelihood = -27709.312
Iteration 29: (EM) log likelihood = -27709.166
Iteration 30: (EM) log likelihood = -27708.81
Iteration 31: (EM) log likelihood = -27708.871
Iteration 32: (EM) log likelihood = -27708.772
Iteration 33: (EM) log likelihood = -27708.868
Iteration 34: (EM) log likelihood = -27708.474
Iteration 35: (EM) log likelihood = -27708.259
Iteration 36: (EM) log likelihood = -27708.09
Iteration 37: (EM) log likelihood = -27707.643
Iteration 38: (EM) log likelihood = -27707.561
Iteration 39: (EM) log likelihood = -27707.54
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.3124
Iteration 1: (class) log likelihood = -2626.3124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29162.47
Iteration 1: (outcome) log likelihood = -28970.053
Iteration 2: (outcome) log likelihood = -28952.284
Iteration 3: (outcome) log likelihood = -28951.97
Iteration 4: (outcome) log likelihood = -28951.923
Iteration 5: (outcome) log likelihood = -28951.915
Iteration 6: (outcome) log likelihood = -28951.913
Iteration 7: (outcome) log likelihood = -28951.913
Iteration 8: (outcome) log likelihood = -28951.913
Iteration 9: (outcome) log likelihood = -28951.913
Refining starting values:
Iteration 0: (EM) log likelihood = -31573.147
Iteration 1: (EM) log likelihood = -31547.289
Iteration 2: (EM) log likelihood = -31454.956
Iteration 3: (EM) log likelihood = -31155.275
Iteration 4: (EM) log likelihood = -30511.495
Iteration 5: (EM) log likelihood = -29808.89
Iteration 6: (EM) log likelihood = -29329.487
Iteration 7: (EM) log likelihood = -28999.588
Iteration 8: (EM) log likelihood = -28739.266
Iteration 9: (EM) log likelihood = -28514.384
Iteration 10: (EM) log likelihood = -28318.673
Iteration 11: (EM) log likelihood = -28167.322
Iteration 12: (EM) log likelihood = -28065.087
Iteration 13: (EM) log likelihood = -28005.154
Iteration 14: (EM) log likelihood = -27973.232
Iteration 15: (EM) log likelihood = -27958.281
Iteration 16: (EM) log likelihood = -27950.254
Iteration 17: (EM) log likelihood = -27946.145
Iteration 18: (EM) log likelihood = -27944.007
Iteration 19: (EM) log likelihood = -27942.347
Iteration 20: (EM) log likelihood = -27941.018
Iteration 21: (EM) log likelihood = -27939.868
Iteration 22: (EM) log likelihood = -27939.249
Iteration 23: (EM) log likelihood = -27938.439
Iteration 24: (EM) log likelihood = -27937.336
Iteration 25: (EM) log likelihood = -27937.077
Iteration 26: (EM) log likelihood = -27936.378
Iteration 27: (EM) log likelihood = -27935.921
Iteration 28: (EM) log likelihood = -27935.417
Iteration 29: (EM) log likelihood = -27935.197
Iteration 30: (EM) log likelihood = -27934.57
Iteration 31: (EM) log likelihood = -27934.052
Iteration 32: (EM) log likelihood = -27933.767
Iteration 33: (EM) log likelihood = -27933.349
Iteration 34: (EM) log likelihood = -27933.131
Iteration 35: (EM) log likelihood = -27932.787
Iteration 36: (EM) log likelihood = -27932.557
Iteration 37: (EM) log likelihood = -27932.283
Iteration 38: (EM) log likelihood = -27931.97
Iteration 39: (EM) log likelihood = -27931.745
Iteration 40: (EM) log likelihood = -27931.326
Iteration 41: (EM) log likelihood = -27930.225
Iteration 42: (EM) log likelihood = -27929.729
Iteration 43: (EM) log likelihood = -27929.287
Iteration 44: (EM) log likelihood = -27928.971
Iteration 45: (EM) log likelihood = -27928.726
Iteration 46: (EM) log likelihood = -27928.416
Iteration 47: (EM) log likelihood = -27927.74
Iteration 48: (EM) log likelihood = -27927.33
Iteration 49: (EM) log likelihood = -27927.013
Iteration 50: (EM) log likelihood = -27926.671
Iteration 51: (EM) log likelihood = -27926.399
Iteration 52: (EM) log likelihood = -27926.339
Iteration 53: (EM) log likelihood = -27925.955
Iteration 54: (EM) log likelihood = -27925.825
Iteration 55: (EM) log likelihood = -27925.562
Iteration 56: (EM) log likelihood = -27925.438
Iteration 57: (EM) log likelihood = -27925.309
Iteration 58: (EM) log likelihood = -27925.171
Iteration 59: (EM) log likelihood = -27925.021
Iteration 60: (EM) log likelihood = -27924.872
Iteration 61: (EM) log likelihood = -27924.495
Iteration 62: (EM) log likelihood = -27924.357
Iteration 63: (EM) log likelihood = -27924.158
Iteration 64: (EM) log likelihood = -27924.07
Iteration 65: (EM) log likelihood = -27923.952
Iteration 66: (EM) log likelihood = -27923.741
Iteration 67: (EM) log likelihood = -27923.657
Iteration 68: (EM) log likelihood = -27923.556
Iteration 69: (EM) log likelihood = -27923.376
Iteration 70: (EM) log likelihood = -27923.205
Iteration 71: (EM) log likelihood = -27922.38
Iteration 72: (EM) log likelihood = -27922.079
Iteration 73: (EM) log likelihood = -27922.034
Iteration 74: (EM) log likelihood = -27921.85
Iteration 75: (EM) log likelihood = -27921.768
Iteration 76: (EM) log likelihood = -27921.588
Iteration 77: (EM) log likelihood = -27921.567
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.5522
Iteration 1: (class) log likelihood = -2625.5522
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29165.751
Iteration 1: (outcome) log likelihood = -28964.275
Iteration 2: (outcome) log likelihood = -28949.781
Iteration 3: (outcome) log likelihood = -28949.206
Iteration 4: (outcome) log likelihood = -28949.107
Iteration 5: (outcome) log likelihood = -28949.083
Iteration 6: (outcome) log likelihood = -28949.078
Iteration 7: (outcome) log likelihood = -28949.077
Iteration 8: (outcome) log likelihood = -28949.077
Iteration 9: (outcome) log likelihood = -28949.077
Iteration 10: (outcome) log likelihood = -28949.077 (not concave)
Iteration 11: (outcome) log likelihood = -28949.077 (not concave)
Iteration 12: (outcome) log likelihood = -28949.077 (not concave)
Iteration 13: (outcome) log likelihood = -28949.077 (not concave)
Iteration 14: (outcome) log likelihood = -28949.077 (not concave)
Iteration 15: (outcome) log likelihood = -28949.077 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -31564.744
Iteration 1: (EM) log likelihood = -31547.293
Iteration 2: (EM) log likelihood = -31507.701
Iteration 3: (EM) log likelihood = -31412.959
Iteration 4: (EM) log likelihood = -31223.98
Iteration 5: (EM) log likelihood = -30878.613
Iteration 6: (EM) log likelihood = -30327.037
Iteration 7: (EM) log likelihood = -29739.656
Iteration 8: (EM) log likelihood = -29321.347
Iteration 9: (EM) log likelihood = -29032.237
Iteration 10: (EM) log likelihood = -28802.453
Iteration 11: (EM) log likelihood = -28606.278
Iteration 12: (EM) log likelihood = -28423.815
Iteration 13: (EM) log likelihood = -28259.042
Iteration 14: (EM) log likelihood = -28128.776
Iteration 15: (EM) log likelihood = -28042.084
Iteration 16: (EM) log likelihood = -27991.69
Iteration 17: (EM) log likelihood = -27965.737
Iteration 18: (EM) log likelihood = -27953.434
Iteration 19: (EM) log likelihood = -27947.951
Iteration 20: (EM) log likelihood = -27945.82
Iteration 21: (EM) log likelihood = -27944.799
Iteration 22: (EM) log likelihood = -27943.205
Iteration 23: (EM) log likelihood = -27942.101
Iteration 24: (EM) log likelihood = -27940.646
Iteration 25: (EM) log likelihood = -27939.95
Iteration 26: (EM) log likelihood = -27939.586
Iteration 27: (EM) log likelihood = -27939.456
Iteration 28: (EM) log likelihood = -27939.249
Iteration 29: (EM) log likelihood = -27939.239
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2625.8436
Iteration 1: (class) log likelihood = -2625.8436
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.939
Iteration 1: (outcome) log likelihood = -28960.793
Iteration 2: (outcome) log likelihood = -28947.976
Iteration 3: (outcome) log likelihood = -28947.709
Iteration 4: (outcome) log likelihood = -28947.694
Iteration 5: (outcome) log likelihood = -28947.69
Iteration 6: (outcome) log likelihood = -28947.689
Iteration 7: (outcome) log likelihood = -28947.689
Iteration 8: (outcome) log likelihood = -28947.689
Iteration 9: (outcome) log likelihood = -28947.689
Refining starting values:
Iteration 0: (EM) log likelihood = -31564.245
Iteration 1: (EM) log likelihood = -31514.146
Iteration 2: (EM) log likelihood = -31327.86
Iteration 3: (EM) log likelihood = -30819.868
Iteration 4: (EM) log likelihood = -30072.686
Iteration 5: (EM) log likelihood = -29456.231
Iteration 6: (EM) log likelihood = -29014.718
Iteration 7: (EM) log likelihood = -28672.737
Iteration 8: (EM) log likelihood = -28380.805
Iteration 9: (EM) log likelihood = -28137.456
Iteration 10: (EM) log likelihood = -27957.354
Iteration 11: (EM) log likelihood = -27845.89
Iteration 12: (EM) log likelihood = -27786.815
Iteration 13: (EM) log likelihood = -27756.645
Iteration 14: (EM) log likelihood = -27740.212
Iteration 15: (EM) log likelihood = -27727.966
Iteration 16: (EM) log likelihood = -27719.344
Iteration 17: (EM) log likelihood = -27711.429
Iteration 18: (EM) log likelihood = -27703.925
Iteration 19: (EM) log likelihood = -27694.001
Iteration 20: (EM) log likelihood = -27688.064
Iteration 21: (EM) log likelihood = -27685.166
Iteration 22: (EM) log likelihood = -27682.832
Iteration 23: (EM) log likelihood = -27681.517
Iteration 24: (EM) log likelihood = -27680.398
Iteration 25: (EM) log likelihood = -27679.415
Iteration 26: (EM) log likelihood = -27678.597
Iteration 27: (EM) log likelihood = -27677.915
Iteration 28: (EM) log likelihood = -27677.062
Iteration 29: (EM) log likelihood = -27676.042
Iteration 30: (EM) log likelihood = -27675.68
Iteration 31: (EM) log likelihood = -27675.239
Iteration 32: (EM) log likelihood = -27674.849
Iteration 33: (EM) log likelihood = -27674.33
Iteration 34: (EM) log likelihood = -27673.775
Iteration 35: (EM) log likelihood = -27673.499
Iteration 36: (EM) log likelihood = -27673.216
Iteration 37: (EM) log likelihood = -27672.938
Iteration 38: (EM) log likelihood = -27672.948
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -2626.0178
Iteration 1: (class) log likelihood = -2626.0178
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29164.493
Iteration 1: (outcome) log likelihood = -28972.835
Iteration 2: (outcome) log likelihood = -28957.941
Iteration 3: (outcome) log likelihood = -28957.067
Iteration 4: (outcome) log likelihood = -28956.887
Iteration 5: (outcome) log likelihood = -28956.849
Iteration 6: (outcome) log likelihood = -28956.84
Iteration 7: (outcome) log likelihood = -28956.838
Iteration 8: (outcome) log likelihood = -28956.837
Iteration 9: (outcome) log likelihood = -28956.837
Iteration 10: (outcome) log likelihood = -28956.837
Refining starting values:
Iteration 0: (EM) log likelihood = -31576.417
Iteration 1: (EM) log likelihood = -31550.932
Iteration 2: (EM) log likelihood = -31461.804
Iteration 3: (EM) log likelihood = -31187.756
Iteration 4: (EM) log likelihood = -30580.958
Iteration 5: (EM) log likelihood = -29819.744
Iteration 6: (EM) log likelihood = -29214.162
Iteration 7: (EM) log likelihood = -28777.041
Iteration 8: (EM) log likelihood = -28449.238
Iteration 9: (EM) log likelihood = -28187.371
Iteration 10: (EM) log likelihood = -27989.159
Iteration 11: (EM) log likelihood = -27865.411
Iteration 12: (EM) log likelihood = -27799.282
Iteration 13: (EM) log likelihood = -27766.371
Iteration 14: (EM) log likelihood = -27749.33
Iteration 15: (EM) log likelihood = -27739.479
Iteration 16: (EM) log likelihood = -27733.132
Iteration 17: (EM) log likelihood = -27728.371
Iteration 18: (EM) log likelihood = -27725.008
Iteration 19: (EM) log likelihood = -27722.616
Iteration 20: (EM) log likelihood = -27721.374
Iteration 21: (EM) log likelihood = -27719.958
Iteration 22: (EM) log likelihood = -27719.268
Iteration 23: (EM) log likelihood = -27718.885
Iteration 24: (EM) log likelihood = -27718.47
Iteration 25: (EM) log likelihood = -27718.075
Iteration 26: (EM) log likelihood = -27717.55
Iteration 27: (EM) log likelihood = -27717.193
Iteration 28: (EM) log likelihood = -27716.987
Iteration 29: (EM) log likelihood = -27716.204
Iteration 30: (EM) log likelihood = -27715.632
Iteration 31: (EM) log likelihood = -27715.463
Iteration 32: (EM) log likelihood = -27715.461
Fitting full model:
Iteration 0: log likelihood = -27525.8 (not concave)
Iteration 1: log likelihood = -27525.799 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -27525.799
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | 1.153251 .0421265 27.38 0.000 1.070685 1.235818
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -31.41057 . . . . .
_cons | -23.02834 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 1.647071 .2443237 6.74 0.000 1.168206 2.125937
_cons | -1.597861 .4324629 -3.69 0.000 -2.445473 -.7502495
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -10.439 382.6293 -0.03 0.978 -760.3787 739.5007
_cons | 26.16166 765.2567 0.03 0.973 -1473.714 1526.037
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -9.558588 382.6294 -0.02 0.980 -759.4983 740.3812
_cons | 24.60652 765.2567 0.03 0.974 -1475.269 1524.482
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -9.722092 382.6294 -0.03 0.980 -759.6619 740.2177
_cons | 24.7662 765.2568 0.03 0.974 -1475.109 1524.642
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -9.989484 382.6294 -0.03 0.979 -759.9293 739.9503
_cons | 24.80266 765.2568 0.03 0.974 -1475.073 1524.678
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -3.699555 382.9271 -0.01 0.992 -754.2228 746.8237
_cons | 10.34164 765.8521 0.01 0.989 -1490.701 1511.384
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0840293 .3098497 -0.27 0.786 -.6913235 .5232649
_cons | 1.896261 .5934755 3.20 0.001 .7330704 3.059451
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.2907567 .543821 -0.53 0.593 -1.356626 .775113
_cons | -.6280987 1.032255 -0.61 0.543 -2.651281 1.395083
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -6.71995 983.6996 -0.01 0.995 -1934.736 1921.296
_cons | 25.06796 1967.255 0.01 0.990 -3830.681 3880.817
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -6.163036 983.6996 -0.01 0.995 -1934.179 1921.853
_cons | 22.66466 1967.255 0.01 0.991 -3833.084 3878.414
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.653786 .4942123 5.37 0.000 1.685148 3.622425
_cons | -1.071897 .7400488 -1.45 0.148 -2.522366 .3785717
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.476587 .5191088 2.84 0.004 .4591529 2.494022
_cons | -.2337737 .7935342 -0.29 0.768 -1.789072 1.321525
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -32.87192 . . . . .
_cons | -18.86028 . . . . .
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -54.4999 . . . . .
_cons | -40.30403 . . . . .
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -53.26213 . . . . .
_cons | -47.1656 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.384012 1.184081 1.17 0.242 -.936745 3.704769
_cons | 1.994337 2.144581 0.93 0.352 -2.208964 6.197639
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .596877 1.19088 0.50 0.616 -1.737205 2.930959
_cons | 2.424967 2.155166 1.13 0.261 -1.799081 6.649016
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .1709376 1.188865 0.14 0.886 -2.159195 2.501071
_cons | 3.07833 2.149146 1.43 0.152 -1.133919 7.290579
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .8328073 1.200603 0.69 0.488 -1.520331 3.185946
_cons | 1.871254 2.176197 0.86 0.390 -2.394014 6.136523
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .7017148 1.188547 0.59 0.555 -1.627795 3.031224
_cons | 2.402387 2.151148 1.12 0.264 -1.813787 6.61856
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -12.05308 828.0888 -0.01 0.988 -1635.077 1610.971
_cons | 26.2526 1656.177 0.02 0.987 -3219.795 3272.301
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -13.51964 828.0885 -0.02 0.987 -1636.543 1609.504
_cons | 31.49109 1656.177 0.02 0.985 -3214.556 3277.538
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -12.75514 828.0885 -0.02 0.988 -1635.779 1610.269
_cons | 28.90798 1656.177 0.02 0.986 -3217.139 3274.955
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -11.29038 828.0891 -0.01 0.989 -1634.315 1611.734
_cons | 24.71622 1656.178 0.01 0.988 -3221.333 3270.765
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -.2430907 .1117218 -2.18 0.030 -.4620614 -.02412
_cons | 1.087718 .2097747 5.19 0.000 .6765668 1.498869
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -.7221408 . . . . .
_cons | -103.5677 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -.6611178 .8051271 -0.82 0.412 -2.239138 .9169023
_cons | 2.669868 1.529651 1.75 0.081 -.3281922 5.667929
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.3483172 .7581675 -0.46 0.646 -1.834298 1.137664
_cons | 4.381919 1.446976 3.03 0.002 1.545898 7.217941
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.3397711 .7563657 -0.45 0.653 -1.822221 1.142678
_cons | 4.675729 1.443655 3.24 0.001 1.846218 7.50524
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.4822201 .7559074 -0.64 0.524 -1.963771 .9993311
_cons | 4.904221 1.442608 3.40 0.001 2.076762 7.731681
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -.8954407 .7713372 -1.16 0.246 -2.407234 .6163525
_cons | 3.957829 1.468413 2.70 0.007 1.079792 6.835865
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0270899 .1335249 -0.20 0.839 -.2887939 .234614
_cons | 1.552564 .2499539 6.21 0.000 1.062664 2.042465
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.5283638 .2474367 -2.14 0.033 -1.013331 -.0433967
_cons | -.5214924 .4500923 -1.16 0.247 -1.403657 .3606723
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | .5789353 .5286282 1.10 0.273 -.4571569 1.615027
_cons | 3.853724 .9407751 4.10 0.000 2.009838 5.697609
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | .8825257 .5423597 1.63 0.104 -.1804798 1.945531
_cons | 1.720201 .9686339 1.78 0.076 -.1782862 3.618689
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -.9515867 15.40107 -0.06 0.951 -31.13713 29.23396
_cons | 1.110174 30.79528 0.04 0.971 -59.24747 61.46782
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -6.070341 11.48147 -0.53 0.597 -28.57361 16.43292
_cons | 14.75937 22.96183 0.64 0.520 -30.24499 59.76372
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.002432 11.48119 -0.61 0.542 -29.50515 15.50028
_cons | 16.64435 22.96127 0.72 0.469 -28.35892 61.64762
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.647506 11.48136 -0.67 0.505 -30.15057 14.85555
_cons | 16.92712 22.9615 0.74 0.461 -28.0766 61.93084
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.866935 11.48188 -0.69 0.493 -30.371 14.63713
_cons | 16.43922 22.96223 0.72 0.474 -28.56593 61.44436
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .9206626 .8394884 1.10 0.273 -.7247045 2.56603
_cons | 3.512995 1.488439 2.36 0.018 .5957091 6.430281
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.150112 .8479022 1.36 0.175 -.5117462 2.811969
_cons | 2.139336 1.50598 1.42 0.155 -.8123306 5.091003
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.0364309 .8419793 -0.04 0.965 -1.68668 1.613818
_cons | 4.196487 1.491711 2.81 0.005 1.272787 7.120186
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .6255423 .8485814 0.74 0.461 -1.037647 2.288731
_cons | 2.690727 1.505969 1.79 0.074 -.2609177 5.642372
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .447593 .8441703 0.53 0.596 -1.20695 2.102136
_cons | 3.299403 1.496886 2.20 0.028 .3655604 6.233245
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 2.437412 .7286808 3.34 0.001 1.009224 3.8656
_cons | -.2757793 1.1683 -0.24 0.813 -2.565606 2.014047
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.423019 .7099859 2.00 0.045 .0314725 2.814566
_cons | 2.853613 1.123563 2.54 0.011 .6514699 5.055756
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.497298 .7122596 2.10 0.036 .1012946 2.893301
_cons | 2.212411 1.128585 1.96 0.050 .0004244 4.424397
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 2.69446 .9256584 2.91 0.004 .8802029 4.508717
_cons | -2.985163 1.613725 -1.85 0.064 -6.148005 .1776797
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 55233.597 Akaike's information criterion
BIC | 55801.424 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.94623437
(results lca_prueba_c1 are active now)
(results lca_prueba_c2 are active now)
LMR LT test statistic:
2797.8483
P value Lo-Mendel:
0.00000000000e+00
__00000B = 2797.8483
__00000A = 2911.0318
__00000D = 2
__00000C = 5
__000009 = 2
__000005 = 91
__000003 = -27525.799
__000008 = 1
__000004 = 50
__000002 = -28981.315
__000001 = 3789
scalars:
r(lmrt_p) = 0
r(lmrt) = 2797.848320205714
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4159.7367
Iteration 1: (class) log likelihood = -4159.7367
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.726
Iteration 1: (outcome) log likelihood = -28941.226
Iteration 2: (outcome) log likelihood = -28920.275
Iteration 3: (outcome) log likelihood = -28918.968
Iteration 4: (outcome) log likelihood = -28918.826
Iteration 5: (outcome) log likelihood = -28918.791
Iteration 6: (outcome) log likelihood = -28918.784
Iteration 7: (outcome) log likelihood = -28918.782
Iteration 8: (outcome) log likelihood = -28918.782
Iteration 9: (outcome) log likelihood = -28918.782
Iteration 10: (outcome) log likelihood = -28918.782 (not concave)
Iteration 11: (outcome) log likelihood = -28918.782 (not concave)
Iteration 12: (outcome) log likelihood = -28918.782 (not concave)
Iteration 13: (outcome) log likelihood = -28918.782 (not concave)
Iteration 14: (outcome) log likelihood = -28918.782 (not concave)
Iteration 15: (outcome) log likelihood = -28918.782 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33032.592
Iteration 1: (EM) log likelihood = -32886.453
Iteration 2: (EM) log likelihood = -32575.105
Iteration 3: (EM) log likelihood = -32038.284
Iteration 4: (EM) log likelihood = -31386.236
Iteration 5: (EM) log likelihood = -30841.26
Iteration 6: (EM) log likelihood = -30403.451
Iteration 7: (EM) log likelihood = -30005.734
Iteration 8: (EM) log likelihood = -29632.369
Iteration 9: (EM) log likelihood = -29305.44
Iteration 10: (EM) log likelihood = -29032.332
Iteration 11: (EM) log likelihood = -28809.192
Iteration 12: (EM) log likelihood = -28645.211
Iteration 13: (EM) log likelihood = -28547.628
Iteration 14: (EM) log likelihood = -28501.24
Iteration 15: (EM) log likelihood = -28482.971
Iteration 16: (EM) log likelihood = -28478.382
Iteration 17: (EM) log likelihood = -28480.704
Iteration 18: (EM) log likelihood = -28485.989
Iteration 19: (EM) log likelihood = -28491.815
Iteration 20: (EM) log likelihood = -28497.69
Iteration 21: (EM) log likelihood = -28503.726
Iteration 22: (EM) log likelihood = -28509.178
Iteration 23: (EM) log likelihood = -28514.109
Iteration 24: (EM) log likelihood = -28518.618
Iteration 25: (EM) log likelihood = -28522.577
Iteration 26: (EM) log likelihood = -28525.719
Iteration 27: (EM) log likelihood = -28527.978
Iteration 28: (EM) log likelihood = -28530.03
Iteration 29: (EM) log likelihood = -28532.469
Iteration 30: (EM) log likelihood = -28534.738
Iteration 31: (EM) log likelihood = -28536.289
Iteration 32: (EM) log likelihood = -28537.259
Iteration 33: (EM) log likelihood = -28537.624
Iteration 34: (EM) log likelihood = -28537.28
Iteration 35: (EM) log likelihood = -28536.4
Iteration 36: (EM) log likelihood = -28534.889
Iteration 37: (EM) log likelihood = -28533.084
Iteration 38: (EM) log likelihood = -28531.819
Iteration 39: (EM) log likelihood = -28530.269
Iteration 40: (EM) log likelihood = -28527.455
Iteration 41: (EM) log likelihood = -28525.34
Iteration 42: (EM) log likelihood = -28522.618
Iteration 43: (EM) log likelihood = -28520.34
Iteration 44: (EM) log likelihood = -28517.065
Iteration 45: (EM) log likelihood = -28513.989
Iteration 46: (EM) log likelihood = -28511.655
Iteration 47: (EM) log likelihood = -28509.376
Iteration 48: (EM) log likelihood = -28506.266
Iteration 49: (EM) log likelihood = -28503.978
Iteration 50: (EM) log likelihood = -28501.641
Iteration 51: (EM) log likelihood = -28498.963
Iteration 52: (EM) log likelihood = -28496.714
Iteration 53: (EM) log likelihood = -28494.445
Iteration 54: (EM) log likelihood = -28492.609
Iteration 55: (EM) log likelihood = -28490.513
Iteration 56: (EM) log likelihood = -28488.407
Iteration 57: (EM) log likelihood = -28486.09
Iteration 58: (EM) log likelihood = -28483.663
Iteration 59: (EM) log likelihood = -28481.619
Iteration 60: (EM) log likelihood = -28479.534
Iteration 61: (EM) log likelihood = -28477.716
Iteration 62: (EM) log likelihood = -28475.662
Iteration 63: (EM) log likelihood = -28474.076
Iteration 64: (EM) log likelihood = -28472.182
Iteration 65: (EM) log likelihood = -28469.805
Iteration 66: (EM) log likelihood = -28468.168
Iteration 67: (EM) log likelihood = -28466.523
Iteration 68: (EM) log likelihood = -28464.97
Iteration 69: (EM) log likelihood = -28463.408
Iteration 70: (EM) log likelihood = -28461.657
Iteration 71: (EM) log likelihood = -28459.967
Iteration 72: (EM) log likelihood = -28458.51
Iteration 73: (EM) log likelihood = -28457.075
Iteration 74: (EM) log likelihood = -28455.068
Iteration 75: (EM) log likelihood = -28453.864
Iteration 76: (EM) log likelihood = -28452.678
Iteration 77: (EM) log likelihood = -28451.342
Iteration 78: (EM) log likelihood = -28449.851
Iteration 79: (EM) log likelihood = -28448.562
Iteration 80: (EM) log likelihood = -28447.24
Iteration 81: (EM) log likelihood = -28446.052
Iteration 82: (EM) log likelihood = -28444.908
Iteration 83: (EM) log likelihood = -28443.662
Iteration 84: (EM) log likelihood = -28442.479
Iteration 85: (EM) log likelihood = -28441.325
Iteration 86: (EM) log likelihood = -28440.323
Iteration 87: (EM) log likelihood = -28439.149
Iteration 88: (EM) log likelihood = -28437.906
Iteration 89: (EM) log likelihood = -28436.907
Iteration 90: (EM) log likelihood = -28435.786
Iteration 91: (EM) log likelihood = -28434.6
Iteration 92: (EM) log likelihood = -28433.655
Iteration 93: (EM) log likelihood = -28432.517
Iteration 94: (EM) log likelihood = -28431.461
Iteration 95: (EM) log likelihood = -28430.961
Iteration 96: (EM) log likelihood = -28430.198
Iteration 97: (EM) log likelihood = -28428.876
Iteration 98: (EM) log likelihood = -28427.969
Iteration 99: (EM) log likelihood = -28427.164
Iteration 100: (EM) log likelihood = -28426.151
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6198
Iteration 1: (class) log likelihood = -4162.6198
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.157
Iteration 1: (outcome) log likelihood = -28949.876
Iteration 2: (outcome) log likelihood = -28936.419
Iteration 3: (outcome) log likelihood = -28936.143
Iteration 4: (outcome) log likelihood = -28936.097
Iteration 5: (outcome) log likelihood = -28936.089
Iteration 6: (outcome) log likelihood = -28936.088
Iteration 7: (outcome) log likelihood = -28936.087
Iteration 8: (outcome) log likelihood = -28936.087
Iteration 9: (outcome) log likelihood = -28936.087 (not concave)
Iteration 10: (outcome) log likelihood = -28936.087 (not concave)
Iteration 11: (outcome) log likelihood = -28936.087 (not concave)
Iteration 12: (outcome) log likelihood = -28936.087 (not concave)
Iteration 13: (outcome) log likelihood = -28936.087 (not concave)
Iteration 14: (outcome) log likelihood = -28936.087 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33073.92
Iteration 1: (EM) log likelihood = -32993.436
Iteration 2: (EM) log likelihood = -32753.507
Iteration 3: (EM) log likelihood = -32176.965
Iteration 4: (EM) log likelihood = -31254.709
Iteration 5: (EM) log likelihood = -30405.545
Iteration 6: (EM) log likelihood = -29784.976
Iteration 7: (EM) log likelihood = -29333.177
Iteration 8: (EM) log likelihood = -29041.577
Iteration 9: (EM) log likelihood = -28879.395
Iteration 10: (EM) log likelihood = -28788.007
Iteration 11: (EM) log likelihood = -28730.73
Iteration 12: (EM) log likelihood = -28688.662
Iteration 13: (EM) log likelihood = -28654.295
Iteration 14: (EM) log likelihood = -28623.1
Iteration 15: (EM) log likelihood = -28597.908
Iteration 16: (EM) log likelihood = -28574.873
Iteration 17: (EM) log likelihood = -28553.698
Iteration 18: (EM) log likelihood = -28533.914
Iteration 19: (EM) log likelihood = -28515.257
Iteration 20: (EM) log likelihood = -28498.081
Iteration 21: (EM) log likelihood = -28481.619
Iteration 22: (EM) log likelihood = -28463.567
Iteration 23: (EM) log likelihood = -28446.435
Iteration 24: (EM) log likelihood = -28431.949
Iteration 25: (EM) log likelihood = -28418.055
Iteration 26: (EM) log likelihood = -28404.428
Iteration 27: (EM) log likelihood = -28391.184
Iteration 28: (EM) log likelihood = -28376.966
Iteration 29: (EM) log likelihood = -28364.102
Iteration 30: (EM) log likelihood = -28351.916
Iteration 31: (EM) log likelihood = -28339.411
Iteration 32: (EM) log likelihood = -28330.29
Iteration 33: (EM) log likelihood = -28319.567
Iteration 34: (EM) log likelihood = -28309.086
Iteration 35: (EM) log likelihood = -28299.172
Iteration 36: (EM) log likelihood = -28290.801
Iteration 37: (EM) log likelihood = -28281.301
Iteration 38: (EM) log likelihood = -28278.207
Iteration 39: (EM) log likelihood = -28268.157
Iteration 40: (EM) log likelihood = -28260.167
Iteration 41: (EM) log likelihood = -28252.261
Iteration 42: (EM) log likelihood = -28242.894
Iteration 43: (EM) log likelihood = -28234.1
Iteration 44: (EM) log likelihood = -28227.583
Iteration 45: (EM) log likelihood = -28219.582
Iteration 46: (EM) log likelihood = -28211.059
Iteration 47: (EM) log likelihood = -28204.566
Iteration 48: (EM) log likelihood = -28198.517
Iteration 49: (EM) log likelihood = -28193.007
Iteration 50: (EM) log likelihood = -28188.902
Iteration 51: (EM) log likelihood = -28183.515
Iteration 52: (EM) log likelihood = -28177.77
Iteration 53: (EM) log likelihood = -28171.497
Iteration 54: (EM) log likelihood = -28168.433
Iteration 55: (EM) log likelihood = -28162.873
Iteration 56: (EM) log likelihood = -28159.316
Iteration 57: (EM) log likelihood = -28155.458
Iteration 58: (EM) log likelihood = -28149.881
Iteration 59: (EM) log likelihood = -28146.494
Iteration 60: (EM) log likelihood = -28143.036
Iteration 61: (EM) log likelihood = -28140.129
Iteration 62: (EM) log likelihood = -28138.384
Iteration 63: (EM) log likelihood = -28134.617
Iteration 64: (EM) log likelihood = -28131.667
Iteration 65: (EM) log likelihood = -28129.859
Iteration 66: (EM) log likelihood = -28126.793
Iteration 67: (EM) log likelihood = -28123.716
Iteration 68: (EM) log likelihood = -28120.568
Iteration 69: (EM) log likelihood = -28117.878
Iteration 70: (EM) log likelihood = -28115.388
Iteration 71: (EM) log likelihood = -28117.976
Iteration 72: (EM) log likelihood = -28115.426
Iteration 73: (EM) log likelihood = -28113.013
Iteration 74: (EM) log likelihood = -28111.236
Iteration 75: (EM) log likelihood = -28108.679
Iteration 76: (EM) log likelihood = -28106.393
Iteration 77: (EM) log likelihood = -28104.528
Iteration 78: (EM) log likelihood = -28100.89
Iteration 79: (EM) log likelihood = -28099.817
Iteration 80: (EM) log likelihood = -28099.836
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1245
Iteration 1: (class) log likelihood = -4162.1245
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29140.884
Iteration 1: (outcome) log likelihood = -28942.708
Iteration 2: (outcome) log likelihood = -28923.997
Iteration 3: (outcome) log likelihood = -28923.178
Iteration 4: (outcome) log likelihood = -28923.014
Iteration 5: (outcome) log likelihood = -28922.975
Iteration 6: (outcome) log likelihood = -28922.967
Iteration 7: (outcome) log likelihood = -28922.966
Iteration 8: (outcome) log likelihood = -28922.966 (not concave)
Iteration 9: (outcome) log likelihood = -28922.966 (not concave)
Iteration 10: (outcome) log likelihood = -28922.966 (not concave)
Iteration 11: (outcome) log likelihood = -28922.966 (not concave)
Iteration 12: (outcome) log likelihood = -28922.966 (not concave)
Iteration 13: (outcome) log likelihood = -28922.966 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33049.631
Iteration 1: (EM) log likelihood = -32893.571
Iteration 2: (EM) log likelihood = -32396.623
Iteration 3: (EM) log likelihood = -31480.073
Iteration 4: (EM) log likelihood = -30643.417
Iteration 5: (EM) log likelihood = -30080.746
Iteration 6: (EM) log likelihood = -29651.468
Iteration 7: (EM) log likelihood = -29297.475
Iteration 8: (EM) log likelihood = -29038.909
Iteration 9: (EM) log likelihood = -28871.202
Iteration 10: (EM) log likelihood = -28767.341
Iteration 11: (EM) log likelihood = -28698.656
Iteration 12: (EM) log likelihood = -28659.861
Iteration 13: (EM) log likelihood = -28634.26
Iteration 14: (EM) log likelihood = -28615.149
Iteration 15: (EM) log likelihood = -28599.972
Iteration 16: (EM) log likelihood = -28586.047
Iteration 17: (EM) log likelihood = -28574.892
Iteration 18: (EM) log likelihood = -28564.687
Iteration 19: (EM) log likelihood = -28554.657
Iteration 20: (EM) log likelihood = -28545.457
Iteration 21: (EM) log likelihood = -28536.805
Iteration 22: (EM) log likelihood = -28528.029
Iteration 23: (EM) log likelihood = -28520.698
Iteration 24: (EM) log likelihood = -28512.358
Iteration 25: (EM) log likelihood = -28505.626
Iteration 26: (EM) log likelihood = -28498.697
Iteration 27: (EM) log likelihood = -28490.194
Iteration 28: (EM) log likelihood = -28482.547
Iteration 29: (EM) log likelihood = -28475.598
Iteration 30: (EM) log likelihood = -28468.622
Iteration 31: (EM) log likelihood = -28462.99
Iteration 32: (EM) log likelihood = -28456.754
Iteration 33: (EM) log likelihood = -28451.523
Iteration 34: (EM) log likelihood = -28446.306
Iteration 35: (EM) log likelihood = -28441.351
Iteration 36: (EM) log likelihood = -28436.326
Iteration 37: (EM) log likelihood = -28430.195
Iteration 38: (EM) log likelihood = -28425.807
Iteration 39: (EM) log likelihood = -28421.969
Iteration 40: (EM) log likelihood = -28418.396
Iteration 41: (EM) log likelihood = -28414.689
Iteration 42: (EM) log likelihood = -28409.362
Iteration 43: (EM) log likelihood = -28404.201
Iteration 44: (EM) log likelihood = -28400.944
Iteration 45: (EM) log likelihood = -28397.156
Iteration 46: (EM) log likelihood = -28394.083
Iteration 47: (EM) log likelihood = -28390.574
Iteration 48: (EM) log likelihood = -28387.302
Iteration 49: (EM) log likelihood = -28383.393
Iteration 50: (EM) log likelihood = -28380.363
Iteration 51: (EM) log likelihood = -28377.417
Iteration 52: (EM) log likelihood = -28374.448
Iteration 53: (EM) log likelihood = -28371.05
Iteration 54: (EM) log likelihood = -28368.879
Iteration 55: (EM) log likelihood = -28366.694
Iteration 56: (EM) log likelihood = -28364.694
Iteration 57: (EM) log likelihood = -28363.308
Iteration 58: (EM) log likelihood = -28361.474
Iteration 59: (EM) log likelihood = -28359.77
Iteration 60: (EM) log likelihood = -28358.244
Iteration 61: (EM) log likelihood = -28356.838
Iteration 62: (EM) log likelihood = -28355.619
Iteration 63: (EM) log likelihood = -28354.441
Iteration 64: (EM) log likelihood = -28353.207
Iteration 65: (EM) log likelihood = -28352.005
Iteration 66: (EM) log likelihood = -28351.052
Iteration 67: (EM) log likelihood = -28350.124
Iteration 68: (EM) log likelihood = -28349.156
Iteration 69: (EM) log likelihood = -28348.286
Iteration 70: (EM) log likelihood = -28347.348
Iteration 71: (EM) log likelihood = -28346.482
Iteration 72: (EM) log likelihood = -28345.717
Iteration 73: (EM) log likelihood = -28345.096
Iteration 74: (EM) log likelihood = -28344.218
Iteration 75: (EM) log likelihood = -28343.528
Iteration 76: (EM) log likelihood = -28342.685
Iteration 77: (EM) log likelihood = -28342.006
Iteration 78: (EM) log likelihood = -28341.341
Iteration 79: (EM) log likelihood = -28340.678
Iteration 80: (EM) log likelihood = -28339.925
Iteration 81: (EM) log likelihood = -28339.347
Iteration 82: (EM) log likelihood = -28338.758
Iteration 83: (EM) log likelihood = -28338.192
Iteration 84: (EM) log likelihood = -28337.648
Iteration 85: (EM) log likelihood = -28337.119
Iteration 86: (EM) log likelihood = -28336.607
Iteration 87: (EM) log likelihood = -28336.101
Iteration 88: (EM) log likelihood = -28335.591
Iteration 89: (EM) log likelihood = -28334.707
Iteration 90: (EM) log likelihood = -28334.199
Iteration 91: (EM) log likelihood = -28333.652
Iteration 92: (EM) log likelihood = -28333.121
Iteration 93: (EM) log likelihood = -28333.271
Iteration 94: (EM) log likelihood = -28332.519
Iteration 95: (EM) log likelihood = -28330.159
Iteration 96: (EM) log likelihood = -28329.809
Iteration 97: (EM) log likelihood = -28329.316
Iteration 98: (EM) log likelihood = -28328.858
Iteration 99: (EM) log likelihood = -28328.406
Iteration 100: (EM) log likelihood = -28327.977
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4159.2678
Iteration 1: (class) log likelihood = -4159.2678
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.915
Iteration 1: (outcome) log likelihood = -28952.289
Iteration 2: (outcome) log likelihood = -28933.693
Iteration 3: (outcome) log likelihood = -28932.672
Iteration 4: (outcome) log likelihood = -28932.433
Iteration 5: (outcome) log likelihood = -28932.384
Iteration 6: (outcome) log likelihood = -28932.375
Iteration 7: (outcome) log likelihood = -28932.374
Iteration 8: (outcome) log likelihood = -28932.374
Iteration 9: (outcome) log likelihood = -28932.374 (not concave)
Iteration 10: (outcome) log likelihood = -28932.374 (not concave)
Iteration 11: (outcome) log likelihood = -28932.374 (not concave)
Iteration 12: (outcome) log likelihood = -28932.374 (not concave)
Iteration 13: (outcome) log likelihood = -28932.374 (not concave)
Iteration 14: (outcome) log likelihood = -28932.374 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33065.137
Iteration 1: (EM) log likelihood = -32997.779
Iteration 2: (EM) log likelihood = -32838.772
Iteration 3: (EM) log likelihood = -32431.463
Iteration 4: (EM) log likelihood = -31594.645
Iteration 5: (EM) log likelihood = -30649.069
Iteration 6: (EM) log likelihood = -29934.506
Iteration 7: (EM) log likelihood = -29407.799
Iteration 8: (EM) log likelihood = -29049.034
Iteration 9: (EM) log likelihood = -28852.257
Iteration 10: (EM) log likelihood = -28758.165
Iteration 11: (EM) log likelihood = -28711.66
Iteration 12: (EM) log likelihood = -28685.862
Iteration 13: (EM) log likelihood = -28668.684
Iteration 14: (EM) log likelihood = -28655.838
Iteration 15: (EM) log likelihood = -28646.219
Iteration 16: (EM) log likelihood = -28637.776
Iteration 17: (EM) log likelihood = -28631.276
Iteration 18: (EM) log likelihood = -28625.123
Iteration 19: (EM) log likelihood = -28620.074
Iteration 20: (EM) log likelihood = -28613.149
Iteration 21: (EM) log likelihood = -28607.63
Iteration 22: (EM) log likelihood = -28601.29
Iteration 23: (EM) log likelihood = -28598.373
Iteration 24: (EM) log likelihood = -28596.435
Iteration 25: (EM) log likelihood = -28594.984
Iteration 26: (EM) log likelihood = -28592.968
Iteration 27: (EM) log likelihood = -28591.438
Iteration 28: (EM) log likelihood = -28589.893
Iteration 29: (EM) log likelihood = -28589.281
Iteration 30: (EM) log likelihood = -28587.759
Iteration 31: (EM) log likelihood = -28585.83
Iteration 32: (EM) log likelihood = -28585.127
Iteration 33: (EM) log likelihood = -28584.094
Iteration 34: (EM) log likelihood = -28581.906
Iteration 35: (EM) log likelihood = -28580.343
Iteration 36: (EM) log likelihood = -28578.682
Iteration 37: (EM) log likelihood = -28576.693
Iteration 38: (EM) log likelihood = -28573.954
Iteration 39: (EM) log likelihood = -28572.355
Iteration 40: (EM) log likelihood = -28571.132
Iteration 41: (EM) log likelihood = -28570.075
Iteration 42: (EM) log likelihood = -28569.02
Iteration 43: (EM) log likelihood = -28567.985
Iteration 44: (EM) log likelihood = -28567.019
Iteration 45: (EM) log likelihood = -28565.817
Iteration 46: (EM) log likelihood = -28564.653
Iteration 47: (EM) log likelihood = -28563.791
Iteration 48: (EM) log likelihood = -28562.577
Iteration 49: (EM) log likelihood = -28560.949
Iteration 50: (EM) log likelihood = -28560.182
Iteration 51: (EM) log likelihood = -28559.506
Iteration 52: (EM) log likelihood = -28558.284
Iteration 53: (EM) log likelihood = -28556.754
Iteration 54: (EM) log likelihood = -28556.253
Iteration 55: (EM) log likelihood = -28555.7
Iteration 56: (EM) log likelihood = -28554.972
Iteration 57: (EM) log likelihood = -28553.991
Iteration 58: (EM) log likelihood = -28553.493
Iteration 59: (EM) log likelihood = -28552.929
Iteration 60: (EM) log likelihood = -28552.303
Iteration 61: (EM) log likelihood = -28551.773
Iteration 62: (EM) log likelihood = -28551.207
Iteration 63: (EM) log likelihood = -28550.67
Iteration 64: (EM) log likelihood = -28550.055
Iteration 65: (EM) log likelihood = -28549.279
Iteration 66: (EM) log likelihood = -28548.882
Iteration 67: (EM) log likelihood = -28548.423
Iteration 68: (EM) log likelihood = -28547.649
Iteration 69: (EM) log likelihood = -28547.478
Iteration 70: (EM) log likelihood = -28547.208
Iteration 71: (EM) log likelihood = -28546.739
Iteration 72: (EM) log likelihood = -28546.347
Iteration 73: (EM) log likelihood = -28545.97
Iteration 74: (EM) log likelihood = -28545.576
Iteration 75: (EM) log likelihood = -28545.17
Iteration 76: (EM) log likelihood = -28544.738
Iteration 77: (EM) log likelihood = -28544.384
Iteration 78: (EM) log likelihood = -28544.039
Iteration 79: (EM) log likelihood = -28543.719
Iteration 80: (EM) log likelihood = -28543.411
Iteration 81: (EM) log likelihood = -28543.002
Iteration 82: (EM) log likelihood = -28542.449
Iteration 83: (EM) log likelihood = -28542.22
Iteration 84: (EM) log likelihood = -28541.922
Iteration 85: (EM) log likelihood = -28541.601
Iteration 86: (EM) log likelihood = -28541.294
Iteration 87: (EM) log likelihood = -28540.973
Iteration 88: (EM) log likelihood = -28540.643
Iteration 89: (EM) log likelihood = -28540.359
Iteration 90: (EM) log likelihood = -28540.089
Iteration 91: (EM) log likelihood = -28539.831
Iteration 92: (EM) log likelihood = -28539.585
Iteration 93: (EM) log likelihood = -28539.347
Iteration 94: (EM) log likelihood = -28539.126
Iteration 95: (EM) log likelihood = -28538.896
Iteration 96: (EM) log likelihood = -28538.617
Iteration 97: (EM) log likelihood = -28538.383
Iteration 98: (EM) log likelihood = -28538.108
Iteration 99: (EM) log likelihood = -28537.686
Iteration 100: (EM) log likelihood = -28536.317
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5368
Iteration 1: (class) log likelihood = -4162.5368
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.16
Iteration 1: (outcome) log likelihood = -28949.215
Iteration 2: (outcome) log likelihood = -28927.371
Iteration 3: (outcome) log likelihood = -28926.005
Iteration 4: (outcome) log likelihood = -28925.81
Iteration 5: (outcome) log likelihood = -28925.763
Iteration 6: (outcome) log likelihood = -28925.753
Iteration 7: (outcome) log likelihood = -28925.752
Iteration 8: (outcome) log likelihood = -28925.751
Iteration 9: (outcome) log likelihood = -28925.751 (not concave)
Iteration 10: (outcome) log likelihood = -28925.751 (not concave)
Iteration 11: (outcome) log likelihood = -28925.751 (not concave)
Iteration 12: (outcome) log likelihood = -28925.751 (not concave)
Iteration 13: (outcome) log likelihood = -28925.751 (not concave)
Iteration 14: (outcome) log likelihood = -28925.751 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33072.647
Iteration 1: (EM) log likelihood = -33016.383
Iteration 2: (EM) log likelihood = -32859.198
Iteration 3: (EM) log likelihood = -32505.611
Iteration 4: (EM) log likelihood = -31881.44
Iteration 5: (EM) log likelihood = -31165.991
Iteration 6: (EM) log likelihood = -30561.778
Iteration 7: (EM) log likelihood = -30061.589
Iteration 8: (EM) log likelihood = -29628.9
Iteration 9: (EM) log likelihood = -29266.78
Iteration 10: (EM) log likelihood = -28961.436
Iteration 11: (EM) log likelihood = -28702.76
Iteration 12: (EM) log likelihood = -28513.04
Iteration 13: (EM) log likelihood = -28390.191
Iteration 14: (EM) log likelihood = -28308.926
Iteration 15: (EM) log likelihood = -28249.827
Iteration 16: (EM) log likelihood = -28202.557
Iteration 17: (EM) log likelihood = -28160.217
Iteration 18: (EM) log likelihood = -28119.879
Iteration 19: (EM) log likelihood = -28079.1
Iteration 20: (EM) log likelihood = -28037.565
Iteration 21: (EM) log likelihood = -27993.319
Iteration 22: (EM) log likelihood = -27946.487
Iteration 23: (EM) log likelihood = -27899.547
Iteration 24: (EM) log likelihood = -27856.204
Iteration 25: (EM) log likelihood = -27816.718
Iteration 26: (EM) log likelihood = -27784.467
Iteration 27: (EM) log likelihood = -27756.703
Iteration 28: (EM) log likelihood = -27734.645
Iteration 29: (EM) log likelihood = -27714.444
Iteration 30: (EM) log likelihood = -27698.673
Iteration 31: (EM) log likelihood = -27685.661
Iteration 32: (EM) log likelihood = -27676.146
Iteration 33: (EM) log likelihood = -27667.619
Iteration 34: (EM) log likelihood = -27658.684
Iteration 35: (EM) log likelihood = -27651.875
Iteration 36: (EM) log likelihood = -27644.528
Iteration 37: (EM) log likelihood = -27638.335
Iteration 38: (EM) log likelihood = -27633.86
Iteration 39: (EM) log likelihood = -27630.296
Iteration 40: (EM) log likelihood = -27626.629
Iteration 41: (EM) log likelihood = -27623.449
Iteration 42: (EM) log likelihood = -27619.104
Iteration 43: (EM) log likelihood = -27615.972
Iteration 44: (EM) log likelihood = -27613.293
Iteration 45: (EM) log likelihood = -27611.333
Iteration 46: (EM) log likelihood = -27608.527
Iteration 47: (EM) log likelihood = -27607.425
Iteration 48: (EM) log likelihood = -27605.566
Iteration 49: (EM) log likelihood = -27604.731
Iteration 50: (EM) log likelihood = -27604.083
Iteration 51: (EM) log likelihood = -27603.323
Iteration 52: (EM) log likelihood = -27602.89
Iteration 53: (EM) log likelihood = -27602.123
Iteration 54: (EM) log likelihood = -27601.485
Iteration 55: (EM) log likelihood = -27600.811
Iteration 56: (EM) log likelihood = -27600.519
Iteration 57: (EM) log likelihood = -27600.331
Iteration 58: (EM) log likelihood = -27600.007
Iteration 59: (EM) log likelihood = -27599.835
Iteration 60: (EM) log likelihood = -27599.68
Iteration 61: (EM) log likelihood = -27599.573
Iteration 62: (EM) log likelihood = -27599.308
Iteration 63: (EM) log likelihood = -27599.174
Iteration 64: (EM) log likelihood = -27598.39
Iteration 65: (EM) log likelihood = -27598.401
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.3254
Iteration 1: (class) log likelihood = -4162.3254
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.56
Iteration 1: (outcome) log likelihood = -28946.748
Iteration 2: (outcome) log likelihood = -28930.189
Iteration 3: (outcome) log likelihood = -28929.352
Iteration 4: (outcome) log likelihood = -28929.287
Iteration 5: (outcome) log likelihood = -28929.272
Iteration 6: (outcome) log likelihood = -28929.269
Iteration 7: (outcome) log likelihood = -28929.268
Iteration 8: (outcome) log likelihood = -28929.268
Iteration 9: (outcome) log likelihood = -28929.268
Iteration 10: (outcome) log likelihood = -28929.268 (not concave)
Iteration 11: (outcome) log likelihood = -28929.268 (not concave)
Iteration 12: (outcome) log likelihood = -28929.268 (not concave)
Iteration 13: (outcome) log likelihood = -28929.268 (not concave)
Iteration 14: (outcome) log likelihood = -28929.268 (not concave)
Iteration 15: (outcome) log likelihood = -28929.268 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33070.376
Iteration 1: (EM) log likelihood = -33008.203
Iteration 2: (EM) log likelihood = -32835.796
Iteration 3: (EM) log likelihood = -32430.995
Iteration 4: (EM) log likelihood = -31650.669
Iteration 5: (EM) log likelihood = -30624.79
Iteration 6: (EM) log likelihood = -29817.993
Iteration 7: (EM) log likelihood = -29318.872
Iteration 8: (EM) log likelihood = -29023.868
Iteration 9: (EM) log likelihood = -28862.26
Iteration 10: (EM) log likelihood = -28773.066
Iteration 11: (EM) log likelihood = -28716.105
Iteration 12: (EM) log likelihood = -28672.775
Iteration 13: (EM) log likelihood = -28634.464
Iteration 14: (EM) log likelihood = -28605.514
Iteration 15: (EM) log likelihood = -28578.906
Iteration 16: (EM) log likelihood = -28553.265
Iteration 17: (EM) log likelihood = -28528.687
Iteration 18: (EM) log likelihood = -28506.249
Iteration 19: (EM) log likelihood = -28484.273
Iteration 20: (EM) log likelihood = -28460.603
Iteration 21: (EM) log likelihood = -28439.999
Iteration 22: (EM) log likelihood = -28417.165
Iteration 23: (EM) log likelihood = -28396.447
Iteration 24: (EM) log likelihood = -28377.012
Iteration 25: (EM) log likelihood = -28357.704
Iteration 26: (EM) log likelihood = -28337.787
Iteration 27: (EM) log likelihood = -28318.216
Iteration 28: (EM) log likelihood = -28296.818
Iteration 29: (EM) log likelihood = -28275.484
Iteration 30: (EM) log likelihood = -28254.192
Iteration 31: (EM) log likelihood = -28233.428
Iteration 32: (EM) log likelihood = -28213.837
Iteration 33: (EM) log likelihood = -28194.922
Iteration 34: (EM) log likelihood = -28174.749
Iteration 35: (EM) log likelihood = -28154.26
Iteration 36: (EM) log likelihood = -28134.259
Iteration 37: (EM) log likelihood = -28115.686
Iteration 38: (EM) log likelihood = -28099.045
Iteration 39: (EM) log likelihood = -28078.32
Iteration 40: (EM) log likelihood = -28058.007
Iteration 41: (EM) log likelihood = -28038.187
Iteration 42: (EM) log likelihood = -28017.541
Iteration 43: (EM) log likelihood = -27998.433
Iteration 44: (EM) log likelihood = -27980.153
Iteration 45: (EM) log likelihood = -27962.822
Iteration 46: (EM) log likelihood = -27947.055
Iteration 47: (EM) log likelihood = -27931.52
Iteration 48: (EM) log likelihood = -27919.045
Iteration 49: (EM) log likelihood = -27906.568
Iteration 50: (EM) log likelihood = -27896.639
Iteration 51: (EM) log likelihood = -27886.179
Iteration 52: (EM) log likelihood = -27877
Iteration 53: (EM) log likelihood = -27867.561
Iteration 54: (EM) log likelihood = -27860.835
Iteration 55: (EM) log likelihood = -27854.206
Iteration 56: (EM) log likelihood = -27848.482
Iteration 57: (EM) log likelihood = -27842.916
Iteration 58: (EM) log likelihood = -27837.871
Iteration 59: (EM) log likelihood = -27834.154
Iteration 60: (EM) log likelihood = -27827.899
Iteration 61: (EM) log likelihood = -27823.691
Iteration 62: (EM) log likelihood = -27819.488
Iteration 63: (EM) log likelihood = -27816.343
Iteration 64: (EM) log likelihood = -27812.467
Iteration 65: (EM) log likelihood = -27809.698
Iteration 66: (EM) log likelihood = -27806.808
Iteration 67: (EM) log likelihood = -27803.614
Iteration 68: (EM) log likelihood = -27800.661
Iteration 69: (EM) log likelihood = -27797.862
Iteration 70: (EM) log likelihood = -27795.724
Iteration 71: (EM) log likelihood = -27793.517
Iteration 72: (EM) log likelihood = -27790.99
Iteration 73: (EM) log likelihood = -27789.098
Iteration 74: (EM) log likelihood = -27787.266
Iteration 75: (EM) log likelihood = -27785.456
Iteration 76: (EM) log likelihood = -27784.049
Iteration 77: (EM) log likelihood = -27782.297
Iteration 78: (EM) log likelihood = -27781.313
Iteration 79: (EM) log likelihood = -27780.034
Iteration 80: (EM) log likelihood = -27779.208
Iteration 81: (EM) log likelihood = -27777.828
Iteration 82: (EM) log likelihood = -27777.111
Iteration 83: (EM) log likelihood = -27776.066
Iteration 84: (EM) log likelihood = -27775.445
Iteration 85: (EM) log likelihood = -27774.388
Iteration 86: (EM) log likelihood = -27773.715
Iteration 87: (EM) log likelihood = -27772.878
Iteration 88: (EM) log likelihood = -27771.88
Iteration 89: (EM) log likelihood = -27770.661
Iteration 90: (EM) log likelihood = -27769.591
Iteration 91: (EM) log likelihood = -27768.189
Iteration 92: (EM) log likelihood = -27766.879
Iteration 93: (EM) log likelihood = -27765.442
Iteration 94: (EM) log likelihood = -27764.808
Iteration 95: (EM) log likelihood = -27763.944
Iteration 96: (EM) log likelihood = -27763.336
Iteration 97: (EM) log likelihood = -27762.808
Iteration 98: (EM) log likelihood = -27762.33
Iteration 99: (EM) log likelihood = -27761.671
Iteration 100: (EM) log likelihood = -27761.19
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.9753
Iteration 1: (class) log likelihood = -4160.9753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.693
Iteration 1: (outcome) log likelihood = -28949.887
Iteration 2: (outcome) log likelihood = -28929.274
Iteration 3: (outcome) log likelihood = -28928.04
Iteration 4: (outcome) log likelihood = -28927.969
Iteration 5: (outcome) log likelihood = -28927.953
Iteration 6: (outcome) log likelihood = -28927.949
Iteration 7: (outcome) log likelihood = -28927.948
Iteration 8: (outcome) log likelihood = -28927.948
Iteration 9: (outcome) log likelihood = -28927.948
Iteration 10: (outcome) log likelihood = -28927.948 (not concave)
Iteration 11: (outcome) log likelihood = -28927.948 (not concave)
Iteration 12: (outcome) log likelihood = -28927.948 (not concave)
Iteration 13: (outcome) log likelihood = -28927.948 (not concave)
Iteration 14: (outcome) log likelihood = -28927.948 (not concave)
Iteration 15: (outcome) log likelihood = -28927.948 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33066.931
Iteration 1: (EM) log likelihood = -33002.341
Iteration 2: (EM) log likelihood = -32831.257
Iteration 3: (EM) log likelihood = -32455.218
Iteration 4: (EM) log likelihood = -31845.531
Iteration 5: (EM) log likelihood = -31180.484
Iteration 6: (EM) log likelihood = -30608.449
Iteration 7: (EM) log likelihood = -30132.88
Iteration 8: (EM) log likelihood = -29732.318
Iteration 9: (EM) log likelihood = -29405.405
Iteration 10: (EM) log likelihood = -29168.751
Iteration 11: (EM) log likelihood = -29027.73
Iteration 12: (EM) log likelihood = -28947.866
Iteration 13: (EM) log likelihood = -28889.617
Iteration 14: (EM) log likelihood = -28838.07
Iteration 15: (EM) log likelihood = -28794.938
Iteration 16: (EM) log likelihood = -28765.619
Iteration 17: (EM) log likelihood = -28749.248
Iteration 18: (EM) log likelihood = -28739.399
Iteration 19: (EM) log likelihood = -28730.846
Iteration 20: (EM) log likelihood = -28723.443
Iteration 21: (EM) log likelihood = -28720.141
Iteration 22: (EM) log likelihood = -28715.306
Iteration 23: (EM) log likelihood = -28708.263
Iteration 24: (EM) log likelihood = -28701.584
Iteration 25: (EM) log likelihood = -28692.102
Iteration 26: (EM) log likelihood = -28680.983
Iteration 27: (EM) log likelihood = -28668.924
Iteration 28: (EM) log likelihood = -28654.147
Iteration 29: (EM) log likelihood = -28635.84
Iteration 30: (EM) log likelihood = -28616.776
Iteration 31: (EM) log likelihood = -28596.166
Iteration 32: (EM) log likelihood = -28573.881
Iteration 33: (EM) log likelihood = -28550.013
Iteration 34: (EM) log likelihood = -28524.133
Iteration 35: (EM) log likelihood = -28498.226
Iteration 36: (EM) log likelihood = -28471.364
Iteration 37: (EM) log likelihood = -28447.17
Iteration 38: (EM) log likelihood = -28425.347
Iteration 39: (EM) log likelihood = -28403.09
Iteration 40: (EM) log likelihood = -28381.223
Iteration 41: (EM) log likelihood = -28362.033
Iteration 42: (EM) log likelihood = -28343.748
Iteration 43: (EM) log likelihood = -28326.223
Iteration 44: (EM) log likelihood = -28311.455
Iteration 45: (EM) log likelihood = -28295.875
Iteration 46: (EM) log likelihood = -28279.026
Iteration 47: (EM) log likelihood = -28264.887
Iteration 48: (EM) log likelihood = -28254.013
Iteration 49: (EM) log likelihood = -28243.476
Iteration 50: (EM) log likelihood = -28232.876
Iteration 51: (EM) log likelihood = -28222.667
Iteration 52: (EM) log likelihood = -28209.952
Iteration 53: (EM) log likelihood = -28201.896
Iteration 54: (EM) log likelihood = -28194.69
Iteration 55: (EM) log likelihood = -28188.122
Iteration 56: (EM) log likelihood = -28181.807
Iteration 57: (EM) log likelihood = -28176.25
Iteration 58: (EM) log likelihood = -28169.658
Iteration 59: (EM) log likelihood = -28162.621
Iteration 60: (EM) log likelihood = -28157.397
Iteration 61: (EM) log likelihood = -28153.048
Iteration 62: (EM) log likelihood = -28148.587
Iteration 63: (EM) log likelihood = -28144.505
Iteration 64: (EM) log likelihood = -28140.885
Iteration 65: (EM) log likelihood = -28137.837
Iteration 66: (EM) log likelihood = -28134.484
Iteration 67: (EM) log likelihood = -28131.757
Iteration 68: (EM) log likelihood = -28129.434
Iteration 69: (EM) log likelihood = -28126.813
Iteration 70: (EM) log likelihood = -28124.505
Iteration 71: (EM) log likelihood = -28122.021
Iteration 72: (EM) log likelihood = -28119.694
Iteration 73: (EM) log likelihood = -28117.705
Iteration 74: (EM) log likelihood = -28115.563
Iteration 75: (EM) log likelihood = -28113.855
Iteration 76: (EM) log likelihood = -28112.142
Iteration 77: (EM) log likelihood = -28110.544
Iteration 78: (EM) log likelihood = -28109.083
Iteration 79: (EM) log likelihood = -28108.108
Iteration 80: (EM) log likelihood = -28106.767
Iteration 81: (EM) log likelihood = -28105.666
Iteration 82: (EM) log likelihood = -28104.722
Iteration 83: (EM) log likelihood = -28104.071
Iteration 84: (EM) log likelihood = -28103.149
Iteration 85: (EM) log likelihood = -28102.297
Iteration 86: (EM) log likelihood = -28101.373
Iteration 87: (EM) log likelihood = -28100.473
Iteration 88: (EM) log likelihood = -28099.717
Iteration 89: (EM) log likelihood = -28099.021
Iteration 90: (EM) log likelihood = -28098.275
Iteration 91: (EM) log likelihood = -28097.72
Iteration 92: (EM) log likelihood = -28097.134
Iteration 93: (EM) log likelihood = -28096.567
Iteration 94: (EM) log likelihood = -28096.057
Iteration 95: (EM) log likelihood = -28095.642
Iteration 96: (EM) log likelihood = -28095.132
Iteration 97: (EM) log likelihood = -28094.558
Iteration 98: (EM) log likelihood = -28094.147
Iteration 99: (EM) log likelihood = -28093.757
Iteration 100: (EM) log likelihood = -28093.352
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.7244
Iteration 1: (class) log likelihood = -4161.7244
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.603
Iteration 1: (outcome) log likelihood = -28945.112
Iteration 2: (outcome) log likelihood = -28927.731
Iteration 3: (outcome) log likelihood = -28927.036
Iteration 4: (outcome) log likelihood = -28926.878
Iteration 5: (outcome) log likelihood = -28926.843
Iteration 6: (outcome) log likelihood = -28926.836
Iteration 7: (outcome) log likelihood = -28926.834
Iteration 8: (outcome) log likelihood = -28926.834
Iteration 9: (outcome) log likelihood = -28926.834
Iteration 10: (outcome) log likelihood = -28926.834 (not concave)
Iteration 11: (outcome) log likelihood = -28926.834 (not concave)
Iteration 12: (outcome) log likelihood = -28926.834 (not concave)
Iteration 13: (outcome) log likelihood = -28926.834 (not concave)
Iteration 14: (outcome) log likelihood = -28926.834 (not concave)
Iteration 15: (outcome) log likelihood = -28926.834 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33070.92
Iteration 1: (EM) log likelihood = -33009.877
Iteration 2: (EM) log likelihood = -32826.595
Iteration 3: (EM) log likelihood = -32344.577
Iteration 4: (EM) log likelihood = -31436.35
Iteration 5: (EM) log likelihood = -30459.037
Iteration 6: (EM) log likelihood = -29747.65
Iteration 7: (EM) log likelihood = -29274.996
Iteration 8: (EM) log likelihood = -28982.701
Iteration 9: (EM) log likelihood = -28822.266
Iteration 10: (EM) log likelihood = -28738.072
Iteration 11: (EM) log likelihood = -28692.096
Iteration 12: (EM) log likelihood = -28663.67
Iteration 13: (EM) log likelihood = -28645.373
Iteration 14: (EM) log likelihood = -28631.72
Iteration 15: (EM) log likelihood = -28621.008
Iteration 16: (EM) log likelihood = -28612.711
Iteration 17: (EM) log likelihood = -28604.663
Iteration 18: (EM) log likelihood = -28598.84
Iteration 19: (EM) log likelihood = -28595.159
Iteration 20: (EM) log likelihood = -28591.938
Iteration 21: (EM) log likelihood = -28588.726
Iteration 22: (EM) log likelihood = -28586.059
Iteration 23: (EM) log likelihood = -28582.692
Iteration 24: (EM) log likelihood = -28579.894
Iteration 25: (EM) log likelihood = -28576.883
Iteration 26: (EM) log likelihood = -28574.229
Iteration 27: (EM) log likelihood = -28573.151
Iteration 28: (EM) log likelihood = -28571.957
Iteration 29: (EM) log likelihood = -28571.18
Iteration 30: (EM) log likelihood = -28570.167
Iteration 31: (EM) log likelihood = -28569.361
Iteration 32: (EM) log likelihood = -28568.271
Iteration 33: (EM) log likelihood = -28568.055
Iteration 34: (EM) log likelihood = -28567.617
Iteration 35: (EM) log likelihood = -28567.209
Iteration 36: (EM) log likelihood = -28566.772
Iteration 37: (EM) log likelihood = -28566.501
Iteration 38: (EM) log likelihood = -28566.25
Iteration 39: (EM) log likelihood = -28566.007
Iteration 40: (EM) log likelihood = -28565.479
Iteration 41: (EM) log likelihood = -28565.14
Iteration 42: (EM) log likelihood = -28564.764
Iteration 43: (EM) log likelihood = -28564.415
Iteration 44: (EM) log likelihood = -28564.264
Iteration 45: (EM) log likelihood = -28563.851
Iteration 46: (EM) log likelihood = -28563.429
Iteration 47: (EM) log likelihood = -28563.025
Iteration 48: (EM) log likelihood = -28562.531
Iteration 49: (EM) log likelihood = -28562.072
Iteration 50: (EM) log likelihood = -28561.535
Iteration 51: (EM) log likelihood = -28560.704
Iteration 52: (EM) log likelihood = -28559.493
Iteration 53: (EM) log likelihood = -28558.489
Iteration 54: (EM) log likelihood = -28557.759
Iteration 55: (EM) log likelihood = -28556.891
Iteration 56: (EM) log likelihood = -28556.034
Iteration 57: (EM) log likelihood = -28554.971
Iteration 58: (EM) log likelihood = -28553.979
Iteration 59: (EM) log likelihood = -28552.995
Iteration 60: (EM) log likelihood = -28551.076
Iteration 61: (EM) log likelihood = -28550.102
Iteration 62: (EM) log likelihood = -28549.205
Iteration 63: (EM) log likelihood = -28548.159
Iteration 64: (EM) log likelihood = -28547.589
Iteration 65: (EM) log likelihood = -28546.966
Iteration 66: (EM) log likelihood = -28546.578
Iteration 67: (EM) log likelihood = -28545.784
Iteration 68: (EM) log likelihood = -28545.212
Iteration 69: (EM) log likelihood = -28544.52
Iteration 70: (EM) log likelihood = -28544.007
Iteration 71: (EM) log likelihood = -28543.428
Iteration 72: (EM) log likelihood = -28542.854
Iteration 73: (EM) log likelihood = -28542.241
Iteration 74: (EM) log likelihood = -28541.942
Iteration 75: (EM) log likelihood = -28541.473
Iteration 76: (EM) log likelihood = -28540.392
Iteration 77: (EM) log likelihood = -28539.874
Iteration 78: (EM) log likelihood = -28538.999
Iteration 79: (EM) log likelihood = -28538.871
Iteration 80: (EM) log likelihood = -28537.804
Iteration 81: (EM) log likelihood = -28537.447
Iteration 82: (EM) log likelihood = -28536.878
Iteration 83: (EM) log likelihood = -28536.459
Iteration 84: (EM) log likelihood = -28536.081
Iteration 85: (EM) log likelihood = -28535.755
Iteration 86: (EM) log likelihood = -28535.364
Iteration 87: (EM) log likelihood = -28535.034
Iteration 88: (EM) log likelihood = -28534.68
Iteration 89: (EM) log likelihood = -28534.39
Iteration 90: (EM) log likelihood = -28534.072
Iteration 91: (EM) log likelihood = -28533.156
Iteration 92: (EM) log likelihood = -28533.049
Iteration 93: (EM) log likelihood = -28532.841
Iteration 94: (EM) log likelihood = -28532.561
Iteration 95: (EM) log likelihood = -28532.328
Iteration 96: (EM) log likelihood = -28532.138
Iteration 97: (EM) log likelihood = -28531.939
Iteration 98: (EM) log likelihood = -28531.764
Iteration 99: (EM) log likelihood = -28531.592
Iteration 100: (EM) log likelihood = -28531.432
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.042
Iteration 1: (class) log likelihood = -4162.042
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.863
Iteration 1: (outcome) log likelihood = -28958.756
Iteration 2: (outcome) log likelihood = -28944.186
Iteration 3: (outcome) log likelihood = -28943.372
Iteration 4: (outcome) log likelihood = -28943.186
Iteration 5: (outcome) log likelihood = -28943.148
Iteration 6: (outcome) log likelihood = -28943.141
Iteration 7: (outcome) log likelihood = -28943.14
Iteration 8: (outcome) log likelihood = -28943.14
Iteration 9: (outcome) log likelihood = -28943.139 (not concave)
Iteration 10: (outcome) log likelihood = -28943.139 (not concave)
Iteration 11: (outcome) log likelihood = -28943.139 (not concave)
Iteration 12: (outcome) log likelihood = -28943.139 (not concave)
Iteration 13: (outcome) log likelihood = -28943.139 (not concave)
Iteration 14: (outcome) log likelihood = -28943.139 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33100.862
Iteration 1: (EM) log likelihood = -33081.546
Iteration 2: (EM) log likelihood = -33018.232
Iteration 3: (EM) log likelihood = -32816.655
Iteration 4: (EM) log likelihood = -32316.531
Iteration 5: (EM) log likelihood = -31460.458
Iteration 6: (EM) log likelihood = -30591.014
Iteration 7: (EM) log likelihood = -30000.171
Iteration 8: (EM) log likelihood = -29616.233
Iteration 9: (EM) log likelihood = -29347.396
Iteration 10: (EM) log likelihood = -29157.548
Iteration 11: (EM) log likelihood = -29017.883
Iteration 12: (EM) log likelihood = -28908.495
Iteration 13: (EM) log likelihood = -28825.303
Iteration 14: (EM) log likelihood = -28755.249
Iteration 15: (EM) log likelihood = -28689.837
Iteration 16: (EM) log likelihood = -28632.861
Iteration 17: (EM) log likelihood = -28579.204
Iteration 18: (EM) log likelihood = -28525.32
Iteration 19: (EM) log likelihood = -28472.7
Iteration 20: (EM) log likelihood = -28422.17
Iteration 21: (EM) log likelihood = -28373.434
Iteration 22: (EM) log likelihood = -28327.022
Iteration 23: (EM) log likelihood = -28282.205
Iteration 24: (EM) log likelihood = -28242.055
Iteration 25: (EM) log likelihood = -28200.886
Iteration 26: (EM) log likelihood = -28164.519
Iteration 27: (EM) log likelihood = -28130.139
Iteration 28: (EM) log likelihood = -28094.617
Iteration 29: (EM) log likelihood = -28056.159
Iteration 30: (EM) log likelihood = -28019.196
Iteration 31: (EM) log likelihood = -27982.179
Iteration 32: (EM) log likelihood = -27949.925
Iteration 33: (EM) log likelihood = -27918.631
Iteration 34: (EM) log likelihood = -27888.312
Iteration 35: (EM) log likelihood = -27860.537
Iteration 36: (EM) log likelihood = -27837.622
Iteration 37: (EM) log likelihood = -27820.05
Iteration 38: (EM) log likelihood = -27798.237
Iteration 39: (EM) log likelihood = -27780.428
Iteration 40: (EM) log likelihood = -27763.103
Iteration 41: (EM) log likelihood = -27749.709
Iteration 42: (EM) log likelihood = -27735.338
Iteration 43: (EM) log likelihood = -27723.638
Iteration 44: (EM) log likelihood = -27711.769
Iteration 45: (EM) log likelihood = -27700.45
Iteration 46: (EM) log likelihood = -27692.064
Iteration 47: (EM) log likelihood = -27684
Iteration 48: (EM) log likelihood = -27675.038
Iteration 49: (EM) log likelihood = -27666.955
Iteration 50: (EM) log likelihood = -27659.85
Iteration 51: (EM) log likelihood = -27652.549
Iteration 52: (EM) log likelihood = -27646.352
Iteration 53: (EM) log likelihood = -27639.247
Iteration 54: (EM) log likelihood = -27634.076
Iteration 55: (EM) log likelihood = -27628.322
Iteration 56: (EM) log likelihood = -27625.131
Iteration 57: (EM) log likelihood = -27620.646
Iteration 58: (EM) log likelihood = -27617.178
Iteration 59: (EM) log likelihood = -27613.318
Iteration 60: (EM) log likelihood = -27608.605
Iteration 61: (EM) log likelihood = -27605.722
Iteration 62: (EM) log likelihood = -27603.133
Iteration 63: (EM) log likelihood = -27600.919
Iteration 64: (EM) log likelihood = -27598.704
Iteration 65: (EM) log likelihood = -27596.382
Iteration 66: (EM) log likelihood = -27594.25
Iteration 67: (EM) log likelihood = -27592.323
Iteration 68: (EM) log likelihood = -27590.175
Iteration 69: (EM) log likelihood = -27587.809
Iteration 70: (EM) log likelihood = -27586.277
Iteration 71: (EM) log likelihood = -27585.272
Iteration 72: (EM) log likelihood = -27583.514
Iteration 73: (EM) log likelihood = -27582.246
Iteration 74: (EM) log likelihood = -27580.918
Iteration 75: (EM) log likelihood = -27579.315
Iteration 76: (EM) log likelihood = -27578.349
Iteration 77: (EM) log likelihood = -27576.863
Iteration 78: (EM) log likelihood = -27575.714
Iteration 79: (EM) log likelihood = -27575.26
Iteration 80: (EM) log likelihood = -27574.597
Iteration 81: (EM) log likelihood = -27574.018
Iteration 82: (EM) log likelihood = -27573.251
Iteration 83: (EM) log likelihood = -27572.733
Iteration 84: (EM) log likelihood = -27572.144
Iteration 85: (EM) log likelihood = -27571.735
Iteration 86: (EM) log likelihood = -27571.263
Iteration 87: (EM) log likelihood = -27570.768
Iteration 88: (EM) log likelihood = -27570.343
Iteration 89: (EM) log likelihood = -27569.799
Iteration 90: (EM) log likelihood = -27567.776
Iteration 91: (EM) log likelihood = -27567.595
Iteration 92: (EM) log likelihood = -27567.172
Iteration 93: (EM) log likelihood = -27566.862
Iteration 94: (EM) log likelihood = -27566.464
Iteration 95: (EM) log likelihood = -27566.347
Iteration 96: (EM) log likelihood = -27565.628
Iteration 97: (EM) log likelihood = -27565.48
Iteration 98: (EM) log likelihood = -27565.223
Iteration 99: (EM) log likelihood = -27565.133
Iteration 100: (EM) log likelihood = -27564.853
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.5711
Iteration 1: (class) log likelihood = -4161.5711
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.31
Iteration 1: (outcome) log likelihood = -28998.055
Iteration 2: (outcome) log likelihood = -28933.656
Iteration 3: (outcome) log likelihood = -28926.979
Iteration 4: (outcome) log likelihood = -28926.376
Iteration 5: (outcome) log likelihood = -28926.34
Iteration 6: (outcome) log likelihood = -28926.331
Iteration 7: (outcome) log likelihood = -28926.329
Iteration 8: (outcome) log likelihood = -28926.329
Iteration 9: (outcome) log likelihood = -28926.329
Iteration 10: (outcome) log likelihood = -28926.329 (not concave)
Iteration 11: (outcome) log likelihood = -28926.329 (not concave)
Iteration 12: (outcome) log likelihood = -28926.329 (not concave)
Iteration 13: (outcome) log likelihood = -28926.329 (not concave)
Iteration 14: (outcome) log likelihood = -28926.329 (not concave)
Iteration 15: (outcome) log likelihood = -28926.329 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33075.716
Iteration 1: (EM) log likelihood = -33030.865
Iteration 2: (EM) log likelihood = -32921.155
Iteration 3: (EM) log likelihood = -32677.705
Iteration 4: (EM) log likelihood = -32219.118
Iteration 5: (EM) log likelihood = -31352.755
Iteration 6: (EM) log likelihood = -30220.877
Iteration 7: (EM) log likelihood = -29438.564
Iteration 8: (EM) log likelihood = -29052.718
Iteration 9: (EM) log likelihood = -28874.917
Iteration 10: (EM) log likelihood = -28796.106
Iteration 11: (EM) log likelihood = -28759.345
Iteration 12: (EM) log likelihood = -28739.662
Iteration 13: (EM) log likelihood = -28727.922
Iteration 14: (EM) log likelihood = -28719.776
Iteration 15: (EM) log likelihood = -28713.582
Iteration 16: (EM) log likelihood = -28707.92
Iteration 17: (EM) log likelihood = -28701.875
Iteration 18: (EM) log likelihood = -28693.199
Iteration 19: (EM) log likelihood = -28679.933
Iteration 20: (EM) log likelihood = -28663.198
Iteration 21: (EM) log likelihood = -28646.372
Iteration 22: (EM) log likelihood = -28627.096
Iteration 23: (EM) log likelihood = -28609.835
Iteration 24: (EM) log likelihood = -28596.213
Iteration 25: (EM) log likelihood = -28582.845
Iteration 26: (EM) log likelihood = -28571.762
Iteration 27: (EM) log likelihood = -28560.704
Iteration 28: (EM) log likelihood = -28550.412
Iteration 29: (EM) log likelihood = -28539.84
Iteration 30: (EM) log likelihood = -28531.606
Iteration 31: (EM) log likelihood = -28524.447
Iteration 32: (EM) log likelihood = -28517.549
Iteration 33: (EM) log likelihood = -28511.31
Iteration 34: (EM) log likelihood = -28504.404
Iteration 35: (EM) log likelihood = -28498.82
Iteration 36: (EM) log likelihood = -28493.311
Iteration 37: (EM) log likelihood = -28487.467
Iteration 38: (EM) log likelihood = -28482.429
Iteration 39: (EM) log likelihood = -28476.985
Iteration 40: (EM) log likelihood = -28471.301
Iteration 41: (EM) log likelihood = -28466.141
Iteration 42: (EM) log likelihood = -28461.729
Iteration 43: (EM) log likelihood = -28456.976
Iteration 44: (EM) log likelihood = -28452.992
Iteration 45: (EM) log likelihood = -28449.206
Iteration 46: (EM) log likelihood = -28444.988
Iteration 47: (EM) log likelihood = -28439.975
Iteration 48: (EM) log likelihood = -28435.839
Iteration 49: (EM) log likelihood = -28431.271
Iteration 50: (EM) log likelihood = -28427.983
Iteration 51: (EM) log likelihood = -28424.66
Iteration 52: (EM) log likelihood = -28421.158
Iteration 53: (EM) log likelihood = -28417.368
Iteration 54: (EM) log likelihood = -28414.049
Iteration 55: (EM) log likelihood = -28410.677
Iteration 56: (EM) log likelihood = -28407.419
Iteration 57: (EM) log likelihood = -28404.165
Iteration 58: (EM) log likelihood = -28401.202
Iteration 59: (EM) log likelihood = -28398.398
Iteration 60: (EM) log likelihood = -28395.968
Iteration 61: (EM) log likelihood = -28393.541
Iteration 62: (EM) log likelihood = -28391.355
Iteration 63: (EM) log likelihood = -28389.357
Iteration 64: (EM) log likelihood = -28387.261
Iteration 65: (EM) log likelihood = -28385.443
Iteration 66: (EM) log likelihood = -28383.558
Iteration 67: (EM) log likelihood = -28381.823
Iteration 68: (EM) log likelihood = -28379.953
Iteration 69: (EM) log likelihood = -28378.401
Iteration 70: (EM) log likelihood = -28376.822
Iteration 71: (EM) log likelihood = -28375.262
Iteration 72: (EM) log likelihood = -28373.828
Iteration 73: (EM) log likelihood = -28372.773
Iteration 74: (EM) log likelihood = -28371.277
Iteration 75: (EM) log likelihood = -28369.798
Iteration 76: (EM) log likelihood = -28368.355
Iteration 77: (EM) log likelihood = -28367.002
Iteration 78: (EM) log likelihood = -28365.668
Iteration 79: (EM) log likelihood = -28364.293
Iteration 80: (EM) log likelihood = -28362.95
Iteration 81: (EM) log likelihood = -28361.581
Iteration 82: (EM) log likelihood = -28360.384
Iteration 83: (EM) log likelihood = -28359.17
Iteration 84: (EM) log likelihood = -28358.018
Iteration 85: (EM) log likelihood = -28356.767
Iteration 86: (EM) log likelihood = -28356.144
Iteration 87: (EM) log likelihood = -28354.663
Iteration 88: (EM) log likelihood = -28353.453
Iteration 89: (EM) log likelihood = -28352.373
Iteration 90: (EM) log likelihood = -28351.048
Iteration 91: (EM) log likelihood = -28349.957
Iteration 92: (EM) log likelihood = -28348.903
Iteration 93: (EM) log likelihood = -28347.722
Iteration 94: (EM) log likelihood = -28346.292
Iteration 95: (EM) log likelihood = -28345.111
Iteration 96: (EM) log likelihood = -28343.898
Iteration 97: (EM) log likelihood = -28342.698
Iteration 98: (EM) log likelihood = -28341.424
Iteration 99: (EM) log likelihood = -28340.053
Iteration 100: (EM) log likelihood = -28338.752
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4159.2423
Iteration 1: (class) log likelihood = -4159.2423
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.991
Iteration 1: (outcome) log likelihood = -28955.08
Iteration 2: (outcome) log likelihood = -28935.854
Iteration 3: (outcome) log likelihood = -28934.759
Iteration 4: (outcome) log likelihood = -28934.555
Iteration 5: (outcome) log likelihood = -28934.506
Iteration 6: (outcome) log likelihood = -28934.496
Iteration 7: (outcome) log likelihood = -28934.494
Iteration 8: (outcome) log likelihood = -28934.494
Iteration 9: (outcome) log likelihood = -28934.494 (not concave)
Iteration 10: (outcome) log likelihood = -28934.494 (not concave)
Iteration 11: (outcome) log likelihood = -28934.494 (not concave)
Iteration 12: (outcome) log likelihood = -28934.494 (not concave)
Iteration 13: (outcome) log likelihood = -28934.494 (not concave)
Iteration 14: (outcome) log likelihood = -28934.494 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33084.555
Iteration 1: (EM) log likelihood = -33049.494
Iteration 2: (EM) log likelihood = -32938.657
Iteration 3: (EM) log likelihood = -32600.738
Iteration 4: (EM) log likelihood = -31853.202
Iteration 5: (EM) log likelihood = -30966.455
Iteration 6: (EM) log likelihood = -30359.868
Iteration 7: (EM) log likelihood = -29991.832
Iteration 8: (EM) log likelihood = -29729.747
Iteration 9: (EM) log likelihood = -29539.582
Iteration 10: (EM) log likelihood = -29394.99
Iteration 11: (EM) log likelihood = -29268.536
Iteration 12: (EM) log likelihood = -29153.544
Iteration 13: (EM) log likelihood = -29049.72
Iteration 14: (EM) log likelihood = -28962.401
Iteration 15: (EM) log likelihood = -28892.739
Iteration 16: (EM) log likelihood = -28837.656
Iteration 17: (EM) log likelihood = -28791.674
Iteration 18: (EM) log likelihood = -28761.904
Iteration 19: (EM) log likelihood = -28737.486
Iteration 20: (EM) log likelihood = -28718.017
Iteration 21: (EM) log likelihood = -28701.362
Iteration 22: (EM) log likelihood = -28689.038
Iteration 23: (EM) log likelihood = -28675.262
Iteration 24: (EM) log likelihood = -28662.065
Iteration 25: (EM) log likelihood = -28650.342
Iteration 26: (EM) log likelihood = -28643.942
Iteration 27: (EM) log likelihood = -28638.085
Iteration 28: (EM) log likelihood = -28632.003
Iteration 29: (EM) log likelihood = -28627.882
Iteration 30: (EM) log likelihood = -28624.348
Iteration 31: (EM) log likelihood = -28620.636
Iteration 32: (EM) log likelihood = -28618.262
Iteration 33: (EM) log likelihood = -28616.223
Iteration 34: (EM) log likelihood = -28614.361
Iteration 35: (EM) log likelihood = -28612.671
Iteration 36: (EM) log likelihood = -28610.867
Iteration 37: (EM) log likelihood = -28609.45
Iteration 38: (EM) log likelihood = -28608.008
Iteration 39: (EM) log likelihood = -28606.795
Iteration 40: (EM) log likelihood = -28605.817
Iteration 41: (EM) log likelihood = -28604.923
Iteration 42: (EM) log likelihood = -28604.082
Iteration 43: (EM) log likelihood = -28603.338
Iteration 44: (EM) log likelihood = -28602.726
Iteration 45: (EM) log likelihood = -28602.463
Iteration 46: (EM) log likelihood = -28601.735
Iteration 47: (EM) log likelihood = -28601.401
Iteration 48: (EM) log likelihood = -28600.815
Iteration 49: (EM) log likelihood = -28600.514
Iteration 50: (EM) log likelihood = -28600.247
Iteration 51: (EM) log likelihood = -28599.697
Iteration 52: (EM) log likelihood = -28599.517
Iteration 53: (EM) log likelihood = -28598.785
Iteration 54: (EM) log likelihood = -28598.453
Iteration 55: (EM) log likelihood = -28598.081
Iteration 56: (EM) log likelihood = -28597.562
Iteration 57: (EM) log likelihood = -28597.18
Iteration 58: (EM) log likelihood = -28596.972
Iteration 59: (EM) log likelihood = -28596.651
Iteration 60: (EM) log likelihood = -28596.453
Iteration 61: (EM) log likelihood = -28596.248
Iteration 62: (EM) log likelihood = -28596.013
Iteration 63: (EM) log likelihood = -28595.657
Iteration 64: (EM) log likelihood = -28595.461
Iteration 65: (EM) log likelihood = -28595.235
Iteration 66: (EM) log likelihood = -28595.032
Iteration 67: (EM) log likelihood = -28594.732
Iteration 68: (EM) log likelihood = -28594.388
Iteration 69: (EM) log likelihood = -28594.163
Iteration 70: (EM) log likelihood = -28593.922
Iteration 71: (EM) log likelihood = -28593.686
Iteration 72: (EM) log likelihood = -28593.442
Iteration 73: (EM) log likelihood = -28593.204
Iteration 74: (EM) log likelihood = -28592.953
Iteration 75: (EM) log likelihood = -28592.71
Iteration 76: (EM) log likelihood = -28592.451
Iteration 77: (EM) log likelihood = -28592.201
Iteration 78: (EM) log likelihood = -28591.923
Iteration 79: (EM) log likelihood = -28591.702
Iteration 80: (EM) log likelihood = -28591.387
Iteration 81: (EM) log likelihood = -28591.105
Iteration 82: (EM) log likelihood = -28590.805
Iteration 83: (EM) log likelihood = -28590.533
Iteration 84: (EM) log likelihood = -28590.225
Iteration 85: (EM) log likelihood = -28589.984
Iteration 86: (EM) log likelihood = -28589.661
Iteration 87: (EM) log likelihood = -28589.26
Iteration 88: (EM) log likelihood = -28588.908
Iteration 89: (EM) log likelihood = -28588.542
Iteration 90: (EM) log likelihood = -28588.21
Iteration 91: (EM) log likelihood = -28587.868
Iteration 92: (EM) log likelihood = -28587.544
Iteration 93: (EM) log likelihood = -28587.204
Iteration 94: (EM) log likelihood = -28586.878
Iteration 95: (EM) log likelihood = -28586.534
Iteration 96: (EM) log likelihood = -28586.201
Iteration 97: (EM) log likelihood = -28585.851
Iteration 98: (EM) log likelihood = -28585.512
Iteration 99: (EM) log likelihood = -28585.154
Iteration 100: (EM) log likelihood = -28584.807
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4428
Iteration 1: (class) log likelihood = -4162.4428
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.962
Iteration 1: (outcome) log likelihood = -28945.656
Iteration 2: (outcome) log likelihood = -28931.239
Iteration 3: (outcome) log likelihood = -28930.894
Iteration 4: (outcome) log likelihood = -28930.839
Iteration 5: (outcome) log likelihood = -28930.83
Iteration 6: (outcome) log likelihood = -28930.829
Iteration 7: (outcome) log likelihood = -28930.828
Iteration 8: (outcome) log likelihood = -28930.828
Iteration 9: (outcome) log likelihood = -28930.828 (not concave)
Iteration 10: (outcome) log likelihood = -28930.828 (not concave)
Iteration 11: (outcome) log likelihood = -28930.828 (not concave)
Iteration 12: (outcome) log likelihood = -28930.828 (not concave)
Iteration 13: (outcome) log likelihood = -28930.828 (not concave)
Iteration 14: (outcome) log likelihood = -28930.828 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33077.598
Iteration 1: (EM) log likelihood = -33006.085
Iteration 2: (EM) log likelihood = -32756.506
Iteration 3: (EM) log likelihood = -32081.04
Iteration 4: (EM) log likelihood = -31097.396
Iteration 5: (EM) log likelihood = -30360.753
Iteration 6: (EM) log likelihood = -29879.196
Iteration 7: (EM) log likelihood = -29488.16
Iteration 8: (EM) log likelihood = -29169.535
Iteration 9: (EM) log likelihood = -28951.33
Iteration 10: (EM) log likelihood = -28823.104
Iteration 11: (EM) log likelihood = -28756.003
Iteration 12: (EM) log likelihood = -28719.523
Iteration 13: (EM) log likelihood = -28696.577
Iteration 14: (EM) log likelihood = -28679.081
Iteration 15: (EM) log likelihood = -28668.698
Iteration 16: (EM) log likelihood = -28659.093
Iteration 17: (EM) log likelihood = -28651.693
Iteration 18: (EM) log likelihood = -28647.133
Iteration 19: (EM) log likelihood = -28642.494
Iteration 20: (EM) log likelihood = -28636.755
Iteration 21: (EM) log likelihood = -28632.381
Iteration 22: (EM) log likelihood = -28628.97
Iteration 23: (EM) log likelihood = -28625.849
Iteration 24: (EM) log likelihood = -28624.467
Iteration 25: (EM) log likelihood = -28622.893
Iteration 26: (EM) log likelihood = -28620.805
Iteration 27: (EM) log likelihood = -28619.586
Iteration 28: (EM) log likelihood = -28617.733
Iteration 29: (EM) log likelihood = -28616.945
Iteration 30: (EM) log likelihood = -28616.3
Iteration 31: (EM) log likelihood = -28615.403
Iteration 32: (EM) log likelihood = -28614.027
Iteration 33: (EM) log likelihood = -28611.558
Iteration 34: (EM) log likelihood = -28611.481
Iteration 35: (EM) log likelihood = -28609.77
Iteration 36: (EM) log likelihood = -28608.641
Iteration 37: (EM) log likelihood = -28608.417
Iteration 38: (EM) log likelihood = -28608.235
Iteration 39: (EM) log likelihood = -28607.36
Iteration 40: (EM) log likelihood = -28607.007
Iteration 41: (EM) log likelihood = -28606.591
Iteration 42: (EM) log likelihood = -28606.338
Iteration 43: (EM) log likelihood = -28605.826
Iteration 44: (EM) log likelihood = -28605.535
Iteration 45: (EM) log likelihood = -28605.106
Iteration 46: (EM) log likelihood = -28604.322
Iteration 47: (EM) log likelihood = -28604.3
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.4612
Iteration 1: (class) log likelihood = -4161.4612
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.592
Iteration 1: (outcome) log likelihood = -28954.238
Iteration 2: (outcome) log likelihood = -28938.989
Iteration 3: (outcome) log likelihood = -28938.597
Iteration 4: (outcome) log likelihood = -28938.559
Iteration 5: (outcome) log likelihood = -28938.552
Iteration 6: (outcome) log likelihood = -28938.551
Iteration 7: (outcome) log likelihood = -28938.551
Iteration 8: (outcome) log likelihood = -28938.551
Iteration 9: (outcome) log likelihood = -28938.551 (not concave)
Iteration 10: (outcome) log likelihood = -28938.551 (not concave)
Iteration 11: (outcome) log likelihood = -28938.551 (not concave)
Iteration 12: (outcome) log likelihood = -28938.551 (not concave)
Iteration 13: (outcome) log likelihood = -28938.551 (not concave)
Iteration 14: (outcome) log likelihood = -28938.551 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33084.419
Iteration 1: (EM) log likelihood = -33032.372
Iteration 2: (EM) log likelihood = -32847.127
Iteration 3: (EM) log likelihood = -32295.048
Iteration 4: (EM) log likelihood = -31347.772
Iteration 5: (EM) log likelihood = -30532.109
Iteration 6: (EM) log likelihood = -30003.962
Iteration 7: (EM) log likelihood = -29592.613
Iteration 8: (EM) log likelihood = -29255.499
Iteration 9: (EM) log likelihood = -29001.409
Iteration 10: (EM) log likelihood = -28833.023
Iteration 11: (EM) log likelihood = -28728.649
Iteration 12: (EM) log likelihood = -28665.59
Iteration 13: (EM) log likelihood = -28623.587
Iteration 14: (EM) log likelihood = -28590.575
Iteration 15: (EM) log likelihood = -28563.691
Iteration 16: (EM) log likelihood = -28546.742
Iteration 17: (EM) log likelihood = -28531.043
Iteration 18: (EM) log likelihood = -28518.774
Iteration 19: (EM) log likelihood = -28506.73
Iteration 20: (EM) log likelihood = -28496.611
Iteration 21: (EM) log likelihood = -28487.65
Iteration 22: (EM) log likelihood = -28479.746
Iteration 23: (EM) log likelihood = -28470.735
Iteration 24: (EM) log likelihood = -28463.367
Iteration 25: (EM) log likelihood = -28457.388
Iteration 26: (EM) log likelihood = -28450.947
Iteration 27: (EM) log likelihood = -28445.648
Iteration 28: (EM) log likelihood = -28438.864
Iteration 29: (EM) log likelihood = -28433.091
Iteration 30: (EM) log likelihood = -28425.769
Iteration 31: (EM) log likelihood = -28421.019
Iteration 32: (EM) log likelihood = -28416.623
Iteration 33: (EM) log likelihood = -28412.445
Iteration 34: (EM) log likelihood = -28407.248
Iteration 35: (EM) log likelihood = -28400.326
Iteration 36: (EM) log likelihood = -28395.386
Iteration 37: (EM) log likelihood = -28391.89
Iteration 38: (EM) log likelihood = -28385.149
Iteration 39: (EM) log likelihood = -28378.652
Iteration 40: (EM) log likelihood = -28374.909
Iteration 41: (EM) log likelihood = -28371.464
Iteration 42: (EM) log likelihood = -28367.519
Iteration 43: (EM) log likelihood = -28363.827
Iteration 44: (EM) log likelihood = -28360.318
Iteration 45: (EM) log likelihood = -28356.578
Iteration 46: (EM) log likelihood = -28352.766
Iteration 47: (EM) log likelihood = -28349.375
Iteration 48: (EM) log likelihood = -28345.346
Iteration 49: (EM) log likelihood = -28341.228
Iteration 50: (EM) log likelihood = -28338.72
Iteration 51: (EM) log likelihood = -28336.219
Iteration 52: (EM) log likelihood = -28331.06
Iteration 53: (EM) log likelihood = -28327.948
Iteration 54: (EM) log likelihood = -28324.898
Iteration 55: (EM) log likelihood = -28321.216
Iteration 56: (EM) log likelihood = -28318.993
Iteration 57: (EM) log likelihood = -28317.11
Iteration 58: (EM) log likelihood = -28315.607
Iteration 59: (EM) log likelihood = -28314.033
Iteration 60: (EM) log likelihood = -28312.603
Iteration 61: (EM) log likelihood = -28311.384
Iteration 62: (EM) log likelihood = -28310.397
Iteration 63: (EM) log likelihood = -28307.934
Iteration 64: (EM) log likelihood = -28306.687
Iteration 65: (EM) log likelihood = -28305.289
Iteration 66: (EM) log likelihood = -28304.213
Iteration 67: (EM) log likelihood = -28303.144
Iteration 68: (EM) log likelihood = -28302.237
Iteration 69: (EM) log likelihood = -28301.36
Iteration 70: (EM) log likelihood = -28300.607
Iteration 71: (EM) log likelihood = -28299.796
Iteration 72: (EM) log likelihood = -28298.982
Iteration 73: (EM) log likelihood = -28298.324
Iteration 74: (EM) log likelihood = -28297.495
Iteration 75: (EM) log likelihood = -28296.892
Iteration 76: (EM) log likelihood = -28296.18
Iteration 77: (EM) log likelihood = -28295.625
Iteration 78: (EM) log likelihood = -28295.133
Iteration 79: (EM) log likelihood = -28294.631
Iteration 80: (EM) log likelihood = -28294.08
Iteration 81: (EM) log likelihood = -28293.017
Iteration 82: (EM) log likelihood = -28292.465
Iteration 83: (EM) log likelihood = -28291.9
Iteration 84: (EM) log likelihood = -28291.305
Iteration 85: (EM) log likelihood = -28290.776
Iteration 86: (EM) log likelihood = -28290.098
Iteration 87: (EM) log likelihood = -28289.585
Iteration 88: (EM) log likelihood = -28289.096
Iteration 89: (EM) log likelihood = -28288.583
Iteration 90: (EM) log likelihood = -28288.114
Iteration 91: (EM) log likelihood = -28287.892
Iteration 92: (EM) log likelihood = -28287.393
Iteration 93: (EM) log likelihood = -28286.961
Iteration 94: (EM) log likelihood = -28286.552
Iteration 95: (EM) log likelihood = -28286.161
Iteration 96: (EM) log likelihood = -28285.783
Iteration 97: (EM) log likelihood = -28285.422
Iteration 98: (EM) log likelihood = -28285.071
Iteration 99: (EM) log likelihood = -28284.713
Iteration 100: (EM) log likelihood = -28284.363
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.4365
Iteration 1: (class) log likelihood = -4161.4365
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.369
Iteration 1: (outcome) log likelihood = -28956.437
Iteration 2: (outcome) log likelihood = -28941.791
Iteration 3: (outcome) log likelihood = -28941.285
Iteration 4: (outcome) log likelihood = -28941.197
Iteration 5: (outcome) log likelihood = -28941.177
Iteration 6: (outcome) log likelihood = -28941.172
Iteration 7: (outcome) log likelihood = -28941.171
Iteration 8: (outcome) log likelihood = -28941.171
Iteration 9: (outcome) log likelihood = -28941.17
Iteration 10: (outcome) log likelihood = -28941.17 (not concave)
Iteration 11: (outcome) log likelihood = -28941.17 (not concave)
Iteration 12: (outcome) log likelihood = -28941.17 (not concave)
Iteration 13: (outcome) log likelihood = -28941.17 (not concave)
Iteration 14: (outcome) log likelihood = -28941.17 (not concave)
Iteration 15: (outcome) log likelihood = -28941.17 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33081.428
Iteration 1: (EM) log likelihood = -32995.038
Iteration 2: (EM) log likelihood = -32689.212
Iteration 3: (EM) log likelihood = -31951.767
Iteration 4: (EM) log likelihood = -30968.876
Iteration 5: (EM) log likelihood = -30169.845
Iteration 6: (EM) log likelihood = -29600.702
Iteration 7: (EM) log likelihood = -29208.938
Iteration 8: (EM) log likelihood = -28971.549
Iteration 9: (EM) log likelihood = -28839.544
Iteration 10: (EM) log likelihood = -28765.665
Iteration 11: (EM) log likelihood = -28719.985
Iteration 12: (EM) log likelihood = -28688.028
Iteration 13: (EM) log likelihood = -28662.238
Iteration 14: (EM) log likelihood = -28637.261
Iteration 15: (EM) log likelihood = -28617.031
Iteration 16: (EM) log likelihood = -28595.046
Iteration 17: (EM) log likelihood = -28579.281
Iteration 18: (EM) log likelihood = -28560.997
Iteration 19: (EM) log likelihood = -28546.981
Iteration 20: (EM) log likelihood = -28532.794
Iteration 21: (EM) log likelihood = -28518.811
Iteration 22: (EM) log likelihood = -28503.912
Iteration 23: (EM) log likelihood = -28488.172
Iteration 24: (EM) log likelihood = -28470.683
Iteration 25: (EM) log likelihood = -28454.691
Iteration 26: (EM) log likelihood = -28437.635
Iteration 27: (EM) log likelihood = -28415.968
Iteration 28: (EM) log likelihood = -28397.335
Iteration 29: (EM) log likelihood = -28383.339
Iteration 30: (EM) log likelihood = -28368.747
Iteration 31: (EM) log likelihood = -28356.11
Iteration 32: (EM) log likelihood = -28342.522
Iteration 33: (EM) log likelihood = -28328.653
Iteration 34: (EM) log likelihood = -28318.032
Iteration 35: (EM) log likelihood = -28303.237
Iteration 36: (EM) log likelihood = -28292.309
Iteration 37: (EM) log likelihood = -28283.484
Iteration 38: (EM) log likelihood = -28273.72
Iteration 39: (EM) log likelihood = -28264.284
Iteration 40: (EM) log likelihood = -28256.444
Iteration 41: (EM) log likelihood = -28250.127
Iteration 42: (EM) log likelihood = -28244.076
Iteration 43: (EM) log likelihood = -28238.281
Iteration 44: (EM) log likelihood = -28232.672
Iteration 45: (EM) log likelihood = -28228.086
Iteration 46: (EM) log likelihood = -28223.213
Iteration 47: (EM) log likelihood = -28218.952
Iteration 48: (EM) log likelihood = -28214.612
Iteration 49: (EM) log likelihood = -28210.318
Iteration 50: (EM) log likelihood = -28206.904
Iteration 51: (EM) log likelihood = -28203.256
Iteration 52: (EM) log likelihood = -28199.998
Iteration 53: (EM) log likelihood = -28196.693
Iteration 54: (EM) log likelihood = -28193.468
Iteration 55: (EM) log likelihood = -28190.607
Iteration 56: (EM) log likelihood = -28188.826
Iteration 57: (EM) log likelihood = -28186.492
Iteration 58: (EM) log likelihood = -28184.096
Iteration 59: (EM) log likelihood = -28181.936
Iteration 60: (EM) log likelihood = -28179.137
Iteration 61: (EM) log likelihood = -28173.48
Iteration 62: (EM) log likelihood = -28168.853
Iteration 63: (EM) log likelihood = -28166.363
Iteration 64: (EM) log likelihood = -28163.532
Iteration 65: (EM) log likelihood = -28160.16
Iteration 66: (EM) log likelihood = -28158.205
Iteration 67: (EM) log likelihood = -28155.979
Iteration 68: (EM) log likelihood = -28154.297
Iteration 69: (EM) log likelihood = -28152.972
Iteration 70: (EM) log likelihood = -28151.56
Iteration 71: (EM) log likelihood = -28149.813
Iteration 72: (EM) log likelihood = -28148.293
Iteration 73: (EM) log likelihood = -28146.622
Iteration 74: (EM) log likelihood = -28145.054
Iteration 75: (EM) log likelihood = -28143.652
Iteration 76: (EM) log likelihood = -28142.431
Iteration 77: (EM) log likelihood = -28141.343
Iteration 78: (EM) log likelihood = -28140.309
Iteration 79: (EM) log likelihood = -28139.016
Iteration 80: (EM) log likelihood = -28138.437
Iteration 81: (EM) log likelihood = -28137.379
Iteration 82: (EM) log likelihood = -28136.489
Iteration 83: (EM) log likelihood = -28135.18
Iteration 84: (EM) log likelihood = -28134.335
Iteration 85: (EM) log likelihood = -28133.452
Iteration 86: (EM) log likelihood = -28132.669
Iteration 87: (EM) log likelihood = -28131.86
Iteration 88: (EM) log likelihood = -28130.795
Iteration 89: (EM) log likelihood = -28130.013
Iteration 90: (EM) log likelihood = -28129.074
Iteration 91: (EM) log likelihood = -28127.766
Iteration 92: (EM) log likelihood = -28125.759
Iteration 93: (EM) log likelihood = -28125.084
Iteration 94: (EM) log likelihood = -28124.391
Iteration 95: (EM) log likelihood = -28123.437
Iteration 96: (EM) log likelihood = -28122.724
Iteration 97: (EM) log likelihood = -28121.825
Iteration 98: (EM) log likelihood = -28120.346
Iteration 99: (EM) log likelihood = -28119.589
Iteration 100: (EM) log likelihood = -28119.027
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.4304
Iteration 1: (class) log likelihood = -4160.4304
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.708
Iteration 1: (outcome) log likelihood = -28951.78
Iteration 2: (outcome) log likelihood = -28935.615
Iteration 3: (outcome) log likelihood = -28935.291
Iteration 4: (outcome) log likelihood = -28935.231
Iteration 5: (outcome) log likelihood = -28935.22
Iteration 6: (outcome) log likelihood = -28935.219
Iteration 7: (outcome) log likelihood = -28935.219
Iteration 8: (outcome) log likelihood = -28935.219
Iteration 9: (outcome) log likelihood = -28935.219
Refining starting values:
Iteration 0: (EM) log likelihood = -33072.772
Iteration 1: (EM) log likelihood = -32984.395
Iteration 2: (EM) log likelihood = -32715.945
Iteration 3: (EM) log likelihood = -32129.747
Iteration 4: (EM) log likelihood = -31331.75
Iteration 5: (EM) log likelihood = -30594.682
Iteration 6: (EM) log likelihood = -29983.053
Iteration 7: (EM) log likelihood = -29490.762
Iteration 8: (EM) log likelihood = -29155.897
Iteration 9: (EM) log likelihood = -28972.528
Iteration 10: (EM) log likelihood = -28879.739
Iteration 11: (EM) log likelihood = -28830.85
Iteration 12: (EM) log likelihood = -28801.999
Iteration 13: (EM) log likelihood = -28782.626
Iteration 14: (EM) log likelihood = -28765.302
Iteration 15: (EM) log likelihood = -28751.849
Iteration 16: (EM) log likelihood = -28737.918
Iteration 17: (EM) log likelihood = -28722.953
Iteration 18: (EM) log likelihood = -28706.165
Iteration 19: (EM) log likelihood = -28686.415
Iteration 20: (EM) log likelihood = -28668.114
Iteration 21: (EM) log likelihood = -28644.521
Iteration 22: (EM) log likelihood = -28619.019
Iteration 23: (EM) log likelihood = -28594.765
Iteration 24: (EM) log likelihood = -28570.078
Iteration 25: (EM) log likelihood = -28545.6
Iteration 26: (EM) log likelihood = -28521.21
Iteration 27: (EM) log likelihood = -28497.97
Iteration 28: (EM) log likelihood = -28475.296
Iteration 29: (EM) log likelihood = -28456.236
Iteration 30: (EM) log likelihood = -28438.932
Iteration 31: (EM) log likelihood = -28420.259
Iteration 32: (EM) log likelihood = -28403.504
Iteration 33: (EM) log likelihood = -28386.218
Iteration 34: (EM) log likelihood = -28371.05
Iteration 35: (EM) log likelihood = -28358.553
Iteration 36: (EM) log likelihood = -28345.441
Iteration 37: (EM) log likelihood = -28333.172
Iteration 38: (EM) log likelihood = -28321.559
Iteration 39: (EM) log likelihood = -28311.673
Iteration 40: (EM) log likelihood = -28298.887
Iteration 41: (EM) log likelihood = -28287.675
Iteration 42: (EM) log likelihood = -28277.162
Iteration 43: (EM) log likelihood = -28266.915
Iteration 44: (EM) log likelihood = -28258.472
Iteration 45: (EM) log likelihood = -28249.779
Iteration 46: (EM) log likelihood = -28243.118
Iteration 47: (EM) log likelihood = -28235.632
Iteration 48: (EM) log likelihood = -28229.501
Iteration 49: (EM) log likelihood = -28222.791
Iteration 50: (EM) log likelihood = -28217.018
Iteration 51: (EM) log likelihood = -28211.669
Iteration 52: (EM) log likelihood = -28206.107
Iteration 53: (EM) log likelihood = -28201.583
Iteration 54: (EM) log likelihood = -28199.664
Iteration 55: (EM) log likelihood = -28195.329
Iteration 56: (EM) log likelihood = -28191.166
Iteration 57: (EM) log likelihood = -28186.454
Iteration 58: (EM) log likelihood = -28182.811
Iteration 59: (EM) log likelihood = -28178.981
Iteration 60: (EM) log likelihood = -28175.497
Iteration 61: (EM) log likelihood = -28171.198
Iteration 62: (EM) log likelihood = -28168.181
Iteration 63: (EM) log likelihood = -28164.974
Iteration 64: (EM) log likelihood = -28161.556
Iteration 65: (EM) log likelihood = -28158.714
Iteration 66: (EM) log likelihood = -28155.492
Iteration 67: (EM) log likelihood = -28153.373
Iteration 68: (EM) log likelihood = -28150.605
Iteration 69: (EM) log likelihood = -28148.74
Iteration 70: (EM) log likelihood = -28145.706
Iteration 71: (EM) log likelihood = -28142.563
Iteration 72: (EM) log likelihood = -28139.811
Iteration 73: (EM) log likelihood = -28137.102
Iteration 74: (EM) log likelihood = -28134.567
Iteration 75: (EM) log likelihood = -28132.15
Iteration 76: (EM) log likelihood = -28129.825
Iteration 77: (EM) log likelihood = -28128.542
Iteration 78: (EM) log likelihood = -28126.189
Iteration 79: (EM) log likelihood = -28124.014
Iteration 80: (EM) log likelihood = -28121.698
Iteration 81: (EM) log likelihood = -28119.772
Iteration 82: (EM) log likelihood = -28117.579
Iteration 83: (EM) log likelihood = -28115.643
Iteration 84: (EM) log likelihood = -28113.764
Iteration 85: (EM) log likelihood = -28111.935
Iteration 86: (EM) log likelihood = -28110.476
Iteration 87: (EM) log likelihood = -28108.821
Iteration 88: (EM) log likelihood = -28107.433
Iteration 89: (EM) log likelihood = -28105.586
Iteration 90: (EM) log likelihood = -28104.655
Iteration 91: (EM) log likelihood = -28103.088
Iteration 92: (EM) log likelihood = -28102.077
Iteration 93: (EM) log likelihood = -28100.27
Iteration 94: (EM) log likelihood = -28098.86
Iteration 95: (EM) log likelihood = -28096.878
Iteration 96: (EM) log likelihood = -28095.313
Iteration 97: (EM) log likelihood = -28093.986
Iteration 98: (EM) log likelihood = -28091.932
Iteration 99: (EM) log likelihood = -28090.589
Iteration 100: (EM) log likelihood = -28088.641
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4158.7162
Iteration 1: (class) log likelihood = -4158.7162
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.372
Iteration 1: (outcome) log likelihood = -28968.53
Iteration 2: (outcome) log likelihood = -28933.782
Iteration 3: (outcome) log likelihood = -28930.61
Iteration 4: (outcome) log likelihood = -28930.439
Iteration 5: (outcome) log likelihood = -28930.418
Iteration 6: (outcome) log likelihood = -28930.416
Iteration 7: (outcome) log likelihood = -28930.416
Iteration 8: (outcome) log likelihood = -28930.416
Iteration 9: (outcome) log likelihood = -28930.416 (not concave)
Iteration 10: (outcome) log likelihood = -28930.416 (not concave)
Iteration 11: (outcome) log likelihood = -28930.416 (not concave)
Iteration 12: (outcome) log likelihood = -28930.416 (not concave)
Iteration 13: (outcome) log likelihood = -28930.416 (not concave)
Iteration 14: (outcome) log likelihood = -28930.416 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.116
Iteration 1: (EM) log likelihood = -33034.467
Iteration 2: (EM) log likelihood = -32878.028
Iteration 3: (EM) log likelihood = -32393.176
Iteration 4: (EM) log likelihood = -31472.366
Iteration 5: (EM) log likelihood = -30609.149
Iteration 6: (EM) log likelihood = -30076.599
Iteration 7: (EM) log likelihood = -29695.274
Iteration 8: (EM) log likelihood = -29366.976
Iteration 9: (EM) log likelihood = -29083.857
Iteration 10: (EM) log likelihood = -28875.187
Iteration 11: (EM) log likelihood = -28742.342
Iteration 12: (EM) log likelihood = -28652.392
Iteration 13: (EM) log likelihood = -28591.203
Iteration 14: (EM) log likelihood = -28540.625
Iteration 15: (EM) log likelihood = -28499.783
Iteration 16: (EM) log likelihood = -28467.782
Iteration 17: (EM) log likelihood = -28439.851
Iteration 18: (EM) log likelihood = -28415.02
Iteration 19: (EM) log likelihood = -28391.999
Iteration 20: (EM) log likelihood = -28368.19
Iteration 21: (EM) log likelihood = -28349.976
Iteration 22: (EM) log likelihood = -28328.741
Iteration 23: (EM) log likelihood = -28310.905
Iteration 24: (EM) log likelihood = -28296.285
Iteration 25: (EM) log likelihood = -28281.202
Iteration 26: (EM) log likelihood = -28267.01
Iteration 27: (EM) log likelihood = -28255.757
Iteration 28: (EM) log likelihood = -28243.59
Iteration 29: (EM) log likelihood = -28232.203
Iteration 30: (EM) log likelihood = -28222.022
Iteration 31: (EM) log likelihood = -28213.107
Iteration 32: (EM) log likelihood = -28203.624
Iteration 33: (EM) log likelihood = -28196.052
Iteration 34: (EM) log likelihood = -28186.906
Iteration 35: (EM) log likelihood = -28178.516
Iteration 36: (EM) log likelihood = -28171.804
Iteration 37: (EM) log likelihood = -28165.815
Iteration 38: (EM) log likelihood = -28159.287
Iteration 39: (EM) log likelihood = -28154.421
Iteration 40: (EM) log likelihood = -28150.057
Iteration 41: (EM) log likelihood = -28144.657
Iteration 42: (EM) log likelihood = -28140.848
Iteration 43: (EM) log likelihood = -28136.825
Iteration 44: (EM) log likelihood = -28132.797
Iteration 45: (EM) log likelihood = -28128.385
Iteration 46: (EM) log likelihood = -28125.721
Iteration 47: (EM) log likelihood = -28122.456
Iteration 48: (EM) log likelihood = -28118.275
Iteration 49: (EM) log likelihood = -28115.159
Iteration 50: (EM) log likelihood = -28112.206
Iteration 51: (EM) log likelihood = -28109.526
Iteration 52: (EM) log likelihood = -28106.819
Iteration 53: (EM) log likelihood = -28104.575
Iteration 54: (EM) log likelihood = -28103.151
Iteration 55: (EM) log likelihood = -28099.64
Iteration 56: (EM) log likelihood = -28097.364
Iteration 57: (EM) log likelihood = -28095.505
Iteration 58: (EM) log likelihood = -28093.652
Iteration 59: (EM) log likelihood = -28090.927
Iteration 60: (EM) log likelihood = -28089.268
Iteration 61: (EM) log likelihood = -28088.012
Iteration 62: (EM) log likelihood = -28086.95
Iteration 63: (EM) log likelihood = -28085.084
Iteration 64: (EM) log likelihood = -28083.532
Iteration 65: (EM) log likelihood = -28082.326
Iteration 66: (EM) log likelihood = -28080.815
Iteration 67: (EM) log likelihood = -28078.812
Iteration 68: (EM) log likelihood = -28077.727
Iteration 69: (EM) log likelihood = -28077.073
Iteration 70: (EM) log likelihood = -28075.77
Iteration 71: (EM) log likelihood = -28074.509
Iteration 72: (EM) log likelihood = -28073.424
Iteration 73: (EM) log likelihood = -28072.605
Iteration 74: (EM) log likelihood = -28071.734
Iteration 75: (EM) log likelihood = -28071.096
Iteration 76: (EM) log likelihood = -28070.207
Iteration 77: (EM) log likelihood = -28069.836
Iteration 78: (EM) log likelihood = -28069.457
Iteration 79: (EM) log likelihood = -28069.173
Iteration 80: (EM) log likelihood = -28067.985
Iteration 81: (EM) log likelihood = -28067.424
Iteration 82: (EM) log likelihood = -28066.876
Iteration 83: (EM) log likelihood = -28066.031
Iteration 84: (EM) log likelihood = -28065.926
Iteration 85: (EM) log likelihood = -28065.757
Iteration 86: (EM) log likelihood = -28064.889
Iteration 87: (EM) log likelihood = -28063.815
Iteration 88: (EM) log likelihood = -28063.494
Iteration 89: (EM) log likelihood = -28062.031
Iteration 90: (EM) log likelihood = -28060.748
Iteration 91: (EM) log likelihood = -28059.335
Iteration 92: (EM) log likelihood = -28059.429
Iteration 93: (EM) log likelihood = -28057.838
Iteration 94: (EM) log likelihood = -28056.604
Iteration 95: (EM) log likelihood = -28054.429
Iteration 96: (EM) log likelihood = -28052.441
Iteration 97: (EM) log likelihood = -28051.561
Iteration 98: (EM) log likelihood = -28050.741
Iteration 99: (EM) log likelihood = -28047.555
Iteration 100: (EM) log likelihood = -28045.049
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.8885
Iteration 1: (class) log likelihood = -4160.8885
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.446
Iteration 1: (outcome) log likelihood = -28946.282
Iteration 2: (outcome) log likelihood = -28926.55
Iteration 3: (outcome) log likelihood = -28925.615
Iteration 4: (outcome) log likelihood = -28925.449
Iteration 5: (outcome) log likelihood = -28925.409
Iteration 6: (outcome) log likelihood = -28925.401
Iteration 7: (outcome) log likelihood = -28925.4
Iteration 8: (outcome) log likelihood = -28925.399
Iteration 9: (outcome) log likelihood = -28925.399 (not concave)
Iteration 10: (outcome) log likelihood = -28925.399 (not concave)
Iteration 11: (outcome) log likelihood = -28925.399 (not concave)
Iteration 12: (outcome) log likelihood = -28925.399 (not concave)
Iteration 13: (outcome) log likelihood = -28925.399 (not concave)
Iteration 14: (outcome) log likelihood = -28925.399 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33077.296
Iteration 1: (EM) log likelihood = -33031.675
Iteration 2: (EM) log likelihood = -32894.033
Iteration 3: (EM) log likelihood = -32523.547
Iteration 4: (EM) log likelihood = -31894.841
Iteration 5: (EM) log likelihood = -31249.402
Iteration 6: (EM) log likelihood = -30760.65
Iteration 7: (EM) log likelihood = -30381.639
Iteration 8: (EM) log likelihood = -30035.335
Iteration 9: (EM) log likelihood = -29691.663
Iteration 10: (EM) log likelihood = -29361.536
Iteration 11: (EM) log likelihood = -29088.727
Iteration 12: (EM) log likelihood = -28912.877
Iteration 13: (EM) log likelihood = -28819.286
Iteration 14: (EM) log likelihood = -28776.465
Iteration 15: (EM) log likelihood = -28756.613
Iteration 16: (EM) log likelihood = -28745.661
Iteration 17: (EM) log likelihood = -28737.647
Iteration 18: (EM) log likelihood = -28729.711
Iteration 19: (EM) log likelihood = -28720.231
Iteration 20: (EM) log likelihood = -28710.453
Iteration 21: (EM) log likelihood = -28697.954
Iteration 22: (EM) log likelihood = -28680.909
Iteration 23: (EM) log likelihood = -28661.764
Iteration 24: (EM) log likelihood = -28642.253
Iteration 25: (EM) log likelihood = -28619.19
Iteration 26: (EM) log likelihood = -28595.542
Iteration 27: (EM) log likelihood = -28569.034
Iteration 28: (EM) log likelihood = -28543.54
Iteration 29: (EM) log likelihood = -28519.377
Iteration 30: (EM) log likelihood = -28496.075
Iteration 31: (EM) log likelihood = -28472.077
Iteration 32: (EM) log likelihood = -28448.668
Iteration 33: (EM) log likelihood = -28426.867
Iteration 34: (EM) log likelihood = -28405.96
Iteration 35: (EM) log likelihood = -28386.523
Iteration 36: (EM) log likelihood = -28367.679
Iteration 37: (EM) log likelihood = -28349.491
Iteration 38: (EM) log likelihood = -28331.017
Iteration 39: (EM) log likelihood = -28313.722
Iteration 40: (EM) log likelihood = -28295.673
Iteration 41: (EM) log likelihood = -28278.85
Iteration 42: (EM) log likelihood = -28264.467
Iteration 43: (EM) log likelihood = -28250.846
Iteration 44: (EM) log likelihood = -28236.962
Iteration 45: (EM) log likelihood = -28225.478
Iteration 46: (EM) log likelihood = -28214.169
Iteration 47: (EM) log likelihood = -28204.343
Iteration 48: (EM) log likelihood = -28194.908
Iteration 49: (EM) log likelihood = -28186.588
Iteration 50: (EM) log likelihood = -28178.947
Iteration 51: (EM) log likelihood = -28171.236
Iteration 52: (EM) log likelihood = -28164.174
Iteration 53: (EM) log likelihood = -28158.303
Iteration 54: (EM) log likelihood = -28152.91
Iteration 55: (EM) log likelihood = -28147.814
Iteration 56: (EM) log likelihood = -28142.652
Iteration 57: (EM) log likelihood = -28138.109
Iteration 58: (EM) log likelihood = -28133.167
Iteration 59: (EM) log likelihood = -28126.932
Iteration 60: (EM) log likelihood = -28123.374
Iteration 61: (EM) log likelihood = -28120.054
Iteration 62: (EM) log likelihood = -28116.292
Iteration 63: (EM) log likelihood = -28112.556
Iteration 64: (EM) log likelihood = -28109.585
Iteration 65: (EM) log likelihood = -28106.425
Iteration 66: (EM) log likelihood = -28103.534
Iteration 67: (EM) log likelihood = -28101.386
Iteration 68: (EM) log likelihood = -28098.761
Iteration 69: (EM) log likelihood = -28096.83
Iteration 70: (EM) log likelihood = -28094.414
Iteration 71: (EM) log likelihood = -28092.762
Iteration 72: (EM) log likelihood = -28090.624
Iteration 73: (EM) log likelihood = -28088.88
Iteration 74: (EM) log likelihood = -28087.079
Iteration 75: (EM) log likelihood = -28085.615
Iteration 76: (EM) log likelihood = -28084.055
Iteration 77: (EM) log likelihood = -28083.02
Iteration 78: (EM) log likelihood = -28081.576
Iteration 79: (EM) log likelihood = -28080.318
Iteration 80: (EM) log likelihood = -28078.702
Iteration 81: (EM) log likelihood = -28077.002
Iteration 82: (EM) log likelihood = -28075.842
Iteration 83: (EM) log likelihood = -28074.204
Iteration 84: (EM) log likelihood = -28073.307
Iteration 85: (EM) log likelihood = -28072.141
Iteration 86: (EM) log likelihood = -28071.47
Iteration 87: (EM) log likelihood = -28070.795
Iteration 88: (EM) log likelihood = -28070.331
Iteration 89: (EM) log likelihood = -28069.953
Iteration 90: (EM) log likelihood = -28069.091
Iteration 91: (EM) log likelihood = -28068.089
Iteration 92: (EM) log likelihood = -28067.549
Iteration 93: (EM) log likelihood = -28067.007
Iteration 94: (EM) log likelihood = -28066.022
Iteration 95: (EM) log likelihood = -28065.439
Iteration 96: (EM) log likelihood = -28064.841
Iteration 97: (EM) log likelihood = -28064.295
Iteration 98: (EM) log likelihood = -28063.729
Iteration 99: (EM) log likelihood = -28063.28
Iteration 100: (EM) log likelihood = -28062.742
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.404
Iteration 1: (class) log likelihood = -4162.404
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.882
Iteration 1: (outcome) log likelihood = -28944.593
Iteration 2: (outcome) log likelihood = -28929.574
Iteration 3: (outcome) log likelihood = -28928.948
Iteration 4: (outcome) log likelihood = -28928.825
Iteration 5: (outcome) log likelihood = -28928.794
Iteration 6: (outcome) log likelihood = -28928.788
Iteration 7: (outcome) log likelihood = -28928.787
Iteration 8: (outcome) log likelihood = -28928.787
Iteration 9: (outcome) log likelihood = -28928.787 (not concave)
Iteration 10: (outcome) log likelihood = -28928.787 (not concave)
Iteration 11: (outcome) log likelihood = -28928.787 (not concave)
Iteration 12: (outcome) log likelihood = -28928.787 (not concave)
Iteration 13: (outcome) log likelihood = -28928.787 (not concave)
Iteration 14: (outcome) log likelihood = -28928.787 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33058.801
Iteration 1: (EM) log likelihood = -32936.191
Iteration 2: (EM) log likelihood = -32527.651
Iteration 3: (EM) log likelihood = -31684.704
Iteration 4: (EM) log likelihood = -30848.253
Iteration 5: (EM) log likelihood = -30269.724
Iteration 6: (EM) log likelihood = -29842.527
Iteration 7: (EM) log likelihood = -29517.983
Iteration 8: (EM) log likelihood = -29280.326
Iteration 9: (EM) log likelihood = -29097.893
Iteration 10: (EM) log likelihood = -28959.073
Iteration 11: (EM) log likelihood = -28854.933
Iteration 12: (EM) log likelihood = -28779.64
Iteration 13: (EM) log likelihood = -28724.342
Iteration 14: (EM) log likelihood = -28680.004
Iteration 15: (EM) log likelihood = -28648.575
Iteration 16: (EM) log likelihood = -28625.136
Iteration 17: (EM) log likelihood = -28606.028
Iteration 18: (EM) log likelihood = -28588.281
Iteration 19: (EM) log likelihood = -28576.454
Iteration 20: (EM) log likelihood = -28567.817
Iteration 21: (EM) log likelihood = -28560.483
Iteration 22: (EM) log likelihood = -28553.984
Iteration 23: (EM) log likelihood = -28547.481
Iteration 24: (EM) log likelihood = -28542.963
Iteration 25: (EM) log likelihood = -28539.003
Iteration 26: (EM) log likelihood = -28535.757
Iteration 27: (EM) log likelihood = -28532.355
Iteration 28: (EM) log likelihood = -28530.185
Iteration 29: (EM) log likelihood = -28527.417
Iteration 30: (EM) log likelihood = -28525.537
Iteration 31: (EM) log likelihood = -28523.232
Iteration 32: (EM) log likelihood = -28522.031
Iteration 33: (EM) log likelihood = -28520.406
Iteration 34: (EM) log likelihood = -28518.987
Iteration 35: (EM) log likelihood = -28518.59
Iteration 36: (EM) log likelihood = -28517.637
Iteration 37: (EM) log likelihood = -28515.988
Iteration 38: (EM) log likelihood = -28515.942
Iteration 39: (EM) log likelihood = -28515.745
Iteration 40: (EM) log likelihood = -28515.268
Iteration 41: (EM) log likelihood = -28515.122
Iteration 42: (EM) log likelihood = -28513.633
Iteration 43: (EM) log likelihood = -28513.426
Iteration 44: (EM) log likelihood = -28512.586
Iteration 45: (EM) log likelihood = -28512.468
Iteration 46: (EM) log likelihood = -28512.466
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2365
Iteration 1: (class) log likelihood = -4162.2365
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.337
Iteration 1: (outcome) log likelihood = -28944.993
Iteration 2: (outcome) log likelihood = -28924.621
Iteration 3: (outcome) log likelihood = -28922.93
Iteration 4: (outcome) log likelihood = -28922.649
Iteration 5: (outcome) log likelihood = -28922.597
Iteration 6: (outcome) log likelihood = -28922.586
Iteration 7: (outcome) log likelihood = -28922.583
Iteration 8: (outcome) log likelihood = -28922.582
Iteration 9: (outcome) log likelihood = -28922.582
Iteration 10: (outcome) log likelihood = -28922.582 (not concave)
Iteration 11: (outcome) log likelihood = -28922.582 (not concave)
Iteration 12: (outcome) log likelihood = -28922.582 (not concave)
Iteration 13: (outcome) log likelihood = -28922.582 (not concave)
Iteration 14: (outcome) log likelihood = -28922.582 (not concave)
Iteration 15: (outcome) log likelihood = -28922.582 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33047.431
Iteration 1: (EM) log likelihood = -32918.665
Iteration 2: (EM) log likelihood = -32553.362
Iteration 3: (EM) log likelihood = -31864.672
Iteration 4: (EM) log likelihood = -31030.802
Iteration 5: (EM) log likelihood = -30215.796
Iteration 6: (EM) log likelihood = -29549.995
Iteration 7: (EM) log likelihood = -29125.451
Iteration 8: (EM) log likelihood = -28901.899
Iteration 9: (EM) log likelihood = -28791.001
Iteration 10: (EM) log likelihood = -28737.51
Iteration 11: (EM) log likelihood = -28705.467
Iteration 12: (EM) log likelihood = -28685.954
Iteration 13: (EM) log likelihood = -28669.073
Iteration 14: (EM) log likelihood = -28654.893
Iteration 15: (EM) log likelihood = -28639.721
Iteration 16: (EM) log likelihood = -28621.995
Iteration 17: (EM) log likelihood = -28605.77
Iteration 18: (EM) log likelihood = -28590.508
Iteration 19: (EM) log likelihood = -28577.292
Iteration 20: (EM) log likelihood = -28565.321
Iteration 21: (EM) log likelihood = -28555.804
Iteration 22: (EM) log likelihood = -28546.486
Iteration 23: (EM) log likelihood = -28536.839
Iteration 24: (EM) log likelihood = -28528.583
Iteration 25: (EM) log likelihood = -28520.549
Iteration 26: (EM) log likelihood = -28512.726
Iteration 27: (EM) log likelihood = -28506.238
Iteration 28: (EM) log likelihood = -28498.35
Iteration 29: (EM) log likelihood = -28491.471
Iteration 30: (EM) log likelihood = -28485.176
Iteration 31: (EM) log likelihood = -28478.073
Iteration 32: (EM) log likelihood = -28471.56
Iteration 33: (EM) log likelihood = -28465.565
Iteration 34: (EM) log likelihood = -28459.213
Iteration 35: (EM) log likelihood = -28452.937
Iteration 36: (EM) log likelihood = -28446.208
Iteration 37: (EM) log likelihood = -28441.207
Iteration 38: (EM) log likelihood = -28434.835
Iteration 39: (EM) log likelihood = -28428.625
Iteration 40: (EM) log likelihood = -28421.432
Iteration 41: (EM) log likelihood = -28413.726
Iteration 42: (EM) log likelihood = -28408.062
Iteration 43: (EM) log likelihood = -28400.554
Iteration 44: (EM) log likelihood = -28393.409
Iteration 45: (EM) log likelihood = -28387.017
Iteration 46: (EM) log likelihood = -28379.463
Iteration 47: (EM) log likelihood = -28375.277
Iteration 48: (EM) log likelihood = -28365.942
Iteration 49: (EM) log likelihood = -28360.227
Iteration 50: (EM) log likelihood = -28355.423
Iteration 51: (EM) log likelihood = -28351.237
Iteration 52: (EM) log likelihood = -28346.681
Iteration 53: (EM) log likelihood = -28342.044
Iteration 54: (EM) log likelihood = -28337.898
Iteration 55: (EM) log likelihood = -28332.524
Iteration 56: (EM) log likelihood = -28329.242
Iteration 57: (EM) log likelihood = -28325.493
Iteration 58: (EM) log likelihood = -28322.065
Iteration 59: (EM) log likelihood = -28319.149
Iteration 60: (EM) log likelihood = -28315.53
Iteration 61: (EM) log likelihood = -28311.667
Iteration 62: (EM) log likelihood = -28305.938
Iteration 63: (EM) log likelihood = -28303.196
Iteration 64: (EM) log likelihood = -28299.812
Iteration 65: (EM) log likelihood = -28297.421
Iteration 66: (EM) log likelihood = -28295.354
Iteration 67: (EM) log likelihood = -28293.445
Iteration 68: (EM) log likelihood = -28291.831
Iteration 69: (EM) log likelihood = -28290.212
Iteration 70: (EM) log likelihood = -28288.856
Iteration 71: (EM) log likelihood = -28287.419
Iteration 72: (EM) log likelihood = -28286.125
Iteration 73: (EM) log likelihood = -28284.747
Iteration 74: (EM) log likelihood = -28283.415
Iteration 75: (EM) log likelihood = -28279.969
Iteration 76: (EM) log likelihood = -28276.21
Iteration 77: (EM) log likelihood = -28274.435
Iteration 78: (EM) log likelihood = -28272.424
Iteration 79: (EM) log likelihood = -28270.732
Iteration 80: (EM) log likelihood = -28269.25
Iteration 81: (EM) log likelihood = -28267.913
Iteration 82: (EM) log likelihood = -28266.797
Iteration 83: (EM) log likelihood = -28265.63
Iteration 84: (EM) log likelihood = -28264.598
Iteration 85: (EM) log likelihood = -28263.578
Iteration 86: (EM) log likelihood = -28262.631
Iteration 87: (EM) log likelihood = -28261.711
Iteration 88: (EM) log likelihood = -28260.287
Iteration 89: (EM) log likelihood = -28259.345
Iteration 90: (EM) log likelihood = -28258.494
Iteration 91: (EM) log likelihood = -28257.752
Iteration 92: (EM) log likelihood = -28256.92
Iteration 93: (EM) log likelihood = -28256.227
Iteration 94: (EM) log likelihood = -28255.537
Iteration 95: (EM) log likelihood = -28254.873
Iteration 96: (EM) log likelihood = -28254.19
Iteration 97: (EM) log likelihood = -28253.621
Iteration 98: (EM) log likelihood = -28252.992
Iteration 99: (EM) log likelihood = -28252.085
Iteration 100: (EM) log likelihood = -28251.428
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.7766
Iteration 1: (class) log likelihood = -4161.7766
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.335
Iteration 1: (outcome) log likelihood = -28947.144
Iteration 2: (outcome) log likelihood = -28930.111
Iteration 3: (outcome) log likelihood = -28929.489
Iteration 4: (outcome) log likelihood = -28929.342
Iteration 5: (outcome) log likelihood = -28929.311
Iteration 6: (outcome) log likelihood = -28929.305
Iteration 7: (outcome) log likelihood = -28929.303
Iteration 8: (outcome) log likelihood = -28929.303
Iteration 9: (outcome) log likelihood = -28929.303 (not concave)
Iteration 10: (outcome) log likelihood = -28929.303 (not concave)
Iteration 11: (outcome) log likelihood = -28929.303 (not concave)
Iteration 12: (outcome) log likelihood = -28929.303 (not concave)
Iteration 13: (outcome) log likelihood = -28929.303 (not concave)
Iteration 14: (outcome) log likelihood = -28929.303 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33064.913
Iteration 1: (EM) log likelihood = -32973.914
Iteration 2: (EM) log likelihood = -32766.781
Iteration 3: (EM) log likelihood = -32324.636
Iteration 4: (EM) log likelihood = -31439.698
Iteration 5: (EM) log likelihood = -30453.193
Iteration 6: (EM) log likelihood = -29749.346
Iteration 7: (EM) log likelihood = -29273.55
Iteration 8: (EM) log likelihood = -28984.256
Iteration 9: (EM) log likelihood = -28835.705
Iteration 10: (EM) log likelihood = -28760.632
Iteration 11: (EM) log likelihood = -28716.045
Iteration 12: (EM) log likelihood = -28679.972
Iteration 13: (EM) log likelihood = -28654.455
Iteration 14: (EM) log likelihood = -28630.954
Iteration 15: (EM) log likelihood = -28610.694
Iteration 16: (EM) log likelihood = -28592.489
Iteration 17: (EM) log likelihood = -28573.572
Iteration 18: (EM) log likelihood = -28556.913
Iteration 19: (EM) log likelihood = -28539.827
Iteration 20: (EM) log likelihood = -28524.14
Iteration 21: (EM) log likelihood = -28507.503
Iteration 22: (EM) log likelihood = -28490.646
Iteration 23: (EM) log likelihood = -28474.447
Iteration 24: (EM) log likelihood = -28460.23
Iteration 25: (EM) log likelihood = -28447.298
Iteration 26: (EM) log likelihood = -28434.499
Iteration 27: (EM) log likelihood = -28418.574
Iteration 28: (EM) log likelihood = -28405.828
Iteration 29: (EM) log likelihood = -28393.368
Iteration 30: (EM) log likelihood = -28381.806
Iteration 31: (EM) log likelihood = -28370.777
Iteration 32: (EM) log likelihood = -28359.722
Iteration 33: (EM) log likelihood = -28347.531
Iteration 34: (EM) log likelihood = -28337.948
Iteration 35: (EM) log likelihood = -28326.823
Iteration 36: (EM) log likelihood = -28317.566
Iteration 37: (EM) log likelihood = -28309.499
Iteration 38: (EM) log likelihood = -28299.478
Iteration 39: (EM) log likelihood = -28291.453
Iteration 40: (EM) log likelihood = -28284.233
Iteration 41: (EM) log likelihood = -28276.581
Iteration 42: (EM) log likelihood = -28270.639
Iteration 43: (EM) log likelihood = -28263.051
Iteration 44: (EM) log likelihood = -28256.875
Iteration 45: (EM) log likelihood = -28252.727
Iteration 46: (EM) log likelihood = -28249.145
Iteration 47: (EM) log likelihood = -28242.791
Iteration 48: (EM) log likelihood = -28238.237
Iteration 49: (EM) log likelihood = -28233.871
Iteration 50: (EM) log likelihood = -28227.113
Iteration 51: (EM) log likelihood = -28222.609
Iteration 52: (EM) log likelihood = -28218.351
Iteration 53: (EM) log likelihood = -28214.924
Iteration 54: (EM) log likelihood = -28211.451
Iteration 55: (EM) log likelihood = -28208.123
Iteration 56: (EM) log likelihood = -28205.299
Iteration 57: (EM) log likelihood = -28202.112
Iteration 58: (EM) log likelihood = -28199.219
Iteration 59: (EM) log likelihood = -28197.415
Iteration 60: (EM) log likelihood = -28195.634
Iteration 61: (EM) log likelihood = -28194.133
Iteration 62: (EM) log likelihood = -28192.644
Iteration 63: (EM) log likelihood = -28191.115
Iteration 64: (EM) log likelihood = -28189.283
Iteration 65: (EM) log likelihood = -28187.459
Iteration 66: (EM) log likelihood = -28185.814
Iteration 67: (EM) log likelihood = -28184.26
Iteration 68: (EM) log likelihood = -28182.658
Iteration 69: (EM) log likelihood = -28180.972
Iteration 70: (EM) log likelihood = -28177.969
Iteration 71: (EM) log likelihood = -28176.859
Iteration 72: (EM) log likelihood = -28175.77
Iteration 73: (EM) log likelihood = -28172.79
Iteration 74: (EM) log likelihood = -28172.182
Iteration 75: (EM) log likelihood = -28171.49
Iteration 76: (EM) log likelihood = -28170.195
Iteration 77: (EM) log likelihood = -28167.553
Iteration 78: (EM) log likelihood = -28166.662
Iteration 79: (EM) log likelihood = -28165.937
Iteration 80: (EM) log likelihood = -28165.359
Iteration 81: (EM) log likelihood = -28164.622
Iteration 82: (EM) log likelihood = -28164
Iteration 83: (EM) log likelihood = -28163.394
Iteration 84: (EM) log likelihood = -28162.699
Iteration 85: (EM) log likelihood = -28161.972
Iteration 86: (EM) log likelihood = -28161.149
Iteration 87: (EM) log likelihood = -28160.747
Iteration 88: (EM) log likelihood = -28160.144
Iteration 89: (EM) log likelihood = -28159.799
Iteration 90: (EM) log likelihood = -28159.272
Iteration 91: (EM) log likelihood = -28158.971
Iteration 92: (EM) log likelihood = -28158.701
Iteration 93: (EM) log likelihood = -28158.472
Iteration 94: (EM) log likelihood = -28158.123
Iteration 95: (EM) log likelihood = -28157.692
Iteration 96: (EM) log likelihood = -28157.465
Iteration 97: (EM) log likelihood = -28157.228
Iteration 98: (EM) log likelihood = -28157.538
Iteration 99: (EM) log likelihood = -28156.929
Iteration 100: (EM) log likelihood = -28156.504
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6111
Iteration 1: (class) log likelihood = -4162.6111
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.41
Iteration 1: (outcome) log likelihood = -28958.916
Iteration 2: (outcome) log likelihood = -28938.155
Iteration 3: (outcome) log likelihood = -28937.026
Iteration 4: (outcome) log likelihood = -28936.977
Iteration 5: (outcome) log likelihood = -28936.967
Iteration 6: (outcome) log likelihood = -28936.965
Iteration 7: (outcome) log likelihood = -28936.965
Iteration 8: (outcome) log likelihood = -28936.965
Iteration 9: (outcome) log likelihood = -28936.965 (not concave)
Iteration 10: (outcome) log likelihood = -28936.965 (not concave)
Iteration 11: (outcome) log likelihood = -28936.965 (not concave)
Iteration 12: (outcome) log likelihood = -28936.965 (not concave)
Iteration 13: (outcome) log likelihood = -28936.965 (not concave)
Iteration 14: (outcome) log likelihood = -28936.965 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33074.339
Iteration 1: (EM) log likelihood = -32968.861
Iteration 2: (EM) log likelihood = -32602.708
Iteration 3: (EM) log likelihood = -31778.876
Iteration 4: (EM) log likelihood = -30795.525
Iteration 5: (EM) log likelihood = -30060.135
Iteration 6: (EM) log likelihood = -29533.282
Iteration 7: (EM) log likelihood = -29137.494
Iteration 8: (EM) log likelihood = -28890.03
Iteration 9: (EM) log likelihood = -28753.285
Iteration 10: (EM) log likelihood = -28682.181
Iteration 11: (EM) log likelihood = -28644.422
Iteration 12: (EM) log likelihood = -28623.068
Iteration 13: (EM) log likelihood = -28609.379
Iteration 14: (EM) log likelihood = -28601.236
Iteration 15: (EM) log likelihood = -28594.486
Iteration 16: (EM) log likelihood = -28588.837
Iteration 17: (EM) log likelihood = -28584.802
Iteration 18: (EM) log likelihood = -28582.259
Iteration 19: (EM) log likelihood = -28578.553
Iteration 20: (EM) log likelihood = -28577.064
Iteration 21: (EM) log likelihood = -28575.796
Iteration 22: (EM) log likelihood = -28574.686
Iteration 23: (EM) log likelihood = -28573.339
Iteration 24: (EM) log likelihood = -28570.838
Iteration 25: (EM) log likelihood = -28569.892
Iteration 26: (EM) log likelihood = -28568.907
Iteration 27: (EM) log likelihood = -28568.018
Iteration 28: (EM) log likelihood = -28567.191
Iteration 29: (EM) log likelihood = -28566.379
Iteration 30: (EM) log likelihood = -28565.456
Iteration 31: (EM) log likelihood = -28564.112
Iteration 32: (EM) log likelihood = -28563.28
Iteration 33: (EM) log likelihood = -28562.455
Iteration 34: (EM) log likelihood = -28561.629
Iteration 35: (EM) log likelihood = -28560.417
Iteration 36: (EM) log likelihood = -28558.166
Iteration 37: (EM) log likelihood = -28556.912
Iteration 38: (EM) log likelihood = -28554.352
Iteration 39: (EM) log likelihood = -28553.057
Iteration 40: (EM) log likelihood = -28550.584
Iteration 41: (EM) log likelihood = -28549.051
Iteration 42: (EM) log likelihood = -28547.796
Iteration 43: (EM) log likelihood = -28545.985
Iteration 44: (EM) log likelihood = -28545.167
Iteration 45: (EM) log likelihood = -28544.004
Iteration 46: (EM) log likelihood = -28542.216
Iteration 47: (EM) log likelihood = -28541.38
Iteration 48: (EM) log likelihood = -28540.527
Iteration 49: (EM) log likelihood = -28539.818
Iteration 50: (EM) log likelihood = -28539.11
Iteration 51: (EM) log likelihood = -28538.491
Iteration 52: (EM) log likelihood = -28537.85
Iteration 53: (EM) log likelihood = -28537.225
Iteration 54: (EM) log likelihood = -28536.669
Iteration 55: (EM) log likelihood = -28536.175
Iteration 56: (EM) log likelihood = -28535.608
Iteration 57: (EM) log likelihood = -28534.908
Iteration 58: (EM) log likelihood = -28534.359
Iteration 59: (EM) log likelihood = -28533.909
Iteration 60: (EM) log likelihood = -28533.488
Iteration 61: (EM) log likelihood = -28533.071
Iteration 62: (EM) log likelihood = -28532.5
Iteration 63: (EM) log likelihood = -28532.087
Iteration 64: (EM) log likelihood = -28531.677
Iteration 65: (EM) log likelihood = -28531.316
Iteration 66: (EM) log likelihood = -28530.933
Iteration 67: (EM) log likelihood = -28530.569
Iteration 68: (EM) log likelihood = -28530.153
Iteration 69: (EM) log likelihood = -28529.787
Iteration 70: (EM) log likelihood = -28529.452
Iteration 71: (EM) log likelihood = -28529.12
Iteration 72: (EM) log likelihood = -28528.8
Iteration 73: (EM) log likelihood = -28528.461
Iteration 74: (EM) log likelihood = -28527.97
Iteration 75: (EM) log likelihood = -28527.738
Iteration 76: (EM) log likelihood = -28527.387
Iteration 77: (EM) log likelihood = -28527.05
Iteration 78: (EM) log likelihood = -28526.747
Iteration 79: (EM) log likelihood = -28526.453
Iteration 80: (EM) log likelihood = -28526.16
Iteration 81: (EM) log likelihood = -28525.888
Iteration 82: (EM) log likelihood = -28525.619
Iteration 83: (EM) log likelihood = -28525.242
Iteration 84: (EM) log likelihood = -28524.936
Iteration 85: (EM) log likelihood = -28524.608
Iteration 86: (EM) log likelihood = -28524.211
Iteration 87: (EM) log likelihood = -28523.882
Iteration 88: (EM) log likelihood = -28523.595
Iteration 89: (EM) log likelihood = -28523.33
Iteration 90: (EM) log likelihood = -28523.05
Iteration 91: (EM) log likelihood = -28522.772
Iteration 92: (EM) log likelihood = -28522.516
Iteration 93: (EM) log likelihood = -28522.27
Iteration 94: (EM) log likelihood = -28522.005
Iteration 95: (EM) log likelihood = -28521.745
Iteration 96: (EM) log likelihood = -28521.429
Iteration 97: (EM) log likelihood = -28521.188
Iteration 98: (EM) log likelihood = -28520.857
Iteration 99: (EM) log likelihood = -28520.623
Iteration 100: (EM) log likelihood = -28520.368
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5684
Iteration 1: (class) log likelihood = -4162.5684
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.278
Iteration 1: (outcome) log likelihood = -28953.968
Iteration 2: (outcome) log likelihood = -28935.997
Iteration 3: (outcome) log likelihood = -28935.188
Iteration 4: (outcome) log likelihood = -28935.133
Iteration 5: (outcome) log likelihood = -28935.121
Iteration 6: (outcome) log likelihood = -28935.118
Iteration 7: (outcome) log likelihood = -28935.117
Iteration 8: (outcome) log likelihood = -28935.117
Iteration 9: (outcome) log likelihood = -28935.117
Refining starting values:
Iteration 0: (EM) log likelihood = -33079.469
Iteration 1: (EM) log likelihood = -33013.484
Iteration 2: (EM) log likelihood = -32838.801
Iteration 3: (EM) log likelihood = -32440.568
Iteration 4: (EM) log likelihood = -31662.821
Iteration 5: (EM) log likelihood = -30763.728
Iteration 6: (EM) log likelihood = -30073.483
Iteration 7: (EM) log likelihood = -29553.517
Iteration 8: (EM) log likelihood = -29174.487
Iteration 9: (EM) log likelihood = -28939.726
Iteration 10: (EM) log likelihood = -28811.814
Iteration 11: (EM) log likelihood = -28742.016
Iteration 12: (EM) log likelihood = -28701.15
Iteration 13: (EM) log likelihood = -28678.117
Iteration 14: (EM) log likelihood = -28663.507
Iteration 15: (EM) log likelihood = -28653.065
Iteration 16: (EM) log likelihood = -28644.666
Iteration 17: (EM) log likelihood = -28636.676
Iteration 18: (EM) log likelihood = -28629.074
Iteration 19: (EM) log likelihood = -28620.848
Iteration 20: (EM) log likelihood = -28612.083
Iteration 21: (EM) log likelihood = -28602.58
Iteration 22: (EM) log likelihood = -28593.696
Iteration 23: (EM) log likelihood = -28585.616
Iteration 24: (EM) log likelihood = -28576.172
Iteration 25: (EM) log likelihood = -28568.365
Iteration 26: (EM) log likelihood = -28560.208
Iteration 27: (EM) log likelihood = -28552.636
Iteration 28: (EM) log likelihood = -28544.521
Iteration 29: (EM) log likelihood = -28535.429
Iteration 30: (EM) log likelihood = -28528.291
Iteration 31: (EM) log likelihood = -28522.137
Iteration 32: (EM) log likelihood = -28516.104
Iteration 33: (EM) log likelihood = -28510.98
Iteration 34: (EM) log likelihood = -28504.831
Iteration 35: (EM) log likelihood = -28499.268
Iteration 36: (EM) log likelihood = -28492.625
Iteration 37: (EM) log likelihood = -28488.248
Iteration 38: (EM) log likelihood = -28483.757
Iteration 39: (EM) log likelihood = -28479.442
Iteration 40: (EM) log likelihood = -28473.466
Iteration 41: (EM) log likelihood = -28468.666
Iteration 42: (EM) log likelihood = -28466.11
Iteration 43: (EM) log likelihood = -28463.573
Iteration 44: (EM) log likelihood = -28461.139
Iteration 45: (EM) log likelihood = -28458.832
Iteration 46: (EM) log likelihood = -28456.572
Iteration 47: (EM) log likelihood = -28454.407
Iteration 48: (EM) log likelihood = -28452.291
Iteration 49: (EM) log likelihood = -28449.277
Iteration 50: (EM) log likelihood = -28447.362
Iteration 51: (EM) log likelihood = -28445.463
Iteration 52: (EM) log likelihood = -28443.404
Iteration 53: (EM) log likelihood = -28441.576
Iteration 54: (EM) log likelihood = -28439.486
Iteration 55: (EM) log likelihood = -28437.883
Iteration 56: (EM) log likelihood = -28435.962
Iteration 57: (EM) log likelihood = -28434.415
Iteration 58: (EM) log likelihood = -28432.872
Iteration 59: (EM) log likelihood = -28431.044
Iteration 60: (EM) log likelihood = -28429.089
Iteration 61: (EM) log likelihood = -28427.691
Iteration 62: (EM) log likelihood = -28426.188
Iteration 63: (EM) log likelihood = -28424.69
Iteration 64: (EM) log likelihood = -28423.31
Iteration 65: (EM) log likelihood = -28421.694
Iteration 66: (EM) log likelihood = -28420.181
Iteration 67: (EM) log likelihood = -28418.738
Iteration 68: (EM) log likelihood = -28417.506
Iteration 69: (EM) log likelihood = -28416.239
Iteration 70: (EM) log likelihood = -28415.024
Iteration 71: (EM) log likelihood = -28413.845
Iteration 72: (EM) log likelihood = -28412.695
Iteration 73: (EM) log likelihood = -28411.627
Iteration 74: (EM) log likelihood = -28409.735
Iteration 75: (EM) log likelihood = -28408.509
Iteration 76: (EM) log likelihood = -28407.387
Iteration 77: (EM) log likelihood = -28406.334
Iteration 78: (EM) log likelihood = -28405.185
Iteration 79: (EM) log likelihood = -28404.323
Iteration 80: (EM) log likelihood = -28403.129
Iteration 81: (EM) log likelihood = -28401.888
Iteration 82: (EM) log likelihood = -28399.81
Iteration 83: (EM) log likelihood = -28398.711
Iteration 84: (EM) log likelihood = -28397.289
Iteration 85: (EM) log likelihood = -28394.325
Iteration 86: (EM) log likelihood = -28393.204
Iteration 87: (EM) log likelihood = -28390.595
Iteration 88: (EM) log likelihood = -28389.46
Iteration 89: (EM) log likelihood = -28388.168
Iteration 90: (EM) log likelihood = -28386.947
Iteration 91: (EM) log likelihood = -28385.538
Iteration 92: (EM) log likelihood = -28378.945
Iteration 93: (EM) log likelihood = -28377.941
Iteration 94: (EM) log likelihood = -28376.526
Iteration 95: (EM) log likelihood = -28375.099
Iteration 96: (EM) log likelihood = -28373.722
Iteration 97: (EM) log likelihood = -28372.207
Iteration 98: (EM) log likelihood = -28370.954
Iteration 99: (EM) log likelihood = -28369.86
Iteration 100: (EM) log likelihood = -28368.762
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.5902
Iteration 1: (class) log likelihood = -4160.5902
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.034
Iteration 1: (outcome) log likelihood = -28957.311
Iteration 2: (outcome) log likelihood = -28934.683
Iteration 3: (outcome) log likelihood = -28933.053
Iteration 4: (outcome) log likelihood = -28932.721
Iteration 5: (outcome) log likelihood = -28932.656
Iteration 6: (outcome) log likelihood = -28932.643
Iteration 7: (outcome) log likelihood = -28932.639
Iteration 8: (outcome) log likelihood = -28932.639
Iteration 9: (outcome) log likelihood = -28932.639
Iteration 10: (outcome) log likelihood = -28932.639 (not concave)
Iteration 11: (outcome) log likelihood = -28932.639 (not concave)
Iteration 12: (outcome) log likelihood = -28932.639 (not concave)
Iteration 13: (outcome) log likelihood = -28932.639 (not concave)
Iteration 14: (outcome) log likelihood = -28932.639 (not concave)
Iteration 15: (outcome) log likelihood = -28932.639 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33081.028
Iteration 1: (EM) log likelihood = -33047.131
Iteration 2: (EM) log likelihood = -32956.689
Iteration 3: (EM) log likelihood = -32730.341
Iteration 4: (EM) log likelihood = -32311.919
Iteration 5: (EM) log likelihood = -31763.083
Iteration 6: (EM) log likelihood = -31158.615
Iteration 7: (EM) log likelihood = -30559.286
Iteration 8: (EM) log likelihood = -30077.91
Iteration 9: (EM) log likelihood = -29753.683
Iteration 10: (EM) log likelihood = -29547.357
Iteration 11: (EM) log likelihood = -29416.831
Iteration 12: (EM) log likelihood = -29322.795
Iteration 13: (EM) log likelihood = -29236.631
Iteration 14: (EM) log likelihood = -29142.325
Iteration 15: (EM) log likelihood = -29049.968
Iteration 16: (EM) log likelihood = -28962.565
Iteration 17: (EM) log likelihood = -28886.947
Iteration 18: (EM) log likelihood = -28828.681
Iteration 19: (EM) log likelihood = -28785.896
Iteration 20: (EM) log likelihood = -28753.67
Iteration 21: (EM) log likelihood = -28729.569
Iteration 22: (EM) log likelihood = -28710.11
Iteration 23: (EM) log likelihood = -28694.545
Iteration 24: (EM) log likelihood = -28681.616
Iteration 25: (EM) log likelihood = -28670.012
Iteration 26: (EM) log likelihood = -28658.988
Iteration 27: (EM) log likelihood = -28650.775
Iteration 28: (EM) log likelihood = -28643.894
Iteration 29: (EM) log likelihood = -28638.126
Iteration 30: (EM) log likelihood = -28633.148
Iteration 31: (EM) log likelihood = -28628.219
Iteration 32: (EM) log likelihood = -28623.48
Iteration 33: (EM) log likelihood = -28620.604
Iteration 34: (EM) log likelihood = -28618.089
Iteration 35: (EM) log likelihood = -28616.329
Iteration 36: (EM) log likelihood = -28614.874
Iteration 37: (EM) log likelihood = -28613.49
Iteration 38: (EM) log likelihood = -28612.454
Iteration 39: (EM) log likelihood = -28611.431
Iteration 40: (EM) log likelihood = -28610.438
Iteration 41: (EM) log likelihood = -28608.909
Iteration 42: (EM) log likelihood = -28606.196
Iteration 43: (EM) log likelihood = -28605.609
Iteration 44: (EM) log likelihood = -28605.014
Iteration 45: (EM) log likelihood = -28604.63
Iteration 46: (EM) log likelihood = -28604.227
Iteration 47: (EM) log likelihood = -28603.689
Iteration 48: (EM) log likelihood = -28603.231
Iteration 49: (EM) log likelihood = -28603.063
Iteration 50: (EM) log likelihood = -28602.819
Iteration 51: (EM) log likelihood = -28602.573
Iteration 52: (EM) log likelihood = -28602.505
Iteration 53: (EM) log likelihood = -28602.39
Iteration 54: (EM) log likelihood = -28602.32
Iteration 55: (EM) log likelihood = -28602.046
Iteration 56: (EM) log likelihood = -28601.916
Iteration 57: (EM) log likelihood = -28601.126
Iteration 58: (EM) log likelihood = -28601.26
Iteration 59: (EM) log likelihood = -28601.119
Iteration 60: (EM) log likelihood = -28601.159
Iteration 61: (EM) log likelihood = -28600.816
Iteration 62: (EM) log likelihood = -28600.908
Iteration 63: (EM) log likelihood = -28600.529
Iteration 64: (EM) log likelihood = -28600.66
Iteration 65: (EM) log likelihood = -28600.571
Iteration 66: (EM) log likelihood = -28600.528
Iteration 67: (EM) log likelihood = -28600.325
Iteration 68: (EM) log likelihood = -28600.469
Iteration 69: (EM) log likelihood = -28600.216
Iteration 70: (EM) log likelihood = -28600.23
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.2517
Iteration 1: (class) log likelihood = -4161.2517
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.261
Iteration 1: (outcome) log likelihood = -28947.14
Iteration 2: (outcome) log likelihood = -28926.628
Iteration 3: (outcome) log likelihood = -28925.308
Iteration 4: (outcome) log likelihood = -28925.149
Iteration 5: (outcome) log likelihood = -28925.115
Iteration 6: (outcome) log likelihood = -28925.108
Iteration 7: (outcome) log likelihood = -28925.106
Iteration 8: (outcome) log likelihood = -28925.106
Iteration 9: (outcome) log likelihood = -28925.105
Iteration 10: (outcome) log likelihood = -28925.105 (not concave)
Iteration 11: (outcome) log likelihood = -28925.105 (not concave)
Iteration 12: (outcome) log likelihood = -28925.105 (not concave)
Iteration 13: (outcome) log likelihood = -28925.105 (not concave)
Iteration 14: (outcome) log likelihood = -28925.105 (not concave)
Iteration 15: (outcome) log likelihood = -28925.105 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33071.998
Iteration 1: (EM) log likelihood = -33022.831
Iteration 2: (EM) log likelihood = -32857.161
Iteration 3: (EM) log likelihood = -32355.756
Iteration 4: (EM) log likelihood = -31427.211
Iteration 5: (EM) log likelihood = -30552.519
Iteration 6: (EM) log likelihood = -29929.644
Iteration 7: (EM) log likelihood = -29455.962
Iteration 8: (EM) log likelihood = -29112.607
Iteration 9: (EM) log likelihood = -28890.518
Iteration 10: (EM) log likelihood = -28753.844
Iteration 11: (EM) log likelihood = -28669.071
Iteration 12: (EM) log likelihood = -28611.259
Iteration 13: (EM) log likelihood = -28572.74
Iteration 14: (EM) log likelihood = -28545.316
Iteration 15: (EM) log likelihood = -28524.497
Iteration 16: (EM) log likelihood = -28508.116
Iteration 17: (EM) log likelihood = -28492.06
Iteration 18: (EM) log likelihood = -28479.219
Iteration 19: (EM) log likelihood = -28469.81
Iteration 20: (EM) log likelihood = -28462.613
Iteration 21: (EM) log likelihood = -28455.867
Iteration 22: (EM) log likelihood = -28450.329
Iteration 23: (EM) log likelihood = -28445.287
Iteration 24: (EM) log likelihood = -28439.975
Iteration 25: (EM) log likelihood = -28436.803
Iteration 26: (EM) log likelihood = -28432.295
Iteration 27: (EM) log likelihood = -28427.172
Iteration 28: (EM) log likelihood = -28423.207
Iteration 29: (EM) log likelihood = -28420.37
Iteration 30: (EM) log likelihood = -28417.645
Iteration 31: (EM) log likelihood = -28414.966
Iteration 32: (EM) log likelihood = -28411.555
Iteration 33: (EM) log likelihood = -28408.425
Iteration 34: (EM) log likelihood = -28404.573
Iteration 35: (EM) log likelihood = -28401.011
Iteration 36: (EM) log likelihood = -28398.933
Iteration 37: (EM) log likelihood = -28395.477
Iteration 38: (EM) log likelihood = -28393.357
Iteration 39: (EM) log likelihood = -28391.065
Iteration 40: (EM) log likelihood = -28388.556
Iteration 41: (EM) log likelihood = -28386.155
Iteration 42: (EM) log likelihood = -28383.32
Iteration 43: (EM) log likelihood = -28380.654
Iteration 44: (EM) log likelihood = -28378.277
Iteration 45: (EM) log likelihood = -28376.119
Iteration 46: (EM) log likelihood = -28374.014
Iteration 47: (EM) log likelihood = -28372.364
Iteration 48: (EM) log likelihood = -28370.808
Iteration 49: (EM) log likelihood = -28368.803
Iteration 50: (EM) log likelihood = -28366.904
Iteration 51: (EM) log likelihood = -28365.293
Iteration 52: (EM) log likelihood = -28363.65
Iteration 53: (EM) log likelihood = -28362.388
Iteration 54: (EM) log likelihood = -28360.648
Iteration 55: (EM) log likelihood = -28356.729
Iteration 56: (EM) log likelihood = -28355.867
Iteration 57: (EM) log likelihood = -28354.496
Iteration 58: (EM) log likelihood = -28352.148
Iteration 59: (EM) log likelihood = -28351.007
Iteration 60: (EM) log likelihood = -28348
Iteration 61: (EM) log likelihood = -28347.078
Iteration 62: (EM) log likelihood = -28345.991
Iteration 63: (EM) log likelihood = -28345.106
Iteration 64: (EM) log likelihood = -28344.207
Iteration 65: (EM) log likelihood = -28343.404
Iteration 66: (EM) log likelihood = -28342.656
Iteration 67: (EM) log likelihood = -28341.864
Iteration 68: (EM) log likelihood = -28341.188
Iteration 69: (EM) log likelihood = -28340.568
Iteration 70: (EM) log likelihood = -28339.94
Iteration 71: (EM) log likelihood = -28339.454
Iteration 72: (EM) log likelihood = -28338.783
Iteration 73: (EM) log likelihood = -28338.164
Iteration 74: (EM) log likelihood = -28337.572
Iteration 75: (EM) log likelihood = -28336.777
Iteration 76: (EM) log likelihood = -28336.187
Iteration 77: (EM) log likelihood = -28335.563
Iteration 78: (EM) log likelihood = -28335.01
Iteration 79: (EM) log likelihood = -28334.431
Iteration 80: (EM) log likelihood = -28333.911
Iteration 81: (EM) log likelihood = -28333.36
Iteration 82: (EM) log likelihood = -28333.054
Iteration 83: (EM) log likelihood = -28332.395
Iteration 84: (EM) log likelihood = -28331.915
Iteration 85: (EM) log likelihood = -28331.602
Iteration 86: (EM) log likelihood = -28331.083
Iteration 87: (EM) log likelihood = -28330.594
Iteration 88: (EM) log likelihood = -28330.137
Iteration 89: (EM) log likelihood = -28329.608
Iteration 90: (EM) log likelihood = -28329.25
Iteration 91: (EM) log likelihood = -28328.629
Iteration 92: (EM) log likelihood = -28328.097
Iteration 93: (EM) log likelihood = -28327.608
Iteration 94: (EM) log likelihood = -28327.111
Iteration 95: (EM) log likelihood = -28326.633
Iteration 96: (EM) log likelihood = -28326.168
Iteration 97: (EM) log likelihood = -28325.709
Iteration 98: (EM) log likelihood = -28325.251
Iteration 99: (EM) log likelihood = -28324.828
Iteration 100: (EM) log likelihood = -28324.351
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.8751
Iteration 1: (class) log likelihood = -4161.8751
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.244
Iteration 1: (outcome) log likelihood = -28951.957
Iteration 2: (outcome) log likelihood = -28934.546
Iteration 3: (outcome) log likelihood = -28934.054
Iteration 4: (outcome) log likelihood = -28933.975
Iteration 5: (outcome) log likelihood = -28933.963
Iteration 6: (outcome) log likelihood = -28933.961
Iteration 7: (outcome) log likelihood = -28933.961
Iteration 8: (outcome) log likelihood = -28933.961
Iteration 9: (outcome) log likelihood = -28933.961 (not concave)
Iteration 10: (outcome) log likelihood = -28933.961 (not concave)
Iteration 11: (outcome) log likelihood = -28933.961 (not concave)
Iteration 12: (outcome) log likelihood = -28933.961 (not concave)
Iteration 13: (outcome) log likelihood = -28933.961 (not concave)
Iteration 14: (outcome) log likelihood = -28933.961 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33079.361
Iteration 1: (EM) log likelihood = -33014.503
Iteration 2: (EM) log likelihood = -32901.881
Iteration 3: (EM) log likelihood = -32767.239
Iteration 4: (EM) log likelihood = -32522.095
Iteration 5: (EM) log likelihood = -31927.481
Iteration 6: (EM) log likelihood = -31016.74
Iteration 7: (EM) log likelihood = -30322.158
Iteration 8: (EM) log likelihood = -29894.594
Iteration 9: (EM) log likelihood = -29567.855
Iteration 10: (EM) log likelihood = -29297.73
Iteration 11: (EM) log likelihood = -29083.949
Iteration 12: (EM) log likelihood = -28930.147
Iteration 13: (EM) log likelihood = -28838.757
Iteration 14: (EM) log likelihood = -28785.366
Iteration 15: (EM) log likelihood = -28753.064
Iteration 16: (EM) log likelihood = -28730.441
Iteration 17: (EM) log likelihood = -28712.052
Iteration 18: (EM) log likelihood = -28693.126
Iteration 19: (EM) log likelihood = -28676.86
Iteration 20: (EM) log likelihood = -28661.898
Iteration 21: (EM) log likelihood = -28650.252
Iteration 22: (EM) log likelihood = -28641.003
Iteration 23: (EM) log likelihood = -28633.609
Iteration 24: (EM) log likelihood = -28626.928
Iteration 25: (EM) log likelihood = -28621.602
Iteration 26: (EM) log likelihood = -28614.072
Iteration 27: (EM) log likelihood = -28608.29
Iteration 28: (EM) log likelihood = -28604.511
Iteration 29: (EM) log likelihood = -28598.357
Iteration 30: (EM) log likelihood = -28594.186
Iteration 31: (EM) log likelihood = -28593.055
Iteration 32: (EM) log likelihood = -28591.227
Iteration 33: (EM) log likelihood = -28590.228
Iteration 34: (EM) log likelihood = -28589.233
Iteration 35: (EM) log likelihood = -28587.598
Iteration 36: (EM) log likelihood = -28585.92
Iteration 37: (EM) log likelihood = -28585.048
Iteration 38: (EM) log likelihood = -28584.055
Iteration 39: (EM) log likelihood = -28582.048
Iteration 40: (EM) log likelihood = -28579.168
Iteration 41: (EM) log likelihood = -28578.43
Iteration 42: (EM) log likelihood = -28577.505
Iteration 43: (EM) log likelihood = -28576.307
Iteration 44: (EM) log likelihood = -28573.384
Iteration 45: (EM) log likelihood = -28571.845
Iteration 46: (EM) log likelihood = -28571.164
Iteration 47: (EM) log likelihood = -28569.845
Iteration 48: (EM) log likelihood = -28569.437
Iteration 49: (EM) log likelihood = -28569.091
Iteration 50: (EM) log likelihood = -28568.83
Iteration 51: (EM) log likelihood = -28568.565
Iteration 52: (EM) log likelihood = -28568.487
Iteration 53: (EM) log likelihood = -28568.411
Iteration 54: (EM) log likelihood = -28568.383
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.6247
Iteration 1: (class) log likelihood = -4161.6247
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.834
Iteration 1: (outcome) log likelihood = -28997.614
Iteration 2: (outcome) log likelihood = -28939.758
Iteration 3: (outcome) log likelihood = -28932.738
Iteration 4: (outcome) log likelihood = -28932.07
Iteration 5: (outcome) log likelihood = -28932.003
Iteration 6: (outcome) log likelihood = -28931.99
Iteration 7: (outcome) log likelihood = -28931.987
Iteration 8: (outcome) log likelihood = -28931.987
Iteration 9: (outcome) log likelihood = -28931.986 (not concave)
Iteration 10: (outcome) log likelihood = -28931.986 (not concave)
Iteration 11: (outcome) log likelihood = -28931.986 (not concave)
Iteration 12: (outcome) log likelihood = -28931.986 (not concave)
Iteration 13: (outcome) log likelihood = -28931.986 (not concave)
Iteration 14: (outcome) log likelihood = -28931.986 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33082.252
Iteration 1: (EM) log likelihood = -33041.3
Iteration 2: (EM) log likelihood = -32904.741
Iteration 3: (EM) log likelihood = -32553.867
Iteration 4: (EM) log likelihood = -31921.074
Iteration 5: (EM) log likelihood = -31205.956
Iteration 6: (EM) log likelihood = -30579.549
Iteration 7: (EM) log likelihood = -30100.356
Iteration 8: (EM) log likelihood = -29759.133
Iteration 9: (EM) log likelihood = -29528.056
Iteration 10: (EM) log likelihood = -29384.081
Iteration 11: (EM) log likelihood = -29299.667
Iteration 12: (EM) log likelihood = -29245.618
Iteration 13: (EM) log likelihood = -29207.272
Iteration 14: (EM) log likelihood = -29175.809
Iteration 15: (EM) log likelihood = -29147.814
Iteration 16: (EM) log likelihood = -29117.436
Iteration 17: (EM) log likelihood = -29081.39
Iteration 18: (EM) log likelihood = -29033.956
Iteration 19: (EM) log likelihood = -28975.853
Iteration 20: (EM) log likelihood = -28911.931
Iteration 21: (EM) log likelihood = -28850.567
Iteration 22: (EM) log likelihood = -28797.851
Iteration 23: (EM) log likelihood = -28758.204
Iteration 24: (EM) log likelihood = -28728.761
Iteration 25: (EM) log likelihood = -28709.118
Iteration 26: (EM) log likelihood = -28696.821
Iteration 27: (EM) log likelihood = -28691.015
Iteration 28: (EM) log likelihood = -28687.014
Iteration 29: (EM) log likelihood = -28684.865
Iteration 30: (EM) log likelihood = -28681.912
Iteration 31: (EM) log likelihood = -28679.024
Iteration 32: (EM) log likelihood = -28675.136
Iteration 33: (EM) log likelihood = -28670.102
Iteration 34: (EM) log likelihood = -28664.64
Iteration 35: (EM) log likelihood = -28656.407
Iteration 36: (EM) log likelihood = -28648.131
Iteration 37: (EM) log likelihood = -28637.699
Iteration 38: (EM) log likelihood = -28623.928
Iteration 39: (EM) log likelihood = -28608.45
Iteration 40: (EM) log likelihood = -28589.133
Iteration 41: (EM) log likelihood = -28569.056
Iteration 42: (EM) log likelihood = -28549.724
Iteration 43: (EM) log likelihood = -28529.527
Iteration 44: (EM) log likelihood = -28508.011
Iteration 45: (EM) log likelihood = -28490.039
Iteration 46: (EM) log likelihood = -28474.12
Iteration 47: (EM) log likelihood = -28459.064
Iteration 48: (EM) log likelihood = -28444.987
Iteration 49: (EM) log likelihood = -28432.144
Iteration 50: (EM) log likelihood = -28419.904
Iteration 51: (EM) log likelihood = -28407.713
Iteration 52: (EM) log likelihood = -28395.444
Iteration 53: (EM) log likelihood = -28384.428
Iteration 54: (EM) log likelihood = -28373.396
Iteration 55: (EM) log likelihood = -28363.663
Iteration 56: (EM) log likelihood = -28354.935
Iteration 57: (EM) log likelihood = -28345.721
Iteration 58: (EM) log likelihood = -28335.615
Iteration 59: (EM) log likelihood = -28326.579
Iteration 60: (EM) log likelihood = -28318.195
Iteration 61: (EM) log likelihood = -28308.382
Iteration 62: (EM) log likelihood = -28297.733
Iteration 63: (EM) log likelihood = -28288.851
Iteration 64: (EM) log likelihood = -28281.069
Iteration 65: (EM) log likelihood = -28273.181
Iteration 66: (EM) log likelihood = -28265.772
Iteration 67: (EM) log likelihood = -28258.321
Iteration 68: (EM) log likelihood = -28251.48
Iteration 69: (EM) log likelihood = -28245.032
Iteration 70: (EM) log likelihood = -28238.744
Iteration 71: (EM) log likelihood = -28232.671
Iteration 72: (EM) log likelihood = -28226.511
Iteration 73: (EM) log likelihood = -28220.563
Iteration 74: (EM) log likelihood = -28214.781
Iteration 75: (EM) log likelihood = -28209.343
Iteration 76: (EM) log likelihood = -28203.608
Iteration 77: (EM) log likelihood = -28198.525
Iteration 78: (EM) log likelihood = -28194.098
Iteration 79: (EM) log likelihood = -28189.819
Iteration 80: (EM) log likelihood = -28186.011
Iteration 81: (EM) log likelihood = -28182.404
Iteration 82: (EM) log likelihood = -28178.032
Iteration 83: (EM) log likelihood = -28175.324
Iteration 84: (EM) log likelihood = -28170.612
Iteration 85: (EM) log likelihood = -28165.934
Iteration 86: (EM) log likelihood = -28161.601
Iteration 87: (EM) log likelihood = -28156.387
Iteration 88: (EM) log likelihood = -28153.13
Iteration 89: (EM) log likelihood = -28149.449
Iteration 90: (EM) log likelihood = -28145.651
Iteration 91: (EM) log likelihood = -28142.068
Iteration 92: (EM) log likelihood = -28138.804
Iteration 93: (EM) log likelihood = -28136.01
Iteration 94: (EM) log likelihood = -28133.333
Iteration 95: (EM) log likelihood = -28130.763
Iteration 96: (EM) log likelihood = -28127.704
Iteration 97: (EM) log likelihood = -28125.666
Iteration 98: (EM) log likelihood = -28122.875
Iteration 99: (EM) log likelihood = -28121.126
Iteration 100: (EM) log likelihood = -28118.149
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.554
Iteration 1: (class) log likelihood = -4162.554
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.664
Iteration 1: (outcome) log likelihood = -28955.531
Iteration 2: (outcome) log likelihood = -28935.955
Iteration 3: (outcome) log likelihood = -28935.207
Iteration 4: (outcome) log likelihood = -28935.047
Iteration 5: (outcome) log likelihood = -28935.008
Iteration 6: (outcome) log likelihood = -28935
Iteration 7: (outcome) log likelihood = -28934.998
Iteration 8: (outcome) log likelihood = -28934.997
Iteration 9: (outcome) log likelihood = -28934.997
Iteration 10: (outcome) log likelihood = -28934.997 (not concave)
Iteration 11: (outcome) log likelihood = -28934.997 (not concave)
Iteration 12: (outcome) log likelihood = -28934.997 (not concave)
Iteration 13: (outcome) log likelihood = -28934.997 (not concave)
Iteration 14: (outcome) log likelihood = -28934.997 (not concave)
Iteration 15: (outcome) log likelihood = -28934.997 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33076.97
Iteration 1: (EM) log likelihood = -33017.522
Iteration 2: (EM) log likelihood = -32807.701
Iteration 3: (EM) log likelihood = -32195.216
Iteration 4: (EM) log likelihood = -31194.846
Iteration 5: (EM) log likelihood = -30324.365
Iteration 6: (EM) log likelihood = -29735.787
Iteration 7: (EM) log likelihood = -29311.443
Iteration 8: (EM) log likelihood = -29032.661
Iteration 9: (EM) log likelihood = -28866.638
Iteration 10: (EM) log likelihood = -28771.059
Iteration 11: (EM) log likelihood = -28712.194
Iteration 12: (EM) log likelihood = -28675.061
Iteration 13: (EM) log likelihood = -28644.038
Iteration 14: (EM) log likelihood = -28622.805
Iteration 15: (EM) log likelihood = -28605.511
Iteration 16: (EM) log likelihood = -28588.745
Iteration 17: (EM) log likelihood = -28574.328
Iteration 18: (EM) log likelihood = -28559.453
Iteration 19: (EM) log likelihood = -28545.952
Iteration 20: (EM) log likelihood = -28534.247
Iteration 21: (EM) log likelihood = -28523.07
Iteration 22: (EM) log likelihood = -28511.245
Iteration 23: (EM) log likelihood = -28500.963
Iteration 24: (EM) log likelihood = -28491.251
Iteration 25: (EM) log likelihood = -28481.764
Iteration 26: (EM) log likelihood = -28473.942
Iteration 27: (EM) log likelihood = -28467.066
Iteration 28: (EM) log likelihood = -28461.083
Iteration 29: (EM) log likelihood = -28454.879
Iteration 30: (EM) log likelihood = -28449.762
Iteration 31: (EM) log likelihood = -28443.327
Iteration 32: (EM) log likelihood = -28438.121
Iteration 33: (EM) log likelihood = -28433.816
Iteration 34: (EM) log likelihood = -28429.423
Iteration 35: (EM) log likelihood = -28424.704
Iteration 36: (EM) log likelihood = -28419.591
Iteration 37: (EM) log likelihood = -28416.325
Iteration 38: (EM) log likelihood = -28412.263
Iteration 39: (EM) log likelihood = -28409.603
Iteration 40: (EM) log likelihood = -28405.746
Iteration 41: (EM) log likelihood = -28402.912
Iteration 42: (EM) log likelihood = -28400.111
Iteration 43: (EM) log likelihood = -28397.691
Iteration 44: (EM) log likelihood = -28395.357
Iteration 45: (EM) log likelihood = -28393.296
Iteration 46: (EM) log likelihood = -28391.297
Iteration 47: (EM) log likelihood = -28389.414
Iteration 48: (EM) log likelihood = -28387.093
Iteration 49: (EM) log likelihood = -28385.175
Iteration 50: (EM) log likelihood = -28384.426
Iteration 51: (EM) log likelihood = -28382.42
Iteration 52: (EM) log likelihood = -28380.548
Iteration 53: (EM) log likelihood = -28378.132
Iteration 54: (EM) log likelihood = -28376.079
Iteration 55: (EM) log likelihood = -28374.074
Iteration 56: (EM) log likelihood = -28372.401
Iteration 57: (EM) log likelihood = -28370.781
Iteration 58: (EM) log likelihood = -28369.294
Iteration 59: (EM) log likelihood = -28367.895
Iteration 60: (EM) log likelihood = -28366.345
Iteration 61: (EM) log likelihood = -28365.023
Iteration 62: (EM) log likelihood = -28363.897
Iteration 63: (EM) log likelihood = -28362.736
Iteration 64: (EM) log likelihood = -28361.982
Iteration 65: (EM) log likelihood = -28360.704
Iteration 66: (EM) log likelihood = -28359.645
Iteration 67: (EM) log likelihood = -28358.695
Iteration 68: (EM) log likelihood = -28357.745
Iteration 69: (EM) log likelihood = -28356.881
Iteration 70: (EM) log likelihood = -28356.024
Iteration 71: (EM) log likelihood = -28355.234
Iteration 72: (EM) log likelihood = -28354.439
Iteration 73: (EM) log likelihood = -28353.674
Iteration 74: (EM) log likelihood = -28352.952
Iteration 75: (EM) log likelihood = -28352.478
Iteration 76: (EM) log likelihood = -28351.678
Iteration 77: (EM) log likelihood = -28351.157
Iteration 78: (EM) log likelihood = -28350.401
Iteration 79: (EM) log likelihood = -28349.632
Iteration 80: (EM) log likelihood = -28348.59
Iteration 81: (EM) log likelihood = -28347.773
Iteration 82: (EM) log likelihood = -28346.994
Iteration 83: (EM) log likelihood = -28346.196
Iteration 84: (EM) log likelihood = -28345.325
Iteration 85: (EM) log likelihood = -28344.541
Iteration 86: (EM) log likelihood = -28343.671
Iteration 87: (EM) log likelihood = -28342.925
Iteration 88: (EM) log likelihood = -28342.187
Iteration 89: (EM) log likelihood = -28341.528
Iteration 90: (EM) log likelihood = -28340.906
Iteration 91: (EM) log likelihood = -28340.196
Iteration 92: (EM) log likelihood = -28339.619
Iteration 93: (EM) log likelihood = -28338.996
Iteration 94: (EM) log likelihood = -28338.342
Iteration 95: (EM) log likelihood = -28337.786
Iteration 96: (EM) log likelihood = -28337.249
Iteration 97: (EM) log likelihood = -28336.604
Iteration 98: (EM) log likelihood = -28336.096
Iteration 99: (EM) log likelihood = -28335.609
Iteration 100: (EM) log likelihood = -28335.087
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.7367
Iteration 1: (class) log likelihood = -4161.7367
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.151
Iteration 1: (outcome) log likelihood = -28980.46
Iteration 2: (outcome) log likelihood = -28933.226
Iteration 3: (outcome) log likelihood = -28927.066
Iteration 4: (outcome) log likelihood = -28926.264
Iteration 5: (outcome) log likelihood = -28926.203
Iteration 6: (outcome) log likelihood = -28926.19
Iteration 7: (outcome) log likelihood = -28926.188
Iteration 8: (outcome) log likelihood = -28926.188
Iteration 9: (outcome) log likelihood = -28926.188 (not concave)
Iteration 10: (outcome) log likelihood = -28926.188 (not concave)
Iteration 11: (outcome) log likelihood = -28926.188 (not concave)
Iteration 12: (outcome) log likelihood = -28926.188 (not concave)
Iteration 13: (outcome) log likelihood = -28926.188 (not concave)
Iteration 14: (outcome) log likelihood = -28926.188 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33068.634
Iteration 1: (EM) log likelihood = -33007.794
Iteration 2: (EM) log likelihood = -32832.714
Iteration 3: (EM) log likelihood = -32446.266
Iteration 4: (EM) log likelihood = -31863.688
Iteration 5: (EM) log likelihood = -31182.711
Iteration 6: (EM) log likelihood = -30493.01
Iteration 7: (EM) log likelihood = -29892.345
Iteration 8: (EM) log likelihood = -29419.915
Iteration 9: (EM) log likelihood = -29070.255
Iteration 10: (EM) log likelihood = -28798.66
Iteration 11: (EM) log likelihood = -28607.133
Iteration 12: (EM) log likelihood = -28488.735
Iteration 13: (EM) log likelihood = -28418.716
Iteration 14: (EM) log likelihood = -28370.47
Iteration 15: (EM) log likelihood = -28334.573
Iteration 16: (EM) log likelihood = -28304.368
Iteration 17: (EM) log likelihood = -28278.758
Iteration 18: (EM) log likelihood = -28259.137
Iteration 19: (EM) log likelihood = -28244.31
Iteration 20: (EM) log likelihood = -28231.561
Iteration 21: (EM) log likelihood = -28217.768
Iteration 22: (EM) log likelihood = -28212.09
Iteration 23: (EM) log likelihood = -28206.968
Iteration 24: (EM) log likelihood = -28200.188
Iteration 25: (EM) log likelihood = -28195.812
Iteration 26: (EM) log likelihood = -28191.386
Iteration 27: (EM) log likelihood = -28185.833
Iteration 28: (EM) log likelihood = -28181.107
Iteration 29: (EM) log likelihood = -28176.043
Iteration 30: (EM) log likelihood = -28169.001
Iteration 31: (EM) log likelihood = -28161.234
Iteration 32: (EM) log likelihood = -28150.043
Iteration 33: (EM) log likelihood = -28135.045
Iteration 34: (EM) log likelihood = -28123.278
Iteration 35: (EM) log likelihood = -28110.882
Iteration 36: (EM) log likelihood = -28095.451
Iteration 37: (EM) log likelihood = -28078.898
Iteration 38: (EM) log likelihood = -28059.684
Iteration 39: (EM) log likelihood = -28040.648
Iteration 40: (EM) log likelihood = -28020.123
Iteration 41: (EM) log likelihood = -27996.552
Iteration 42: (EM) log likelihood = -27971.182
Iteration 43: (EM) log likelihood = -27942.819
Iteration 44: (EM) log likelihood = -27913.445
Iteration 45: (EM) log likelihood = -27883.218
Iteration 46: (EM) log likelihood = -27853.159
Iteration 47: (EM) log likelihood = -27824.508
Iteration 48: (EM) log likelihood = -27799.845
Iteration 49: (EM) log likelihood = -27777.43
Iteration 50: (EM) log likelihood = -27759.86
Iteration 51: (EM) log likelihood = -27745.068
Iteration 52: (EM) log likelihood = -27731.747
Iteration 53: (EM) log likelihood = -27721.924
Iteration 54: (EM) log likelihood = -27711.85
Iteration 55: (EM) log likelihood = -27704.489
Iteration 56: (EM) log likelihood = -27699.663
Iteration 57: (EM) log likelihood = -27694.284
Iteration 58: (EM) log likelihood = -27689.09
Iteration 59: (EM) log likelihood = -27684.798
Iteration 60: (EM) log likelihood = -27681.416
Iteration 61: (EM) log likelihood = -27680.498
Iteration 62: (EM) log likelihood = -27679.408
Iteration 63: (EM) log likelihood = -27676.399
Iteration 64: (EM) log likelihood = -27673.662
Iteration 65: (EM) log likelihood = -27670.965
Iteration 66: (EM) log likelihood = -27668.602
Iteration 67: (EM) log likelihood = -27667.041
Iteration 68: (EM) log likelihood = -27664.727
Iteration 69: (EM) log likelihood = -27663.104
Iteration 70: (EM) log likelihood = -27661.978
Iteration 71: (EM) log likelihood = -27660.502
Iteration 72: (EM) log likelihood = -27658.686
Iteration 73: (EM) log likelihood = -27655.708
Iteration 74: (EM) log likelihood = -27654.966
Iteration 75: (EM) log likelihood = -27653.675
Iteration 76: (EM) log likelihood = -27650.731
Iteration 77: (EM) log likelihood = -27650.314
Iteration 78: (EM) log likelihood = -27648.762
Iteration 79: (EM) log likelihood = -27648.811
Iteration 80: (EM) log likelihood = -27646.6
Iteration 81: (EM) log likelihood = -27643.986
Iteration 82: (EM) log likelihood = -27642.326
Iteration 83: (EM) log likelihood = -27640.352
Iteration 84: (EM) log likelihood = -27640.764
Iteration 85: (EM) log likelihood = -27637.378
Iteration 86: (EM) log likelihood = -27635.502
Iteration 87: (EM) log likelihood = -27634.187
Iteration 88: (EM) log likelihood = -27632.558
Iteration 89: (EM) log likelihood = -27631.661
Iteration 90: (EM) log likelihood = -27630.922
Iteration 91: (EM) log likelihood = -27629.212
Iteration 92: (EM) log likelihood = -27628.217
Iteration 93: (EM) log likelihood = -27628.032
Iteration 94: (EM) log likelihood = -27627.235
Iteration 95: (EM) log likelihood = -27626.857
Iteration 96: (EM) log likelihood = -27626.194
Iteration 97: (EM) log likelihood = -27625.873
Iteration 98: (EM) log likelihood = -27625.17
Iteration 99: (EM) log likelihood = -27624.737
Iteration 100: (EM) log likelihood = -27624.543
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.3293
Iteration 1: (class) log likelihood = -4161.3293
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.74
Iteration 1: (outcome) log likelihood = -28951.541
Iteration 2: (outcome) log likelihood = -28932.335
Iteration 3: (outcome) log likelihood = -28930.96
Iteration 4: (outcome) log likelihood = -28930.78
Iteration 5: (outcome) log likelihood = -28930.745
Iteration 6: (outcome) log likelihood = -28930.737
Iteration 7: (outcome) log likelihood = -28930.735
Iteration 8: (outcome) log likelihood = -28930.735
Iteration 9: (outcome) log likelihood = -28930.735 (not concave)
Iteration 10: (outcome) log likelihood = -28930.735 (not concave)
Iteration 11: (outcome) log likelihood = -28930.735 (not concave)
Iteration 12: (outcome) log likelihood = -28930.735 (not concave)
Iteration 13: (outcome) log likelihood = -28930.735 (not concave)
Iteration 14: (outcome) log likelihood = -28930.735 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33078.329
Iteration 1: (EM) log likelihood = -33024.404
Iteration 2: (EM) log likelihood = -32847.701
Iteration 3: (EM) log likelihood = -32402.163
Iteration 4: (EM) log likelihood = -31713.295
Iteration 5: (EM) log likelihood = -31006.722
Iteration 6: (EM) log likelihood = -30330.806
Iteration 7: (EM) log likelihood = -29666.766
Iteration 8: (EM) log likelihood = -29139.929
Iteration 9: (EM) log likelihood = -28838.004
Iteration 10: (EM) log likelihood = -28701.228
Iteration 11: (EM) log likelihood = -28634.746
Iteration 12: (EM) log likelihood = -28603.485
Iteration 13: (EM) log likelihood = -28587.704
Iteration 14: (EM) log likelihood = -28580.056
Iteration 15: (EM) log likelihood = -28576.157
Iteration 16: (EM) log likelihood = -28572.645
Iteration 17: (EM) log likelihood = -28570.893
Iteration 18: (EM) log likelihood = -28569.255
Iteration 19: (EM) log likelihood = -28567.9
Iteration 20: (EM) log likelihood = -28566.634
Iteration 21: (EM) log likelihood = -28565.585
Iteration 22: (EM) log likelihood = -28564.517
Iteration 23: (EM) log likelihood = -28562.912
Iteration 24: (EM) log likelihood = -28561.433
Iteration 25: (EM) log likelihood = -28559.651
Iteration 26: (EM) log likelihood = -28557.583
Iteration 27: (EM) log likelihood = -28555.121
Iteration 28: (EM) log likelihood = -28552.999
Iteration 29: (EM) log likelihood = -28550.352
Iteration 30: (EM) log likelihood = -28547.564
Iteration 31: (EM) log likelihood = -28545.349
Iteration 32: (EM) log likelihood = -28543.493
Iteration 33: (EM) log likelihood = -28540.629
Iteration 34: (EM) log likelihood = -28536.948
Iteration 35: (EM) log likelihood = -28533.863
Iteration 36: (EM) log likelihood = -28530.819
Iteration 37: (EM) log likelihood = -28527.839
Iteration 38: (EM) log likelihood = -28524.112
Iteration 39: (EM) log likelihood = -28520.4
Iteration 40: (EM) log likelihood = -28516.702
Iteration 41: (EM) log likelihood = -28512.585
Iteration 42: (EM) log likelihood = -28508.421
Iteration 43: (EM) log likelihood = -28504.103
Iteration 44: (EM) log likelihood = -28499.964
Iteration 45: (EM) log likelihood = -28495.483
Iteration 46: (EM) log likelihood = -28491.825
Iteration 47: (EM) log likelihood = -28487.565
Iteration 48: (EM) log likelihood = -28482.345
Iteration 49: (EM) log likelihood = -28477.425
Iteration 50: (EM) log likelihood = -28472.141
Iteration 51: (EM) log likelihood = -28468.152
Iteration 52: (EM) log likelihood = -28463.227
Iteration 53: (EM) log likelihood = -28458.475
Iteration 54: (EM) log likelihood = -28454.653
Iteration 55: (EM) log likelihood = -28450.078
Iteration 56: (EM) log likelihood = -28444.679
Iteration 57: (EM) log likelihood = -28440.938
Iteration 58: (EM) log likelihood = -28437.268
Iteration 59: (EM) log likelihood = -28433.858
Iteration 60: (EM) log likelihood = -28430.626
Iteration 61: (EM) log likelihood = -28427.524
Iteration 62: (EM) log likelihood = -28425.023
Iteration 63: (EM) log likelihood = -28422.673
Iteration 64: (EM) log likelihood = -28418.638
Iteration 65: (EM) log likelihood = -28416.447
Iteration 66: (EM) log likelihood = -28414.124
Iteration 67: (EM) log likelihood = -28411.819
Iteration 68: (EM) log likelihood = -28409.696
Iteration 69: (EM) log likelihood = -28407.476
Iteration 70: (EM) log likelihood = -28405.477
Iteration 71: (EM) log likelihood = -28403.045
Iteration 72: (EM) log likelihood = -28400.681
Iteration 73: (EM) log likelihood = -28398.525
Iteration 74: (EM) log likelihood = -28396.592
Iteration 75: (EM) log likelihood = -28394.679
Iteration 76: (EM) log likelihood = -28392.815
Iteration 77: (EM) log likelihood = -28390.964
Iteration 78: (EM) log likelihood = -28388.701
Iteration 79: (EM) log likelihood = -28387.046
Iteration 80: (EM) log likelihood = -28385.361
Iteration 81: (EM) log likelihood = -28383.075
Iteration 82: (EM) log likelihood = -28381.143
Iteration 83: (EM) log likelihood = -28379.482
Iteration 84: (EM) log likelihood = -28377.438
Iteration 85: (EM) log likelihood = -28375.784
Iteration 86: (EM) log likelihood = -28374.392
Iteration 87: (EM) log likelihood = -28372.486
Iteration 88: (EM) log likelihood = -28370.885
Iteration 89: (EM) log likelihood = -28369.481
Iteration 90: (EM) log likelihood = -28367.953
Iteration 91: (EM) log likelihood = -28366.318
Iteration 92: (EM) log likelihood = -28364.728
Iteration 93: (EM) log likelihood = -28363.268
Iteration 94: (EM) log likelihood = -28361.824
Iteration 95: (EM) log likelihood = -28360.498
Iteration 96: (EM) log likelihood = -28358.867
Iteration 97: (EM) log likelihood = -28356.858
Iteration 98: (EM) log likelihood = -28355.754
Iteration 99: (EM) log likelihood = -28354.079
Iteration 100: (EM) log likelihood = -28352.599
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6008
Iteration 1: (class) log likelihood = -4162.6008
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.072
Iteration 1: (outcome) log likelihood = -28954.433
Iteration 2: (outcome) log likelihood = -28936.128
Iteration 3: (outcome) log likelihood = -28935.226
Iteration 4: (outcome) log likelihood = -28935.067
Iteration 5: (outcome) log likelihood = -28935.027
Iteration 6: (outcome) log likelihood = -28935.02
Iteration 7: (outcome) log likelihood = -28935.018
Iteration 8: (outcome) log likelihood = -28935.018
Iteration 9: (outcome) log likelihood = -28935.018 (not concave)
Iteration 10: (outcome) log likelihood = -28935.018 (not concave)
Iteration 11: (outcome) log likelihood = -28935.018 (not concave)
Iteration 12: (outcome) log likelihood = -28935.018 (not concave)
Iteration 13: (outcome) log likelihood = -28935.018 (not concave)
Iteration 14: (outcome) log likelihood = -28935.018 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.209
Iteration 1: (EM) log likelihood = -33007.987
Iteration 2: (EM) log likelihood = -32766.259
Iteration 3: (EM) log likelihood = -32127.887
Iteration 4: (EM) log likelihood = -31071.458
Iteration 5: (EM) log likelihood = -30124.901
Iteration 6: (EM) log likelihood = -29489.837
Iteration 7: (EM) log likelihood = -29095.088
Iteration 8: (EM) log likelihood = -28881.131
Iteration 9: (EM) log likelihood = -28777.74
Iteration 10: (EM) log likelihood = -28729.343
Iteration 11: (EM) log likelihood = -28703.529
Iteration 12: (EM) log likelihood = -28684.977
Iteration 13: (EM) log likelihood = -28667.866
Iteration 14: (EM) log likelihood = -28659.904
Iteration 15: (EM) log likelihood = -28654.429
Iteration 16: (EM) log likelihood = -28649.655
Iteration 17: (EM) log likelihood = -28645.101
Iteration 18: (EM) log likelihood = -28641.631
Iteration 19: (EM) log likelihood = -28638.035
Iteration 20: (EM) log likelihood = -28634.586
Iteration 21: (EM) log likelihood = -28631.189
Iteration 22: (EM) log likelihood = -28627.574
Iteration 23: (EM) log likelihood = -28624.062
Iteration 24: (EM) log likelihood = -28622.595
Iteration 25: (EM) log likelihood = -28620.488
Iteration 26: (EM) log likelihood = -28619.542
Iteration 27: (EM) log likelihood = -28617.594
Iteration 28: (EM) log likelihood = -28615.374
Iteration 29: (EM) log likelihood = -28613.114
Iteration 30: (EM) log likelihood = -28612.12
Iteration 31: (EM) log likelihood = -28611.623
Iteration 32: (EM) log likelihood = -28610.673
Iteration 33: (EM) log likelihood = -28610.101
Iteration 34: (EM) log likelihood = -28609.197
Iteration 35: (EM) log likelihood = -28608.521
Iteration 36: (EM) log likelihood = -28608.043
Iteration 37: (EM) log likelihood = -28607.438
Iteration 38: (EM) log likelihood = -28606.574
Iteration 39: (EM) log likelihood = -28606.441
Iteration 40: (EM) log likelihood = -28605.869
Iteration 41: (EM) log likelihood = -28605.326
Iteration 42: (EM) log likelihood = -28604.849
Iteration 43: (EM) log likelihood = -28603.349
Iteration 44: (EM) log likelihood = -28602.83
Iteration 45: (EM) log likelihood = -28602.625
Iteration 46: (EM) log likelihood = -28602.469
Iteration 47: (EM) log likelihood = -28601.799
Iteration 48: (EM) log likelihood = -28601.682
Iteration 49: (EM) log likelihood = -28601.173
Iteration 50: (EM) log likelihood = -28601.14
Iteration 51: (EM) log likelihood = -28600.662
Iteration 52: (EM) log likelihood = -28600.624
Iteration 53: (EM) log likelihood = -28600.567
Iteration 54: (EM) log likelihood = -28600.591
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2827
Iteration 1: (class) log likelihood = -4162.2827
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.956
Iteration 1: (outcome) log likelihood = -28946.088
Iteration 2: (outcome) log likelihood = -28928.767
Iteration 3: (outcome) log likelihood = -28928.018
Iteration 4: (outcome) log likelihood = -28927.856
Iteration 5: (outcome) log likelihood = -28927.822
Iteration 6: (outcome) log likelihood = -28927.815
Iteration 7: (outcome) log likelihood = -28927.813
Iteration 8: (outcome) log likelihood = -28927.813
Iteration 9: (outcome) log likelihood = -28927.812
Iteration 10: (outcome) log likelihood = -28927.812 (not concave)
Iteration 11: (outcome) log likelihood = -28927.812 (not concave)
Iteration 12: (outcome) log likelihood = -28927.812 (not concave)
Iteration 13: (outcome) log likelihood = -28927.812 (not concave)
Iteration 14: (outcome) log likelihood = -28927.812 (not concave)
Iteration 15: (outcome) log likelihood = -28927.812 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33050.006
Iteration 1: (EM) log likelihood = -32895.779
Iteration 2: (EM) log likelihood = -32397.646
Iteration 3: (EM) log likelihood = -31440.33
Iteration 4: (EM) log likelihood = -30530.689
Iteration 5: (EM) log likelihood = -29898.658
Iteration 6: (EM) log likelihood = -29409.793
Iteration 7: (EM) log likelihood = -29058.099
Iteration 8: (EM) log likelihood = -28854.314
Iteration 9: (EM) log likelihood = -28740.469
Iteration 10: (EM) log likelihood = -28673.089
Iteration 11: (EM) log likelihood = -28625.76
Iteration 12: (EM) log likelihood = -28587.942
Iteration 13: (EM) log likelihood = -28556.175
Iteration 14: (EM) log likelihood = -28526.757
Iteration 15: (EM) log likelihood = -28500.946
Iteration 16: (EM) log likelihood = -28476.3
Iteration 17: (EM) log likelihood = -28452.014
Iteration 18: (EM) log likelihood = -28431.685
Iteration 19: (EM) log likelihood = -28410.979
Iteration 20: (EM) log likelihood = -28392.559
Iteration 21: (EM) log likelihood = -28372.134
Iteration 22: (EM) log likelihood = -28352.991
Iteration 23: (EM) log likelihood = -28336.046
Iteration 24: (EM) log likelihood = -28319.365
Iteration 25: (EM) log likelihood = -28303.99
Iteration 26: (EM) log likelihood = -28291.023
Iteration 27: (EM) log likelihood = -28277.062
Iteration 28: (EM) log likelihood = -28264.285
Iteration 29: (EM) log likelihood = -28255.091
Iteration 30: (EM) log likelihood = -28243.272
Iteration 31: (EM) log likelihood = -28233.819
Iteration 32: (EM) log likelihood = -28223.44
Iteration 33: (EM) log likelihood = -28215.188
Iteration 34: (EM) log likelihood = -28204.939
Iteration 35: (EM) log likelihood = -28196.502
Iteration 36: (EM) log likelihood = -28188.177
Iteration 37: (EM) log likelihood = -28179.984
Iteration 38: (EM) log likelihood = -28172.746
Iteration 39: (EM) log likelihood = -28164.835
Iteration 40: (EM) log likelihood = -28158.638
Iteration 41: (EM) log likelihood = -28153.401
Iteration 42: (EM) log likelihood = -28148.662
Iteration 43: (EM) log likelihood = -28144.846
Iteration 44: (EM) log likelihood = -28140.697
Iteration 45: (EM) log likelihood = -28136.923
Iteration 46: (EM) log likelihood = -28134.069
Iteration 47: (EM) log likelihood = -28129.764
Iteration 48: (EM) log likelihood = -28125.118
Iteration 49: (EM) log likelihood = -28122.218
Iteration 50: (EM) log likelihood = -28118.445
Iteration 51: (EM) log likelihood = -28114.829
Iteration 52: (EM) log likelihood = -28110.84
Iteration 53: (EM) log likelihood = -28108.473
Iteration 54: (EM) log likelihood = -28106.579
Iteration 55: (EM) log likelihood = -28104.379
Iteration 56: (EM) log likelihood = -28102.355
Iteration 57: (EM) log likelihood = -28100.574
Iteration 58: (EM) log likelihood = -28098.935
Iteration 59: (EM) log likelihood = -28097.277
Iteration 60: (EM) log likelihood = -28095.934
Iteration 61: (EM) log likelihood = -28094.378
Iteration 62: (EM) log likelihood = -28092.919
Iteration 63: (EM) log likelihood = -28091.832
Iteration 64: (EM) log likelihood = -28090.824
Iteration 65: (EM) log likelihood = -28089.871
Iteration 66: (EM) log likelihood = -28089.012
Iteration 67: (EM) log likelihood = -28088.151
Iteration 68: (EM) log likelihood = -28087.339
Iteration 69: (EM) log likelihood = -28086.597
Iteration 70: (EM) log likelihood = -28085.863
Iteration 71: (EM) log likelihood = -28085.31
Iteration 72: (EM) log likelihood = -28084.891
Iteration 73: (EM) log likelihood = -28084.372
Iteration 74: (EM) log likelihood = -28083.656
Iteration 75: (EM) log likelihood = -28082.821
Iteration 76: (EM) log likelihood = -28082.24
Iteration 77: (EM) log likelihood = -28080.778
Iteration 78: (EM) log likelihood = -28080.032
Iteration 79: (EM) log likelihood = -28079.462
Iteration 80: (EM) log likelihood = -28078.862
Iteration 81: (EM) log likelihood = -28078.148
Iteration 82: (EM) log likelihood = -28077.568
Iteration 83: (EM) log likelihood = -28076.917
Iteration 84: (EM) log likelihood = -28076.509
Iteration 85: (EM) log likelihood = -28075.858
Iteration 86: (EM) log likelihood = -28075.108
Iteration 87: (EM) log likelihood = -28074.677
Iteration 88: (EM) log likelihood = -28074.113
Iteration 89: (EM) log likelihood = -28073.726
Iteration 90: (EM) log likelihood = -28073.164
Iteration 91: (EM) log likelihood = -28072.838
Iteration 92: (EM) log likelihood = -28072.626
Iteration 93: (EM) log likelihood = -28072.291
Iteration 94: (EM) log likelihood = -28071.816
Iteration 95: (EM) log likelihood = -28071.561
Iteration 96: (EM) log likelihood = -28071.255
Iteration 97: (EM) log likelihood = -28070.863
Iteration 98: (EM) log likelihood = -28070.554
Iteration 99: (EM) log likelihood = -28070.271
Iteration 100: (EM) log likelihood = -28070.201
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.3758
Iteration 1: (class) log likelihood = -4162.3758
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.103
Iteration 1: (outcome) log likelihood = -28960.342
Iteration 2: (outcome) log likelihood = -28942.175
Iteration 3: (outcome) log likelihood = -28941.77
Iteration 4: (outcome) log likelihood = -28941.701
Iteration 5: (outcome) log likelihood = -28941.691
Iteration 6: (outcome) log likelihood = -28941.69
Iteration 7: (outcome) log likelihood = -28941.689
Iteration 8: (outcome) log likelihood = -28941.689
Iteration 9: (outcome) log likelihood = -28941.689 (not concave)
Iteration 10: (outcome) log likelihood = -28941.689 (not concave)
Iteration 11: (outcome) log likelihood = -28941.689 (not concave)
Iteration 12: (outcome) log likelihood = -28941.689 (not concave)
Iteration 13: (outcome) log likelihood = -28941.689 (not concave)
Iteration 14: (outcome) log likelihood = -28941.689 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33099.32
Iteration 1: (EM) log likelihood = -33082.704
Iteration 2: (EM) log likelihood = -33037.834
Iteration 3: (EM) log likelihood = -32921.035
Iteration 4: (EM) log likelihood = -32655.868
Iteration 5: (EM) log likelihood = -32172.497
Iteration 6: (EM) log likelihood = -31502.535
Iteration 7: (EM) log likelihood = -30745.897
Iteration 8: (EM) log likelihood = -29936.866
Iteration 9: (EM) log likelihood = -29268.612
Iteration 10: (EM) log likelihood = -28892.238
Iteration 11: (EM) log likelihood = -28724.761
Iteration 12: (EM) log likelihood = -28652.4
Iteration 13: (EM) log likelihood = -28616.885
Iteration 14: (EM) log likelihood = -28597.678
Iteration 15: (EM) log likelihood = -28585.326
Iteration 16: (EM) log likelihood = -28577.25
Iteration 17: (EM) log likelihood = -28570.348
Iteration 18: (EM) log likelihood = -28564.279
Iteration 19: (EM) log likelihood = -28558.772
Iteration 20: (EM) log likelihood = -28553.583
Iteration 21: (EM) log likelihood = -28548.376
Iteration 22: (EM) log likelihood = -28542.907
Iteration 23: (EM) log likelihood = -28537.909
Iteration 24: (EM) log likelihood = -28532.728
Iteration 25: (EM) log likelihood = -28527.427
Iteration 26: (EM) log likelihood = -28522.388
Iteration 27: (EM) log likelihood = -28517.546
Iteration 28: (EM) log likelihood = -28513.276
Iteration 29: (EM) log likelihood = -28508.752
Iteration 30: (EM) log likelihood = -28504.053
Iteration 31: (EM) log likelihood = -28499.439
Iteration 32: (EM) log likelihood = -28494.902
Iteration 33: (EM) log likelihood = -28490.504
Iteration 34: (EM) log likelihood = -28487.16
Iteration 35: (EM) log likelihood = -28482.773
Iteration 36: (EM) log likelihood = -28479.47
Iteration 37: (EM) log likelihood = -28476.118
Iteration 38: (EM) log likelihood = -28472.672
Iteration 39: (EM) log likelihood = -28468.831
Iteration 40: (EM) log likelihood = -28465.174
Iteration 41: (EM) log likelihood = -28460.985
Iteration 42: (EM) log likelihood = -28457.464
Iteration 43: (EM) log likelihood = -28453.536
Iteration 44: (EM) log likelihood = -28449.715
Iteration 45: (EM) log likelihood = -28446.189
Iteration 46: (EM) log likelihood = -28442.505
Iteration 47: (EM) log likelihood = -28438.394
Iteration 48: (EM) log likelihood = -28435.21
Iteration 49: (EM) log likelihood = -28430.013
Iteration 50: (EM) log likelihood = -28427.052
Iteration 51: (EM) log likelihood = -28424.342
Iteration 52: (EM) log likelihood = -28420.82
Iteration 53: (EM) log likelihood = -28417.643
Iteration 54: (EM) log likelihood = -28414.059
Iteration 55: (EM) log likelihood = -28411.067
Iteration 56: (EM) log likelihood = -28407.655
Iteration 57: (EM) log likelihood = -28403.972
Iteration 58: (EM) log likelihood = -28401.171
Iteration 59: (EM) log likelihood = -28398.549
Iteration 60: (EM) log likelihood = -28396.111
Iteration 61: (EM) log likelihood = -28393.951
Iteration 62: (EM) log likelihood = -28391.87
Iteration 63: (EM) log likelihood = -28389.777
Iteration 64: (EM) log likelihood = -28387.983
Iteration 65: (EM) log likelihood = -28386.2
Iteration 66: (EM) log likelihood = -28384.555
Iteration 67: (EM) log likelihood = -28382.93
Iteration 68: (EM) log likelihood = -28381.692
Iteration 69: (EM) log likelihood = -28380.019
Iteration 70: (EM) log likelihood = -28378.584
Iteration 71: (EM) log likelihood = -28377.015
Iteration 72: (EM) log likelihood = -28375.591
Iteration 73: (EM) log likelihood = -28374.35
Iteration 74: (EM) log likelihood = -28372.99
Iteration 75: (EM) log likelihood = -28371.701
Iteration 76: (EM) log likelihood = -28370.486
Iteration 77: (EM) log likelihood = -28369.222
Iteration 78: (EM) log likelihood = -28368.061
Iteration 79: (EM) log likelihood = -28366.876
Iteration 80: (EM) log likelihood = -28365.71
Iteration 81: (EM) log likelihood = -28364.548
Iteration 82: (EM) log likelihood = -28363.151
Iteration 83: (EM) log likelihood = -28362.007
Iteration 84: (EM) log likelihood = -28360.822
Iteration 85: (EM) log likelihood = -28359.697
Iteration 86: (EM) log likelihood = -28358.556
Iteration 87: (EM) log likelihood = -28357.447
Iteration 88: (EM) log likelihood = -28356.308
Iteration 89: (EM) log likelihood = -28355.361
Iteration 90: (EM) log likelihood = -28354.248
Iteration 91: (EM) log likelihood = -28353.297
Iteration 92: (EM) log likelihood = -28352.181
Iteration 93: (EM) log likelihood = -28350.904
Iteration 94: (EM) log likelihood = -28349.801
Iteration 95: (EM) log likelihood = -28348.731
Iteration 96: (EM) log likelihood = -28347.7
Iteration 97: (EM) log likelihood = -28346.687
Iteration 98: (EM) log likelihood = -28345.735
Iteration 99: (EM) log likelihood = -28344.639
Iteration 100: (EM) log likelihood = -28343.585
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2863
Iteration 1: (class) log likelihood = -4162.2863
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.387
Iteration 1: (outcome) log likelihood = -28951.764
Iteration 2: (outcome) log likelihood = -28930.165
Iteration 3: (outcome) log likelihood = -28928.618
Iteration 4: (outcome) log likelihood = -28928.412
Iteration 5: (outcome) log likelihood = -28928.37
Iteration 6: (outcome) log likelihood = -28928.361
Iteration 7: (outcome) log likelihood = -28928.359
Iteration 8: (outcome) log likelihood = -28928.358
Iteration 9: (outcome) log likelihood = -28928.358 (not concave)
Iteration 10: (outcome) log likelihood = -28928.358 (not concave)
Iteration 11: (outcome) log likelihood = -28928.358 (not concave)
Iteration 12: (outcome) log likelihood = -28928.358 (not concave)
Iteration 13: (outcome) log likelihood = -28928.358 (not concave)
Iteration 14: (outcome) log likelihood = -28928.358 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33051.571
Iteration 1: (EM) log likelihood = -32954.434
Iteration 2: (EM) log likelihood = -32793.248
Iteration 3: (EM) log likelihood = -32511.256
Iteration 4: (EM) log likelihood = -31992.19
Iteration 5: (EM) log likelihood = -31331.912
Iteration 6: (EM) log likelihood = -30756.811
Iteration 7: (EM) log likelihood = -30244.895
Iteration 8: (EM) log likelihood = -29756.036
Iteration 9: (EM) log likelihood = -29335.856
Iteration 10: (EM) log likelihood = -29043.315
Iteration 11: (EM) log likelihood = -28880.002
Iteration 12: (EM) log likelihood = -28793.144
Iteration 13: (EM) log likelihood = -28739.726
Iteration 14: (EM) log likelihood = -28700.098
Iteration 15: (EM) log likelihood = -28665.942
Iteration 16: (EM) log likelihood = -28632.447
Iteration 17: (EM) log likelihood = -28595.874
Iteration 18: (EM) log likelihood = -28568.417
Iteration 19: (EM) log likelihood = -28540.899
Iteration 20: (EM) log likelihood = -28520.259
Iteration 21: (EM) log likelihood = -28501.431
Iteration 22: (EM) log likelihood = -28485.546
Iteration 23: (EM) log likelihood = -28471.025
Iteration 24: (EM) log likelihood = -28454.783
Iteration 25: (EM) log likelihood = -28441.612
Iteration 26: (EM) log likelihood = -28428.503
Iteration 27: (EM) log likelihood = -28414.719
Iteration 28: (EM) log likelihood = -28401.68
Iteration 29: (EM) log likelihood = -28388.955
Iteration 30: (EM) log likelihood = -28375.41
Iteration 31: (EM) log likelihood = -28364.102
Iteration 32: (EM) log likelihood = -28353.097
Iteration 33: (EM) log likelihood = -28343.384
Iteration 34: (EM) log likelihood = -28329.882
Iteration 35: (EM) log likelihood = -28319.625
Iteration 36: (EM) log likelihood = -28308.557
Iteration 37: (EM) log likelihood = -28297.691
Iteration 38: (EM) log likelihood = -28287.803
Iteration 39: (EM) log likelihood = -28277.353
Iteration 40: (EM) log likelihood = -28269.745
Iteration 41: (EM) log likelihood = -28261.98
Iteration 42: (EM) log likelihood = -28253.671
Iteration 43: (EM) log likelihood = -28245.027
Iteration 44: (EM) log likelihood = -28236.735
Iteration 45: (EM) log likelihood = -28229.387
Iteration 46: (EM) log likelihood = -28221.808
Iteration 47: (EM) log likelihood = -28214.916
Iteration 48: (EM) log likelihood = -28208.489
Iteration 49: (EM) log likelihood = -28203.722
Iteration 50: (EM) log likelihood = -28197.42
Iteration 51: (EM) log likelihood = -28191.175
Iteration 52: (EM) log likelihood = -28187.3
Iteration 53: (EM) log likelihood = -28181.751
Iteration 54: (EM) log likelihood = -28177.766
Iteration 55: (EM) log likelihood = -28173.74
Iteration 56: (EM) log likelihood = -28168.742
Iteration 57: (EM) log likelihood = -28164.252
Iteration 58: (EM) log likelihood = -28160.284
Iteration 59: (EM) log likelihood = -28156.325
Iteration 60: (EM) log likelihood = -28152.497
Iteration 61: (EM) log likelihood = -28147.493
Iteration 62: (EM) log likelihood = -28145.063
Iteration 63: (EM) log likelihood = -28141.999
Iteration 64: (EM) log likelihood = -28138.359
Iteration 65: (EM) log likelihood = -28135.748
Iteration 66: (EM) log likelihood = -28133.927
Iteration 67: (EM) log likelihood = -28132.188
Iteration 68: (EM) log likelihood = -28130.043
Iteration 69: (EM) log likelihood = -28128.322
Iteration 70: (EM) log likelihood = -28126.523
Iteration 71: (EM) log likelihood = -28124.62
Iteration 72: (EM) log likelihood = -28122.958
Iteration 73: (EM) log likelihood = -28121.044
Iteration 74: (EM) log likelihood = -28119.618
Iteration 75: (EM) log likelihood = -28118.507
Iteration 76: (EM) log likelihood = -28117.346
Iteration 77: (EM) log likelihood = -28116.351
Iteration 78: (EM) log likelihood = -28115.283
Iteration 79: (EM) log likelihood = -28114.051
Iteration 80: (EM) log likelihood = -28112.739
Iteration 81: (EM) log likelihood = -28111.766
Iteration 82: (EM) log likelihood = -28110.912
Iteration 83: (EM) log likelihood = -28110.173
Iteration 84: (EM) log likelihood = -28109.44
Iteration 85: (EM) log likelihood = -28108.736
Iteration 86: (EM) log likelihood = -28108.131
Iteration 87: (EM) log likelihood = -28107.473
Iteration 88: (EM) log likelihood = -28106.205
Iteration 89: (EM) log likelihood = -28106.142
Iteration 90: (EM) log likelihood = -28105.293
Iteration 91: (EM) log likelihood = -28104.301
Iteration 92: (EM) log likelihood = -28103.371
Iteration 93: (EM) log likelihood = -28102.499
Iteration 94: (EM) log likelihood = -28102.054
Iteration 95: (EM) log likelihood = -28100.874
Iteration 96: (EM) log likelihood = -28100.41
Iteration 97: (EM) log likelihood = -28099.8
Iteration 98: (EM) log likelihood = -28099.166
Iteration 99: (EM) log likelihood = -28098.528
Iteration 100: (EM) log likelihood = -28098.254
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.9922
Iteration 1: (class) log likelihood = -4161.9922
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.259
Iteration 1: (outcome) log likelihood = -28955.235
Iteration 2: (outcome) log likelihood = -28928.5
Iteration 3: (outcome) log likelihood = -28925.783
Iteration 4: (outcome) log likelihood = -28925.543
Iteration 5: (outcome) log likelihood = -28925.489
Iteration 6: (outcome) log likelihood = -28925.478
Iteration 7: (outcome) log likelihood = -28925.475
Iteration 8: (outcome) log likelihood = -28925.475
Iteration 9: (outcome) log likelihood = -28925.475
Iteration 10: (outcome) log likelihood = -28925.475 (not concave)
Iteration 11: (outcome) log likelihood = -28925.475 (not concave)
Iteration 12: (outcome) log likelihood = -28925.475 (not concave)
Iteration 13: (outcome) log likelihood = -28925.475 (not concave)
Iteration 14: (outcome) log likelihood = -28925.475 (not concave)
Iteration 15: (outcome) log likelihood = -28925.475 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33039.414
Iteration 1: (EM) log likelihood = -32867.636
Iteration 2: (EM) log likelihood = -32386.295
Iteration 3: (EM) log likelihood = -31420.306
Iteration 4: (EM) log likelihood = -30328.936
Iteration 5: (EM) log likelihood = -29581.882
Iteration 6: (EM) log likelihood = -29134.606
Iteration 7: (EM) log likelihood = -28885.238
Iteration 8: (EM) log likelihood = -28760.806
Iteration 9: (EM) log likelihood = -28694.736
Iteration 10: (EM) log likelihood = -28652.966
Iteration 11: (EM) log likelihood = -28620.313
Iteration 12: (EM) log likelihood = -28594.581
Iteration 13: (EM) log likelihood = -28573
Iteration 14: (EM) log likelihood = -28555.882
Iteration 15: (EM) log likelihood = -28539.629
Iteration 16: (EM) log likelihood = -28526.897
Iteration 17: (EM) log likelihood = -28516.467
Iteration 18: (EM) log likelihood = -28505.333
Iteration 19: (EM) log likelihood = -28496.471
Iteration 20: (EM) log likelihood = -28488.16
Iteration 21: (EM) log likelihood = -28478.185
Iteration 22: (EM) log likelihood = -28471.943
Iteration 23: (EM) log likelihood = -28463.617
Iteration 24: (EM) log likelihood = -28456.357
Iteration 25: (EM) log likelihood = -28450.832
Iteration 26: (EM) log likelihood = -28446.009
Iteration 27: (EM) log likelihood = -28441.029
Iteration 28: (EM) log likelihood = -28434.538
Iteration 29: (EM) log likelihood = -28429.371
Iteration 30: (EM) log likelihood = -28424.347
Iteration 31: (EM) log likelihood = -28417.718
Iteration 32: (EM) log likelihood = -28413.34
Iteration 33: (EM) log likelihood = -28409.409
Iteration 34: (EM) log likelihood = -28403.746
Iteration 35: (EM) log likelihood = -28398.998
Iteration 36: (EM) log likelihood = -28395.456
Iteration 37: (EM) log likelihood = -28390.808
Iteration 38: (EM) log likelihood = -28387.093
Iteration 39: (EM) log likelihood = -28384.369
Iteration 40: (EM) log likelihood = -28381.332
Iteration 41: (EM) log likelihood = -28375.389
Iteration 42: (EM) log likelihood = -28371.199
Iteration 43: (EM) log likelihood = -28367.884
Iteration 44: (EM) log likelihood = -28364.473
Iteration 45: (EM) log likelihood = -28359.997
Iteration 46: (EM) log likelihood = -28355.314
Iteration 47: (EM) log likelihood = -28351.423
Iteration 48: (EM) log likelihood = -28347.983
Iteration 49: (EM) log likelihood = -28344.39
Iteration 50: (EM) log likelihood = -28341.601
Iteration 51: (EM) log likelihood = -28339.055
Iteration 52: (EM) log likelihood = -28336.577
Iteration 53: (EM) log likelihood = -28334.228
Iteration 54: (EM) log likelihood = -28332.078
Iteration 55: (EM) log likelihood = -28330.205
Iteration 56: (EM) log likelihood = -28328.339
Iteration 57: (EM) log likelihood = -28326.46
Iteration 58: (EM) log likelihood = -28324.891
Iteration 59: (EM) log likelihood = -28323.538
Iteration 60: (EM) log likelihood = -28322.351
Iteration 61: (EM) log likelihood = -28320.638
Iteration 62: (EM) log likelihood = -28319.415
Iteration 63: (EM) log likelihood = -28318.101
Iteration 64: (EM) log likelihood = -28316.822
Iteration 65: (EM) log likelihood = -28315.65
Iteration 66: (EM) log likelihood = -28314.523
Iteration 67: (EM) log likelihood = -28313.52
Iteration 68: (EM) log likelihood = -28312.455
Iteration 69: (EM) log likelihood = -28311.24
Iteration 70: (EM) log likelihood = -28310.271
Iteration 71: (EM) log likelihood = -28309.237
Iteration 72: (EM) log likelihood = -28308.201
Iteration 73: (EM) log likelihood = -28307.273
Iteration 74: (EM) log likelihood = -28306.407
Iteration 75: (EM) log likelihood = -28305.528
Iteration 76: (EM) log likelihood = -28304.662
Iteration 77: (EM) log likelihood = -28304.115
Iteration 78: (EM) log likelihood = -28303.106
Iteration 79: (EM) log likelihood = -28302.585
Iteration 80: (EM) log likelihood = -28301.733
Iteration 81: (EM) log likelihood = -28300.898
Iteration 82: (EM) log likelihood = -28299.777
Iteration 83: (EM) log likelihood = -28298.404
Iteration 84: (EM) log likelihood = -28297.415
Iteration 85: (EM) log likelihood = -28296.612
Iteration 86: (EM) log likelihood = -28295.804
Iteration 87: (EM) log likelihood = -28294.91
Iteration 88: (EM) log likelihood = -28294.096
Iteration 89: (EM) log likelihood = -28293.21
Iteration 90: (EM) log likelihood = -28292.317
Iteration 91: (EM) log likelihood = -28291.663
Iteration 92: (EM) log likelihood = -28290.956
Iteration 93: (EM) log likelihood = -28290.182
Iteration 94: (EM) log likelihood = -28289.546
Iteration 95: (EM) log likelihood = -28288.952
Iteration 96: (EM) log likelihood = -28288.345
Iteration 97: (EM) log likelihood = -28287.785
Iteration 98: (EM) log likelihood = -28287.208
Iteration 99: (EM) log likelihood = -28286.618
Iteration 100: (EM) log likelihood = -28285.772
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5651
Iteration 1: (class) log likelihood = -4162.5651
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.896
Iteration 1: (outcome) log likelihood = -28952.218
Iteration 2: (outcome) log likelihood = -28936.829
Iteration 3: (outcome) log likelihood = -28936.035
Iteration 4: (outcome) log likelihood = -28935.859
Iteration 5: (outcome) log likelihood = -28935.822
Iteration 6: (outcome) log likelihood = -28935.815
Iteration 7: (outcome) log likelihood = -28935.813
Iteration 8: (outcome) log likelihood = -28935.813
Iteration 9: (outcome) log likelihood = -28935.812 (not concave)
Iteration 10: (outcome) log likelihood = -28935.812 (not concave)
Iteration 11: (outcome) log likelihood = -28935.812 (not concave)
Iteration 12: (outcome) log likelihood = -28935.812 (not concave)
Iteration 13: (outcome) log likelihood = -28935.812 (not concave)
Iteration 14: (outcome) log likelihood = -28935.812 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33078.009
Iteration 1: (EM) log likelihood = -33011.356
Iteration 2: (EM) log likelihood = -32863.587
Iteration 3: (EM) log likelihood = -32645.602
Iteration 4: (EM) log likelihood = -32305.182
Iteration 5: (EM) log likelihood = -31745.512
Iteration 6: (EM) log likelihood = -30964.081
Iteration 7: (EM) log likelihood = -30131.648
Iteration 8: (EM) log likelihood = -29524.865
Iteration 9: (EM) log likelihood = -29139.423
Iteration 10: (EM) log likelihood = -28910.145
Iteration 11: (EM) log likelihood = -28789.949
Iteration 12: (EM) log likelihood = -28728.926
Iteration 13: (EM) log likelihood = -28696.987
Iteration 14: (EM) log likelihood = -28676.417
Iteration 15: (EM) log likelihood = -28662.61
Iteration 16: (EM) log likelihood = -28651.734
Iteration 17: (EM) log likelihood = -28641.285
Iteration 18: (EM) log likelihood = -28635.325
Iteration 19: (EM) log likelihood = -28628.99
Iteration 20: (EM) log likelihood = -28623.581
Iteration 21: (EM) log likelihood = -28618.431
Iteration 22: (EM) log likelihood = -28613.226
Iteration 23: (EM) log likelihood = -28608.951
Iteration 24: (EM) log likelihood = -28605.963
Iteration 25: (EM) log likelihood = -28602.857
Iteration 26: (EM) log likelihood = -28599.378
Iteration 27: (EM) log likelihood = -28596.202
Iteration 28: (EM) log likelihood = -28593.521
Iteration 29: (EM) log likelihood = -28590.511
Iteration 30: (EM) log likelihood = -28588.321
Iteration 31: (EM) log likelihood = -28585.315
Iteration 32: (EM) log likelihood = -28584.208
Iteration 33: (EM) log likelihood = -28582.27
Iteration 34: (EM) log likelihood = -28580.418
Iteration 35: (EM) log likelihood = -28578.789
Iteration 36: (EM) log likelihood = -28577.356
Iteration 37: (EM) log likelihood = -28575.238
Iteration 38: (EM) log likelihood = -28572.949
Iteration 39: (EM) log likelihood = -28571.435
Iteration 40: (EM) log likelihood = -28570.087
Iteration 41: (EM) log likelihood = -28568.69
Iteration 42: (EM) log likelihood = -28567.528
Iteration 43: (EM) log likelihood = -28566.11
Iteration 44: (EM) log likelihood = -28564.177
Iteration 45: (EM) log likelihood = -28562.362
Iteration 46: (EM) log likelihood = -28560.804
Iteration 47: (EM) log likelihood = -28559.83
Iteration 48: (EM) log likelihood = -28558.789
Iteration 49: (EM) log likelihood = -28557.55
Iteration 50: (EM) log likelihood = -28555.741
Iteration 51: (EM) log likelihood = -28554.138
Iteration 52: (EM) log likelihood = -28552.806
Iteration 53: (EM) log likelihood = -28550.909
Iteration 54: (EM) log likelihood = -28549.936
Iteration 55: (EM) log likelihood = -28549.076
Iteration 56: (EM) log likelihood = -28548.173
Iteration 57: (EM) log likelihood = -28547.165
Iteration 58: (EM) log likelihood = -28545.563
Iteration 59: (EM) log likelihood = -28544.473
Iteration 60: (EM) log likelihood = -28541.965
Iteration 61: (EM) log likelihood = -28539.617
Iteration 62: (EM) log likelihood = -28538.881
Iteration 63: (EM) log likelihood = -28538.139
Iteration 64: (EM) log likelihood = -28537.245
Iteration 65: (EM) log likelihood = -28536.307
Iteration 66: (EM) log likelihood = -28535.601
Iteration 67: (EM) log likelihood = -28534.946
Iteration 68: (EM) log likelihood = -28534.329
Iteration 69: (EM) log likelihood = -28533.857
Iteration 70: (EM) log likelihood = -28533.258
Iteration 71: (EM) log likelihood = -28532.774
Iteration 72: (EM) log likelihood = -28532.321
Iteration 73: (EM) log likelihood = -28531.468
Iteration 74: (EM) log likelihood = -28531.024
Iteration 75: (EM) log likelihood = -28530.524
Iteration 76: (EM) log likelihood = -28530.135
Iteration 77: (EM) log likelihood = -28529.731
Iteration 78: (EM) log likelihood = -28529.347
Iteration 79: (EM) log likelihood = -28528.98
Iteration 80: (EM) log likelihood = -28528.452
Iteration 81: (EM) log likelihood = -28528.077
Iteration 82: (EM) log likelihood = -28527.718
Iteration 83: (EM) log likelihood = -28527.334
Iteration 84: (EM) log likelihood = -28526.578
Iteration 85: (EM) log likelihood = -28526.052
Iteration 86: (EM) log likelihood = -28525.699
Iteration 87: (EM) log likelihood = -28525.368
Iteration 88: (EM) log likelihood = -28525.018
Iteration 89: (EM) log likelihood = -28524.687
Iteration 90: (EM) log likelihood = -28524.38
Iteration 91: (EM) log likelihood = -28524.089
Iteration 92: (EM) log likelihood = -28523.802
Iteration 93: (EM) log likelihood = -28523.513
Iteration 94: (EM) log likelihood = -28523.191
Iteration 95: (EM) log likelihood = -28522.934
Iteration 96: (EM) log likelihood = -28522.671
Iteration 97: (EM) log likelihood = -28522.424
Iteration 98: (EM) log likelihood = -28522.196
Iteration 99: (EM) log likelihood = -28521.932
Iteration 100: (EM) log likelihood = -28521.506
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.3776
Iteration 1: (class) log likelihood = -4162.3776
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.795
Iteration 1: (outcome) log likelihood = -29001.65
Iteration 2: (outcome) log likelihood = -28933.832
Iteration 3: (outcome) log likelihood = -28926.621
Iteration 4: (outcome) log likelihood = -28925.908
Iteration 5: (outcome) log likelihood = -28925.858
Iteration 6: (outcome) log likelihood = -28925.847
Iteration 7: (outcome) log likelihood = -28925.844
Iteration 8: (outcome) log likelihood = -28925.844
Iteration 9: (outcome) log likelihood = -28925.844
Iteration 10: (outcome) log likelihood = -28925.844 (not concave)
Iteration 11: (outcome) log likelihood = -28925.844 (not concave)
Iteration 12: (outcome) log likelihood = -28925.844 (not concave)
Iteration 13: (outcome) log likelihood = -28925.844 (not concave)
Iteration 14: (outcome) log likelihood = -28925.844 (not concave)
Iteration 15: (outcome) log likelihood = -28925.844 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33065.763
Iteration 1: (EM) log likelihood = -32994.395
Iteration 2: (EM) log likelihood = -32775.336
Iteration 3: (EM) log likelihood = -32241.576
Iteration 4: (EM) log likelihood = -31438.49
Iteration 5: (EM) log likelihood = -30631.798
Iteration 6: (EM) log likelihood = -29884.142
Iteration 7: (EM) log likelihood = -29302.015
Iteration 8: (EM) log likelihood = -28942.18
Iteration 9: (EM) log likelihood = -28758.421
Iteration 10: (EM) log likelihood = -28679.009
Iteration 11: (EM) log likelihood = -28642.951
Iteration 12: (EM) log likelihood = -28625.64
Iteration 13: (EM) log likelihood = -28615.683
Iteration 14: (EM) log likelihood = -28609.167
Iteration 15: (EM) log likelihood = -28603.492
Iteration 16: (EM) log likelihood = -28598.601
Iteration 17: (EM) log likelihood = -28593.063
Iteration 18: (EM) log likelihood = -28587.405
Iteration 19: (EM) log likelihood = -28581.812
Iteration 20: (EM) log likelihood = -28575.484
Iteration 21: (EM) log likelihood = -28571.018
Iteration 22: (EM) log likelihood = -28567.958
Iteration 23: (EM) log likelihood = -28564.56
Iteration 24: (EM) log likelihood = -28562.54
Iteration 25: (EM) log likelihood = -28560.201
Iteration 26: (EM) log likelihood = -28557.273
Iteration 27: (EM) log likelihood = -28554.834
Iteration 28: (EM) log likelihood = -28552.668
Iteration 29: (EM) log likelihood = -28548.891
Iteration 30: (EM) log likelihood = -28546.662
Iteration 31: (EM) log likelihood = -28543.931
Iteration 32: (EM) log likelihood = -28540.681
Iteration 33: (EM) log likelihood = -28537.861
Iteration 34: (EM) log likelihood = -28534.84
Iteration 35: (EM) log likelihood = -28531.518
Iteration 36: (EM) log likelihood = -28528.322
Iteration 37: (EM) log likelihood = -28524.863
Iteration 38: (EM) log likelihood = -28521.005
Iteration 39: (EM) log likelihood = -28517.846
Iteration 40: (EM) log likelihood = -28514.953
Iteration 41: (EM) log likelihood = -28511.643
Iteration 42: (EM) log likelihood = -28508.278
Iteration 43: (EM) log likelihood = -28504.799
Iteration 44: (EM) log likelihood = -28500.795
Iteration 45: (EM) log likelihood = -28496.129
Iteration 46: (EM) log likelihood = -28493.323
Iteration 47: (EM) log likelihood = -28489.368
Iteration 48: (EM) log likelihood = -28485.302
Iteration 49: (EM) log likelihood = -28480.853
Iteration 50: (EM) log likelihood = -28476.743
Iteration 51: (EM) log likelihood = -28473.639
Iteration 52: (EM) log likelihood = -28469.02
Iteration 53: (EM) log likelihood = -28464.795
Iteration 54: (EM) log likelihood = -28460.077
Iteration 55: (EM) log likelihood = -28455.741
Iteration 56: (EM) log likelihood = -28450.308
Iteration 57: (EM) log likelihood = -28444.367
Iteration 58: (EM) log likelihood = -28438.933
Iteration 59: (EM) log likelihood = -28433.602
Iteration 60: (EM) log likelihood = -28428.683
Iteration 61: (EM) log likelihood = -28424.325
Iteration 62: (EM) log likelihood = -28420.035
Iteration 63: (EM) log likelihood = -28415.36
Iteration 64: (EM) log likelihood = -28409.569
Iteration 65: (EM) log likelihood = -28404.266
Iteration 66: (EM) log likelihood = -28398.796
Iteration 67: (EM) log likelihood = -28394.226
Iteration 68: (EM) log likelihood = -28389.765
Iteration 69: (EM) log likelihood = -28383.637
Iteration 70: (EM) log likelihood = -28379.925
Iteration 71: (EM) log likelihood = -28376.025
Iteration 72: (EM) log likelihood = -28372.81
Iteration 73: (EM) log likelihood = -28369.555
Iteration 74: (EM) log likelihood = -28366.468
Iteration 75: (EM) log likelihood = -28364.031
Iteration 76: (EM) log likelihood = -28361.745
Iteration 77: (EM) log likelihood = -28359.649
Iteration 78: (EM) log likelihood = -28357.731
Iteration 79: (EM) log likelihood = -28355.554
Iteration 80: (EM) log likelihood = -28353.131
Iteration 81: (EM) log likelihood = -28351.497
Iteration 82: (EM) log likelihood = -28349.894
Iteration 83: (EM) log likelihood = -28348.364
Iteration 84: (EM) log likelihood = -28345.129
Iteration 85: (EM) log likelihood = -28343.376
Iteration 86: (EM) log likelihood = -28341.769
Iteration 87: (EM) log likelihood = -28340.13
Iteration 88: (EM) log likelihood = -28338.447
Iteration 89: (EM) log likelihood = -28336.225
Iteration 90: (EM) log likelihood = -28334.516
Iteration 91: (EM) log likelihood = -28333.08
Iteration 92: (EM) log likelihood = -28331.072
Iteration 93: (EM) log likelihood = -28329.53
Iteration 94: (EM) log likelihood = -28328.294
Iteration 95: (EM) log likelihood = -28326.668
Iteration 96: (EM) log likelihood = -28324.813
Iteration 97: (EM) log likelihood = -28323.527
Iteration 98: (EM) log likelihood = -28322.389
Iteration 99: (EM) log likelihood = -28321.179
Iteration 100: (EM) log likelihood = -28320.147
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.5023
Iteration 1: (class) log likelihood = -4160.5023
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29148.985
Iteration 1: (outcome) log likelihood = -28949.949
Iteration 2: (outcome) log likelihood = -28934.047
Iteration 3: (outcome) log likelihood = -28933.26
Iteration 4: (outcome) log likelihood = -28933.09
Iteration 5: (outcome) log likelihood = -28933.054
Iteration 6: (outcome) log likelihood = -28933.046
Iteration 7: (outcome) log likelihood = -28933.045
Iteration 8: (outcome) log likelihood = -28933.044
Iteration 9: (outcome) log likelihood = -28933.044
Iteration 10: (outcome) log likelihood = -28933.044 (not concave)
Iteration 11: (outcome) log likelihood = -28933.044 (not concave)
Iteration 12: (outcome) log likelihood = -28933.044 (not concave)
Iteration 13: (outcome) log likelihood = -28933.044 (not concave)
Iteration 14: (outcome) log likelihood = -28933.044 (not concave)
Iteration 15: (outcome) log likelihood = -28933.044 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33074.977
Iteration 1: (EM) log likelihood = -32998.859
Iteration 2: (EM) log likelihood = -32775.404
Iteration 3: (EM) log likelihood = -32296.933
Iteration 4: (EM) log likelihood = -31554.153
Iteration 5: (EM) log likelihood = -30804.778
Iteration 6: (EM) log likelihood = -30184.384
Iteration 7: (EM) log likelihood = -29665.454
Iteration 8: (EM) log likelihood = -29251.371
Iteration 9: (EM) log likelihood = -28958.594
Iteration 10: (EM) log likelihood = -28786.052
Iteration 11: (EM) log likelihood = -28690.28
Iteration 12: (EM) log likelihood = -28632.147
Iteration 13: (EM) log likelihood = -28590.219
Iteration 14: (EM) log likelihood = -28565.722
Iteration 15: (EM) log likelihood = -28546.324
Iteration 16: (EM) log likelihood = -28533.985
Iteration 17: (EM) log likelihood = -28525.007
Iteration 18: (EM) log likelihood = -28517.143
Iteration 19: (EM) log likelihood = -28512.496
Iteration 20: (EM) log likelihood = -28508.786
Iteration 21: (EM) log likelihood = -28505.829
Iteration 22: (EM) log likelihood = -28503.263
Iteration 23: (EM) log likelihood = -28499.774
Iteration 24: (EM) log likelihood = -28497.581
Iteration 25: (EM) log likelihood = -28495.325
Iteration 26: (EM) log likelihood = -28493.974
Iteration 27: (EM) log likelihood = -28492.119
Iteration 28: (EM) log likelihood = -28490.956
Iteration 29: (EM) log likelihood = -28490.158
Iteration 30: (EM) log likelihood = -28488.693
Iteration 31: (EM) log likelihood = -28486.964
Iteration 32: (EM) log likelihood = -28485.035
Iteration 33: (EM) log likelihood = -28482.872
Iteration 34: (EM) log likelihood = -28482.397
Iteration 35: (EM) log likelihood = -28482.274
Iteration 36: (EM) log likelihood = -28481.179
Iteration 37: (EM) log likelihood = -28480.86
Iteration 38: (EM) log likelihood = -28481.134
Iteration 39: (EM) log likelihood = -28481
Iteration 40: (EM) log likelihood = -28481.022
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.8187
Iteration 1: (class) log likelihood = -4161.8187
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.898
Iteration 1: (outcome) log likelihood = -28967.233
Iteration 2: (outcome) log likelihood = -28935.634
Iteration 3: (outcome) log likelihood = -28931.576
Iteration 4: (outcome) log likelihood = -28931.13
Iteration 5: (outcome) log likelihood = -28931.111
Iteration 6: (outcome) log likelihood = -28931.107
Iteration 7: (outcome) log likelihood = -28931.106
Iteration 8: (outcome) log likelihood = -28931.106
Iteration 9: (outcome) log likelihood = -28931.106
Iteration 10: (outcome) log likelihood = -28931.106
Refining starting values:
Iteration 0: (EM) log likelihood = -33083.679
Iteration 1: (EM) log likelihood = -33052.903
Iteration 2: (EM) log likelihood = -32968.947
Iteration 3: (EM) log likelihood = -32742.326
Iteration 4: (EM) log likelihood = -32221.423
Iteration 5: (EM) log likelihood = -31400.78
Iteration 6: (EM) log likelihood = -30559.189
Iteration 7: (EM) log likelihood = -29944.969
Iteration 8: (EM) log likelihood = -29530.806
Iteration 9: (EM) log likelihood = -29238.32
Iteration 10: (EM) log likelihood = -29028.193
Iteration 11: (EM) log likelihood = -28870.673
Iteration 12: (EM) log likelihood = -28753.955
Iteration 13: (EM) log likelihood = -28668.497
Iteration 14: (EM) log likelihood = -28607.372
Iteration 15: (EM) log likelihood = -28560.632
Iteration 16: (EM) log likelihood = -28522.379
Iteration 17: (EM) log likelihood = -28488.538
Iteration 18: (EM) log likelihood = -28459.9
Iteration 19: (EM) log likelihood = -28432.53
Iteration 20: (EM) log likelihood = -28407.489
Iteration 21: (EM) log likelihood = -28383.97
Iteration 22: (EM) log likelihood = -28360.531
Iteration 23: (EM) log likelihood = -28343.024
Iteration 24: (EM) log likelihood = -28326.661
Iteration 25: (EM) log likelihood = -28310.281
Iteration 26: (EM) log likelihood = -28295.407
Iteration 27: (EM) log likelihood = -28280.33
Iteration 28: (EM) log likelihood = -28269.282
Iteration 29: (EM) log likelihood = -28257.007
Iteration 30: (EM) log likelihood = -28247.357
Iteration 31: (EM) log likelihood = -28236.434
Iteration 32: (EM) log likelihood = -28227.051
Iteration 33: (EM) log likelihood = -28218.134
Iteration 34: (EM) log likelihood = -28209.625
Iteration 35: (EM) log likelihood = -28202.884
Iteration 36: (EM) log likelihood = -28195.28
Iteration 37: (EM) log likelihood = -28189.852
Iteration 38: (EM) log likelihood = -28181.546
Iteration 39: (EM) log likelihood = -28176.877
Iteration 40: (EM) log likelihood = -28172.646
Iteration 41: (EM) log likelihood = -28168.495
Iteration 42: (EM) log likelihood = -28163.582
Iteration 43: (EM) log likelihood = -28158.675
Iteration 44: (EM) log likelihood = -28155.118
Iteration 45: (EM) log likelihood = -28150.968
Iteration 46: (EM) log likelihood = -28147.051
Iteration 47: (EM) log likelihood = -28144.166
Iteration 48: (EM) log likelihood = -28141.22
Iteration 49: (EM) log likelihood = -28137.61
Iteration 50: (EM) log likelihood = -28135.471
Iteration 51: (EM) log likelihood = -28130.674
Iteration 52: (EM) log likelihood = -28128.423
Iteration 53: (EM) log likelihood = -28125.782
Iteration 54: (EM) log likelihood = -28123.247
Iteration 55: (EM) log likelihood = -28120.96
Iteration 56: (EM) log likelihood = -28119.244
Iteration 57: (EM) log likelihood = -28118.52
Iteration 58: (EM) log likelihood = -28116.566
Iteration 59: (EM) log likelihood = -28114.509
Iteration 60: (EM) log likelihood = -28112.067
Iteration 61: (EM) log likelihood = -28110.588
Iteration 62: (EM) log likelihood = -28108.081
Iteration 63: (EM) log likelihood = -28106.363
Iteration 64: (EM) log likelihood = -28104.887
Iteration 65: (EM) log likelihood = -28103.566
Iteration 66: (EM) log likelihood = -28101.962
Iteration 67: (EM) log likelihood = -28100.268
Iteration 68: (EM) log likelihood = -28098.423
Iteration 69: (EM) log likelihood = -28097.648
Iteration 70: (EM) log likelihood = -28096.738
Iteration 71: (EM) log likelihood = -28095.527
Iteration 72: (EM) log likelihood = -28094.914
Iteration 73: (EM) log likelihood = -28094.267
Iteration 74: (EM) log likelihood = -28093.608
Iteration 75: (EM) log likelihood = -28092.772
Iteration 76: (EM) log likelihood = -28091.817
Iteration 77: (EM) log likelihood = -28091.161
Iteration 78: (EM) log likelihood = -28090.562
Iteration 79: (EM) log likelihood = -28089.965
Iteration 80: (EM) log likelihood = -28089.5
Iteration 81: (EM) log likelihood = -28089.047
Iteration 82: (EM) log likelihood = -28088.648
Iteration 83: (EM) log likelihood = -28088.254
Iteration 84: (EM) log likelihood = -28087.852
Iteration 85: (EM) log likelihood = -28086.643
Iteration 86: (EM) log likelihood = -28086.09
Iteration 87: (EM) log likelihood = -28085.652
Iteration 88: (EM) log likelihood = -28085.232
Iteration 89: (EM) log likelihood = -28084.843
Iteration 90: (EM) log likelihood = -28083.507
Iteration 91: (EM) log likelihood = -28083.137
Iteration 92: (EM) log likelihood = -28082.58
Iteration 93: (EM) log likelihood = -28082.329
Iteration 94: (EM) log likelihood = -28081.879
Iteration 95: (EM) log likelihood = -28081.325
Iteration 96: (EM) log likelihood = -28080.941
Iteration 97: (EM) log likelihood = -28080.658
Iteration 98: (EM) log likelihood = -28079.836
Iteration 99: (EM) log likelihood = -28079.519
Iteration 100: (EM) log likelihood = -28079.105
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4231
Iteration 1: (class) log likelihood = -4162.4231
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.359
Iteration 1: (outcome) log likelihood = -28935.821
Iteration 2: (outcome) log likelihood = -28920.873
Iteration 3: (outcome) log likelihood = -28920.149
Iteration 4: (outcome) log likelihood = -28919.979
Iteration 5: (outcome) log likelihood = -28919.946
Iteration 6: (outcome) log likelihood = -28919.939
Iteration 7: (outcome) log likelihood = -28919.937
Iteration 8: (outcome) log likelihood = -28919.937
Iteration 9: (outcome) log likelihood = -28919.936
Iteration 10: (outcome) log likelihood = -28919.936
Refining starting values:
Iteration 0: (EM) log likelihood = -33026.964
Iteration 1: (EM) log likelihood = -32841.971
Iteration 2: (EM) log likelihood = -32428.935
Iteration 3: (EM) log likelihood = -31789.311
Iteration 4: (EM) log likelihood = -31123.358
Iteration 5: (EM) log likelihood = -30505.674
Iteration 6: (EM) log likelihood = -29877.736
Iteration 7: (EM) log likelihood = -29344.819
Iteration 8: (EM) log likelihood = -29032.259
Iteration 9: (EM) log likelihood = -28885.619
Iteration 10: (EM) log likelihood = -28819.381
Iteration 11: (EM) log likelihood = -28787.757
Iteration 12: (EM) log likelihood = -28765.16
Iteration 13: (EM) log likelihood = -28753.457
Iteration 14: (EM) log likelihood = -28741.369
Iteration 15: (EM) log likelihood = -28726.547
Iteration 16: (EM) log likelihood = -28711.239
Iteration 17: (EM) log likelihood = -28695.781
Iteration 18: (EM) log likelihood = -28679.602
Iteration 19: (EM) log likelihood = -28665.622
Iteration 20: (EM) log likelihood = -28652.963
Iteration 21: (EM) log likelihood = -28637.456
Iteration 22: (EM) log likelihood = -28622.867
Iteration 23: (EM) log likelihood = -28609.519
Iteration 24: (EM) log likelihood = -28594.524
Iteration 25: (EM) log likelihood = -28580.706
Iteration 26: (EM) log likelihood = -28564.34
Iteration 27: (EM) log likelihood = -28550.907
Iteration 28: (EM) log likelihood = -28537.939
Iteration 29: (EM) log likelihood = -28522.658
Iteration 30: (EM) log likelihood = -28505.052
Iteration 31: (EM) log likelihood = -28490.621
Iteration 32: (EM) log likelihood = -28474.1
Iteration 33: (EM) log likelihood = -28456.693
Iteration 34: (EM) log likelihood = -28442.209
Iteration 35: (EM) log likelihood = -28428.02
Iteration 36: (EM) log likelihood = -28413.963
Iteration 37: (EM) log likelihood = -28398.275
Iteration 38: (EM) log likelihood = -28384.654
Iteration 39: (EM) log likelihood = -28371.07
Iteration 40: (EM) log likelihood = -28357.659
Iteration 41: (EM) log likelihood = -28344.973
Iteration 42: (EM) log likelihood = -28334.841
Iteration 43: (EM) log likelihood = -28325.249
Iteration 44: (EM) log likelihood = -28315.626
Iteration 45: (EM) log likelihood = -28303.442
Iteration 46: (EM) log likelihood = -28294.963
Iteration 47: (EM) log likelihood = -28283.581
Iteration 48: (EM) log likelihood = -28274.904
Iteration 49: (EM) log likelihood = -28263.577
Iteration 50: (EM) log likelihood = -28256.081
Iteration 51: (EM) log likelihood = -28249.467
Iteration 52: (EM) log likelihood = -28242.045
Iteration 53: (EM) log likelihood = -28236.767
Iteration 54: (EM) log likelihood = -28229.976
Iteration 55: (EM) log likelihood = -28225.025
Iteration 56: (EM) log likelihood = -28219.473
Iteration 57: (EM) log likelihood = -28215.077
Iteration 58: (EM) log likelihood = -28208.823
Iteration 59: (EM) log likelihood = -28204.461
Iteration 60: (EM) log likelihood = -28199.536
Iteration 61: (EM) log likelihood = -28194.442
Iteration 62: (EM) log likelihood = -28189.98
Iteration 63: (EM) log likelihood = -28185.487
Iteration 64: (EM) log likelihood = -28181.158
Iteration 65: (EM) log likelihood = -28177.701
Iteration 66: (EM) log likelihood = -28174.043
Iteration 67: (EM) log likelihood = -28170.43
Iteration 68: (EM) log likelihood = -28166.444
Iteration 69: (EM) log likelihood = -28163.025
Iteration 70: (EM) log likelihood = -28159.841
Iteration 71: (EM) log likelihood = -28157.419
Iteration 72: (EM) log likelihood = -28154.753
Iteration 73: (EM) log likelihood = -28152.159
Iteration 74: (EM) log likelihood = -28150.387
Iteration 75: (EM) log likelihood = -28147.598
Iteration 76: (EM) log likelihood = -28145.578
Iteration 77: (EM) log likelihood = -28142.512
Iteration 78: (EM) log likelihood = -28140.964
Iteration 79: (EM) log likelihood = -28139.29
Iteration 80: (EM) log likelihood = -28138.17
Iteration 81: (EM) log likelihood = -28136.751
Iteration 82: (EM) log likelihood = -28135.142
Iteration 83: (EM) log likelihood = -28133.551
Iteration 84: (EM) log likelihood = -28131.586
Iteration 85: (EM) log likelihood = -28130.745
Iteration 86: (EM) log likelihood = -28129.961
Iteration 87: (EM) log likelihood = -28128.748
Iteration 88: (EM) log likelihood = -28128.827
Iteration 89: (EM) log likelihood = -28127.967
Iteration 90: (EM) log likelihood = -28127.221
Iteration 91: (EM) log likelihood = -28126.408
Iteration 92: (EM) log likelihood = -28125.808
Iteration 93: (EM) log likelihood = -28125.221
Iteration 94: (EM) log likelihood = -28124.667
Iteration 95: (EM) log likelihood = -28124.043
Iteration 96: (EM) log likelihood = -28123.628
Iteration 97: (EM) log likelihood = -28123.181
Iteration 98: (EM) log likelihood = -28122.808
Iteration 99: (EM) log likelihood = -28122.414
Iteration 100: (EM) log likelihood = -28122.022
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.3319
Iteration 1: (class) log likelihood = -4160.3319
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.139
Iteration 1: (outcome) log likelihood = -28971.562
Iteration 2: (outcome) log likelihood = -28937.815
Iteration 3: (outcome) log likelihood = -28933.207
Iteration 4: (outcome) log likelihood = -28932.681
Iteration 5: (outcome) log likelihood = -28932.655
Iteration 6: (outcome) log likelihood = -28932.65
Iteration 7: (outcome) log likelihood = -28932.649
Iteration 8: (outcome) log likelihood = -28932.648
Iteration 9: (outcome) log likelihood = -28932.648 (not concave)
Iteration 10: (outcome) log likelihood = -28932.648 (not concave)
Iteration 11: (outcome) log likelihood = -28932.648 (not concave)
Iteration 12: (outcome) log likelihood = -28932.648 (not concave)
Iteration 13: (outcome) log likelihood = -28932.648 (not concave)
Iteration 14: (outcome) log likelihood = -28932.648 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.642
Iteration 1: (EM) log likelihood = -33038.583
Iteration 2: (EM) log likelihood = -32911.78
Iteration 3: (EM) log likelihood = -32570.12
Iteration 4: (EM) log likelihood = -31939.302
Iteration 5: (EM) log likelihood = -31278.493
Iteration 6: (EM) log likelihood = -30786.876
Iteration 7: (EM) log likelihood = -30391.065
Iteration 8: (EM) log likelihood = -30021.01
Iteration 9: (EM) log likelihood = -29658.708
Iteration 10: (EM) log likelihood = -29320.535
Iteration 11: (EM) log likelihood = -29056.416
Iteration 12: (EM) log likelihood = -28909.301
Iteration 13: (EM) log likelihood = -28840.632
Iteration 14: (EM) log likelihood = -28808.161
Iteration 15: (EM) log likelihood = -28790.308
Iteration 16: (EM) log likelihood = -28779.074
Iteration 17: (EM) log likelihood = -28769.646
Iteration 18: (EM) log likelihood = -28760.067
Iteration 19: (EM) log likelihood = -28748.127
Iteration 20: (EM) log likelihood = -28734.928
Iteration 21: (EM) log likelihood = -28720.554
Iteration 22: (EM) log likelihood = -28702.967
Iteration 23: (EM) log likelihood = -28684.033
Iteration 24: (EM) log likelihood = -28662.392
Iteration 25: (EM) log likelihood = -28638.768
Iteration 26: (EM) log likelihood = -28612.83
Iteration 27: (EM) log likelihood = -28585.269
Iteration 28: (EM) log likelihood = -28556.745
Iteration 29: (EM) log likelihood = -28527.352
Iteration 30: (EM) log likelihood = -28497.582
Iteration 31: (EM) log likelihood = -28471.408
Iteration 32: (EM) log likelihood = -28443.824
Iteration 33: (EM) log likelihood = -28416.781
Iteration 34: (EM) log likelihood = -28394.775
Iteration 35: (EM) log likelihood = -28371.925
Iteration 36: (EM) log likelihood = -28352.624
Iteration 37: (EM) log likelihood = -28335.21
Iteration 38: (EM) log likelihood = -28315.384
Iteration 39: (EM) log likelihood = -28298.017
Iteration 40: (EM) log likelihood = -28280.835
Iteration 41: (EM) log likelihood = -28264.825
Iteration 42: (EM) log likelihood = -28252.006
Iteration 43: (EM) log likelihood = -28239.68
Iteration 44: (EM) log likelihood = -28228.297
Iteration 45: (EM) log likelihood = -28215.95
Iteration 46: (EM) log likelihood = -28204.872
Iteration 47: (EM) log likelihood = -28194.195
Iteration 48: (EM) log likelihood = -28185.701
Iteration 49: (EM) log likelihood = -28177.382
Iteration 50: (EM) log likelihood = -28169.178
Iteration 51: (EM) log likelihood = -28160.85
Iteration 52: (EM) log likelihood = -28154.389
Iteration 53: (EM) log likelihood = -28145.849
Iteration 54: (EM) log likelihood = -28139.549
Iteration 55: (EM) log likelihood = -28133.85
Iteration 56: (EM) log likelihood = -28126.506
Iteration 57: (EM) log likelihood = -28121.705
Iteration 58: (EM) log likelihood = -28116.438
Iteration 59: (EM) log likelihood = -28111.76
Iteration 60: (EM) log likelihood = -28107.544
Iteration 61: (EM) log likelihood = -28104.094
Iteration 62: (EM) log likelihood = -28100.523
Iteration 63: (EM) log likelihood = -28097.123
Iteration 64: (EM) log likelihood = -28093.042
Iteration 65: (EM) log likelihood = -28090.229
Iteration 66: (EM) log likelihood = -28087.484
Iteration 67: (EM) log likelihood = -28085.315
Iteration 68: (EM) log likelihood = -28082.896
Iteration 69: (EM) log likelihood = -28080.851
Iteration 70: (EM) log likelihood = -28078.863
Iteration 71: (EM) log likelihood = -28077.239
Iteration 72: (EM) log likelihood = -28075.25
Iteration 73: (EM) log likelihood = -28073.199
Iteration 74: (EM) log likelihood = -28071.196
Iteration 75: (EM) log likelihood = -28069.339
Iteration 76: (EM) log likelihood = -28067.795
Iteration 77: (EM) log likelihood = -28066.31
Iteration 78: (EM) log likelihood = -28065.059
Iteration 79: (EM) log likelihood = -28063.274
Iteration 80: (EM) log likelihood = -28061.746
Iteration 81: (EM) log likelihood = -28060.605
Iteration 82: (EM) log likelihood = -28059.468
Iteration 83: (EM) log likelihood = -28058.459
Iteration 84: (EM) log likelihood = -28057.522
Iteration 85: (EM) log likelihood = -28056.378
Iteration 86: (EM) log likelihood = -28055.397
Iteration 87: (EM) log likelihood = -28054.56
Iteration 88: (EM) log likelihood = -28053.655
Iteration 89: (EM) log likelihood = -28052.813
Iteration 90: (EM) log likelihood = -28051.954
Iteration 91: (EM) log likelihood = -28050.786
Iteration 92: (EM) log likelihood = -28049.909
Iteration 93: (EM) log likelihood = -28049.043
Iteration 94: (EM) log likelihood = -28048.306
Iteration 95: (EM) log likelihood = -28047.505
Iteration 96: (EM) log likelihood = -28046.799
Iteration 97: (EM) log likelihood = -28046.07
Iteration 98: (EM) log likelihood = -28044.246
Iteration 99: (EM) log likelihood = -28043.795
Iteration 100: (EM) log likelihood = -28042.881
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5032
Iteration 1: (class) log likelihood = -4162.5032
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.813
Iteration 1: (outcome) log likelihood = -28947.512
Iteration 2: (outcome) log likelihood = -28930.657
Iteration 3: (outcome) log likelihood = -28930.328
Iteration 4: (outcome) log likelihood = -28930.302
Iteration 5: (outcome) log likelihood = -28930.298
Iteration 6: (outcome) log likelihood = -28930.297
Iteration 7: (outcome) log likelihood = -28930.296
Iteration 8: (outcome) log likelihood = -28930.296
Iteration 9: (outcome) log likelihood = -28930.296
Refining starting values:
Iteration 0: (EM) log likelihood = -33070.464
Iteration 1: (EM) log likelihood = -32998.564
Iteration 2: (EM) log likelihood = -32817.499
Iteration 3: (EM) log likelihood = -32442.245
Iteration 4: (EM) log likelihood = -31835.123
Iteration 5: (EM) log likelihood = -31096.127
Iteration 6: (EM) log likelihood = -30373.453
Iteration 7: (EM) log likelihood = -29781.654
Iteration 8: (EM) log likelihood = -29334.608
Iteration 9: (EM) log likelihood = -29008.135
Iteration 10: (EM) log likelihood = -28795.022
Iteration 11: (EM) log likelihood = -28671.802
Iteration 12: (EM) log likelihood = -28600.346
Iteration 13: (EM) log likelihood = -28556.071
Iteration 14: (EM) log likelihood = -28524.568
Iteration 15: (EM) log likelihood = -28510.379
Iteration 16: (EM) log likelihood = -28501.577
Iteration 17: (EM) log likelihood = -28495.286
Iteration 18: (EM) log likelihood = -28491.237
Iteration 19: (EM) log likelihood = -28487.429
Iteration 20: (EM) log likelihood = -28482.599
Iteration 21: (EM) log likelihood = -28474.66
Iteration 22: (EM) log likelihood = -28467.843
Iteration 23: (EM) log likelihood = -28465.044
Iteration 24: (EM) log likelihood = -28462.438
Iteration 25: (EM) log likelihood = -28462.055
Iteration 26: (EM) log likelihood = -28460.584
Iteration 27: (EM) log likelihood = -28457.085
Iteration 28: (EM) log likelihood = -28450.086
Iteration 29: (EM) log likelihood = -28451.083
Iteration 30: (EM) log likelihood = -28451.328
Iteration 31: (EM) log likelihood = -28452.999
Iteration 32: (EM) log likelihood = -28454.842
Iteration 33: (EM) log likelihood = -28456.551
Iteration 34: (EM) log likelihood = -28457.663
Iteration 35: (EM) log likelihood = -28458.976
Iteration 36: (EM) log likelihood = -28460.748
Iteration 37: (EM) log likelihood = -28461.898
Iteration 38: (EM) log likelihood = -28463.688
Iteration 39: (EM) log likelihood = -28465.079
Iteration 40: (EM) log likelihood = -28466.939
Iteration 41: (EM) log likelihood = -28468.537
Iteration 42: (EM) log likelihood = -28469.35
Iteration 43: (EM) log likelihood = -28471.018
Iteration 44: (EM) log likelihood = -28472.164
Iteration 45: (EM) log likelihood = -28473.263
Iteration 46: (EM) log likelihood = -28474.787
Iteration 47: (EM) log likelihood = -28476.328
Iteration 48: (EM) log likelihood = -28477.743
Iteration 49: (EM) log likelihood = -28479.323
Iteration 50: (EM) log likelihood = -28480.68
Iteration 51: (EM) log likelihood = -28481.889
Iteration 52: (EM) log likelihood = -28483.008
Iteration 53: (EM) log likelihood = -28484.285
Iteration 54: (EM) log likelihood = -28485.405
Iteration 55: (EM) log likelihood = -28486.341
Iteration 56: (EM) log likelihood = -28487.218
Iteration 57: (EM) log likelihood = -28488.242
Iteration 58: (EM) log likelihood = -28489.052
Iteration 59: (EM) log likelihood = -28489.819
Iteration 60: (EM) log likelihood = -28490.544
Iteration 61: (EM) log likelihood = -28491.136
Iteration 62: (EM) log likelihood = -28491.745
Iteration 63: (EM) log likelihood = -28492.334
Iteration 64: (EM) log likelihood = -28492.879
Iteration 65: (EM) log likelihood = -28493.387
Iteration 66: (EM) log likelihood = -28493.851
Iteration 67: (EM) log likelihood = -28494.28
Iteration 68: (EM) log likelihood = -28494.717
Iteration 69: (EM) log likelihood = -28495.111
Iteration 70: (EM) log likelihood = -28495.444
Iteration 71: (EM) log likelihood = -28495.765
Iteration 72: (EM) log likelihood = -28496.007
Iteration 73: (EM) log likelihood = -28496.386
Iteration 74: (EM) log likelihood = -28496.641
Iteration 75: (EM) log likelihood = -28496.91
Iteration 76: (EM) log likelihood = -28497.134
Iteration 77: (EM) log likelihood = -28497.299
Iteration 78: (EM) log likelihood = -28497.545
Iteration 79: (EM) log likelihood = -28497.767
Iteration 80: (EM) log likelihood = -28498.027
Iteration 81: (EM) log likelihood = -28498.195
Iteration 82: (EM) log likelihood = -28498.356
Iteration 83: (EM) log likelihood = -28498.55
Iteration 84: (EM) log likelihood = -28498.718
Iteration 85: (EM) log likelihood = -28498.888
Iteration 86: (EM) log likelihood = -28499.082
Iteration 87: (EM) log likelihood = -28499.2
Iteration 88: (EM) log likelihood = -28499.287
Iteration 89: (EM) log likelihood = -28499.289
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2387
Iteration 1: (class) log likelihood = -4162.2387
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.654
Iteration 1: (outcome) log likelihood = -28991.618
Iteration 2: (outcome) log likelihood = -28933.6
Iteration 3: (outcome) log likelihood = -28926.513
Iteration 4: (outcome) log likelihood = -28925.753
Iteration 5: (outcome) log likelihood = -28925.695
Iteration 6: (outcome) log likelihood = -28925.682
Iteration 7: (outcome) log likelihood = -28925.679
Iteration 8: (outcome) log likelihood = -28925.679
Iteration 9: (outcome) log likelihood = -28925.679 (not concave)
Iteration 10: (outcome) log likelihood = -28925.679 (not concave)
Iteration 11: (outcome) log likelihood = -28925.679 (not concave)
Iteration 12: (outcome) log likelihood = -28925.679 (not concave)
Iteration 13: (outcome) log likelihood = -28925.679 (not concave)
Iteration 14: (outcome) log likelihood = -28925.679 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33064.956
Iteration 1: (EM) log likelihood = -32992.355
Iteration 2: (EM) log likelihood = -32817.556
Iteration 3: (EM) log likelihood = -32443.703
Iteration 4: (EM) log likelihood = -31785.912
Iteration 5: (EM) log likelihood = -31028.336
Iteration 6: (EM) log likelihood = -30451.994
Iteration 7: (EM) log likelihood = -30032.604
Iteration 8: (EM) log likelihood = -29672.448
Iteration 9: (EM) log likelihood = -29328.601
Iteration 10: (EM) log likelihood = -29017.644
Iteration 11: (EM) log likelihood = -28776.164
Iteration 12: (EM) log likelihood = -28613.606
Iteration 13: (EM) log likelihood = -28506.509
Iteration 14: (EM) log likelihood = -28433.735
Iteration 15: (EM) log likelihood = -28380.534
Iteration 16: (EM) log likelihood = -28341.778
Iteration 17: (EM) log likelihood = -28311.513
Iteration 18: (EM) log likelihood = -28286.722
Iteration 19: (EM) log likelihood = -28266.722
Iteration 20: (EM) log likelihood = -28247.127
Iteration 21: (EM) log likelihood = -28228.522
Iteration 22: (EM) log likelihood = -28213.606
Iteration 23: (EM) log likelihood = -28201.066
Iteration 24: (EM) log likelihood = -28188.065
Iteration 25: (EM) log likelihood = -28179.041
Iteration 26: (EM) log likelihood = -28170.721
Iteration 27: (EM) log likelihood = -28161.776
Iteration 28: (EM) log likelihood = -28154.613
Iteration 29: (EM) log likelihood = -28145.035
Iteration 30: (EM) log likelihood = -28139.179
Iteration 31: (EM) log likelihood = -28132.124
Iteration 32: (EM) log likelihood = -28127.94
Iteration 33: (EM) log likelihood = -28122.803
Iteration 34: (EM) log likelihood = -28116.144
Iteration 35: (EM) log likelihood = -28110.181
Iteration 36: (EM) log likelihood = -28105.77
Iteration 37: (EM) log likelihood = -28101.259
Iteration 38: (EM) log likelihood = -28099.173
Iteration 39: (EM) log likelihood = -28095.145
Iteration 40: (EM) log likelihood = -28090.632
Iteration 41: (EM) log likelihood = -28089.403
Iteration 42: (EM) log likelihood = -28079.246
Iteration 43: (EM) log likelihood = -28076.901
Iteration 44: (EM) log likelihood = -28074.579
Iteration 45: (EM) log likelihood = -28070.55
Iteration 46: (EM) log likelihood = -28068.059
Iteration 47: (EM) log likelihood = -28064.757
Iteration 48: (EM) log likelihood = -28061.712
Iteration 49: (EM) log likelihood = -28059.698
Iteration 50: (EM) log likelihood = -28057.96
Iteration 51: (EM) log likelihood = -28055.906
Iteration 52: (EM) log likelihood = -28054.034
Iteration 53: (EM) log likelihood = -28049.392
Iteration 54: (EM) log likelihood = -28041.196
Iteration 55: (EM) log likelihood = -28039.379
Iteration 56: (EM) log likelihood = -28037.557
Iteration 57: (EM) log likelihood = -28036.17
Iteration 58: (EM) log likelihood = -28034.045
Iteration 59: (EM) log likelihood = -28032.916
Iteration 60: (EM) log likelihood = -28033.767
Iteration 61: (EM) log likelihood = -28032.11
Iteration 62: (EM) log likelihood = -28031.035
Iteration 63: (EM) log likelihood = -28029.787
Iteration 64: (EM) log likelihood = -28029.024
Iteration 65: (EM) log likelihood = -28027.485
Iteration 66: (EM) log likelihood = -28027.153
Iteration 67: (EM) log likelihood = -28025.347
Iteration 68: (EM) log likelihood = -28024.939
Iteration 69: (EM) log likelihood = -28024.544
Iteration 70: (EM) log likelihood = -28024.046
Iteration 71: (EM) log likelihood = -28023.367
Iteration 72: (EM) log likelihood = -28022.854
Iteration 73: (EM) log likelihood = -28022.514
Iteration 74: (EM) log likelihood = -28021.71
Iteration 75: (EM) log likelihood = -28021.415
Iteration 76: (EM) log likelihood = -28021.007
Iteration 77: (EM) log likelihood = -28020.503
Iteration 78: (EM) log likelihood = -28020.141
Iteration 79: (EM) log likelihood = -28019.663
Iteration 80: (EM) log likelihood = -28019.315
Iteration 81: (EM) log likelihood = -28018.869
Iteration 82: (EM) log likelihood = -28018.54
Iteration 83: (EM) log likelihood = -28018.332
Iteration 84: (EM) log likelihood = -28017.988
Iteration 85: (EM) log likelihood = -28017.847
Iteration 86: (EM) log likelihood = -28017.512
Iteration 87: (EM) log likelihood = -28017.194
Iteration 88: (EM) log likelihood = -28017.217
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5177
Iteration 1: (class) log likelihood = -4162.5177
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.771
Iteration 1: (outcome) log likelihood = -28979.494
Iteration 2: (outcome) log likelihood = -28939.084
Iteration 3: (outcome) log likelihood = -28933.826
Iteration 4: (outcome) log likelihood = -28933.279
Iteration 5: (outcome) log likelihood = -28933.22
Iteration 6: (outcome) log likelihood = -28933.209
Iteration 7: (outcome) log likelihood = -28933.207
Iteration 8: (outcome) log likelihood = -28933.206
Iteration 9: (outcome) log likelihood = -28933.206
Iteration 10: (outcome) log likelihood = -28933.206 (not concave)
Iteration 11: (outcome) log likelihood = -28933.206 (not concave)
Iteration 12: (outcome) log likelihood = -28933.206 (not concave)
Iteration 13: (outcome) log likelihood = -28933.206 (not concave)
Iteration 14: (outcome) log likelihood = -28933.206 (not concave)
Iteration 15: (outcome) log likelihood = -28933.206 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33085.396
Iteration 1: (EM) log likelihood = -33050.493
Iteration 2: (EM) log likelihood = -32932.068
Iteration 3: (EM) log likelihood = -32620.627
Iteration 4: (EM) log likelihood = -31941.934
Iteration 5: (EM) log likelihood = -31066.005
Iteration 6: (EM) log likelihood = -30433.275
Iteration 7: (EM) log likelihood = -30042.058
Iteration 8: (EM) log likelihood = -29771.871
Iteration 9: (EM) log likelihood = -29586.268
Iteration 10: (EM) log likelihood = -29454.417
Iteration 11: (EM) log likelihood = -29346.889
Iteration 12: (EM) log likelihood = -29243.146
Iteration 13: (EM) log likelihood = -29143.276
Iteration 14: (EM) log likelihood = -29039.843
Iteration 15: (EM) log likelihood = -28938.503
Iteration 16: (EM) log likelihood = -28846.571
Iteration 17: (EM) log likelihood = -28759.222
Iteration 18: (EM) log likelihood = -28683.916
Iteration 19: (EM) log likelihood = -28621.752
Iteration 20: (EM) log likelihood = -28570.872
Iteration 21: (EM) log likelihood = -28530.177
Iteration 22: (EM) log likelihood = -28494.896
Iteration 23: (EM) log likelihood = -28462.93
Iteration 24: (EM) log likelihood = -28434.705
Iteration 25: (EM) log likelihood = -28411.763
Iteration 26: (EM) log likelihood = -28392.454
Iteration 27: (EM) log likelihood = -28375.126
Iteration 28: (EM) log likelihood = -28359.094
Iteration 29: (EM) log likelihood = -28342.295
Iteration 30: (EM) log likelihood = -28324.563
Iteration 31: (EM) log likelihood = -28308.313
Iteration 32: (EM) log likelihood = -28296.502
Iteration 33: (EM) log likelihood = -28284.265
Iteration 34: (EM) log likelihood = -28272.732
Iteration 35: (EM) log likelihood = -28261.08
Iteration 36: (EM) log likelihood = -28250.681
Iteration 37: (EM) log likelihood = -28242.811
Iteration 38: (EM) log likelihood = -28231.853
Iteration 39: (EM) log likelihood = -28223.584
Iteration 40: (EM) log likelihood = -28214.285
Iteration 41: (EM) log likelihood = -28204.912
Iteration 42: (EM) log likelihood = -28195.878
Iteration 43: (EM) log likelihood = -28187.946
Iteration 44: (EM) log likelihood = -28181.564
Iteration 45: (EM) log likelihood = -28174.377
Iteration 46: (EM) log likelihood = -28168.816
Iteration 47: (EM) log likelihood = -28162.155
Iteration 48: (EM) log likelihood = -28156.409
Iteration 49: (EM) log likelihood = -28152.176
Iteration 50: (EM) log likelihood = -28145.537
Iteration 51: (EM) log likelihood = -28140.62
Iteration 52: (EM) log likelihood = -28135.816
Iteration 53: (EM) log likelihood = -28132.293
Iteration 54: (EM) log likelihood = -28127.552
Iteration 55: (EM) log likelihood = -28122.454
Iteration 56: (EM) log likelihood = -28118.291
Iteration 57: (EM) log likelihood = -28113.658
Iteration 58: (EM) log likelihood = -28108.336
Iteration 59: (EM) log likelihood = -28103.48
Iteration 60: (EM) log likelihood = -28097.369
Iteration 61: (EM) log likelihood = -28094.188
Iteration 62: (EM) log likelihood = -28092.416
Iteration 63: (EM) log likelihood = -28089.033
Iteration 64: (EM) log likelihood = -28084.953
Iteration 65: (EM) log likelihood = -28082.14
Iteration 66: (EM) log likelihood = -28078.428
Iteration 67: (EM) log likelihood = -28076.331
Iteration 68: (EM) log likelihood = -28072.941
Iteration 69: (EM) log likelihood = -28069.947
Iteration 70: (EM) log likelihood = -28066.966
Iteration 71: (EM) log likelihood = -28063.633
Iteration 72: (EM) log likelihood = -28060.384
Iteration 73: (EM) log likelihood = -28057.552
Iteration 74: (EM) log likelihood = -28054.649
Iteration 75: (EM) log likelihood = -28053.586
Iteration 76: (EM) log likelihood = -28050.566
Iteration 77: (EM) log likelihood = -28047.801
Iteration 78: (EM) log likelihood = -28044.871
Iteration 79: (EM) log likelihood = -28042.147
Iteration 80: (EM) log likelihood = -28039.612
Iteration 81: (EM) log likelihood = -28036.938
Iteration 82: (EM) log likelihood = -28034.762
Iteration 83: (EM) log likelihood = -28032.24
Iteration 84: (EM) log likelihood = -28029.476
Iteration 85: (EM) log likelihood = -28026.175
Iteration 86: (EM) log likelihood = -28023.76
Iteration 87: (EM) log likelihood = -28021.468
Iteration 88: (EM) log likelihood = -28019.436
Iteration 89: (EM) log likelihood = -28017.397
Iteration 90: (EM) log likelihood = -28014.994
Iteration 91: (EM) log likelihood = -28013.68
Iteration 92: (EM) log likelihood = -28011.506
Iteration 93: (EM) log likelihood = -28009.429
Iteration 94: (EM) log likelihood = -28007.081
Iteration 95: (EM) log likelihood = -28004.847
Iteration 96: (EM) log likelihood = -28002.835
Iteration 97: (EM) log likelihood = -28001.036
Iteration 98: (EM) log likelihood = -27998.784
Iteration 99: (EM) log likelihood = -27996.13
Iteration 100: (EM) log likelihood = -27994.624
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.8205
Iteration 1: (class) log likelihood = -4160.8205
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29148.68
Iteration 1: (outcome) log likelihood = -28959.497
Iteration 2: (outcome) log likelihood = -28935.176
Iteration 3: (outcome) log likelihood = -28932.751
Iteration 4: (outcome) log likelihood = -28932.579
Iteration 5: (outcome) log likelihood = -28932.54
Iteration 6: (outcome) log likelihood = -28932.531
Iteration 7: (outcome) log likelihood = -28932.53
Iteration 8: (outcome) log likelihood = -28932.53
Iteration 9: (outcome) log likelihood = -28932.53
Iteration 10: (outcome) log likelihood = -28932.53 (not concave)
Iteration 11: (outcome) log likelihood = -28932.53 (not concave)
Iteration 12: (outcome) log likelihood = -28932.53 (not concave)
Iteration 13: (outcome) log likelihood = -28932.53 (not concave)
Iteration 14: (outcome) log likelihood = -28932.53 (not concave)
Iteration 15: (outcome) log likelihood = -28932.53 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33089.158
Iteration 1: (EM) log likelihood = -33062.531
Iteration 2: (EM) log likelihood = -32965.204
Iteration 3: (EM) log likelihood = -32650.609
Iteration 4: (EM) log likelihood = -31944.615
Iteration 5: (EM) log likelihood = -31058.169
Iteration 6: (EM) log likelihood = -30402.133
Iteration 7: (EM) log likelihood = -30008.46
Iteration 8: (EM) log likelihood = -29758.026
Iteration 9: (EM) log likelihood = -29596.792
Iteration 10: (EM) log likelihood = -29491.328
Iteration 11: (EM) log likelihood = -29419.653
Iteration 12: (EM) log likelihood = -29359.893
Iteration 13: (EM) log likelihood = -29317.033
Iteration 14: (EM) log likelihood = -29277.957
Iteration 15: (EM) log likelihood = -29246.784
Iteration 16: (EM) log likelihood = -29215.779
Iteration 17: (EM) log likelihood = -29193.993
Iteration 18: (EM) log likelihood = -29172.161
Iteration 19: (EM) log likelihood = -29151.518
Iteration 20: (EM) log likelihood = -29131.519
Iteration 21: (EM) log likelihood = -29110.053
Iteration 22: (EM) log likelihood = -29088.108
Iteration 23: (EM) log likelihood = -29066.081
Iteration 24: (EM) log likelihood = -29040.407
Iteration 25: (EM) log likelihood = -29008.553
Iteration 26: (EM) log likelihood = -28979.707
Iteration 27: (EM) log likelihood = -28948.224
Iteration 28: (EM) log likelihood = -28918.387
Iteration 29: (EM) log likelihood = -28883.327
Iteration 30: (EM) log likelihood = -28849.041
Iteration 31: (EM) log likelihood = -28813.193
Iteration 32: (EM) log likelihood = -28776.267
Iteration 33: (EM) log likelihood = -28739
Iteration 34: (EM) log likelihood = -28701.538
Iteration 35: (EM) log likelihood = -28666.54
Iteration 36: (EM) log likelihood = -28637.026
Iteration 37: (EM) log likelihood = -28613.922
Iteration 38: (EM) log likelihood = -28596.72
Iteration 39: (EM) log likelihood = -28586.065
Iteration 40: (EM) log likelihood = -28581.103
Iteration 41: (EM) log likelihood = -28578.144
Iteration 42: (EM) log likelihood = -28575.361
Iteration 43: (EM) log likelihood = -28571.688
Iteration 44: (EM) log likelihood = -28565.789
Iteration 45: (EM) log likelihood = -28558.468
Iteration 46: (EM) log likelihood = -28547.114
Iteration 47: (EM) log likelihood = -28532.179
Iteration 48: (EM) log likelihood = -28520.454
Iteration 49: (EM) log likelihood = -28506.781
Iteration 50: (EM) log likelihood = -28490.763
Iteration 51: (EM) log likelihood = -28471.62
Iteration 52: (EM) log likelihood = -28450.116
Iteration 53: (EM) log likelihood = -28428.508
Iteration 54: (EM) log likelihood = -28406.227
Iteration 55: (EM) log likelihood = -28386.913
Iteration 56: (EM) log likelihood = -28369.025
Iteration 57: (EM) log likelihood = -28352.595
Iteration 58: (EM) log likelihood = -28338.636
Iteration 59: (EM) log likelihood = -28326.449
Iteration 60: (EM) log likelihood = -28314.696
Iteration 61: (EM) log likelihood = -28304.085
Iteration 62: (EM) log likelihood = -28292.018
Iteration 63: (EM) log likelihood = -28282.892
Iteration 64: (EM) log likelihood = -28274.544
Iteration 65: (EM) log likelihood = -28266.834
Iteration 66: (EM) log likelihood = -28259.93
Iteration 67: (EM) log likelihood = -28253.303
Iteration 68: (EM) log likelihood = -28247.515
Iteration 69: (EM) log likelihood = -28242.462
Iteration 70: (EM) log likelihood = -28237.342
Iteration 71: (EM) log likelihood = -28230.495
Iteration 72: (EM) log likelihood = -28225.08
Iteration 73: (EM) log likelihood = -28220.766
Iteration 74: (EM) log likelihood = -28215.679
Iteration 75: (EM) log likelihood = -28211.989
Iteration 76: (EM) log likelihood = -28208.306
Iteration 77: (EM) log likelihood = -28203.995
Iteration 78: (EM) log likelihood = -28201.086
Iteration 79: (EM) log likelihood = -28197.954
Iteration 80: (EM) log likelihood = -28193.77
Iteration 81: (EM) log likelihood = -28190.298
Iteration 82: (EM) log likelihood = -28187.282
Iteration 83: (EM) log likelihood = -28184.417
Iteration 84: (EM) log likelihood = -28181.663
Iteration 85: (EM) log likelihood = -28178.711
Iteration 86: (EM) log likelihood = -28176.804
Iteration 87: (EM) log likelihood = -28174.98
Iteration 88: (EM) log likelihood = -28173.109
Iteration 89: (EM) log likelihood = -28171.253
Iteration 90: (EM) log likelihood = -28169.808
Iteration 91: (EM) log likelihood = -28168.024
Iteration 92: (EM) log likelihood = -28166.463
Iteration 93: (EM) log likelihood = -28164.92
Iteration 94: (EM) log likelihood = -28163.338
Iteration 95: (EM) log likelihood = -28161.595
Iteration 96: (EM) log likelihood = -28160.102
Iteration 97: (EM) log likelihood = -28158.654
Iteration 98: (EM) log likelihood = -28157.309
Iteration 99: (EM) log likelihood = -28155.578
Iteration 100: (EM) log likelihood = -28154.544
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.9293
Iteration 1: (class) log likelihood = -4161.9293
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.349
Iteration 1: (outcome) log likelihood = -28953.485
Iteration 2: (outcome) log likelihood = -28935.318
Iteration 3: (outcome) log likelihood = -28933.742
Iteration 4: (outcome) log likelihood = -28933.565
Iteration 5: (outcome) log likelihood = -28933.53
Iteration 6: (outcome) log likelihood = -28933.522
Iteration 7: (outcome) log likelihood = -28933.52
Iteration 8: (outcome) log likelihood = -28933.52
Iteration 9: (outcome) log likelihood = -28933.52 (not concave)
Iteration 10: (outcome) log likelihood = -28933.52 (not concave)
Iteration 11: (outcome) log likelihood = -28933.52 (not concave)
Iteration 12: (outcome) log likelihood = -28933.52 (not concave)
Iteration 13: (outcome) log likelihood = -28933.52 (not concave)
Iteration 14: (outcome) log likelihood = -28933.52 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33089.621
Iteration 1: (EM) log likelihood = -33064.544
Iteration 2: (EM) log likelihood = -32989.662
Iteration 3: (EM) log likelihood = -32765.312
Iteration 4: (EM) log likelihood = -32224.039
Iteration 5: (EM) log likelihood = -31362.814
Iteration 6: (EM) log likelihood = -30510.809
Iteration 7: (EM) log likelihood = -29890.253
Iteration 8: (EM) log likelihood = -29429.017
Iteration 9: (EM) log likelihood = -29071.034
Iteration 10: (EM) log likelihood = -28828.863
Iteration 11: (EM) log likelihood = -28683.806
Iteration 12: (EM) log likelihood = -28596.929
Iteration 13: (EM) log likelihood = -28539.828
Iteration 14: (EM) log likelihood = -28499.461
Iteration 15: (EM) log likelihood = -28468.29
Iteration 16: (EM) log likelihood = -28442.104
Iteration 17: (EM) log likelihood = -28418.213
Iteration 18: (EM) log likelihood = -28397.495
Iteration 19: (EM) log likelihood = -28379.784
Iteration 20: (EM) log likelihood = -28362.645
Iteration 21: (EM) log likelihood = -28347.166
Iteration 22: (EM) log likelihood = -28331.653
Iteration 23: (EM) log likelihood = -28315.5
Iteration 24: (EM) log likelihood = -28300.491
Iteration 25: (EM) log likelihood = -28284.187
Iteration 26: (EM) log likelihood = -28266.998
Iteration 27: (EM) log likelihood = -28251.473
Iteration 28: (EM) log likelihood = -28236.698
Iteration 29: (EM) log likelihood = -28224.143
Iteration 30: (EM) log likelihood = -28211.405
Iteration 31: (EM) log likelihood = -28197.71
Iteration 32: (EM) log likelihood = -28187.157
Iteration 33: (EM) log likelihood = -28177.743
Iteration 34: (EM) log likelihood = -28169.605
Iteration 35: (EM) log likelihood = -28160.455
Iteration 36: (EM) log likelihood = -28154.237
Iteration 37: (EM) log likelihood = -28147.788
Iteration 38: (EM) log likelihood = -28140.51
Iteration 39: (EM) log likelihood = -28133.475
Iteration 40: (EM) log likelihood = -28128.549
Iteration 41: (EM) log likelihood = -28123.714
Iteration 42: (EM) log likelihood = -28117.56
Iteration 43: (EM) log likelihood = -28113.041
Iteration 44: (EM) log likelihood = -28107.354
Iteration 45: (EM) log likelihood = -28103.275
Iteration 46: (EM) log likelihood = -28097.71
Iteration 47: (EM) log likelihood = -28094.123
Iteration 48: (EM) log likelihood = -28090.465
Iteration 49: (EM) log likelihood = -28086.695
Iteration 50: (EM) log likelihood = -28081.912
Iteration 51: (EM) log likelihood = -28077.338
Iteration 52: (EM) log likelihood = -28072.482
Iteration 53: (EM) log likelihood = -28066.28
Iteration 54: (EM) log likelihood = -28059.214
Iteration 55: (EM) log likelihood = -28053.68
Iteration 56: (EM) log likelihood = -28047.218
Iteration 57: (EM) log likelihood = -28039.377
Iteration 58: (EM) log likelihood = -28031.249
Iteration 59: (EM) log likelihood = -28022.065
Iteration 60: (EM) log likelihood = -28008.932
Iteration 61: (EM) log likelihood = -27994.473
Iteration 62: (EM) log likelihood = -27982.639
Iteration 63: (EM) log likelihood = -27970.336
Iteration 64: (EM) log likelihood = -27961.388
Iteration 65: (EM) log likelihood = -27951.338
Iteration 66: (EM) log likelihood = -27943.132
Iteration 67: (EM) log likelihood = -27934.437
Iteration 68: (EM) log likelihood = -27926.389
Iteration 69: (EM) log likelihood = -27920.652
Iteration 70: (EM) log likelihood = -27916.578
Iteration 71: (EM) log likelihood = -27912.139
Iteration 72: (EM) log likelihood = -27906.29
Iteration 73: (EM) log likelihood = -27901.9
Iteration 74: (EM) log likelihood = -27896.741
Iteration 75: (EM) log likelihood = -27892.909
Iteration 76: (EM) log likelihood = -27892.026
Iteration 77: (EM) log likelihood = -27888.752
Iteration 78: (EM) log likelihood = -27885.686
Iteration 79: (EM) log likelihood = -27881.671
Iteration 80: (EM) log likelihood = -27878.066
Iteration 81: (EM) log likelihood = -27875.764
Iteration 82: (EM) log likelihood = -27873.442
Iteration 83: (EM) log likelihood = -27870.643
Iteration 84: (EM) log likelihood = -27869.411
Iteration 85: (EM) log likelihood = -27867.114
Iteration 86: (EM) log likelihood = -27864.354
Iteration 87: (EM) log likelihood = -27863.508
Iteration 88: (EM) log likelihood = -27860.646
Iteration 89: (EM) log likelihood = -27859.16
Iteration 90: (EM) log likelihood = -27856.827
Iteration 91: (EM) log likelihood = -27854.867
Iteration 92: (EM) log likelihood = -27853.627
Iteration 93: (EM) log likelihood = -27852.58
Iteration 94: (EM) log likelihood = -27849.951
Iteration 95: (EM) log likelihood = -27848.254
Iteration 96: (EM) log likelihood = -27846.457
Iteration 97: (EM) log likelihood = -27844.806
Iteration 98: (EM) log likelihood = -27843.868
Iteration 99: (EM) log likelihood = -27841.604
Iteration 100: (EM) log likelihood = -27840.798
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.4124
Iteration 1: (class) log likelihood = -4161.4124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.143
Iteration 1: (outcome) log likelihood = -28935.386
Iteration 2: (outcome) log likelihood = -28914.51
Iteration 3: (outcome) log likelihood = -28913.618
Iteration 4: (outcome) log likelihood = -28913.438
Iteration 5: (outcome) log likelihood = -28913.394
Iteration 6: (outcome) log likelihood = -28913.385
Iteration 7: (outcome) log likelihood = -28913.383
Iteration 8: (outcome) log likelihood = -28913.382
Iteration 9: (outcome) log likelihood = -28913.382
Iteration 10: (outcome) log likelihood = -28913.382 (not concave)
Iteration 11: (outcome) log likelihood = -28913.382 (not concave)
Iteration 12: (outcome) log likelihood = -28913.382 (not concave)
Iteration 13: (outcome) log likelihood = -28913.382 (not concave)
Iteration 14: (outcome) log likelihood = -28913.382 (not concave)
Iteration 15: (outcome) log likelihood = -28913.382 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33041.316
Iteration 1: (EM) log likelihood = -32940.86
Iteration 2: (EM) log likelihood = -32679.214
Iteration 3: (EM) log likelihood = -32161.06
Iteration 4: (EM) log likelihood = -31424.72
Iteration 5: (EM) log likelihood = -30643.359
Iteration 6: (EM) log likelihood = -29887.779
Iteration 7: (EM) log likelihood = -29256.412
Iteration 8: (EM) log likelihood = -28872.257
Iteration 9: (EM) log likelihood = -28697.533
Iteration 10: (EM) log likelihood = -28627.003
Iteration 11: (EM) log likelihood = -28597.607
Iteration 12: (EM) log likelihood = -28584.27
Iteration 13: (EM) log likelihood = -28577.908
Iteration 14: (EM) log likelihood = -28575.178
Iteration 15: (EM) log likelihood = -28574.424
Iteration 16: (EM) log likelihood = -28575.101
Iteration 17: (EM) log likelihood = -28576.375
Iteration 18: (EM) log likelihood = -28578.05
Iteration 19: (EM) log likelihood = -28579.484
Iteration 20: (EM) log likelihood = -28581.522
Iteration 21: (EM) log likelihood = -28583.43
Iteration 22: (EM) log likelihood = -28585.331
Iteration 23: (EM) log likelihood = -28587.059
Iteration 24: (EM) log likelihood = -28588.742
Iteration 25: (EM) log likelihood = -28590.539
Iteration 26: (EM) log likelihood = -28592.44
Iteration 27: (EM) log likelihood = -28594.315
Iteration 28: (EM) log likelihood = -28595.77
Iteration 29: (EM) log likelihood = -28597.54
Iteration 30: (EM) log likelihood = -28599.212
Iteration 31: (EM) log likelihood = -28600.634
Iteration 32: (EM) log likelihood = -28601.983
Iteration 33: (EM) log likelihood = -28603.072
Iteration 34: (EM) log likelihood = -28604.989
Iteration 35: (EM) log likelihood = -28606.446
Iteration 36: (EM) log likelihood = -28607.543
Iteration 37: (EM) log likelihood = -28608.611
Iteration 38: (EM) log likelihood = -28609.065
Iteration 39: (EM) log likelihood = -28610.208
Iteration 40: (EM) log likelihood = -28610.63
Iteration 41: (EM) log likelihood = -28611.185
Iteration 42: (EM) log likelihood = -28611.175
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6008
Iteration 1: (class) log likelihood = -4162.6008
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.614
Iteration 1: (outcome) log likelihood = -28949.138
Iteration 2: (outcome) log likelihood = -28930.628
Iteration 3: (outcome) log likelihood = -28930.061
Iteration 4: (outcome) log likelihood = -28929.927
Iteration 5: (outcome) log likelihood = -28929.897
Iteration 6: (outcome) log likelihood = -28929.891
Iteration 7: (outcome) log likelihood = -28929.89
Iteration 8: (outcome) log likelihood = -28929.89
Iteration 9: (outcome) log likelihood = -28929.889
Iteration 10: (outcome) log likelihood = -28929.889
Refining starting values:
Iteration 0: (EM) log likelihood = -33061.509
Iteration 1: (EM) log likelihood = -32939.86
Iteration 2: (EM) log likelihood = -32548.138
Iteration 3: (EM) log likelihood = -31681.006
Iteration 4: (EM) log likelihood = -30703.223
Iteration 5: (EM) log likelihood = -30058.1
Iteration 6: (EM) log likelihood = -29625.497
Iteration 7: (EM) log likelihood = -29290.515
Iteration 8: (EM) log likelihood = -29022.928
Iteration 9: (EM) log likelihood = -28832.053
Iteration 10: (EM) log likelihood = -28709.869
Iteration 11: (EM) log likelihood = -28633.134
Iteration 12: (EM) log likelihood = -28582.853
Iteration 13: (EM) log likelihood = -28546.088
Iteration 14: (EM) log likelihood = -28524.567
Iteration 15: (EM) log likelihood = -28510.252
Iteration 16: (EM) log likelihood = -28496.085
Iteration 17: (EM) log likelihood = -28485.022
Iteration 18: (EM) log likelihood = -28477.375
Iteration 19: (EM) log likelihood = -28470.777
Iteration 20: (EM) log likelihood = -28463.906
Iteration 21: (EM) log likelihood = -28456.754
Iteration 22: (EM) log likelihood = -28448.85
Iteration 23: (EM) log likelihood = -28443.657
Iteration 24: (EM) log likelihood = -28438.804
Iteration 25: (EM) log likelihood = -28434.342
Iteration 26: (EM) log likelihood = -28429.952
Iteration 27: (EM) log likelihood = -28426.537
Iteration 28: (EM) log likelihood = -28421.704
Iteration 29: (EM) log likelihood = -28415.66
Iteration 30: (EM) log likelihood = -28411.556
Iteration 31: (EM) log likelihood = -28407.57
Iteration 32: (EM) log likelihood = -28403.623
Iteration 33: (EM) log likelihood = -28400.414
Iteration 34: (EM) log likelihood = -28397.097
Iteration 35: (EM) log likelihood = -28392.117
Iteration 36: (EM) log likelihood = -28388.262
Iteration 37: (EM) log likelihood = -28384.974
Iteration 38: (EM) log likelihood = -28381.424
Iteration 39: (EM) log likelihood = -28378.706
Iteration 40: (EM) log likelihood = -28375.698
Iteration 41: (EM) log likelihood = -28372.989
Iteration 42: (EM) log likelihood = -28370.316
Iteration 43: (EM) log likelihood = -28368.113
Iteration 44: (EM) log likelihood = -28365.361
Iteration 45: (EM) log likelihood = -28363.195
Iteration 46: (EM) log likelihood = -28361.303
Iteration 47: (EM) log likelihood = -28359.515
Iteration 48: (EM) log likelihood = -28357.803
Iteration 49: (EM) log likelihood = -28356.226
Iteration 50: (EM) log likelihood = -28354.705
Iteration 51: (EM) log likelihood = -28353.349
Iteration 52: (EM) log likelihood = -28352.02
Iteration 53: (EM) log likelihood = -28350.683
Iteration 54: (EM) log likelihood = -28349.368
Iteration 55: (EM) log likelihood = -28347.789
Iteration 56: (EM) log likelihood = -28346.897
Iteration 57: (EM) log likelihood = -28345.813
Iteration 58: (EM) log likelihood = -28344.846
Iteration 59: (EM) log likelihood = -28343.905
Iteration 60: (EM) log likelihood = -28342.516
Iteration 61: (EM) log likelihood = -28341.366
Iteration 62: (EM) log likelihood = -28340.294
Iteration 63: (EM) log likelihood = -28339.396
Iteration 64: (EM) log likelihood = -28338.34
Iteration 65: (EM) log likelihood = -28337.298
Iteration 66: (EM) log likelihood = -28336.345
Iteration 67: (EM) log likelihood = -28335.495
Iteration 68: (EM) log likelihood = -28334.662
Iteration 69: (EM) log likelihood = -28333.838
Iteration 70: (EM) log likelihood = -28333.091
Iteration 71: (EM) log likelihood = -28332.302
Iteration 72: (EM) log likelihood = -28331.869
Iteration 73: (EM) log likelihood = -28330.54
Iteration 74: (EM) log likelihood = -28329.946
Iteration 75: (EM) log likelihood = -28329.349
Iteration 76: (EM) log likelihood = -28328.542
Iteration 77: (EM) log likelihood = -28327.866
Iteration 78: (EM) log likelihood = -28327.079
Iteration 79: (EM) log likelihood = -28326.445
Iteration 80: (EM) log likelihood = -28325.59
Iteration 81: (EM) log likelihood = -28324.72
Iteration 82: (EM) log likelihood = -28323.919
Iteration 83: (EM) log likelihood = -28323.151
Iteration 84: (EM) log likelihood = -28322.599
Iteration 85: (EM) log likelihood = -28321.515
Iteration 86: (EM) log likelihood = -28320.641
Iteration 87: (EM) log likelihood = -28319.797
Iteration 88: (EM) log likelihood = -28318.847
Iteration 89: (EM) log likelihood = -28318.101
Iteration 90: (EM) log likelihood = -28316.902
Iteration 91: (EM) log likelihood = -28316.264
Iteration 92: (EM) log likelihood = -28315.565
Iteration 93: (EM) log likelihood = -28314.936
Iteration 94: (EM) log likelihood = -28314.306
Iteration 95: (EM) log likelihood = -28313.628
Iteration 96: (EM) log likelihood = -28311.982
Iteration 97: (EM) log likelihood = -28311.302
Iteration 98: (EM) log likelihood = -28310.564
Iteration 99: (EM) log likelihood = -28309.615
Iteration 100: (EM) log likelihood = -28308.936
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.2693
Iteration 1: (class) log likelihood = -4161.2693
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.916
Iteration 1: (outcome) log likelihood = -28948.505
Iteration 2: (outcome) log likelihood = -28928.306
Iteration 3: (outcome) log likelihood = -28927.33
Iteration 4: (outcome) log likelihood = -28927.126
Iteration 5: (outcome) log likelihood = -28927.079
Iteration 6: (outcome) log likelihood = -28927.069
Iteration 7: (outcome) log likelihood = -28927.067
Iteration 8: (outcome) log likelihood = -28927.067 (not concave)
Iteration 9: (outcome) log likelihood = -28927.067 (not concave)
Iteration 10: (outcome) log likelihood = -28927.067 (not concave)
Iteration 11: (outcome) log likelihood = -28927.067 (not concave)
Iteration 12: (outcome) log likelihood = -28927.067 (not concave)
Iteration 13: (outcome) log likelihood = -28927.067 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33077.334
Iteration 1: (EM) log likelihood = -33026.984
Iteration 2: (EM) log likelihood = -32850.671
Iteration 3: (EM) log likelihood = -32426.915
Iteration 4: (EM) log likelihood = -31726.758
Iteration 5: (EM) log likelihood = -30990.044
Iteration 6: (EM) log likelihood = -30410.997
Iteration 7: (EM) log likelihood = -29982.338
Iteration 8: (EM) log likelihood = -29665.78
Iteration 9: (EM) log likelihood = -29432.402
Iteration 10: (EM) log likelihood = -29259.986
Iteration 11: (EM) log likelihood = -29119.095
Iteration 12: (EM) log likelihood = -28994.446
Iteration 13: (EM) log likelihood = -28889.526
Iteration 14: (EM) log likelihood = -28810.262
Iteration 15: (EM) log likelihood = -28758.187
Iteration 16: (EM) log likelihood = -28722.713
Iteration 17: (EM) log likelihood = -28697.964
Iteration 18: (EM) log likelihood = -28682.48
Iteration 19: (EM) log likelihood = -28670.537
Iteration 20: (EM) log likelihood = -28660.933
Iteration 21: (EM) log likelihood = -28651.669
Iteration 22: (EM) log likelihood = -28645.736
Iteration 23: (EM) log likelihood = -28640.892
Iteration 24: (EM) log likelihood = -28635.612
Iteration 25: (EM) log likelihood = -28631.674
Iteration 26: (EM) log likelihood = -28627.446
Iteration 27: (EM) log likelihood = -28623.104
Iteration 28: (EM) log likelihood = -28619.598
Iteration 29: (EM) log likelihood = -28616.861
Iteration 30: (EM) log likelihood = -28614.095
Iteration 31: (EM) log likelihood = -28609.812
Iteration 32: (EM) log likelihood = -28606.263
Iteration 33: (EM) log likelihood = -28603.942
Iteration 34: (EM) log likelihood = -28600.696
Iteration 35: (EM) log likelihood = -28597.15
Iteration 36: (EM) log likelihood = -28593.389
Iteration 37: (EM) log likelihood = -28589.485
Iteration 38: (EM) log likelihood = -28586.059
Iteration 39: (EM) log likelihood = -28584.418
Iteration 40: (EM) log likelihood = -28582.724
Iteration 41: (EM) log likelihood = -28580.489
Iteration 42: (EM) log likelihood = -28578.039
Iteration 43: (EM) log likelihood = -28575.983
Iteration 44: (EM) log likelihood = -28575.028
Iteration 45: (EM) log likelihood = -28574.093
Iteration 46: (EM) log likelihood = -28573.043
Iteration 47: (EM) log likelihood = -28572.244
Iteration 48: (EM) log likelihood = -28571.476
Iteration 49: (EM) log likelihood = -28570.873
Iteration 50: (EM) log likelihood = -28570.305
Iteration 51: (EM) log likelihood = -28569.663
Iteration 52: (EM) log likelihood = -28569.169
Iteration 53: (EM) log likelihood = -28567.231
Iteration 54: (EM) log likelihood = -28567.391
Iteration 55: (EM) log likelihood = -28566.976
Iteration 56: (EM) log likelihood = -28566.438
Iteration 57: (EM) log likelihood = -28565.309
Iteration 58: (EM) log likelihood = -28564.574
Iteration 59: (EM) log likelihood = -28564.137
Iteration 60: (EM) log likelihood = -28562.969
Iteration 61: (EM) log likelihood = -28562.273
Iteration 62: (EM) log likelihood = -28561.324
Iteration 63: (EM) log likelihood = -28560.692
Iteration 64: (EM) log likelihood = -28559.968
Iteration 65: (EM) log likelihood = -28559.13
Iteration 66: (EM) log likelihood = -28557.485
Iteration 67: (EM) log likelihood = -28556.973
Iteration 68: (EM) log likelihood = -28556.33
Iteration 69: (EM) log likelihood = -28555.171
Iteration 70: (EM) log likelihood = -28554.088
Iteration 71: (EM) log likelihood = -28552.749
Iteration 72: (EM) log likelihood = -28551.952
Iteration 73: (EM) log likelihood = -28551.004
Iteration 74: (EM) log likelihood = -28548.858
Iteration 75: (EM) log likelihood = -28548.194
Iteration 76: (EM) log likelihood = -28547.462
Iteration 77: (EM) log likelihood = -28546.572
Iteration 78: (EM) log likelihood = -28545.677
Iteration 79: (EM) log likelihood = -28544.803
Iteration 80: (EM) log likelihood = -28543.917
Iteration 81: (EM) log likelihood = -28543.097
Iteration 82: (EM) log likelihood = -28542.081
Iteration 83: (EM) log likelihood = -28540.697
Iteration 84: (EM) log likelihood = -28539.75
Iteration 85: (EM) log likelihood = -28539.075
Iteration 86: (EM) log likelihood = -28538.193
Iteration 87: (EM) log likelihood = -28537.437
Iteration 88: (EM) log likelihood = -28536.679
Iteration 89: (EM) log likelihood = -28535.957
Iteration 90: (EM) log likelihood = -28535.263
Iteration 91: (EM) log likelihood = -28534.56
Iteration 92: (EM) log likelihood = -28533.837
Iteration 93: (EM) log likelihood = -28532.939
Iteration 94: (EM) log likelihood = -28532.308
Iteration 95: (EM) log likelihood = -28531.653
Iteration 96: (EM) log likelihood = -28531.081
Iteration 97: (EM) log likelihood = -28530.461
Iteration 98: (EM) log likelihood = -28529.858
Iteration 99: (EM) log likelihood = -28529.057
Iteration 100: (EM) log likelihood = -28528.631
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6111
Iteration 1: (class) log likelihood = -4162.6111
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.656
Iteration 1: (outcome) log likelihood = -28953.743
Iteration 2: (outcome) log likelihood = -28934.316
Iteration 3: (outcome) log likelihood = -28933.56
Iteration 4: (outcome) log likelihood = -28933.47
Iteration 5: (outcome) log likelihood = -28933.45
Iteration 6: (outcome) log likelihood = -28933.445
Iteration 7: (outcome) log likelihood = -28933.444
Iteration 8: (outcome) log likelihood = -28933.444
Iteration 9: (outcome) log likelihood = -28933.443
Iteration 10: (outcome) log likelihood = -28933.443 (not concave)
Iteration 11: (outcome) log likelihood = -28933.443 (not concave)
Iteration 12: (outcome) log likelihood = -28933.443 (not concave)
Iteration 13: (outcome) log likelihood = -28933.443 (not concave)
Iteration 14: (outcome) log likelihood = -28933.443 (not concave)
Iteration 15: (outcome) log likelihood = -28933.443 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33086.827
Iteration 1: (EM) log likelihood = -33046.054
Iteration 2: (EM) log likelihood = -32908.298
Iteration 3: (EM) log likelihood = -32516.685
Iteration 4: (EM) log likelihood = -31707.875
Iteration 5: (EM) log likelihood = -30840.08
Iteration 6: (EM) log likelihood = -30283.631
Iteration 7: (EM) log likelihood = -29922.653
Iteration 8: (EM) log likelihood = -29646.77
Iteration 9: (EM) log likelihood = -29417.699
Iteration 10: (EM) log likelihood = -29206.192
Iteration 11: (EM) log likelihood = -29013.294
Iteration 12: (EM) log likelihood = -28868.805
Iteration 13: (EM) log likelihood = -28774.432
Iteration 14: (EM) log likelihood = -28714.704
Iteration 15: (EM) log likelihood = -28676.924
Iteration 16: (EM) log likelihood = -28653.291
Iteration 17: (EM) log likelihood = -28631.941
Iteration 18: (EM) log likelihood = -28614.744
Iteration 19: (EM) log likelihood = -28597.632
Iteration 20: (EM) log likelihood = -28582.27
Iteration 21: (EM) log likelihood = -28566.915
Iteration 22: (EM) log likelihood = -28551.363
Iteration 23: (EM) log likelihood = -28538.113
Iteration 24: (EM) log likelihood = -28524.168
Iteration 25: (EM) log likelihood = -28513
Iteration 26: (EM) log likelihood = -28500.48
Iteration 27: (EM) log likelihood = -28489.361
Iteration 28: (EM) log likelihood = -28479.446
Iteration 29: (EM) log likelihood = -28470.812
Iteration 30: (EM) log likelihood = -28460.66
Iteration 31: (EM) log likelihood = -28451.085
Iteration 32: (EM) log likelihood = -28442.53
Iteration 33: (EM) log likelihood = -28433.981
Iteration 34: (EM) log likelihood = -28425.939
Iteration 35: (EM) log likelihood = -28418.419
Iteration 36: (EM) log likelihood = -28411.961
Iteration 37: (EM) log likelihood = -28403.358
Iteration 38: (EM) log likelihood = -28397.391
Iteration 39: (EM) log likelihood = -28392.009
Iteration 40: (EM) log likelihood = -28386.917
Iteration 41: (EM) log likelihood = -28382.173
Iteration 42: (EM) log likelihood = -28378.115
Iteration 43: (EM) log likelihood = -28373.888
Iteration 44: (EM) log likelihood = -28369.866
Iteration 45: (EM) log likelihood = -28365.705
Iteration 46: (EM) log likelihood = -28362.141
Iteration 47: (EM) log likelihood = -28358.679
Iteration 48: (EM) log likelihood = -28354.711
Iteration 49: (EM) log likelihood = -28351.491
Iteration 50: (EM) log likelihood = -28348.467
Iteration 51: (EM) log likelihood = -28345.683
Iteration 52: (EM) log likelihood = -28342.822
Iteration 53: (EM) log likelihood = -28339.836
Iteration 54: (EM) log likelihood = -28337.101
Iteration 55: (EM) log likelihood = -28334.448
Iteration 56: (EM) log likelihood = -28332.001
Iteration 57: (EM) log likelihood = -28329.54
Iteration 58: (EM) log likelihood = -28327.101
Iteration 59: (EM) log likelihood = -28324.54
Iteration 60: (EM) log likelihood = -28322.269
Iteration 61: (EM) log likelihood = -28320.628
Iteration 62: (EM) log likelihood = -28317.955
Iteration 63: (EM) log likelihood = -28315.765
Iteration 64: (EM) log likelihood = -28313.656
Iteration 65: (EM) log likelihood = -28311.678
Iteration 66: (EM) log likelihood = -28309.618
Iteration 67: (EM) log likelihood = -28307.825
Iteration 68: (EM) log likelihood = -28306.067
Iteration 69: (EM) log likelihood = -28304.329
Iteration 70: (EM) log likelihood = -28302.519
Iteration 71: (EM) log likelihood = -28300.937
Iteration 72: (EM) log likelihood = -28299.551
Iteration 73: (EM) log likelihood = -28297.675
Iteration 74: (EM) log likelihood = -28295.878
Iteration 75: (EM) log likelihood = -28294.279
Iteration 76: (EM) log likelihood = -28292.742
Iteration 77: (EM) log likelihood = -28291.12
Iteration 78: (EM) log likelihood = -28289.669
Iteration 79: (EM) log likelihood = -28288.262
Iteration 80: (EM) log likelihood = -28286.871
Iteration 81: (EM) log likelihood = -28285.528
Iteration 82: (EM) log likelihood = -28284.229
Iteration 83: (EM) log likelihood = -28282.912
Iteration 84: (EM) log likelihood = -28281.588
Iteration 85: (EM) log likelihood = -28280.409
Iteration 86: (EM) log likelihood = -28279.069
Iteration 87: (EM) log likelihood = -28277.927
Iteration 88: (EM) log likelihood = -28276.807
Iteration 89: (EM) log likelihood = -28275.385
Iteration 90: (EM) log likelihood = -28274.348
Iteration 91: (EM) log likelihood = -28273.326
Iteration 92: (EM) log likelihood = -28272.319
Iteration 93: (EM) log likelihood = -28271.415
Iteration 94: (EM) log likelihood = -28270.522
Iteration 95: (EM) log likelihood = -28269.837
Iteration 96: (EM) log likelihood = -28268.828
Iteration 97: (EM) log likelihood = -28267.831
Iteration 98: (EM) log likelihood = -28266.578
Iteration 99: (EM) log likelihood = -28265.599
Iteration 100: (EM) log likelihood = -28264.835
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.9577
Iteration 1: (class) log likelihood = -4161.9577
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29148.681
Iteration 1: (outcome) log likelihood = -28986.317
Iteration 2: (outcome) log likelihood = -28926.704
Iteration 3: (outcome) log likelihood = -28919.744
Iteration 4: (outcome) log likelihood = -28919.06
Iteration 5: (outcome) log likelihood = -28919.003
Iteration 6: (outcome) log likelihood = -28918.991
Iteration 7: (outcome) log likelihood = -28918.988
Iteration 8: (outcome) log likelihood = -28918.988
Iteration 9: (outcome) log likelihood = -28918.988 (not concave)
Iteration 10: (outcome) log likelihood = -28918.988 (not concave)
Iteration 11: (outcome) log likelihood = -28918.988 (not concave)
Iteration 12: (outcome) log likelihood = -28918.988 (not concave)
Iteration 13: (outcome) log likelihood = -28918.988 (not concave)
Iteration 14: (outcome) log likelihood = -28918.988 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33071.829
Iteration 1: (EM) log likelihood = -33034.935
Iteration 2: (EM) log likelihood = -32907.377
Iteration 3: (EM) log likelihood = -32518.821
Iteration 4: (EM) log likelihood = -31751.112
Iteration 5: (EM) log likelihood = -30957.78
Iteration 6: (EM) log likelihood = -30433.538
Iteration 7: (EM) log likelihood = -30097.075
Iteration 8: (EM) log likelihood = -29858.57
Iteration 9: (EM) log likelihood = -29691.252
Iteration 10: (EM) log likelihood = -29569.795
Iteration 11: (EM) log likelihood = -29466.208
Iteration 12: (EM) log likelihood = -29356.395
Iteration 13: (EM) log likelihood = -29228.628
Iteration 14: (EM) log likelihood = -29089.032
Iteration 15: (EM) log likelihood = -28957.549
Iteration 16: (EM) log likelihood = -28853.484
Iteration 17: (EM) log likelihood = -28785.977
Iteration 18: (EM) log likelihood = -28741.649
Iteration 19: (EM) log likelihood = -28712.103
Iteration 20: (EM) log likelihood = -28690.741
Iteration 21: (EM) log likelihood = -28675.575
Iteration 22: (EM) log likelihood = -28662.571
Iteration 23: (EM) log likelihood = -28652.026
Iteration 24: (EM) log likelihood = -28641.774
Iteration 25: (EM) log likelihood = -28633.547
Iteration 26: (EM) log likelihood = -28626.487
Iteration 27: (EM) log likelihood = -28620.184
Iteration 28: (EM) log likelihood = -28614.119
Iteration 29: (EM) log likelihood = -28608.435
Iteration 30: (EM) log likelihood = -28603.482
Iteration 31: (EM) log likelihood = -28598.191
Iteration 32: (EM) log likelihood = -28592.189
Iteration 33: (EM) log likelihood = -28586.399
Iteration 34: (EM) log likelihood = -28581.237
Iteration 35: (EM) log likelihood = -28575.244
Iteration 36: (EM) log likelihood = -28569.129
Iteration 37: (EM) log likelihood = -28562.841
Iteration 38: (EM) log likelihood = -28556.128
Iteration 39: (EM) log likelihood = -28549.593
Iteration 40: (EM) log likelihood = -28543.092
Iteration 41: (EM) log likelihood = -28536.428
Iteration 42: (EM) log likelihood = -28530.961
Iteration 43: (EM) log likelihood = -28526.965
Iteration 44: (EM) log likelihood = -28522.327
Iteration 45: (EM) log likelihood = -28518.592
Iteration 46: (EM) log likelihood = -28515.801
Iteration 47: (EM) log likelihood = -28514.198
Iteration 48: (EM) log likelihood = -28512.024
Iteration 49: (EM) log likelihood = -28511.246
Iteration 50: (EM) log likelihood = -28508.965
Iteration 51: (EM) log likelihood = -28507.919
Iteration 52: (EM) log likelihood = -28507.549
Iteration 53: (EM) log likelihood = -28507.216
Iteration 54: (EM) log likelihood = -28506.361
Iteration 55: (EM) log likelihood = -28505.793
Iteration 56: (EM) log likelihood = -28505.551
Iteration 57: (EM) log likelihood = -28504.96
Iteration 58: (EM) log likelihood = -28504.955
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2647
Iteration 1: (class) log likelihood = -4162.2647
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.624
Iteration 1: (outcome) log likelihood = -28950.949
Iteration 2: (outcome) log likelihood = -28932.102
Iteration 3: (outcome) log likelihood = -28931.395
Iteration 4: (outcome) log likelihood = -28931.318
Iteration 5: (outcome) log likelihood = -28931.301
Iteration 6: (outcome) log likelihood = -28931.297
Iteration 7: (outcome) log likelihood = -28931.296
Iteration 8: (outcome) log likelihood = -28931.296
Iteration 9: (outcome) log likelihood = -28931.296
Iteration 10: (outcome) log likelihood = -28931.296 (not concave)
Iteration 11: (outcome) log likelihood = -28931.296 (not concave)
Iteration 12: (outcome) log likelihood = -28931.296 (not concave)
Iteration 13: (outcome) log likelihood = -28931.296 (not concave)
Iteration 14: (outcome) log likelihood = -28931.296 (not concave)
Iteration 15: (outcome) log likelihood = -28931.296 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33082.382
Iteration 1: (EM) log likelihood = -33033.707
Iteration 2: (EM) log likelihood = -32876.467
Iteration 3: (EM) log likelihood = -32488.857
Iteration 4: (EM) log likelihood = -31807.093
Iteration 5: (EM) log likelihood = -31018.635
Iteration 6: (EM) log likelihood = -30365.607
Iteration 7: (EM) log likelihood = -29900.173
Iteration 8: (EM) log likelihood = -29561.038
Iteration 9: (EM) log likelihood = -29314.072
Iteration 10: (EM) log likelihood = -29127.389
Iteration 11: (EM) log likelihood = -28978.73
Iteration 12: (EM) log likelihood = -28867.61
Iteration 13: (EM) log likelihood = -28792.169
Iteration 14: (EM) log likelihood = -28740.519
Iteration 15: (EM) log likelihood = -28700.752
Iteration 16: (EM) log likelihood = -28672.459
Iteration 17: (EM) log likelihood = -28646.587
Iteration 18: (EM) log likelihood = -28622.129
Iteration 19: (EM) log likelihood = -28598.615
Iteration 20: (EM) log likelihood = -28575.813
Iteration 21: (EM) log likelihood = -28552.892
Iteration 22: (EM) log likelihood = -28530.176
Iteration 23: (EM) log likelihood = -28509.84
Iteration 24: (EM) log likelihood = -28488.468
Iteration 25: (EM) log likelihood = -28468.867
Iteration 26: (EM) log likelihood = -28449.491
Iteration 27: (EM) log likelihood = -28428.197
Iteration 28: (EM) log likelihood = -28407.207
Iteration 29: (EM) log likelihood = -28386.951
Iteration 30: (EM) log likelihood = -28373.057
Iteration 31: (EM) log likelihood = -28357.547
Iteration 32: (EM) log likelihood = -28340.711
Iteration 33: (EM) log likelihood = -28324.544
Iteration 34: (EM) log likelihood = -28311.369
Iteration 35: (EM) log likelihood = -28297.13
Iteration 36: (EM) log likelihood = -28285.008
Iteration 37: (EM) log likelihood = -28272.88
Iteration 38: (EM) log likelihood = -28261.49
Iteration 39: (EM) log likelihood = -28250.348
Iteration 40: (EM) log likelihood = -28241.298
Iteration 41: (EM) log likelihood = -28233.871
Iteration 42: (EM) log likelihood = -28224.485
Iteration 43: (EM) log likelihood = -28217.323
Iteration 44: (EM) log likelihood = -28209.58
Iteration 45: (EM) log likelihood = -28201.587
Iteration 46: (EM) log likelihood = -28194.461
Iteration 47: (EM) log likelihood = -28188.974
Iteration 48: (EM) log likelihood = -28183.729
Iteration 49: (EM) log likelihood = -28178.355
Iteration 50: (EM) log likelihood = -28173.784
Iteration 51: (EM) log likelihood = -28169.111
Iteration 52: (EM) log likelihood = -28165.482
Iteration 53: (EM) log likelihood = -28161.048
Iteration 54: (EM) log likelihood = -28156.494
Iteration 55: (EM) log likelihood = -28152.565
Iteration 56: (EM) log likelihood = -28147.949
Iteration 57: (EM) log likelihood = -28144.799
Iteration 58: (EM) log likelihood = -28140.271
Iteration 59: (EM) log likelihood = -28137.191
Iteration 60: (EM) log likelihood = -28134.823
Iteration 61: (EM) log likelihood = -28133.097
Iteration 62: (EM) log likelihood = -28130.445
Iteration 63: (EM) log likelihood = -28126.634
Iteration 64: (EM) log likelihood = -28124.739
Iteration 65: (EM) log likelihood = -28122.314
Iteration 66: (EM) log likelihood = -28119.931
Iteration 67: (EM) log likelihood = -28118.329
Iteration 68: (EM) log likelihood = -28117
Iteration 69: (EM) log likelihood = -28115.587
Iteration 70: (EM) log likelihood = -28113.868
Iteration 71: (EM) log likelihood = -28112.526
Iteration 72: (EM) log likelihood = -28111.513
Iteration 73: (EM) log likelihood = -28110.487
Iteration 74: (EM) log likelihood = -28109.498
Iteration 75: (EM) log likelihood = -28108.483
Iteration 76: (EM) log likelihood = -28108.046
Iteration 77: (EM) log likelihood = -28107.053
Iteration 78: (EM) log likelihood = -28106.368
Iteration 79: (EM) log likelihood = -28105.673
Iteration 80: (EM) log likelihood = -28104.713
Iteration 81: (EM) log likelihood = -28103.775
Iteration 82: (EM) log likelihood = -28102.697
Iteration 83: (EM) log likelihood = -28102.07
Iteration 84: (EM) log likelihood = -28101.297
Iteration 85: (EM) log likelihood = -28101.028
Iteration 86: (EM) log likelihood = -28099.79
Iteration 87: (EM) log likelihood = -28098.519
Iteration 88: (EM) log likelihood = -28097.549
Iteration 89: (EM) log likelihood = -28096.089
Iteration 90: (EM) log likelihood = -28095.669
Iteration 91: (EM) log likelihood = -28095.167
Iteration 92: (EM) log likelihood = -28092.83
Iteration 93: (EM) log likelihood = -28091.475
Iteration 94: (EM) log likelihood = -28090.474
Iteration 95: (EM) log likelihood = -28088.934
Iteration 96: (EM) log likelihood = -28088.258
Iteration 97: (EM) log likelihood = -28088.691
Iteration 98: (EM) log likelihood = -28087.787
Iteration 99: (EM) log likelihood = -28086.744
Iteration 100: (EM) log likelihood = -28086.308
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1509
Iteration 1: (class) log likelihood = -4162.1509
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.44
Iteration 1: (outcome) log likelihood = -28935.008
Iteration 2: (outcome) log likelihood = -28919.936
Iteration 3: (outcome) log likelihood = -28919.29
Iteration 4: (outcome) log likelihood = -28919.131
Iteration 5: (outcome) log likelihood = -28919.1
Iteration 6: (outcome) log likelihood = -28919.095
Iteration 7: (outcome) log likelihood = -28919.094
Iteration 8: (outcome) log likelihood = -28919.093
Iteration 9: (outcome) log likelihood = -28919.093 (not concave)
Iteration 10: (outcome) log likelihood = -28919.093 (not concave)
Iteration 11: (outcome) log likelihood = -28919.093 (not concave)
Iteration 12: (outcome) log likelihood = -28919.093 (not concave)
Iteration 13: (outcome) log likelihood = -28919.093 (not concave)
Iteration 14: (outcome) log likelihood = -28919.093 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33046.277
Iteration 1: (EM) log likelihood = -32940.687
Iteration 2: (EM) log likelihood = -32687.818
Iteration 3: (EM) log likelihood = -32170.22
Iteration 4: (EM) log likelihood = -31330.329
Iteration 5: (EM) log likelihood = -30505.037
Iteration 6: (EM) log likelihood = -29931.336
Iteration 7: (EM) log likelihood = -29519.15
Iteration 8: (EM) log likelihood = -29188.116
Iteration 9: (EM) log likelihood = -28950.612
Iteration 10: (EM) log likelihood = -28801.349
Iteration 11: (EM) log likelihood = -28719.055
Iteration 12: (EM) log likelihood = -28675.096
Iteration 13: (EM) log likelihood = -28643.301
Iteration 14: (EM) log likelihood = -28623.224
Iteration 15: (EM) log likelihood = -28612.066
Iteration 16: (EM) log likelihood = -28600.405
Iteration 17: (EM) log likelihood = -28592.222
Iteration 18: (EM) log likelihood = -28581.61
Iteration 19: (EM) log likelihood = -28573.743
Iteration 20: (EM) log likelihood = -28567.631
Iteration 21: (EM) log likelihood = -28562.707
Iteration 22: (EM) log likelihood = -28559.036
Iteration 23: (EM) log likelihood = -28556.492
Iteration 24: (EM) log likelihood = -28554.628
Iteration 25: (EM) log likelihood = -28553.87
Iteration 26: (EM) log likelihood = -28551.523
Iteration 27: (EM) log likelihood = -28548.965
Iteration 28: (EM) log likelihood = -28548.672
Iteration 29: (EM) log likelihood = -28547.639
Iteration 30: (EM) log likelihood = -28546.421
Iteration 31: (EM) log likelihood = -28545.546
Iteration 32: (EM) log likelihood = -28545.265
Iteration 33: (EM) log likelihood = -28544.81
Iteration 34: (EM) log likelihood = -28544.585
Iteration 35: (EM) log likelihood = -28544.399
Iteration 36: (EM) log likelihood = -28544.13
Iteration 37: (EM) log likelihood = -28543.869
Iteration 38: (EM) log likelihood = -28542.877
Iteration 39: (EM) log likelihood = -28542.282
Iteration 40: (EM) log likelihood = -28542.407
Iteration 41: (EM) log likelihood = -28542.06
Iteration 42: (EM) log likelihood = -28542.172
Iteration 43: (EM) log likelihood = -28541.196
Iteration 44: (EM) log likelihood = -28541.454
Iteration 45: (EM) log likelihood = -28541.541
Iteration 46: (EM) log likelihood = -28541.563
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.8311
Iteration 1: (class) log likelihood = -4161.8311
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.666
Iteration 1: (outcome) log likelihood = -28952.725
Iteration 2: (outcome) log likelihood = -28937.723
Iteration 3: (outcome) log likelihood = -28937.351
Iteration 4: (outcome) log likelihood = -28937.279
Iteration 5: (outcome) log likelihood = -28937.263
Iteration 6: (outcome) log likelihood = -28937.259
Iteration 7: (outcome) log likelihood = -28937.258
Iteration 8: (outcome) log likelihood = -28937.258
Iteration 9: (outcome) log likelihood = -28937.258
Iteration 10: (outcome) log likelihood = -28937.258 (not concave)
Iteration 11: (outcome) log likelihood = -28937.258 (not concave)
Iteration 12: (outcome) log likelihood = -28937.258 (not concave)
Iteration 13: (outcome) log likelihood = -28937.258 (not concave)
Iteration 14: (outcome) log likelihood = -28937.258 (not concave)
Iteration 15: (outcome) log likelihood = -28937.258 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.676
Iteration 1: (EM) log likelihood = -33027.695
Iteration 2: (EM) log likelihood = -32869.372
Iteration 3: (EM) log likelihood = -32481.803
Iteration 4: (EM) log likelihood = -31824.498
Iteration 5: (EM) log likelihood = -31109.141
Iteration 6: (EM) log likelihood = -30524.138
Iteration 7: (EM) log likelihood = -30083.899
Iteration 8: (EM) log likelihood = -29746.412
Iteration 9: (EM) log likelihood = -29474.876
Iteration 10: (EM) log likelihood = -29243.791
Iteration 11: (EM) log likelihood = -29026.871
Iteration 12: (EM) log likelihood = -28840.538
Iteration 13: (EM) log likelihood = -28715.295
Iteration 14: (EM) log likelihood = -28640.157
Iteration 15: (EM) log likelihood = -28591.516
Iteration 16: (EM) log likelihood = -28561.509
Iteration 17: (EM) log likelihood = -28535.479
Iteration 18: (EM) log likelihood = -28511.147
Iteration 19: (EM) log likelihood = -28483.637
Iteration 20: (EM) log likelihood = -28456.757
Iteration 21: (EM) log likelihood = -28434.521
Iteration 22: (EM) log likelihood = -28410.936
Iteration 23: (EM) log likelihood = -28390.424
Iteration 24: (EM) log likelihood = -28368.637
Iteration 25: (EM) log likelihood = -28348.584
Iteration 26: (EM) log likelihood = -28326.285
Iteration 27: (EM) log likelihood = -28303.378
Iteration 28: (EM) log likelihood = -28278.656
Iteration 29: (EM) log likelihood = -28255.025
Iteration 30: (EM) log likelihood = -28228.891
Iteration 31: (EM) log likelihood = -28202.501
Iteration 32: (EM) log likelihood = -28176.084
Iteration 33: (EM) log likelihood = -28149.145
Iteration 34: (EM) log likelihood = -28123.556
Iteration 35: (EM) log likelihood = -28097.668
Iteration 36: (EM) log likelihood = -28073.312
Iteration 37: (EM) log likelihood = -28049.945
Iteration 38: (EM) log likelihood = -28029.395
Iteration 39: (EM) log likelihood = -28009.372
Iteration 40: (EM) log likelihood = -27993.209
Iteration 41: (EM) log likelihood = -27976.782
Iteration 42: (EM) log likelihood = -27962.509
Iteration 43: (EM) log likelihood = -27949.214
Iteration 44: (EM) log likelihood = -27938.399
Iteration 45: (EM) log likelihood = -27929.576
Iteration 46: (EM) log likelihood = -27920.796
Iteration 47: (EM) log likelihood = -27912.788
Iteration 48: (EM) log likelihood = -27907.349
Iteration 49: (EM) log likelihood = -27902.732
Iteration 50: (EM) log likelihood = -27897.486
Iteration 51: (EM) log likelihood = -27893.063
Iteration 52: (EM) log likelihood = -27888.95
Iteration 53: (EM) log likelihood = -27886.387
Iteration 54: (EM) log likelihood = -27882.8
Iteration 55: (EM) log likelihood = -27881.117
Iteration 56: (EM) log likelihood = -27877.835
Iteration 57: (EM) log likelihood = -27876.326
Iteration 58: (EM) log likelihood = -27873.973
Iteration 59: (EM) log likelihood = -27872.234
Iteration 60: (EM) log likelihood = -27870.179
Iteration 61: (EM) log likelihood = -27868.701
Iteration 62: (EM) log likelihood = -27867.126
Iteration 63: (EM) log likelihood = -27865.855
Iteration 64: (EM) log likelihood = -27864.296
Iteration 65: (EM) log likelihood = -27863.351
Iteration 66: (EM) log likelihood = -27862.535
Iteration 67: (EM) log likelihood = -27861.193
Iteration 68: (EM) log likelihood = -27860.97
Iteration 69: (EM) log likelihood = -27860.371
Iteration 70: (EM) log likelihood = -27859.848
Iteration 71: (EM) log likelihood = -27859.061
Iteration 72: (EM) log likelihood = -27858.74
Iteration 73: (EM) log likelihood = -27858.093
Iteration 74: (EM) log likelihood = -27857.631
Iteration 75: (EM) log likelihood = -27857.147
Iteration 76: (EM) log likelihood = -27856.611
Iteration 77: (EM) log likelihood = -27855.824
Iteration 78: (EM) log likelihood = -27855.348
Iteration 79: (EM) log likelihood = -27855.04
Iteration 80: (EM) log likelihood = -27854.78
Iteration 81: (EM) log likelihood = -27854.51
Iteration 82: (EM) log likelihood = -27854.303
Iteration 83: (EM) log likelihood = -27854.172
Iteration 84: (EM) log likelihood = -27854.018
Iteration 85: (EM) log likelihood = -27853.847
Iteration 86: (EM) log likelihood = -27853.694
Iteration 87: (EM) log likelihood = -27853.543
Iteration 88: (EM) log likelihood = -27853.407
Iteration 89: (EM) log likelihood = -27853.22
Iteration 90: (EM) log likelihood = -27853.109
Iteration 91: (EM) log likelihood = -27852.941
Iteration 92: (EM) log likelihood = -27852.775
Iteration 93: (EM) log likelihood = -27852.641
Iteration 94: (EM) log likelihood = -27852.431
Iteration 95: (EM) log likelihood = -27852.045
Iteration 96: (EM) log likelihood = -27851.818
Iteration 97: (EM) log likelihood = -27851.63
Iteration 98: (EM) log likelihood = -27851.537
Iteration 99: (EM) log likelihood = -27851.431
Iteration 100: (EM) log likelihood = -27851.299
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.497
Iteration 1: (class) log likelihood = -4161.497
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.377
Iteration 1: (outcome) log likelihood = -28939.384
Iteration 2: (outcome) log likelihood = -28923.444
Iteration 3: (outcome) log likelihood = -28923.16
Iteration 4: (outcome) log likelihood = -28923.115
Iteration 5: (outcome) log likelihood = -28923.107
Iteration 6: (outcome) log likelihood = -28923.105
Iteration 7: (outcome) log likelihood = -28923.105
Iteration 8: (outcome) log likelihood = -28923.105
Iteration 9: (outcome) log likelihood = -28923.105
Refining starting values:
Iteration 0: (EM) log likelihood = -33055.364
Iteration 1: (EM) log likelihood = -32946.981
Iteration 2: (EM) log likelihood = -32619.594
Iteration 3: (EM) log likelihood = -31844.591
Iteration 4: (EM) log likelihood = -30870.1
Iteration 5: (EM) log likelihood = -30161.391
Iteration 6: (EM) log likelihood = -29649.283
Iteration 7: (EM) log likelihood = -29244.302
Iteration 8: (EM) log likelihood = -28971.083
Iteration 9: (EM) log likelihood = -28816.254
Iteration 10: (EM) log likelihood = -28736.386
Iteration 11: (EM) log likelihood = -28692.974
Iteration 12: (EM) log likelihood = -28670.98
Iteration 13: (EM) log likelihood = -28656.933
Iteration 14: (EM) log likelihood = -28646.925
Iteration 15: (EM) log likelihood = -28638.923
Iteration 16: (EM) log likelihood = -28631.203
Iteration 17: (EM) log likelihood = -28625.632
Iteration 18: (EM) log likelihood = -28619.149
Iteration 19: (EM) log likelihood = -28613.998
Iteration 20: (EM) log likelihood = -28610.608
Iteration 21: (EM) log likelihood = -28607.309
Iteration 22: (EM) log likelihood = -28603.113
Iteration 23: (EM) log likelihood = -28600.283
Iteration 24: (EM) log likelihood = -28596.645
Iteration 25: (EM) log likelihood = -28593.477
Iteration 26: (EM) log likelihood = -28589.171
Iteration 27: (EM) log likelihood = -28585.798
Iteration 28: (EM) log likelihood = -28583.299
Iteration 29: (EM) log likelihood = -28579.695
Iteration 30: (EM) log likelihood = -28577.397
Iteration 31: (EM) log likelihood = -28575.608
Iteration 32: (EM) log likelihood = -28573.604
Iteration 33: (EM) log likelihood = -28572.266
Iteration 34: (EM) log likelihood = -28571.129
Iteration 35: (EM) log likelihood = -28569.968
Iteration 36: (EM) log likelihood = -28568.754
Iteration 37: (EM) log likelihood = -28567.881
Iteration 38: (EM) log likelihood = -28566.836
Iteration 39: (EM) log likelihood = -28565.409
Iteration 40: (EM) log likelihood = -28564.585
Iteration 41: (EM) log likelihood = -28563.712
Iteration 42: (EM) log likelihood = -28562.243
Iteration 43: (EM) log likelihood = -28561.86
Iteration 44: (EM) log likelihood = -28561.17
Iteration 45: (EM) log likelihood = -28560.391
Iteration 46: (EM) log likelihood = -28559.754
Iteration 47: (EM) log likelihood = -28559.014
Iteration 48: (EM) log likelihood = -28557.87
Iteration 49: (EM) log likelihood = -28555.543
Iteration 50: (EM) log likelihood = -28554.873
Iteration 51: (EM) log likelihood = -28554.416
Iteration 52: (EM) log likelihood = -28553.91
Iteration 53: (EM) log likelihood = -28553.266
Iteration 54: (EM) log likelihood = -28552.187
Iteration 55: (EM) log likelihood = -28548.959
Iteration 56: (EM) log likelihood = -28548.613
Iteration 57: (EM) log likelihood = -28547.645
Iteration 58: (EM) log likelihood = -28546.458
Iteration 59: (EM) log likelihood = -28545.683
Iteration 60: (EM) log likelihood = -28545.111
Iteration 61: (EM) log likelihood = -28544.68
Iteration 62: (EM) log likelihood = -28543.954
Iteration 63: (EM) log likelihood = -28543.113
Iteration 64: (EM) log likelihood = -28542.472
Iteration 65: (EM) log likelihood = -28542.107
Iteration 66: (EM) log likelihood = -28541.267
Iteration 67: (EM) log likelihood = -28538.345
Iteration 68: (EM) log likelihood = -28538.151
Iteration 69: (EM) log likelihood = -28537.796
Iteration 70: (EM) log likelihood = -28537.659
Iteration 71: (EM) log likelihood = -28536.98
Iteration 72: (EM) log likelihood = -28536.203
Iteration 73: (EM) log likelihood = -28535.876
Iteration 74: (EM) log likelihood = -28534.944
Iteration 75: (EM) log likelihood = -28535.131
Iteration 76: (EM) log likelihood = -28534.918
Iteration 77: (EM) log likelihood = -28533.55
Iteration 78: (EM) log likelihood = -28533.888
Iteration 79: (EM) log likelihood = -28533.094
Iteration 80: (EM) log likelihood = -28532.14
Iteration 81: (EM) log likelihood = -28531.496
Iteration 82: (EM) log likelihood = -28531.184
Iteration 83: (EM) log likelihood = -28530.733
Iteration 84: (EM) log likelihood = -28530.447
Iteration 85: (EM) log likelihood = -28530.238
Iteration 86: (EM) log likelihood = -28529.986
Iteration 87: (EM) log likelihood = -28529.78
Iteration 88: (EM) log likelihood = -28529.481
Iteration 89: (EM) log likelihood = -28529.238
Iteration 90: (EM) log likelihood = -28528.973
Iteration 91: (EM) log likelihood = -28528.74
Iteration 92: (EM) log likelihood = -28528.533
Iteration 93: (EM) log likelihood = -28528.276
Iteration 94: (EM) log likelihood = -28528.07
Iteration 95: (EM) log likelihood = -28527.572
Iteration 96: (EM) log likelihood = -28525.869
Iteration 97: (EM) log likelihood = -28525.846
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.0628
Iteration 1: (class) log likelihood = -4162.0628
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.274
Iteration 1: (outcome) log likelihood = -28959.778
Iteration 2: (outcome) log likelihood = -28941.912
Iteration 3: (outcome) log likelihood = -28941.434
Iteration 4: (outcome) log likelihood = -28941.386
Iteration 5: (outcome) log likelihood = -28941.378
Iteration 6: (outcome) log likelihood = -28941.376
Iteration 7: (outcome) log likelihood = -28941.375
Iteration 8: (outcome) log likelihood = -28941.375 (not concave)
Iteration 9: (outcome) log likelihood = -28941.375 (not concave)
Iteration 10: (outcome) log likelihood = -28941.375 (not concave)
Iteration 11: (outcome) log likelihood = -28941.375 (not concave)
Iteration 12: (outcome) log likelihood = -28941.375 (not concave)
Iteration 13: (outcome) log likelihood = -28941.375 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33096.819
Iteration 1: (EM) log likelihood = -33070.243
Iteration 2: (EM) log likelihood = -32992.054
Iteration 3: (EM) log likelihood = -32761.623
Iteration 4: (EM) log likelihood = -32168.607
Iteration 5: (EM) log likelihood = -31190.014
Iteration 6: (EM) log likelihood = -30293.355
Iteration 7: (EM) log likelihood = -29685.243
Iteration 8: (EM) log likelihood = -29272.58
Iteration 9: (EM) log likelihood = -29007.926
Iteration 10: (EM) log likelihood = -28856.179
Iteration 11: (EM) log likelihood = -28765.082
Iteration 12: (EM) log likelihood = -28711.309
Iteration 13: (EM) log likelihood = -28674.661
Iteration 14: (EM) log likelihood = -28643.729
Iteration 15: (EM) log likelihood = -28601.753
Iteration 16: (EM) log likelihood = -28581.773
Iteration 17: (EM) log likelihood = -28568.605
Iteration 18: (EM) log likelihood = -28558.99
Iteration 19: (EM) log likelihood = -28549.869
Iteration 20: (EM) log likelihood = -28538.388
Iteration 21: (EM) log likelihood = -28533.486
Iteration 22: (EM) log likelihood = -28528.656
Iteration 23: (EM) log likelihood = -28524.511
Iteration 24: (EM) log likelihood = -28520.477
Iteration 25: (EM) log likelihood = -28516.645
Iteration 26: (EM) log likelihood = -28513.382
Iteration 27: (EM) log likelihood = -28509.964
Iteration 28: (EM) log likelihood = -28506.388
Iteration 29: (EM) log likelihood = -28503.713
Iteration 30: (EM) log likelihood = -28501.071
Iteration 31: (EM) log likelihood = -28498.703
Iteration 32: (EM) log likelihood = -28496.767
Iteration 33: (EM) log likelihood = -28494.924
Iteration 34: (EM) log likelihood = -28492.949
Iteration 35: (EM) log likelihood = -28491.518
Iteration 36: (EM) log likelihood = -28490.398
Iteration 37: (EM) log likelihood = -28489.192
Iteration 38: (EM) log likelihood = -28488
Iteration 39: (EM) log likelihood = -28487.054
Iteration 40: (EM) log likelihood = -28486.111
Iteration 41: (EM) log likelihood = -28485.145
Iteration 42: (EM) log likelihood = -28484.385
Iteration 43: (EM) log likelihood = -28483.655
Iteration 44: (EM) log likelihood = -28482.986
Iteration 45: (EM) log likelihood = -28482.23
Iteration 46: (EM) log likelihood = -28481.473
Iteration 47: (EM) log likelihood = -28480.863
Iteration 48: (EM) log likelihood = -28480.196
Iteration 49: (EM) log likelihood = -28479.506
Iteration 50: (EM) log likelihood = -28478.931
Iteration 51: (EM) log likelihood = -28478.141
Iteration 52: (EM) log likelihood = -28477.415
Iteration 53: (EM) log likelihood = -28476.686
Iteration 54: (EM) log likelihood = -28475.801
Iteration 55: (EM) log likelihood = -28474.948
Iteration 56: (EM) log likelihood = -28474.051
Iteration 57: (EM) log likelihood = -28473.189
Iteration 58: (EM) log likelihood = -28472.317
Iteration 59: (EM) log likelihood = -28471.49
Iteration 60: (EM) log likelihood = -28471.096
Iteration 61: (EM) log likelihood = -28470.117
Iteration 62: (EM) log likelihood = -28469.278
Iteration 63: (EM) log likelihood = -28468.025
Iteration 64: (EM) log likelihood = -28467.811
Iteration 65: (EM) log likelihood = -28467.173
Iteration 66: (EM) log likelihood = -28466.554
Iteration 67: (EM) log likelihood = -28465.88
Iteration 68: (EM) log likelihood = -28465.258
Iteration 69: (EM) log likelihood = -28464.689
Iteration 70: (EM) log likelihood = -28464.205
Iteration 71: (EM) log likelihood = -28463.546
Iteration 72: (EM) log likelihood = -28463.126
Iteration 73: (EM) log likelihood = -28462.454
Iteration 74: (EM) log likelihood = -28461.932
Iteration 75: (EM) log likelihood = -28461.488
Iteration 76: (EM) log likelihood = -28460.872
Iteration 77: (EM) log likelihood = -28460.412
Iteration 78: (EM) log likelihood = -28459.838
Iteration 79: (EM) log likelihood = -28459.407
Iteration 80: (EM) log likelihood = -28458.841
Iteration 81: (EM) log likelihood = -28458.359
Iteration 82: (EM) log likelihood = -28457.854
Iteration 83: (EM) log likelihood = -28457.349
Iteration 84: (EM) log likelihood = -28456.922
Iteration 85: (EM) log likelihood = -28456.441
Iteration 86: (EM) log likelihood = -28455.975
Iteration 87: (EM) log likelihood = -28455.5
Iteration 88: (EM) log likelihood = -28455.07
Iteration 89: (EM) log likelihood = -28454.628
Iteration 90: (EM) log likelihood = -28454.169
Iteration 91: (EM) log likelihood = -28453.745
Iteration 92: (EM) log likelihood = -28453.313
Iteration 93: (EM) log likelihood = -28452.913
Iteration 94: (EM) log likelihood = -28452.458
Iteration 95: (EM) log likelihood = -28452.058
Iteration 96: (EM) log likelihood = -28451.651
Iteration 97: (EM) log likelihood = -28451.224
Iteration 98: (EM) log likelihood = -28450.948
Iteration 99: (EM) log likelihood = -28450.215
Iteration 100: (EM) log likelihood = -28449.714
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4158.6498
Iteration 1: (class) log likelihood = -4158.6498
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.315
Iteration 1: (outcome) log likelihood = -28945.912
Iteration 2: (outcome) log likelihood = -28924.392
Iteration 3: (outcome) log likelihood = -28923.549
Iteration 4: (outcome) log likelihood = -28923.377
Iteration 5: (outcome) log likelihood = -28923.335
Iteration 6: (outcome) log likelihood = -28923.327
Iteration 7: (outcome) log likelihood = -28923.325
Iteration 8: (outcome) log likelihood = -28923.325
Iteration 9: (outcome) log likelihood = -28923.325
Iteration 10: (outcome) log likelihood = -28923.325 (not concave)
Iteration 11: (outcome) log likelihood = -28923.325 (not concave)
Iteration 12: (outcome) log likelihood = -28923.325 (not concave)
Iteration 13: (outcome) log likelihood = -28923.325 (not concave)
Iteration 14: (outcome) log likelihood = -28923.325 (not concave)
Iteration 15: (outcome) log likelihood = -28923.325 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33022.89
Iteration 1: (EM) log likelihood = -32831.935
Iteration 2: (EM) log likelihood = -32323.237
Iteration 3: (EM) log likelihood = -31437.339
Iteration 4: (EM) log likelihood = -30468.804
Iteration 5: (EM) log likelihood = -29706.199
Iteration 6: (EM) log likelihood = -29220.245
Iteration 7: (EM) log likelihood = -28948.259
Iteration 8: (EM) log likelihood = -28802.728
Iteration 9: (EM) log likelihood = -28741.315
Iteration 10: (EM) log likelihood = -28703.757
Iteration 11: (EM) log likelihood = -28673.77
Iteration 12: (EM) log likelihood = -28652.514
Iteration 13: (EM) log likelihood = -28631.902
Iteration 14: (EM) log likelihood = -28613.058
Iteration 15: (EM) log likelihood = -28593.306
Iteration 16: (EM) log likelihood = -28575.199
Iteration 17: (EM) log likelihood = -28556.366
Iteration 18: (EM) log likelihood = -28538.173
Iteration 19: (EM) log likelihood = -28519.005
Iteration 20: (EM) log likelihood = -28503.979
Iteration 21: (EM) log likelihood = -28487.987
Iteration 22: (EM) log likelihood = -28469.785
Iteration 23: (EM) log likelihood = -28454.868
Iteration 24: (EM) log likelihood = -28440.477
Iteration 25: (EM) log likelihood = -28426.991
Iteration 26: (EM) log likelihood = -28414.365
Iteration 27: (EM) log likelihood = -28403.445
Iteration 28: (EM) log likelihood = -28391.748
Iteration 29: (EM) log likelihood = -28381.357
Iteration 30: (EM) log likelihood = -28368.678
Iteration 31: (EM) log likelihood = -28357.607
Iteration 32: (EM) log likelihood = -28346.868
Iteration 33: (EM) log likelihood = -28338.181
Iteration 34: (EM) log likelihood = -28327.088
Iteration 35: (EM) log likelihood = -28316.576
Iteration 36: (EM) log likelihood = -28307.781
Iteration 37: (EM) log likelihood = -28298.012
Iteration 38: (EM) log likelihood = -28288.536
Iteration 39: (EM) log likelihood = -28279.337
Iteration 40: (EM) log likelihood = -28270.298
Iteration 41: (EM) log likelihood = -28263.002
Iteration 42: (EM) log likelihood = -28255.999
Iteration 43: (EM) log likelihood = -28248.108
Iteration 44: (EM) log likelihood = -28240.409
Iteration 45: (EM) log likelihood = -28234.071
Iteration 46: (EM) log likelihood = -28228.739
Iteration 47: (EM) log likelihood = -28223.605
Iteration 48: (EM) log likelihood = -28218.597
Iteration 49: (EM) log likelihood = -28214.358
Iteration 50: (EM) log likelihood = -28210.54
Iteration 51: (EM) log likelihood = -28206.246
Iteration 52: (EM) log likelihood = -28202.841
Iteration 53: (EM) log likelihood = -28199.325
Iteration 54: (EM) log likelihood = -28195.18
Iteration 55: (EM) log likelihood = -28192.303
Iteration 56: (EM) log likelihood = -28189.148
Iteration 57: (EM) log likelihood = -28186.487
Iteration 58: (EM) log likelihood = -28184.067
Iteration 59: (EM) log likelihood = -28181.473
Iteration 60: (EM) log likelihood = -28178.939
Iteration 61: (EM) log likelihood = -28176.605
Iteration 62: (EM) log likelihood = -28174.784
Iteration 63: (EM) log likelihood = -28172.746
Iteration 64: (EM) log likelihood = -28172.221
Iteration 65: (EM) log likelihood = -28167.545
Iteration 66: (EM) log likelihood = -28162.405
Iteration 67: (EM) log likelihood = -28158.731
Iteration 68: (EM) log likelihood = -28152.647
Iteration 69: (EM) log likelihood = -28148.749
Iteration 70: (EM) log likelihood = -28144.883
Iteration 71: (EM) log likelihood = -28141.502
Iteration 72: (EM) log likelihood = -28138.763
Iteration 73: (EM) log likelihood = -28137.088
Iteration 74: (EM) log likelihood = -28134.945
Iteration 75: (EM) log likelihood = -28131.532
Iteration 76: (EM) log likelihood = -28129.817
Iteration 77: (EM) log likelihood = -28126.764
Iteration 78: (EM) log likelihood = -28124.451
Iteration 79: (EM) log likelihood = -28120.983
Iteration 80: (EM) log likelihood = -28117.367
Iteration 81: (EM) log likelihood = -28114.783
Iteration 82: (EM) log likelihood = -28112.719
Iteration 83: (EM) log likelihood = -28110.781
Iteration 84: (EM) log likelihood = -28109.159
Iteration 85: (EM) log likelihood = -28107.476
Iteration 86: (EM) log likelihood = -28106.024
Iteration 87: (EM) log likelihood = -28103.873
Iteration 88: (EM) log likelihood = -28102.912
Iteration 89: (EM) log likelihood = -28102.141
Iteration 90: (EM) log likelihood = -28100.257
Iteration 91: (EM) log likelihood = -28099.514
Iteration 92: (EM) log likelihood = -28097.964
Iteration 93: (EM) log likelihood = -28096.897
Iteration 94: (EM) log likelihood = -28094.338
Iteration 95: (EM) log likelihood = -28093.497
Iteration 96: (EM) log likelihood = -28091.975
Iteration 97: (EM) log likelihood = -28091.108
Iteration 98: (EM) log likelihood = -28090.201
Iteration 99: (EM) log likelihood = -28089.535
Iteration 100: (EM) log likelihood = -28089
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.2744
Iteration 1: (class) log likelihood = -4161.2744
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.369
Iteration 1: (outcome) log likelihood = -28960.464
Iteration 2: (outcome) log likelihood = -28927
Iteration 3: (outcome) log likelihood = -28924.095
Iteration 4: (outcome) log likelihood = -28923.961
Iteration 5: (outcome) log likelihood = -28923.936
Iteration 6: (outcome) log likelihood = -28923.934
Iteration 7: (outcome) log likelihood = -28923.933
Iteration 8: (outcome) log likelihood = -28923.933
Iteration 9: (outcome) log likelihood = -28923.933 (not concave)
Iteration 10: (outcome) log likelihood = -28923.933 (not concave)
Iteration 11: (outcome) log likelihood = -28923.933 (not concave)
Iteration 12: (outcome) log likelihood = -28923.933 (not concave)
Iteration 13: (outcome) log likelihood = -28923.933 (not concave)
Iteration 14: (outcome) log likelihood = -28923.933 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33064.637
Iteration 1: (EM) log likelihood = -32976.072
Iteration 2: (EM) log likelihood = -32656.098
Iteration 3: (EM) log likelihood = -31861.961
Iteration 4: (EM) log likelihood = -30870.507
Iteration 5: (EM) log likelihood = -30172.341
Iteration 6: (EM) log likelihood = -29685.996
Iteration 7: (EM) log likelihood = -29299.7
Iteration 8: (EM) log likelihood = -29015.198
Iteration 9: (EM) log likelihood = -28833.382
Iteration 10: (EM) log likelihood = -28730.422
Iteration 11: (EM) log likelihood = -28674.875
Iteration 12: (EM) log likelihood = -28642.242
Iteration 13: (EM) log likelihood = -28619.976
Iteration 14: (EM) log likelihood = -28601.342
Iteration 15: (EM) log likelihood = -28587.97
Iteration 16: (EM) log likelihood = -28575.243
Iteration 17: (EM) log likelihood = -28564.763
Iteration 18: (EM) log likelihood = -28554.389
Iteration 19: (EM) log likelihood = -28544.559
Iteration 20: (EM) log likelihood = -28534.655
Iteration 21: (EM) log likelihood = -28525.316
Iteration 22: (EM) log likelihood = -28519.15
Iteration 23: (EM) log likelihood = -28511.813
Iteration 24: (EM) log likelihood = -28506.676
Iteration 25: (EM) log likelihood = -28500.82
Iteration 26: (EM) log likelihood = -28495.88
Iteration 27: (EM) log likelihood = -28490.572
Iteration 28: (EM) log likelihood = -28486.455
Iteration 29: (EM) log likelihood = -28481.025
Iteration 30: (EM) log likelihood = -28477.061
Iteration 31: (EM) log likelihood = -28473.33
Iteration 32: (EM) log likelihood = -28467.799
Iteration 33: (EM) log likelihood = -28461.847
Iteration 34: (EM) log likelihood = -28457.122
Iteration 35: (EM) log likelihood = -28453.329
Iteration 36: (EM) log likelihood = -28450.277
Iteration 37: (EM) log likelihood = -28442.885
Iteration 38: (EM) log likelihood = -28439.683
Iteration 39: (EM) log likelihood = -28437.031
Iteration 40: (EM) log likelihood = -28434.589
Iteration 41: (EM) log likelihood = -28432.322
Iteration 42: (EM) log likelihood = -28430.061
Iteration 43: (EM) log likelihood = -28427.967
Iteration 44: (EM) log likelihood = -28426.102
Iteration 45: (EM) log likelihood = -28423.797
Iteration 46: (EM) log likelihood = -28421.974
Iteration 47: (EM) log likelihood = -28420.197
Iteration 48: (EM) log likelihood = -28418.473
Iteration 49: (EM) log likelihood = -28417.076
Iteration 50: (EM) log likelihood = -28415.84
Iteration 51: (EM) log likelihood = -28414.281
Iteration 52: (EM) log likelihood = -28412.734
Iteration 53: (EM) log likelihood = -28411.832
Iteration 54: (EM) log likelihood = -28410.319
Iteration 55: (EM) log likelihood = -28409.087
Iteration 56: (EM) log likelihood = -28408.013
Iteration 57: (EM) log likelihood = -28406.821
Iteration 58: (EM) log likelihood = -28405.382
Iteration 59: (EM) log likelihood = -28404.327
Iteration 60: (EM) log likelihood = -28403.162
Iteration 61: (EM) log likelihood = -28402.022
Iteration 62: (EM) log likelihood = -28400.944
Iteration 63: (EM) log likelihood = -28399.769
Iteration 64: (EM) log likelihood = -28398.746
Iteration 65: (EM) log likelihood = -28397.871
Iteration 66: (EM) log likelihood = -28396.946
Iteration 67: (EM) log likelihood = -28396.081
Iteration 68: (EM) log likelihood = -28395.242
Iteration 69: (EM) log likelihood = -28394.155
Iteration 70: (EM) log likelihood = -28393.484
Iteration 71: (EM) log likelihood = -28392.703
Iteration 72: (EM) log likelihood = -28391.777
Iteration 73: (EM) log likelihood = -28389.896
Iteration 74: (EM) log likelihood = -28388.506
Iteration 75: (EM) log likelihood = -28387.063
Iteration 76: (EM) log likelihood = -28385.59
Iteration 77: (EM) log likelihood = -28384.472
Iteration 78: (EM) log likelihood = -28383.325
Iteration 79: (EM) log likelihood = -28382.289
Iteration 80: (EM) log likelihood = -28381.331
Iteration 81: (EM) log likelihood = -28380.506
Iteration 82: (EM) log likelihood = -28379.735
Iteration 83: (EM) log likelihood = -28378.945
Iteration 84: (EM) log likelihood = -28378.228
Iteration 85: (EM) log likelihood = -28377.307
Iteration 86: (EM) log likelihood = -28376.728
Iteration 87: (EM) log likelihood = -28376.003
Iteration 88: (EM) log likelihood = -28374.809
Iteration 89: (EM) log likelihood = -28374.085
Iteration 90: (EM) log likelihood = -28373.387
Iteration 91: (EM) log likelihood = -28372.604
Iteration 92: (EM) log likelihood = -28371.88
Iteration 93: (EM) log likelihood = -28371.277
Iteration 94: (EM) log likelihood = -28370.677
Iteration 95: (EM) log likelihood = -28370.048
Iteration 96: (EM) log likelihood = -28369.524
Iteration 97: (EM) log likelihood = -28368.994
Iteration 98: (EM) log likelihood = -28368.502
Iteration 99: (EM) log likelihood = -28367.931
Iteration 100: (EM) log likelihood = -28366.611
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.1089
Iteration 1: (class) log likelihood = -4160.1089
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.923
Iteration 1: (outcome) log likelihood = -28951.421
Iteration 2: (outcome) log likelihood = -28936.414
Iteration 3: (outcome) log likelihood = -28936.071
Iteration 4: (outcome) log likelihood = -28936.013
Iteration 5: (outcome) log likelihood = -28936.003
Iteration 6: (outcome) log likelihood = -28936.002
Iteration 7: (outcome) log likelihood = -28936.002
Iteration 8: (outcome) log likelihood = -28936.001
Iteration 9: (outcome) log likelihood = -28936.001 (not concave)
Iteration 10: (outcome) log likelihood = -28936.001 (not concave)
Iteration 11: (outcome) log likelihood = -28936.001 (not concave)
Iteration 12: (outcome) log likelihood = -28936.001 (not concave)
Iteration 13: (outcome) log likelihood = -28936.001 (not concave)
Iteration 14: (outcome) log likelihood = -28936.001 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33074.112
Iteration 1: (EM) log likelihood = -33002.845
Iteration 2: (EM) log likelihood = -32774.529
Iteration 3: (EM) log likelihood = -32172.767
Iteration 4: (EM) log likelihood = -31275.002
Iteration 5: (EM) log likelihood = -30526.249
Iteration 6: (EM) log likelihood = -29981.569
Iteration 7: (EM) log likelihood = -29520.382
Iteration 8: (EM) log likelihood = -29147.943
Iteration 9: (EM) log likelihood = -28901.464
Iteration 10: (EM) log likelihood = -28753.139
Iteration 11: (EM) log likelihood = -28661.324
Iteration 12: (EM) log likelihood = -28597.775
Iteration 13: (EM) log likelihood = -28548.714
Iteration 14: (EM) log likelihood = -28507.467
Iteration 15: (EM) log likelihood = -28469.958
Iteration 16: (EM) log likelihood = -28438.031
Iteration 17: (EM) log likelihood = -28409.197
Iteration 18: (EM) log likelihood = -28381.149
Iteration 19: (EM) log likelihood = -28355.594
Iteration 20: (EM) log likelihood = -28330.604
Iteration 21: (EM) log likelihood = -28304.22
Iteration 22: (EM) log likelihood = -28280.549
Iteration 23: (EM) log likelihood = -28257.039
Iteration 24: (EM) log likelihood = -28236.555
Iteration 25: (EM) log likelihood = -28214.88
Iteration 26: (EM) log likelihood = -28193.128
Iteration 27: (EM) log likelihood = -28170.706
Iteration 28: (EM) log likelihood = -28148.932
Iteration 29: (EM) log likelihood = -28127.855
Iteration 30: (EM) log likelihood = -28106.307
Iteration 31: (EM) log likelihood = -28083.992
Iteration 32: (EM) log likelihood = -28063.793
Iteration 33: (EM) log likelihood = -28043.947
Iteration 34: (EM) log likelihood = -28024.472
Iteration 35: (EM) log likelihood = -28005.315
Iteration 36: (EM) log likelihood = -27985.831
Iteration 37: (EM) log likelihood = -27966.965
Iteration 38: (EM) log likelihood = -27950.637
Iteration 39: (EM) log likelihood = -27934.429
Iteration 40: (EM) log likelihood = -27921.14
Iteration 41: (EM) log likelihood = -27909.122
Iteration 42: (EM) log likelihood = -27896.478
Iteration 43: (EM) log likelihood = -27887.209
Iteration 44: (EM) log likelihood = -27878.068
Iteration 45: (EM) log likelihood = -27869.815
Iteration 46: (EM) log likelihood = -27861.806
Iteration 47: (EM) log likelihood = -27854.5
Iteration 48: (EM) log likelihood = -27848.592
Iteration 49: (EM) log likelihood = -27842.157
Iteration 50: (EM) log likelihood = -27837.103
Iteration 51: (EM) log likelihood = -27832.566
Iteration 52: (EM) log likelihood = -27828.645
Iteration 53: (EM) log likelihood = -27825.209
Iteration 54: (EM) log likelihood = -27821.024
Iteration 55: (EM) log likelihood = -27817.828
Iteration 56: (EM) log likelihood = -27815.673
Iteration 57: (EM) log likelihood = -27812.79
Iteration 58: (EM) log likelihood = -27810.213
Iteration 59: (EM) log likelihood = -27808.637
Iteration 60: (EM) log likelihood = -27806.518
Iteration 61: (EM) log likelihood = -27803.704
Iteration 62: (EM) log likelihood = -27801.636
Iteration 63: (EM) log likelihood = -27799.862
Iteration 64: (EM) log likelihood = -27798.149
Iteration 65: (EM) log likelihood = -27796.25
Iteration 66: (EM) log likelihood = -27795.109
Iteration 67: (EM) log likelihood = -27793.697
Iteration 68: (EM) log likelihood = -27792.595
Iteration 69: (EM) log likelihood = -27791.823
Iteration 70: (EM) log likelihood = -27791.096
Iteration 71: (EM) log likelihood = -27790.119
Iteration 72: (EM) log likelihood = -27788.691
Iteration 73: (EM) log likelihood = -27787.688
Iteration 74: (EM) log likelihood = -27787.072
Iteration 75: (EM) log likelihood = -27786.343
Iteration 76: (EM) log likelihood = -27785.318
Iteration 77: (EM) log likelihood = -27784.558
Iteration 78: (EM) log likelihood = -27783.442
Iteration 79: (EM) log likelihood = -27783.115
Iteration 80: (EM) log likelihood = -27782.367
Iteration 81: (EM) log likelihood = -27781.025
Iteration 82: (EM) log likelihood = -27780.28
Iteration 83: (EM) log likelihood = -27780.372
Iteration 84: (EM) log likelihood = -27778.667
Iteration 85: (EM) log likelihood = -27777.004
Iteration 86: (EM) log likelihood = -27775.793
Iteration 87: (EM) log likelihood = -27774.324
Iteration 88: (EM) log likelihood = -27772.849
Iteration 89: (EM) log likelihood = -27772.269
Iteration 90: (EM) log likelihood = -27771.123
Iteration 91: (EM) log likelihood = -27769.548
Iteration 92: (EM) log likelihood = -27768.674
Iteration 93: (EM) log likelihood = -27767.545
Iteration 94: (EM) log likelihood = -27766.266
Iteration 95: (EM) log likelihood = -27765.3
Iteration 96: (EM) log likelihood = -27764.265
Iteration 97: (EM) log likelihood = -27763.935
Iteration 98: (EM) log likelihood = -27762.505
Iteration 99: (EM) log likelihood = -27761.697
Iteration 100: (EM) log likelihood = -27760.924
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5651
Iteration 1: (class) log likelihood = -4162.5651
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.126
Iteration 1: (outcome) log likelihood = -28945.525
Iteration 2: (outcome) log likelihood = -28922.907
Iteration 3: (outcome) log likelihood = -28921.345
Iteration 4: (outcome) log likelihood = -28921.288
Iteration 5: (outcome) log likelihood = -28921.277
Iteration 6: (outcome) log likelihood = -28921.276
Iteration 7: (outcome) log likelihood = -28921.275
Iteration 8: (outcome) log likelihood = -28921.275
Iteration 9: (outcome) log likelihood = -28921.275
Refining starting values:
Iteration 0: (EM) log likelihood = -33058.88
Iteration 1: (EM) log likelihood = -32968.742
Iteration 2: (EM) log likelihood = -32698.175
Iteration 3: (EM) log likelihood = -32010.534
Iteration 4: (EM) log likelihood = -31053.766
Iteration 5: (EM) log likelihood = -30269.989
Iteration 6: (EM) log likelihood = -29713.655
Iteration 7: (EM) log likelihood = -29284.796
Iteration 8: (EM) log likelihood = -28978.632
Iteration 9: (EM) log likelihood = -28785.766
Iteration 10: (EM) log likelihood = -28672.521
Iteration 11: (EM) log likelihood = -28603.992
Iteration 12: (EM) log likelihood = -28555.219
Iteration 13: (EM) log likelihood = -28517.702
Iteration 14: (EM) log likelihood = -28489.607
Iteration 15: (EM) log likelihood = -28468.714
Iteration 16: (EM) log likelihood = -28451.114
Iteration 17: (EM) log likelihood = -28440.666
Iteration 18: (EM) log likelihood = -28430.715
Iteration 19: (EM) log likelihood = -28422.778
Iteration 20: (EM) log likelihood = -28417.322
Iteration 21: (EM) log likelihood = -28411.863
Iteration 22: (EM) log likelihood = -28407.062
Iteration 23: (EM) log likelihood = -28403.231
Iteration 24: (EM) log likelihood = -28398.464
Iteration 25: (EM) log likelihood = -28393.64
Iteration 26: (EM) log likelihood = -28389.511
Iteration 27: (EM) log likelihood = -28386.629
Iteration 28: (EM) log likelihood = -28382.204
Iteration 29: (EM) log likelihood = -28379.322
Iteration 30: (EM) log likelihood = -28376.024
Iteration 31: (EM) log likelihood = -28372.808
Iteration 32: (EM) log likelihood = -28370.215
Iteration 33: (EM) log likelihood = -28367.358
Iteration 34: (EM) log likelihood = -28365.177
Iteration 35: (EM) log likelihood = -28362.171
Iteration 36: (EM) log likelihood = -28359.194
Iteration 37: (EM) log likelihood = -28357.109
Iteration 38: (EM) log likelihood = -28354.406
Iteration 39: (EM) log likelihood = -28351.394
Iteration 40: (EM) log likelihood = -28349.068
Iteration 41: (EM) log likelihood = -28346.814
Iteration 42: (EM) log likelihood = -28344.562
Iteration 43: (EM) log likelihood = -28342.36
Iteration 44: (EM) log likelihood = -28340.039
Iteration 45: (EM) log likelihood = -28338.433
Iteration 46: (EM) log likelihood = -28336.922
Iteration 47: (EM) log likelihood = -28335.21
Iteration 48: (EM) log likelihood = -28333.468
Iteration 49: (EM) log likelihood = -28331.744
Iteration 50: (EM) log likelihood = -28330.55
Iteration 51: (EM) log likelihood = -28328.878
Iteration 52: (EM) log likelihood = -28327.521
Iteration 53: (EM) log likelihood = -28326.201
Iteration 54: (EM) log likelihood = -28324.76
Iteration 55: (EM) log likelihood = -28323.302
Iteration 56: (EM) log likelihood = -28321.848
Iteration 57: (EM) log likelihood = -28319.494
Iteration 58: (EM) log likelihood = -28318.698
Iteration 59: (EM) log likelihood = -28317.603
Iteration 60: (EM) log likelihood = -28316.366
Iteration 61: (EM) log likelihood = -28315.013
Iteration 62: (EM) log likelihood = -28314.3
Iteration 63: (EM) log likelihood = -28313.257
Iteration 64: (EM) log likelihood = -28312.249
Iteration 65: (EM) log likelihood = -28311.445
Iteration 66: (EM) log likelihood = -28310.692
Iteration 67: (EM) log likelihood = -28309.926
Iteration 68: (EM) log likelihood = -28309.034
Iteration 69: (EM) log likelihood = -28308.38
Iteration 70: (EM) log likelihood = -28307.752
Iteration 71: (EM) log likelihood = -28307.138
Iteration 72: (EM) log likelihood = -28306.563
Iteration 73: (EM) log likelihood = -28306.032
Iteration 74: (EM) log likelihood = -28305.116
Iteration 75: (EM) log likelihood = -28304.538
Iteration 76: (EM) log likelihood = -28303.738
Iteration 77: (EM) log likelihood = -28303.174
Iteration 78: (EM) log likelihood = -28302.701
Iteration 79: (EM) log likelihood = -28302.234
Iteration 80: (EM) log likelihood = -28301.768
Iteration 81: (EM) log likelihood = -28301.35
Iteration 82: (EM) log likelihood = -28300.922
Iteration 83: (EM) log likelihood = -28300.539
Iteration 84: (EM) log likelihood = -28300.14
Iteration 85: (EM) log likelihood = -28299.781
Iteration 86: (EM) log likelihood = -28299.458
Iteration 87: (EM) log likelihood = -28299.142
Iteration 88: (EM) log likelihood = -28298.83
Iteration 89: (EM) log likelihood = -28298.53
Iteration 90: (EM) log likelihood = -28298.223
Iteration 91: (EM) log likelihood = -28297.795
Iteration 92: (EM) log likelihood = -28297.445
Iteration 93: (EM) log likelihood = -28297.059
Iteration 94: (EM) log likelihood = -28296.646
Iteration 95: (EM) log likelihood = -28296.268
Iteration 96: (EM) log likelihood = -28295.873
Iteration 97: (EM) log likelihood = -28295.465
Iteration 98: (EM) log likelihood = -28295.093
Iteration 99: (EM) log likelihood = -28294.735
Iteration 100: (EM) log likelihood = -28294.403
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2027
Iteration 1: (class) log likelihood = -4162.2027
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29535.059
Iteration 1: (outcome) log likelihood = -29057.412
Iteration 2: (outcome) log likelihood = -28948.775
Iteration 3: (outcome) log likelihood = -28932.496
Iteration 4: (outcome) log likelihood = -28929.597
Iteration 5: (outcome) log likelihood = -28929.302
Iteration 6: (outcome) log likelihood = -28929.235
Iteration 7: (outcome) log likelihood = -28929.221
Iteration 8: (outcome) log likelihood = -28929.219
Iteration 9: (outcome) log likelihood = -28929.218
Iteration 10: (outcome) log likelihood = -28929.218 (not concave)
Iteration 11: (outcome) log likelihood = -28929.218 (not concave)
Iteration 12: (outcome) log likelihood = -28929.218 (not concave)
Iteration 13: (outcome) log likelihood = -28929.218 (not concave)
Iteration 14: (outcome) log likelihood = -28929.218 (not concave)
Iteration 15: (outcome) log likelihood = -28929.218 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33067.627
Iteration 1: (EM) log likelihood = -32977.434
Iteration 2: (EM) log likelihood = -32724.38
Iteration 3: (EM) log likelihood = -32175.15
Iteration 4: (EM) log likelihood = -31311.832
Iteration 5: (EM) log likelihood = -30446.143
Iteration 6: (EM) log likelihood = -29763.6
Iteration 7: (EM) log likelihood = -29281.077
Iteration 8: (EM) log likelihood = -28989
Iteration 9: (EM) log likelihood = -28839.554
Iteration 10: (EM) log likelihood = -28762.301
Iteration 11: (EM) log likelihood = -28718.504
Iteration 12: (EM) log likelihood = -28689.83
Iteration 13: (EM) log likelihood = -28672.953
Iteration 14: (EM) log likelihood = -28661.392
Iteration 15: (EM) log likelihood = -28652.35
Iteration 16: (EM) log likelihood = -28644.698
Iteration 17: (EM) log likelihood = -28636.342
Iteration 18: (EM) log likelihood = -28628.689
Iteration 19: (EM) log likelihood = -28622.407
Iteration 20: (EM) log likelihood = -28615.403
Iteration 21: (EM) log likelihood = -28608.804
Iteration 22: (EM) log likelihood = -28602.405
Iteration 23: (EM) log likelihood = -28595.507
Iteration 24: (EM) log likelihood = -28587.353
Iteration 25: (EM) log likelihood = -28579.638
Iteration 26: (EM) log likelihood = -28573.442
Iteration 27: (EM) log likelihood = -28566.337
Iteration 28: (EM) log likelihood = -28558.993
Iteration 29: (EM) log likelihood = -28552.05
Iteration 30: (EM) log likelihood = -28545.121
Iteration 31: (EM) log likelihood = -28538.69
Iteration 32: (EM) log likelihood = -28531.345
Iteration 33: (EM) log likelihood = -28522.668
Iteration 34: (EM) log likelihood = -28514.861
Iteration 35: (EM) log likelihood = -28509.284
Iteration 36: (EM) log likelihood = -28502.046
Iteration 37: (EM) log likelihood = -28495.928
Iteration 38: (EM) log likelihood = -28490.969
Iteration 39: (EM) log likelihood = -28484.916
Iteration 40: (EM) log likelihood = -28477.62
Iteration 41: (EM) log likelihood = -28471.869
Iteration 42: (EM) log likelihood = -28467.362
Iteration 43: (EM) log likelihood = -28461.251
Iteration 44: (EM) log likelihood = -28457.274
Iteration 45: (EM) log likelihood = -28453.207
Iteration 46: (EM) log likelihood = -28449.606
Iteration 47: (EM) log likelihood = -28446.686
Iteration 48: (EM) log likelihood = -28442.907
Iteration 49: (EM) log likelihood = -28440.008
Iteration 50: (EM) log likelihood = -28436.677
Iteration 51: (EM) log likelihood = -28434.28
Iteration 52: (EM) log likelihood = -28431.798
Iteration 53: (EM) log likelihood = -28429.51
Iteration 54: (EM) log likelihood = -28426.223
Iteration 55: (EM) log likelihood = -28423.971
Iteration 56: (EM) log likelihood = -28421.041
Iteration 57: (EM) log likelihood = -28418.803
Iteration 58: (EM) log likelihood = -28415.795
Iteration 59: (EM) log likelihood = -28414.165
Iteration 60: (EM) log likelihood = -28412.965
Iteration 61: (EM) log likelihood = -28411.153
Iteration 62: (EM) log likelihood = -28409.289
Iteration 63: (EM) log likelihood = -28407.759
Iteration 64: (EM) log likelihood = -28405.821
Iteration 65: (EM) log likelihood = -28404.041
Iteration 66: (EM) log likelihood = -28402.284
Iteration 67: (EM) log likelihood = -28400.278
Iteration 68: (EM) log likelihood = -28398.192
Iteration 69: (EM) log likelihood = -28396.57
Iteration 70: (EM) log likelihood = -28394.14
Iteration 71: (EM) log likelihood = -28392.224
Iteration 72: (EM) log likelihood = -28390.564
Iteration 73: (EM) log likelihood = -28389.109
Iteration 74: (EM) log likelihood = -28387.492
Iteration 75: (EM) log likelihood = -28386.117
Iteration 76: (EM) log likelihood = -28384.738
Iteration 77: (EM) log likelihood = -28383.435
Iteration 78: (EM) log likelihood = -28382.205
Iteration 79: (EM) log likelihood = -28381.064
Iteration 80: (EM) log likelihood = -28379.988
Iteration 81: (EM) log likelihood = -28378.867
Iteration 82: (EM) log likelihood = -28377.847
Iteration 83: (EM) log likelihood = -28376.593
Iteration 84: (EM) log likelihood = -28375.674
Iteration 85: (EM) log likelihood = -28374.461
Iteration 86: (EM) log likelihood = -28372.668
Iteration 87: (EM) log likelihood = -28371.56
Iteration 88: (EM) log likelihood = -28370.357
Iteration 89: (EM) log likelihood = -28369.45
Iteration 90: (EM) log likelihood = -28366.669
Iteration 91: (EM) log likelihood = -28365.45
Iteration 92: (EM) log likelihood = -28364.225
Iteration 93: (EM) log likelihood = -28363.058
Iteration 94: (EM) log likelihood = -28361.511
Iteration 95: (EM) log likelihood = -28360.209
Iteration 96: (EM) log likelihood = -28359.092
Iteration 97: (EM) log likelihood = -28357.836
Iteration 98: (EM) log likelihood = -28356.84
Iteration 99: (EM) log likelihood = -28355.656
Iteration 100: (EM) log likelihood = -28354.578
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4279
Iteration 1: (class) log likelihood = -4162.4279
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.065
Iteration 1: (outcome) log likelihood = -28954.351
Iteration 2: (outcome) log likelihood = -28936.42
Iteration 3: (outcome) log likelihood = -28935.804
Iteration 4: (outcome) log likelihood = -28935.705
Iteration 5: (outcome) log likelihood = -28935.694
Iteration 6: (outcome) log likelihood = -28935.692
Iteration 7: (outcome) log likelihood = -28935.692
Iteration 8: (outcome) log likelihood = -28935.692
Iteration 9: (outcome) log likelihood = -28935.692
Refining starting values:
Iteration 0: (EM) log likelihood = -33088.755
Iteration 1: (EM) log likelihood = -33064.868
Iteration 2: (EM) log likelihood = -33009.899
Iteration 3: (EM) log likelihood = -32893.498
Iteration 4: (EM) log likelihood = -32725.997
Iteration 5: (EM) log likelihood = -32535.456
Iteration 6: (EM) log likelihood = -32252.278
Iteration 7: (EM) log likelihood = -31771.273
Iteration 8: (EM) log likelihood = -31108.816
Iteration 9: (EM) log likelihood = -30427.499
Iteration 10: (EM) log likelihood = -29862.493
Iteration 11: (EM) log likelihood = -29415.097
Iteration 12: (EM) log likelihood = -29097.385
Iteration 13: (EM) log likelihood = -28904.612
Iteration 14: (EM) log likelihood = -28805.241
Iteration 15: (EM) log likelihood = -28754.769
Iteration 16: (EM) log likelihood = -28726.918
Iteration 17: (EM) log likelihood = -28713.175
Iteration 18: (EM) log likelihood = -28703.854
Iteration 19: (EM) log likelihood = -28697.6
Iteration 20: (EM) log likelihood = -28693.049
Iteration 21: (EM) log likelihood = -28690.034
Iteration 22: (EM) log likelihood = -28686.481
Iteration 23: (EM) log likelihood = -28682.994
Iteration 24: (EM) log likelihood = -28678.786
Iteration 25: (EM) log likelihood = -28672.169
Iteration 26: (EM) log likelihood = -28668.944
Iteration 27: (EM) log likelihood = -28666.34
Iteration 28: (EM) log likelihood = -28663.474
Iteration 29: (EM) log likelihood = -28660.578
Iteration 30: (EM) log likelihood = -28656.662
Iteration 31: (EM) log likelihood = -28653.765
Iteration 32: (EM) log likelihood = -28650.245
Iteration 33: (EM) log likelihood = -28646.876
Iteration 34: (EM) log likelihood = -28643.7
Iteration 35: (EM) log likelihood = -28639.566
Iteration 36: (EM) log likelihood = -28635.73
Iteration 37: (EM) log likelihood = -28631.567
Iteration 38: (EM) log likelihood = -28628.358
Iteration 39: (EM) log likelihood = -28625.518
Iteration 40: (EM) log likelihood = -28621.665
Iteration 41: (EM) log likelihood = -28619.453
Iteration 42: (EM) log likelihood = -28617.151
Iteration 43: (EM) log likelihood = -28615.284
Iteration 44: (EM) log likelihood = -28612.369
Iteration 45: (EM) log likelihood = -28610.199
Iteration 46: (EM) log likelihood = -28608.964
Iteration 47: (EM) log likelihood = -28607.927
Iteration 48: (EM) log likelihood = -28606.828
Iteration 49: (EM) log likelihood = -28605.846
Iteration 50: (EM) log likelihood = -28604.359
Iteration 51: (EM) log likelihood = -28602.721
Iteration 52: (EM) log likelihood = -28601.871
Iteration 53: (EM) log likelihood = -28600.744
Iteration 54: (EM) log likelihood = -28600.209
Iteration 55: (EM) log likelihood = -28599.73
Iteration 56: (EM) log likelihood = -28599.107
Iteration 57: (EM) log likelihood = -28598.743
Iteration 58: (EM) log likelihood = -28597.968
Iteration 59: (EM) log likelihood = -28597.084
Iteration 60: (EM) log likelihood = -28596.498
Iteration 61: (EM) log likelihood = -28596.14
Iteration 62: (EM) log likelihood = -28595.611
Iteration 63: (EM) log likelihood = -28595.256
Iteration 64: (EM) log likelihood = -28594.885
Iteration 65: (EM) log likelihood = -28594.51
Iteration 66: (EM) log likelihood = -28594.054
Iteration 67: (EM) log likelihood = -28593.712
Iteration 68: (EM) log likelihood = -28593.331
Iteration 69: (EM) log likelihood = -28592.97
Iteration 70: (EM) log likelihood = -28592.67
Iteration 71: (EM) log likelihood = -28592.149
Iteration 72: (EM) log likelihood = -28591.658
Iteration 73: (EM) log likelihood = -28591.278
Iteration 74: (EM) log likelihood = -28590.857
Iteration 75: (EM) log likelihood = -28590.423
Iteration 76: (EM) log likelihood = -28590.015
Iteration 77: (EM) log likelihood = -28589.64
Iteration 78: (EM) log likelihood = -28589.255
Iteration 79: (EM) log likelihood = -28588.758
Iteration 80: (EM) log likelihood = -28588.387
Iteration 81: (EM) log likelihood = -28587.59
Iteration 82: (EM) log likelihood = -28587.054
Iteration 83: (EM) log likelihood = -28586.448
Iteration 84: (EM) log likelihood = -28585.76
Iteration 85: (EM) log likelihood = -28585.141
Iteration 86: (EM) log likelihood = -28584.145
Iteration 87: (EM) log likelihood = -28583.144
Iteration 88: (EM) log likelihood = -28581.834
Iteration 89: (EM) log likelihood = -28580.796
Iteration 90: (EM) log likelihood = -28579.699
Iteration 91: (EM) log likelihood = -28578.313
Iteration 92: (EM) log likelihood = -28576.511
Iteration 93: (EM) log likelihood = -28574.415
Iteration 94: (EM) log likelihood = -28572.688
Iteration 95: (EM) log likelihood = -28570.498
Iteration 96: (EM) log likelihood = -28568.7
Iteration 97: (EM) log likelihood = -28566.727
Iteration 98: (EM) log likelihood = -28565.526
Iteration 99: (EM) log likelihood = -28564.696
Iteration 100: (EM) log likelihood = -28562.415
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.8273
Iteration 1: (class) log likelihood = -4160.8273
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.054
Iteration 1: (outcome) log likelihood = -28955.977
Iteration 2: (outcome) log likelihood = -28930.351
Iteration 3: (outcome) log likelihood = -28928.854
Iteration 4: (outcome) log likelihood = -28928.72
Iteration 5: (outcome) log likelihood = -28928.688
Iteration 6: (outcome) log likelihood = -28928.681
Iteration 7: (outcome) log likelihood = -28928.68
Iteration 8: (outcome) log likelihood = -28928.68
Iteration 9: (outcome) log likelihood = -28928.679
Iteration 10: (outcome) log likelihood = -28928.679 (not concave)
Iteration 11: (outcome) log likelihood = -28928.679 (not concave)
Iteration 12: (outcome) log likelihood = -28928.679 (not concave)
Iteration 13: (outcome) log likelihood = -28928.679 (not concave)
Iteration 14: (outcome) log likelihood = -28928.679 (not concave)
Iteration 15: (outcome) log likelihood = -28928.679 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33063.437
Iteration 1: (EM) log likelihood = -32992.781
Iteration 2: (EM) log likelihood = -32837.629
Iteration 3: (EM) log likelihood = -32542.335
Iteration 4: (EM) log likelihood = -31953.497
Iteration 5: (EM) log likelihood = -31052.617
Iteration 6: (EM) log likelihood = -30299.923
Iteration 7: (EM) log likelihood = -29850.815
Iteration 8: (EM) log likelihood = -29560.619
Iteration 9: (EM) log likelihood = -29375.298
Iteration 10: (EM) log likelihood = -29254.619
Iteration 11: (EM) log likelihood = -29165.053
Iteration 12: (EM) log likelihood = -29090.414
Iteration 13: (EM) log likelihood = -29026.126
Iteration 14: (EM) log likelihood = -28965.574
Iteration 15: (EM) log likelihood = -28911.205
Iteration 16: (EM) log likelihood = -28859.507
Iteration 17: (EM) log likelihood = -28808.321
Iteration 18: (EM) log likelihood = -28757.053
Iteration 19: (EM) log likelihood = -28708.079
Iteration 20: (EM) log likelihood = -28657.409
Iteration 21: (EM) log likelihood = -28609.294
Iteration 22: (EM) log likelihood = -28573.657
Iteration 23: (EM) log likelihood = -28545.152
Iteration 24: (EM) log likelihood = -28522.321
Iteration 25: (EM) log likelihood = -28505.237
Iteration 26: (EM) log likelihood = -28492.179
Iteration 27: (EM) log likelihood = -28480.293
Iteration 28: (EM) log likelihood = -28468.213
Iteration 29: (EM) log likelihood = -28454.198
Iteration 30: (EM) log likelihood = -28437.631
Iteration 31: (EM) log likelihood = -28417.028
Iteration 32: (EM) log likelihood = -28391.46
Iteration 33: (EM) log likelihood = -28362.445
Iteration 34: (EM) log likelihood = -28333.06
Iteration 35: (EM) log likelihood = -28304.566
Iteration 36: (EM) log likelihood = -28278.817
Iteration 37: (EM) log likelihood = -28255.837
Iteration 38: (EM) log likelihood = -28235.024
Iteration 39: (EM) log likelihood = -28217.672
Iteration 40: (EM) log likelihood = -28201.519
Iteration 41: (EM) log likelihood = -28187.592
Iteration 42: (EM) log likelihood = -28174.519
Iteration 43: (EM) log likelihood = -28163.173
Iteration 44: (EM) log likelihood = -28151.965
Iteration 45: (EM) log likelihood = -28141.466
Iteration 46: (EM) log likelihood = -28132.53
Iteration 47: (EM) log likelihood = -28124.046
Iteration 48: (EM) log likelihood = -28115.864
Iteration 49: (EM) log likelihood = -28107.172
Iteration 50: (EM) log likelihood = -28098.542
Iteration 51: (EM) log likelihood = -28090.712
Iteration 52: (EM) log likelihood = -28083.528
Iteration 53: (EM) log likelihood = -28074.704
Iteration 54: (EM) log likelihood = -28068.601
Iteration 55: (EM) log likelihood = -28063.49
Iteration 56: (EM) log likelihood = -28057.738
Iteration 57: (EM) log likelihood = -28052.665
Iteration 58: (EM) log likelihood = -28046.483
Iteration 59: (EM) log likelihood = -28041.813
Iteration 60: (EM) log likelihood = -28035.752
Iteration 61: (EM) log likelihood = -28030.913
Iteration 62: (EM) log likelihood = -28024.642
Iteration 63: (EM) log likelihood = -28017.481
Iteration 64: (EM) log likelihood = -28011.554
Iteration 65: (EM) log likelihood = -28005.341
Iteration 66: (EM) log likelihood = -27998.768
Iteration 67: (EM) log likelihood = -27990.987
Iteration 68: (EM) log likelihood = -27982.181
Iteration 69: (EM) log likelihood = -27972.761
Iteration 70: (EM) log likelihood = -27962.883
Iteration 71: (EM) log likelihood = -27949.559
Iteration 72: (EM) log likelihood = -27938.978
Iteration 73: (EM) log likelihood = -27926.319
Iteration 74: (EM) log likelihood = -27916.086
Iteration 75: (EM) log likelihood = -27907.005
Iteration 76: (EM) log likelihood = -27898.517
Iteration 77: (EM) log likelihood = -27889.198
Iteration 78: (EM) log likelihood = -27879.659
Iteration 79: (EM) log likelihood = -27873.069
Iteration 80: (EM) log likelihood = -27866.121
Iteration 81: (EM) log likelihood = -27858.972
Iteration 82: (EM) log likelihood = -27852.526
Iteration 83: (EM) log likelihood = -27845.964
Iteration 84: (EM) log likelihood = -27840.445
Iteration 85: (EM) log likelihood = -27837.147
Iteration 86: (EM) log likelihood = -27833.024
Iteration 87: (EM) log likelihood = -27829.039
Iteration 88: (EM) log likelihood = -27825.779
Iteration 89: (EM) log likelihood = -27820.634
Iteration 90: (EM) log likelihood = -27816.239
Iteration 91: (EM) log likelihood = -27811.074
Iteration 92: (EM) log likelihood = -27807.768
Iteration 93: (EM) log likelihood = -27804.096
Iteration 94: (EM) log likelihood = -27800.894
Iteration 95: (EM) log likelihood = -27798.025
Iteration 96: (EM) log likelihood = -27795.93
Iteration 97: (EM) log likelihood = -27793.729
Iteration 98: (EM) log likelihood = -27790.739
Iteration 99: (EM) log likelihood = -27788.812
Iteration 100: (EM) log likelihood = -27786.1
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.7606
Iteration 1: (class) log likelihood = -4161.7606
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.517
Iteration 1: (outcome) log likelihood = -28952.013
Iteration 2: (outcome) log likelihood = -28935.082
Iteration 3: (outcome) log likelihood = -28934.258
Iteration 4: (outcome) log likelihood = -28934.066
Iteration 5: (outcome) log likelihood = -28934.028
Iteration 6: (outcome) log likelihood = -28934.02
Iteration 7: (outcome) log likelihood = -28934.018
Iteration 8: (outcome) log likelihood = -28934.017
Iteration 9: (outcome) log likelihood = -28934.017 (not concave)
Iteration 10: (outcome) log likelihood = -28934.017 (not concave)
Iteration 11: (outcome) log likelihood = -28934.017 (not concave)
Iteration 12: (outcome) log likelihood = -28934.017 (not concave)
Iteration 13: (outcome) log likelihood = -28934.017 (not concave)
Iteration 14: (outcome) log likelihood = -28934.017 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.656
Iteration 1: (EM) log likelihood = -33031.652
Iteration 2: (EM) log likelihood = -32881.726
Iteration 3: (EM) log likelihood = -32520.643
Iteration 4: (EM) log likelihood = -31934.75
Iteration 5: (EM) log likelihood = -31279.06
Iteration 6: (EM) log likelihood = -30676.06
Iteration 7: (EM) log likelihood = -30151.095
Iteration 8: (EM) log likelihood = -29681.285
Iteration 9: (EM) log likelihood = -29275.868
Iteration 10: (EM) log likelihood = -28964.103
Iteration 11: (EM) log likelihood = -28709.73
Iteration 12: (EM) log likelihood = -28523.24
Iteration 13: (EM) log likelihood = -28421.274
Iteration 14: (EM) log likelihood = -28365.523
Iteration 15: (EM) log likelihood = -28328.741
Iteration 16: (EM) log likelihood = -28300.012
Iteration 17: (EM) log likelihood = -28272.361
Iteration 18: (EM) log likelihood = -28248.232
Iteration 19: (EM) log likelihood = -28223.861
Iteration 20: (EM) log likelihood = -28199.221
Iteration 21: (EM) log likelihood = -28176.084
Iteration 22: (EM) log likelihood = -28153.131
Iteration 23: (EM) log likelihood = -28131.234
Iteration 24: (EM) log likelihood = -28110.303
Iteration 25: (EM) log likelihood = -28090.928
Iteration 26: (EM) log likelihood = -28074.544
Iteration 27: (EM) log likelihood = -28061.12
Iteration 28: (EM) log likelihood = -28050.099
Iteration 29: (EM) log likelihood = -28040.822
Iteration 30: (EM) log likelihood = -28032.805
Iteration 31: (EM) log likelihood = -28025.914
Iteration 32: (EM) log likelihood = -28019.858
Iteration 33: (EM) log likelihood = -28014.558
Iteration 34: (EM) log likelihood = -28009.794
Iteration 35: (EM) log likelihood = -28005.606
Iteration 36: (EM) log likelihood = -28001.764
Iteration 37: (EM) log likelihood = -27998.454
Iteration 38: (EM) log likelihood = -27995.513
Iteration 39: (EM) log likelihood = -27993.375
Iteration 40: (EM) log likelihood = -27991.106
Iteration 41: (EM) log likelihood = -27989.035
Iteration 42: (EM) log likelihood = -27987.639
Iteration 43: (EM) log likelihood = -27986.373
Iteration 44: (EM) log likelihood = -27985.095
Iteration 45: (EM) log likelihood = -27984.173
Iteration 46: (EM) log likelihood = -27983.492
Iteration 47: (EM) log likelihood = -27983.034
Iteration 48: (EM) log likelihood = -27982.882
Iteration 49: (EM) log likelihood = -27982.754
Iteration 50: (EM) log likelihood = -27982.598
Iteration 51: (EM) log likelihood = -27982.474
Iteration 52: (EM) log likelihood = -27982.467
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5682
Iteration 1: (class) log likelihood = -4162.5682
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.421
Iteration 1: (outcome) log likelihood = -28972.683
Iteration 2: (outcome) log likelihood = -28944.156
Iteration 3: (outcome) log likelihood = -28941.752
Iteration 4: (outcome) log likelihood = -28941.665
Iteration 5: (outcome) log likelihood = -28941.652
Iteration 6: (outcome) log likelihood = -28941.65
Iteration 7: (outcome) log likelihood = -28941.65
Iteration 8: (outcome) log likelihood = -28941.649
Iteration 9: (outcome) log likelihood = -28941.649
Refining starting values:
Iteration 0: (EM) log likelihood = -33091.909
Iteration 1: (EM) log likelihood = -33050.056
Iteration 2: (EM) log likelihood = -32940.33
Iteration 3: (EM) log likelihood = -32605.816
Iteration 4: (EM) log likelihood = -31853.702
Iteration 5: (EM) log likelihood = -30928.719
Iteration 6: (EM) log likelihood = -30211.856
Iteration 7: (EM) log likelihood = -29666.738
Iteration 8: (EM) log likelihood = -29237.622
Iteration 9: (EM) log likelihood = -28948.047
Iteration 10: (EM) log likelihood = -28782.088
Iteration 11: (EM) log likelihood = -28687.151
Iteration 12: (EM) log likelihood = -28625.411
Iteration 13: (EM) log likelihood = -28578.007
Iteration 14: (EM) log likelihood = -28537.751
Iteration 15: (EM) log likelihood = -28499.735
Iteration 16: (EM) log likelihood = -28465.021
Iteration 17: (EM) log likelihood = -28433.15
Iteration 18: (EM) log likelihood = -28400.613
Iteration 19: (EM) log likelihood = -28372.4
Iteration 20: (EM) log likelihood = -28343.456
Iteration 21: (EM) log likelihood = -28318.469
Iteration 22: (EM) log likelihood = -28294.52
Iteration 23: (EM) log likelihood = -28273.765
Iteration 24: (EM) log likelihood = -28254.583
Iteration 25: (EM) log likelihood = -28238.349
Iteration 26: (EM) log likelihood = -28221.677
Iteration 27: (EM) log likelihood = -28206.09
Iteration 28: (EM) log likelihood = -28191.562
Iteration 29: (EM) log likelihood = -28179.668
Iteration 30: (EM) log likelihood = -28167.073
Iteration 31: (EM) log likelihood = -28156.258
Iteration 32: (EM) log likelihood = -28145.035
Iteration 33: (EM) log likelihood = -28133.917
Iteration 34: (EM) log likelihood = -28123.344
Iteration 35: (EM) log likelihood = -28112.358
Iteration 36: (EM) log likelihood = -28102.822
Iteration 37: (EM) log likelihood = -28092.037
Iteration 38: (EM) log likelihood = -28082.049
Iteration 39: (EM) log likelihood = -28072.325
Iteration 40: (EM) log likelihood = -28062.82
Iteration 41: (EM) log likelihood = -28053.079
Iteration 42: (EM) log likelihood = -28041.493
Iteration 43: (EM) log likelihood = -28028.815
Iteration 44: (EM) log likelihood = -28014.969
Iteration 45: (EM) log likelihood = -28001.331
Iteration 46: (EM) log likelihood = -27988.148
Iteration 47: (EM) log likelihood = -27973.691
Iteration 48: (EM) log likelihood = -27958.781
Iteration 49: (EM) log likelihood = -27946.007
Iteration 50: (EM) log likelihood = -27934.973
Iteration 51: (EM) log likelihood = -27923.368
Iteration 52: (EM) log likelihood = -27910.257
Iteration 53: (EM) log likelihood = -27901.332
Iteration 54: (EM) log likelihood = -27891.452
Iteration 55: (EM) log likelihood = -27882.096
Iteration 56: (EM) log likelihood = -27875.009
Iteration 57: (EM) log likelihood = -27867.634
Iteration 58: (EM) log likelihood = -27861.211
Iteration 59: (EM) log likelihood = -27854.504
Iteration 60: (EM) log likelihood = -27848.158
Iteration 61: (EM) log likelihood = -27843.395
Iteration 62: (EM) log likelihood = -27838.796
Iteration 63: (EM) log likelihood = -27833.881
Iteration 64: (EM) log likelihood = -27829.738
Iteration 65: (EM) log likelihood = -27823.534
Iteration 66: (EM) log likelihood = -27818.233
Iteration 67: (EM) log likelihood = -27812.585
Iteration 68: (EM) log likelihood = -27809.439
Iteration 69: (EM) log likelihood = -27803.831
Iteration 70: (EM) log likelihood = -27800.08
Iteration 71: (EM) log likelihood = -27795.203
Iteration 72: (EM) log likelihood = -27791.269
Iteration 73: (EM) log likelihood = -27787.06
Iteration 74: (EM) log likelihood = -27783.101
Iteration 75: (EM) log likelihood = -27779.269
Iteration 76: (EM) log likelihood = -27777.053
Iteration 77: (EM) log likelihood = -27773.541
Iteration 78: (EM) log likelihood = -27770.853
Iteration 79: (EM) log likelihood = -27767.991
Iteration 80: (EM) log likelihood = -27765.084
Iteration 81: (EM) log likelihood = -27764.616
Iteration 82: (EM) log likelihood = -27762.12
Iteration 83: (EM) log likelihood = -27759.949
Iteration 84: (EM) log likelihood = -27758.413
Iteration 85: (EM) log likelihood = -27756.389
Iteration 86: (EM) log likelihood = -27755.539
Iteration 87: (EM) log likelihood = -27754.48
Iteration 88: (EM) log likelihood = -27753.644
Iteration 89: (EM) log likelihood = -27752.786
Iteration 90: (EM) log likelihood = -27752.147
Iteration 91: (EM) log likelihood = -27751.611
Iteration 92: (EM) log likelihood = -27750.788
Iteration 93: (EM) log likelihood = -27750.299
Iteration 94: (EM) log likelihood = -27749.697
Iteration 95: (EM) log likelihood = -27749.206
Iteration 96: (EM) log likelihood = -27748.871
Iteration 97: (EM) log likelihood = -27748.432
Iteration 98: (EM) log likelihood = -27748.025
Iteration 99: (EM) log likelihood = -27747.435
Iteration 100: (EM) log likelihood = -27747.045
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.3967
Iteration 1: (class) log likelihood = -4162.3967
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.755
Iteration 1: (outcome) log likelihood = -28988.972
Iteration 2: (outcome) log likelihood = -28938.805
Iteration 3: (outcome) log likelihood = -28933.376
Iteration 4: (outcome) log likelihood = -28932.945
Iteration 5: (outcome) log likelihood = -28932.925
Iteration 6: (outcome) log likelihood = -28932.92
Iteration 7: (outcome) log likelihood = -28932.919
Iteration 8: (outcome) log likelihood = -28932.919
Iteration 9: (outcome) log likelihood = -28932.919
Iteration 10: (outcome) log likelihood = -28932.919 (not concave)
Iteration 11: (outcome) log likelihood = -28932.919 (not concave)
Iteration 12: (outcome) log likelihood = -28932.919 (not concave)
Iteration 13: (outcome) log likelihood = -28932.919 (not concave)
Iteration 14: (outcome) log likelihood = -28932.919 (not concave)
Iteration 15: (outcome) log likelihood = -28932.919 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33074.91
Iteration 1: (EM) log likelihood = -32991.511
Iteration 2: (EM) log likelihood = -32722.906
Iteration 3: (EM) log likelihood = -32086.117
Iteration 4: (EM) log likelihood = -31214.431
Iteration 5: (EM) log likelihood = -30514.694
Iteration 6: (EM) log likelihood = -30053.147
Iteration 7: (EM) log likelihood = -29714.733
Iteration 8: (EM) log likelihood = -29438.954
Iteration 9: (EM) log likelihood = -29192.37
Iteration 10: (EM) log likelihood = -28967.67
Iteration 11: (EM) log likelihood = -28781.873
Iteration 12: (EM) log likelihood = -28647.287
Iteration 13: (EM) log likelihood = -28559.123
Iteration 14: (EM) log likelihood = -28498.042
Iteration 15: (EM) log likelihood = -28453.034
Iteration 16: (EM) log likelihood = -28417.262
Iteration 17: (EM) log likelihood = -28386.303
Iteration 18: (EM) log likelihood = -28363.734
Iteration 19: (EM) log likelihood = -28344.453
Iteration 20: (EM) log likelihood = -28328.119
Iteration 21: (EM) log likelihood = -28313.316
Iteration 22: (EM) log likelihood = -28299.671
Iteration 23: (EM) log likelihood = -28285.23
Iteration 24: (EM) log likelihood = -28271.988
Iteration 25: (EM) log likelihood = -28261.792
Iteration 26: (EM) log likelihood = -28251.95
Iteration 27: (EM) log likelihood = -28242.797
Iteration 28: (EM) log likelihood = -28232.405
Iteration 29: (EM) log likelihood = -28221.091
Iteration 30: (EM) log likelihood = -28208.992
Iteration 31: (EM) log likelihood = -28202.35
Iteration 32: (EM) log likelihood = -28196.065
Iteration 33: (EM) log likelihood = -28189.355
Iteration 34: (EM) log likelihood = -28184.241
Iteration 35: (EM) log likelihood = -28175.506
Iteration 36: (EM) log likelihood = -28168.812
Iteration 37: (EM) log likelihood = -28162.095
Iteration 38: (EM) log likelihood = -28157.018
Iteration 39: (EM) log likelihood = -28151.187
Iteration 40: (EM) log likelihood = -28147.397
Iteration 41: (EM) log likelihood = -28142.984
Iteration 42: (EM) log likelihood = -28140.018
Iteration 43: (EM) log likelihood = -28136.848
Iteration 44: (EM) log likelihood = -28134.92
Iteration 45: (EM) log likelihood = -28131.954
Iteration 46: (EM) log likelihood = -28128.609
Iteration 47: (EM) log likelihood = -28126.206
Iteration 48: (EM) log likelihood = -28123.004
Iteration 49: (EM) log likelihood = -28121.063
Iteration 50: (EM) log likelihood = -28117.573
Iteration 51: (EM) log likelihood = -28115.038
Iteration 52: (EM) log likelihood = -28113.493
Iteration 53: (EM) log likelihood = -28112.079
Iteration 54: (EM) log likelihood = -28110.001
Iteration 55: (EM) log likelihood = -28106.851
Iteration 56: (EM) log likelihood = -28104.897
Iteration 57: (EM) log likelihood = -28103.344
Iteration 58: (EM) log likelihood = -28102.327
Iteration 59: (EM) log likelihood = -28100.963
Iteration 60: (EM) log likelihood = -28100.195
Iteration 61: (EM) log likelihood = -28099.428
Iteration 62: (EM) log likelihood = -28098.334
Iteration 63: (EM) log likelihood = -28097.747
Iteration 64: (EM) log likelihood = -28097.111
Iteration 65: (EM) log likelihood = -28096.229
Iteration 66: (EM) log likelihood = -28095.591
Iteration 67: (EM) log likelihood = -28095.059
Iteration 68: (EM) log likelihood = -28094.427
Iteration 69: (EM) log likelihood = -28093.957
Iteration 70: (EM) log likelihood = -28093.499
Iteration 71: (EM) log likelihood = -28093.082
Iteration 72: (EM) log likelihood = -28092.68
Iteration 73: (EM) log likelihood = -28092.295
Iteration 74: (EM) log likelihood = -28091.074
Iteration 75: (EM) log likelihood = -28090.71
Iteration 76: (EM) log likelihood = -28090.434
Iteration 77: (EM) log likelihood = -28090.109
Iteration 78: (EM) log likelihood = -28089.325
Iteration 79: (EM) log likelihood = -28088.822
Iteration 80: (EM) log likelihood = -28088.386
Iteration 81: (EM) log likelihood = -28088.018
Iteration 82: (EM) log likelihood = -28087.535
Iteration 83: (EM) log likelihood = -28087.306
Iteration 84: (EM) log likelihood = -28087.052
Iteration 85: (EM) log likelihood = -28086.892
Iteration 86: (EM) log likelihood = -28086.603
Iteration 87: (EM) log likelihood = -28086.383
Iteration 88: (EM) log likelihood = -28086.145
Iteration 89: (EM) log likelihood = -28085.949
Iteration 90: (EM) log likelihood = -28085.7
Iteration 91: (EM) log likelihood = -28085.292
Iteration 92: (EM) log likelihood = -28084.977
Iteration 93: (EM) log likelihood = -28084.764
Iteration 94: (EM) log likelihood = -28084.569
Iteration 95: (EM) log likelihood = -28084.321
Iteration 96: (EM) log likelihood = -28084.02
Iteration 97: (EM) log likelihood = -28083.05
Iteration 98: (EM) log likelihood = -28082.936
Iteration 99: (EM) log likelihood = -28082.221
Iteration 100: (EM) log likelihood = -28082.12
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4365
Iteration 1: (class) log likelihood = -4162.4365
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.763
Iteration 1: (outcome) log likelihood = -28944.183
Iteration 2: (outcome) log likelihood = -28924.518
Iteration 3: (outcome) log likelihood = -28923.753
Iteration 4: (outcome) log likelihood = -28923.585
Iteration 5: (outcome) log likelihood = -28923.545
Iteration 6: (outcome) log likelihood = -28923.537
Iteration 7: (outcome) log likelihood = -28923.536
Iteration 8: (outcome) log likelihood = -28923.536
Iteration 9: (outcome) log likelihood = -28923.536
Iteration 10: (outcome) log likelihood = -28923.536 (not concave)
Iteration 11: (outcome) log likelihood = -28923.536 (not concave)
Iteration 12: (outcome) log likelihood = -28923.536 (not concave)
Iteration 13: (outcome) log likelihood = -28923.536 (not concave)
Iteration 14: (outcome) log likelihood = -28923.536 (not concave)
Iteration 15: (outcome) log likelihood = -28923.536 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33051.571
Iteration 1: (EM) log likelihood = -32963.684
Iteration 2: (EM) log likelihood = -32772.815
Iteration 3: (EM) log likelihood = -32393.532
Iteration 4: (EM) log likelihood = -31745.192
Iteration 5: (EM) log likelihood = -30995.055
Iteration 6: (EM) log likelihood = -30410.114
Iteration 7: (EM) log likelihood = -29984.54
Iteration 8: (EM) log likelihood = -29642.747
Iteration 9: (EM) log likelihood = -29345.475
Iteration 10: (EM) log likelihood = -29105.832
Iteration 11: (EM) log likelihood = -28927.85
Iteration 12: (EM) log likelihood = -28812.057
Iteration 13: (EM) log likelihood = -28743.575
Iteration 14: (EM) log likelihood = -28703.637
Iteration 15: (EM) log likelihood = -28679.493
Iteration 16: (EM) log likelihood = -28663.115
Iteration 17: (EM) log likelihood = -28649.355
Iteration 18: (EM) log likelihood = -28638.822
Iteration 19: (EM) log likelihood = -28629.07
Iteration 20: (EM) log likelihood = -28625.261
Iteration 21: (EM) log likelihood = -28621.559
Iteration 22: (EM) log likelihood = -28618.488
Iteration 23: (EM) log likelihood = -28615.884
Iteration 24: (EM) log likelihood = -28613.591
Iteration 25: (EM) log likelihood = -28609.504
Iteration 26: (EM) log likelihood = -28606.527
Iteration 27: (EM) log likelihood = -28604.878
Iteration 28: (EM) log likelihood = -28603.551
Iteration 29: (EM) log likelihood = -28601.45
Iteration 30: (EM) log likelihood = -28599.069
Iteration 31: (EM) log likelihood = -28597.978
Iteration 32: (EM) log likelihood = -28597.309
Iteration 33: (EM) log likelihood = -28596.182
Iteration 34: (EM) log likelihood = -28595.515
Iteration 35: (EM) log likelihood = -28594.513
Iteration 36: (EM) log likelihood = -28593.561
Iteration 37: (EM) log likelihood = -28592.97
Iteration 38: (EM) log likelihood = -28592.152
Iteration 39: (EM) log likelihood = -28591.977
Iteration 40: (EM) log likelihood = -28591.047
Iteration 41: (EM) log likelihood = -28587.99
Iteration 42: (EM) log likelihood = -28586.824
Iteration 43: (EM) log likelihood = -28586.762
Iteration 44: (EM) log likelihood = -28586.096
Iteration 45: (EM) log likelihood = -28585.685
Iteration 46: (EM) log likelihood = -28585.298
Iteration 47: (EM) log likelihood = -28584.987
Iteration 48: (EM) log likelihood = -28584.585
Iteration 49: (EM) log likelihood = -28584.136
Iteration 50: (EM) log likelihood = -28583.748
Iteration 51: (EM) log likelihood = -28583.501
Iteration 52: (EM) log likelihood = -28582.241
Iteration 53: (EM) log likelihood = -28579.095
Iteration 54: (EM) log likelihood = -28578.717
Iteration 55: (EM) log likelihood = -28578.604
Iteration 56: (EM) log likelihood = -28578.319
Iteration 57: (EM) log likelihood = -28578.104
Iteration 58: (EM) log likelihood = -28577.949
Iteration 59: (EM) log likelihood = -28577.794
Iteration 60: (EM) log likelihood = -28577.651
Iteration 61: (EM) log likelihood = -28577.451
Iteration 62: (EM) log likelihood = -28577.1
Iteration 63: (EM) log likelihood = -28576.922
Iteration 64: (EM) log likelihood = -28576.691
Iteration 65: (EM) log likelihood = -28576.3
Iteration 66: (EM) log likelihood = -28576.048
Iteration 67: (EM) log likelihood = -28576.034
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1634
Iteration 1: (class) log likelihood = -4162.1634
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.274
Iteration 1: (outcome) log likelihood = -28951.071
Iteration 2: (outcome) log likelihood = -28925.193
Iteration 3: (outcome) log likelihood = -28923.883
Iteration 4: (outcome) log likelihood = -28923.719
Iteration 5: (outcome) log likelihood = -28923.68
Iteration 6: (outcome) log likelihood = -28923.672
Iteration 7: (outcome) log likelihood = -28923.67
Iteration 8: (outcome) log likelihood = -28923.67
Iteration 9: (outcome) log likelihood = -28923.67 (not concave)
Iteration 10: (outcome) log likelihood = -28923.67 (not concave)
Iteration 11: (outcome) log likelihood = -28923.67 (not concave)
Iteration 12: (outcome) log likelihood = -28923.67 (not concave)
Iteration 13: (outcome) log likelihood = -28923.67 (not concave)
Iteration 14: (outcome) log likelihood = -28923.67 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33068.91
Iteration 1: (EM) log likelihood = -33027.871
Iteration 2: (EM) log likelihood = -32948.424
Iteration 3: (EM) log likelihood = -32788.197
Iteration 4: (EM) log likelihood = -32440.428
Iteration 5: (EM) log likelihood = -31818.544
Iteration 6: (EM) log likelihood = -31091.744
Iteration 7: (EM) log likelihood = -30482.815
Iteration 8: (EM) log likelihood = -30007.45
Iteration 9: (EM) log likelihood = -29626.261
Iteration 10: (EM) log likelihood = -29309.01
Iteration 11: (EM) log likelihood = -29062.69
Iteration 12: (EM) log likelihood = -28935.025
Iteration 13: (EM) log likelihood = -28872.113
Iteration 14: (EM) log likelihood = -28839.996
Iteration 15: (EM) log likelihood = -28820.719
Iteration 16: (EM) log likelihood = -28807.086
Iteration 17: (EM) log likelihood = -28798.143
Iteration 18: (EM) log likelihood = -28793.122
Iteration 19: (EM) log likelihood = -28790.508
Iteration 20: (EM) log likelihood = -28788.968
Iteration 21: (EM) log likelihood = -28788.056
Iteration 22: (EM) log likelihood = -28788.486
Iteration 23: (EM) log likelihood = -28790.038
Iteration 24: (EM) log likelihood = -28790.93
Iteration 25: (EM) log likelihood = -28793.743
Iteration 26: (EM) log likelihood = -28797.096
Iteration 27: (EM) log likelihood = -28799.956
Iteration 28: (EM) log likelihood = -28800.8
Iteration 29: (EM) log likelihood = -28799.6
Iteration 30: (EM) log likelihood = -28801.533
Iteration 31: (EM) log likelihood = -28801.738
Iteration 32: (EM) log likelihood = -28803.26
Iteration 33: (EM) log likelihood = -28801.145
Iteration 34: (EM) log likelihood = -28798.03
Iteration 35: (EM) log likelihood = -28791.355
Iteration 36: (EM) log likelihood = -28780.355
Iteration 37: (EM) log likelihood = -28764.685
Iteration 38: (EM) log likelihood = -28746.309
Iteration 39: (EM) log likelihood = -28723.961
Iteration 40: (EM) log likelihood = -28699.101
Iteration 41: (EM) log likelihood = -28673.239
Iteration 42: (EM) log likelihood = -28647.535
Iteration 43: (EM) log likelihood = -28623.803
Iteration 44: (EM) log likelihood = -28601.427
Iteration 45: (EM) log likelihood = -28579.678
Iteration 46: (EM) log likelihood = -28560.145
Iteration 47: (EM) log likelihood = -28540.774
Iteration 48: (EM) log likelihood = -28523.121
Iteration 49: (EM) log likelihood = -28506.048
Iteration 50: (EM) log likelihood = -28489.231
Iteration 51: (EM) log likelihood = -28472.107
Iteration 52: (EM) log likelihood = -28456.02
Iteration 53: (EM) log likelihood = -28440.55
Iteration 54: (EM) log likelihood = -28425.335
Iteration 55: (EM) log likelihood = -28408.757
Iteration 56: (EM) log likelihood = -28393.492
Iteration 57: (EM) log likelihood = -28378.889
Iteration 58: (EM) log likelihood = -28363.527
Iteration 59: (EM) log likelihood = -28350.069
Iteration 60: (EM) log likelihood = -28338.281
Iteration 61: (EM) log likelihood = -28325.304
Iteration 62: (EM) log likelihood = -28313.449
Iteration 63: (EM) log likelihood = -28301.954
Iteration 64: (EM) log likelihood = -28290.132
Iteration 65: (EM) log likelihood = -28279.696
Iteration 66: (EM) log likelihood = -28270.205
Iteration 67: (EM) log likelihood = -28259.874
Iteration 68: (EM) log likelihood = -28250.21
Iteration 69: (EM) log likelihood = -28242.5
Iteration 70: (EM) log likelihood = -28232.485
Iteration 71: (EM) log likelihood = -28225.42
Iteration 72: (EM) log likelihood = -28218.002
Iteration 73: (EM) log likelihood = -28210.682
Iteration 74: (EM) log likelihood = -28204.67
Iteration 75: (EM) log likelihood = -28198.379
Iteration 76: (EM) log likelihood = -28193.092
Iteration 77: (EM) log likelihood = -28186.585
Iteration 78: (EM) log likelihood = -28179.837
Iteration 79: (EM) log likelihood = -28174.236
Iteration 80: (EM) log likelihood = -28170.843
Iteration 81: (EM) log likelihood = -28167.908
Iteration 82: (EM) log likelihood = -28163.98
Iteration 83: (EM) log likelihood = -28158.861
Iteration 84: (EM) log likelihood = -28153.57
Iteration 85: (EM) log likelihood = -28148.317
Iteration 86: (EM) log likelihood = -28144.335
Iteration 87: (EM) log likelihood = -28141.036
Iteration 88: (EM) log likelihood = -28140.496
Iteration 89: (EM) log likelihood = -28136.905
Iteration 90: (EM) log likelihood = -28133.629
Iteration 91: (EM) log likelihood = -28127.224
Iteration 92: (EM) log likelihood = -28125.377
Iteration 93: (EM) log likelihood = -28123.376
Iteration 94: (EM) log likelihood = -28120.95
Iteration 95: (EM) log likelihood = -28118.172
Iteration 96: (EM) log likelihood = -28116.106
Iteration 97: (EM) log likelihood = -28112.162
Iteration 98: (EM) log likelihood = -28111.194
Iteration 99: (EM) log likelihood = -28109.846
Iteration 100: (EM) log likelihood = -28108.012
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.6125
Iteration 1: (class) log likelihood = -4161.6125
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.096
Iteration 1: (outcome) log likelihood = -28952.934
Iteration 2: (outcome) log likelihood = -28931.04
Iteration 3: (outcome) log likelihood = -28930.251
Iteration 4: (outcome) log likelihood = -28930.091
Iteration 5: (outcome) log likelihood = -28930.052
Iteration 6: (outcome) log likelihood = -28930.044
Iteration 7: (outcome) log likelihood = -28930.042
Iteration 8: (outcome) log likelihood = -28930.042
Iteration 9: (outcome) log likelihood = -28930.042
Iteration 10: (outcome) log likelihood = -28930.042 (not concave)
Iteration 11: (outcome) log likelihood = -28930.042 (not concave)
Iteration 12: (outcome) log likelihood = -28930.042 (not concave)
Iteration 13: (outcome) log likelihood = -28930.042 (not concave)
Iteration 14: (outcome) log likelihood = -28930.042 (not concave)
Iteration 15: (outcome) log likelihood = -28930.042 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33070.942
Iteration 1: (EM) log likelihood = -33011.917
Iteration 2: (EM) log likelihood = -32836.445
Iteration 3: (EM) log likelihood = -32358.367
Iteration 4: (EM) log likelihood = -31436.68
Iteration 5: (EM) log likelihood = -30443.783
Iteration 6: (EM) log likelihood = -29741.281
Iteration 7: (EM) log likelihood = -29288.066
Iteration 8: (EM) log likelihood = -29008.531
Iteration 9: (EM) log likelihood = -28856.648
Iteration 10: (EM) log likelihood = -28780.428
Iteration 11: (EM) log likelihood = -28742.032
Iteration 12: (EM) log likelihood = -28720.445
Iteration 13: (EM) log likelihood = -28706.446
Iteration 14: (EM) log likelihood = -28696.028
Iteration 15: (EM) log likelihood = -28687.407
Iteration 16: (EM) log likelihood = -28678.631
Iteration 17: (EM) log likelihood = -28671.435
Iteration 18: (EM) log likelihood = -28666.827
Iteration 19: (EM) log likelihood = -28662.24
Iteration 20: (EM) log likelihood = -28658.947
Iteration 21: (EM) log likelihood = -28655.34
Iteration 22: (EM) log likelihood = -28651.595
Iteration 23: (EM) log likelihood = -28645.744
Iteration 24: (EM) log likelihood = -28637.537
Iteration 25: (EM) log likelihood = -28628.221
Iteration 26: (EM) log likelihood = -28627.138
Iteration 27: (EM) log likelihood = -28625.594
Iteration 28: (EM) log likelihood = -28624.177
Iteration 29: (EM) log likelihood = -28623.048
Iteration 30: (EM) log likelihood = -28622.194
Iteration 31: (EM) log likelihood = -28621.118
Iteration 32: (EM) log likelihood = -28620.177
Iteration 33: (EM) log likelihood = -28619.071
Iteration 34: (EM) log likelihood = -28618.787
Iteration 35: (EM) log likelihood = -28618.487
Iteration 36: (EM) log likelihood = -28617.941
Iteration 37: (EM) log likelihood = -28617.306
Iteration 38: (EM) log likelihood = -28617.067
Iteration 39: (EM) log likelihood = -28616.83
Iteration 40: (EM) log likelihood = -28616.512
Iteration 41: (EM) log likelihood = -28616.269
Iteration 42: (EM) log likelihood = -28616.065
Iteration 43: (EM) log likelihood = -28615.804
Iteration 44: (EM) log likelihood = -28615.4
Iteration 45: (EM) log likelihood = -28614.852
Iteration 46: (EM) log likelihood = -28614.219
Iteration 47: (EM) log likelihood = -28613.649
Iteration 48: (EM) log likelihood = -28613.456
Iteration 49: (EM) log likelihood = -28612.734
Iteration 50: (EM) log likelihood = -28612.677
Iteration 51: (EM) log likelihood = -28612.769
Iteration 52: (EM) log likelihood = -28612.748
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5082
Iteration 1: (class) log likelihood = -4162.5082
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.224
Iteration 1: (outcome) log likelihood = -28949.169
Iteration 2: (outcome) log likelihood = -28931.768
Iteration 3: (outcome) log likelihood = -28931.35
Iteration 4: (outcome) log likelihood = -28931.274
Iteration 5: (outcome) log likelihood = -28931.257
Iteration 6: (outcome) log likelihood = -28931.252
Iteration 7: (outcome) log likelihood = -28931.251
Iteration 8: (outcome) log likelihood = -28931.251
Iteration 9: (outcome) log likelihood = -28931.251
Iteration 10: (outcome) log likelihood = -28931.251 (not concave)
Iteration 11: (outcome) log likelihood = -28931.251 (not concave)
Iteration 12: (outcome) log likelihood = -28931.251 (not concave)
Iteration 13: (outcome) log likelihood = -28931.251 (not concave)
Iteration 14: (outcome) log likelihood = -28931.251 (not concave)
Iteration 15: (outcome) log likelihood = -28931.251 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33072.431
Iteration 1: (EM) log likelihood = -32994.796
Iteration 2: (EM) log likelihood = -32748.773
Iteration 3: (EM) log likelihood = -32190.939
Iteration 4: (EM) log likelihood = -31355.421
Iteration 5: (EM) log likelihood = -30514.47
Iteration 6: (EM) log likelihood = -29786.404
Iteration 7: (EM) log likelihood = -29240.99
Iteration 8: (EM) log likelihood = -28909.358
Iteration 9: (EM) log likelihood = -28736.086
Iteration 10: (EM) log likelihood = -28652.904
Iteration 11: (EM) log likelihood = -28613.075
Iteration 12: (EM) log likelihood = -28592.482
Iteration 13: (EM) log likelihood = -28579.371
Iteration 14: (EM) log likelihood = -28569.137
Iteration 15: (EM) log likelihood = -28560.414
Iteration 16: (EM) log likelihood = -28555.628
Iteration 17: (EM) log likelihood = -28548.972
Iteration 18: (EM) log likelihood = -28545.562
Iteration 19: (EM) log likelihood = -28542.601
Iteration 20: (EM) log likelihood = -28539.603
Iteration 21: (EM) log likelihood = -28537.479
Iteration 22: (EM) log likelihood = -28534.371
Iteration 23: (EM) log likelihood = -28530.615
Iteration 24: (EM) log likelihood = -28526.459
Iteration 25: (EM) log likelihood = -28525.97
Iteration 26: (EM) log likelihood = -28524.879
Iteration 27: (EM) log likelihood = -28524.492
Iteration 28: (EM) log likelihood = -28524.13
Iteration 29: (EM) log likelihood = -28522.696
Iteration 30: (EM) log likelihood = -28521.392
Iteration 31: (EM) log likelihood = -28521.333
Iteration 32: (EM) log likelihood = -28521.34
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6198
Iteration 1: (class) log likelihood = -4162.6198
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.338
Iteration 1: (outcome) log likelihood = -28954.337
Iteration 2: (outcome) log likelihood = -28939.387
Iteration 3: (outcome) log likelihood = -28939.139
Iteration 4: (outcome) log likelihood = -28939.118
Iteration 5: (outcome) log likelihood = -28939.114
Iteration 6: (outcome) log likelihood = -28939.114
Iteration 7: (outcome) log likelihood = -28939.113
Iteration 8: (outcome) log likelihood = -28939.113
Iteration 9: (outcome) log likelihood = -28939.113
Refining starting values:
Iteration 0: (EM) log likelihood = -33083.91
Iteration 1: (EM) log likelihood = -33036.263
Iteration 2: (EM) log likelihood = -32947.603
Iteration 3: (EM) log likelihood = -32780.299
Iteration 4: (EM) log likelihood = -32462.593
Iteration 5: (EM) log likelihood = -31889.156
Iteration 6: (EM) log likelihood = -31193.688
Iteration 7: (EM) log likelihood = -30637.64
Iteration 8: (EM) log likelihood = -30241.295
Iteration 9: (EM) log likelihood = -29935.15
Iteration 10: (EM) log likelihood = -29690.023
Iteration 11: (EM) log likelihood = -29490.9
Iteration 12: (EM) log likelihood = -29327.263
Iteration 13: (EM) log likelihood = -29189.229
Iteration 14: (EM) log likelihood = -29058.55
Iteration 15: (EM) log likelihood = -28932.486
Iteration 16: (EM) log likelihood = -28817.816
Iteration 17: (EM) log likelihood = -28723.098
Iteration 18: (EM) log likelihood = -28653.587
Iteration 19: (EM) log likelihood = -28595.915
Iteration 20: (EM) log likelihood = -28554.353
Iteration 21: (EM) log likelihood = -28518.075
Iteration 22: (EM) log likelihood = -28483.733
Iteration 23: (EM) log likelihood = -28457.02
Iteration 24: (EM) log likelihood = -28432.743
Iteration 25: (EM) log likelihood = -28413.582
Iteration 26: (EM) log likelihood = -28394.857
Iteration 27: (EM) log likelihood = -28371.426
Iteration 28: (EM) log likelihood = -28351.231
Iteration 29: (EM) log likelihood = -28331.67
Iteration 30: (EM) log likelihood = -28314.199
Iteration 31: (EM) log likelihood = -28298.795
Iteration 32: (EM) log likelihood = -28281.294
Iteration 33: (EM) log likelihood = -28269.561
Iteration 34: (EM) log likelihood = -28258.584
Iteration 35: (EM) log likelihood = -28245.729
Iteration 36: (EM) log likelihood = -28235.505
Iteration 37: (EM) log likelihood = -28226.27
Iteration 38: (EM) log likelihood = -28218.901
Iteration 39: (EM) log likelihood = -28210.231
Iteration 40: (EM) log likelihood = -28201.996
Iteration 41: (EM) log likelihood = -28194.008
Iteration 42: (EM) log likelihood = -28188.377
Iteration 43: (EM) log likelihood = -28181.401
Iteration 44: (EM) log likelihood = -28174.398
Iteration 45: (EM) log likelihood = -28169.421
Iteration 46: (EM) log likelihood = -28164.426
Iteration 47: (EM) log likelihood = -28160.674
Iteration 48: (EM) log likelihood = -28155.629
Iteration 49: (EM) log likelihood = -28149.875
Iteration 50: (EM) log likelihood = -28146.329
Iteration 51: (EM) log likelihood = -28143.712
Iteration 52: (EM) log likelihood = -28141.675
Iteration 53: (EM) log likelihood = -28138.103
Iteration 54: (EM) log likelihood = -28134.022
Iteration 55: (EM) log likelihood = -28131.86
Iteration 56: (EM) log likelihood = -28129.069
Iteration 57: (EM) log likelihood = -28126.798
Iteration 58: (EM) log likelihood = -28124.377
Iteration 59: (EM) log likelihood = -28121.995
Iteration 60: (EM) log likelihood = -28118.687
Iteration 61: (EM) log likelihood = -28117.53
Iteration 62: (EM) log likelihood = -28115.823
Iteration 63: (EM) log likelihood = -28114.241
Iteration 64: (EM) log likelihood = -28112.872
Iteration 65: (EM) log likelihood = -28111.39
Iteration 66: (EM) log likelihood = -28110.44
Iteration 67: (EM) log likelihood = -28109.575
Iteration 68: (EM) log likelihood = -28108.547
Iteration 69: (EM) log likelihood = -28107.821
Iteration 70: (EM) log likelihood = -28106.922
Iteration 71: (EM) log likelihood = -28106.221
Iteration 72: (EM) log likelihood = -28105.481
Iteration 73: (EM) log likelihood = -28104.681
Iteration 74: (EM) log likelihood = -28104.14
Iteration 75: (EM) log likelihood = -28103.542
Iteration 76: (EM) log likelihood = -28103.048
Iteration 77: (EM) log likelihood = -28102.662
Iteration 78: (EM) log likelihood = -28101.945
Iteration 79: (EM) log likelihood = -28101.141
Iteration 80: (EM) log likelihood = -28103.994
Iteration 81: (EM) log likelihood = -28103.184
Iteration 82: (EM) log likelihood = -28101.953
Iteration 83: (EM) log likelihood = -28100.755
Iteration 84: (EM) log likelihood = -28099.81
Iteration 85: (EM) log likelihood = -28098.716
Iteration 86: (EM) log likelihood = -28098.036
Iteration 87: (EM) log likelihood = -28096.938
Iteration 88: (EM) log likelihood = -28096.228
Iteration 89: (EM) log likelihood = -28095.265
Iteration 90: (EM) log likelihood = -28094.648
Iteration 91: (EM) log likelihood = -28093.647
Iteration 92: (EM) log likelihood = -28093.054
Iteration 93: (EM) log likelihood = -28092.398
Iteration 94: (EM) log likelihood = -28091.908
Iteration 95: (EM) log likelihood = -28091.476
Iteration 96: (EM) log likelihood = -28093.415
Iteration 97: (EM) log likelihood = -28093.267
Iteration 98: (EM) log likelihood = -28090.988
Iteration 99: (EM) log likelihood = -28090.491
Iteration 100: (EM) log likelihood = -28088.954
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.0638
Iteration 1: (class) log likelihood = -4162.0638
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.151
Iteration 1: (outcome) log likelihood = -28984.188
Iteration 2: (outcome) log likelihood = -28931.558
Iteration 3: (outcome) log likelihood = -28925.473
Iteration 4: (outcome) log likelihood = -28924.885
Iteration 5: (outcome) log likelihood = -28924.83
Iteration 6: (outcome) log likelihood = -28924.82
Iteration 7: (outcome) log likelihood = -28924.817
Iteration 8: (outcome) log likelihood = -28924.817
Iteration 9: (outcome) log likelihood = -28924.817
Iteration 10: (outcome) log likelihood = -28924.817 (not concave)
Iteration 11: (outcome) log likelihood = -28924.817 (not concave)
Iteration 12: (outcome) log likelihood = -28924.817 (not concave)
Iteration 13: (outcome) log likelihood = -28924.817 (not concave)
Iteration 14: (outcome) log likelihood = -28924.817 (not concave)
Iteration 15: (outcome) log likelihood = -28924.817 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33063.75
Iteration 1: (EM) log likelihood = -32989.59
Iteration 2: (EM) log likelihood = -32777.502
Iteration 3: (EM) log likelihood = -32330.844
Iteration 4: (EM) log likelihood = -31661.62
Iteration 5: (EM) log likelihood = -30895.967
Iteration 6: (EM) log likelihood = -30267.603
Iteration 7: (EM) log likelihood = -29865.844
Iteration 8: (EM) log likelihood = -29609.172
Iteration 9: (EM) log likelihood = -29446.268
Iteration 10: (EM) log likelihood = -29337.998
Iteration 11: (EM) log likelihood = -29245.416
Iteration 12: (EM) log likelihood = -29172.595
Iteration 13: (EM) log likelihood = -29096.714
Iteration 14: (EM) log likelihood = -29018.501
Iteration 15: (EM) log likelihood = -28945.107
Iteration 16: (EM) log likelihood = -28881.157
Iteration 17: (EM) log likelihood = -28827.172
Iteration 18: (EM) log likelihood = -28784.912
Iteration 19: (EM) log likelihood = -28755.591
Iteration 20: (EM) log likelihood = -28734.965
Iteration 21: (EM) log likelihood = -28719.839
Iteration 22: (EM) log likelihood = -28708.712
Iteration 23: (EM) log likelihood = -28699.833
Iteration 24: (EM) log likelihood = -28693.316
Iteration 25: (EM) log likelihood = -28687.332
Iteration 26: (EM) log likelihood = -28683.085
Iteration 27: (EM) log likelihood = -28679.334
Iteration 28: (EM) log likelihood = -28675.565
Iteration 29: (EM) log likelihood = -28672.418
Iteration 30: (EM) log likelihood = -28669.322
Iteration 31: (EM) log likelihood = -28666.587
Iteration 32: (EM) log likelihood = -28663.416
Iteration 33: (EM) log likelihood = -28660.824
Iteration 34: (EM) log likelihood = -28658.495
Iteration 35: (EM) log likelihood = -28655.674
Iteration 36: (EM) log likelihood = -28653.509
Iteration 37: (EM) log likelihood = -28650.808
Iteration 38: (EM) log likelihood = -28648.771
Iteration 39: (EM) log likelihood = -28646.101
Iteration 40: (EM) log likelihood = -28643.023
Iteration 41: (EM) log likelihood = -28640.269
Iteration 42: (EM) log likelihood = -28636.978
Iteration 43: (EM) log likelihood = -28634.106
Iteration 44: (EM) log likelihood = -28631.751
Iteration 45: (EM) log likelihood = -28629.446
Iteration 46: (EM) log likelihood = -28627.199
Iteration 47: (EM) log likelihood = -28625.158
Iteration 48: (EM) log likelihood = -28623.333
Iteration 49: (EM) log likelihood = -28621.77
Iteration 50: (EM) log likelihood = -28620.386
Iteration 51: (EM) log likelihood = -28619.154
Iteration 52: (EM) log likelihood = -28617.927
Iteration 53: (EM) log likelihood = -28616.938
Iteration 54: (EM) log likelihood = -28616.117
Iteration 55: (EM) log likelihood = -28615.445
Iteration 56: (EM) log likelihood = -28614.806
Iteration 57: (EM) log likelihood = -28614.324
Iteration 58: (EM) log likelihood = -28613.932
Iteration 59: (EM) log likelihood = -28613.642
Iteration 60: (EM) log likelihood = -28613.264
Iteration 61: (EM) log likelihood = -28613
Iteration 62: (EM) log likelihood = -28612.682
Iteration 63: (EM) log likelihood = -28612.435
Iteration 64: (EM) log likelihood = -28612.292
Iteration 65: (EM) log likelihood = -28612.098
Iteration 66: (EM) log likelihood = -28611.966
Iteration 67: (EM) log likelihood = -28611.876
Iteration 68: (EM) log likelihood = -28611.721
Iteration 69: (EM) log likelihood = -28611.631
Iteration 70: (EM) log likelihood = -28611.535
Iteration 71: (EM) log likelihood = -28611.434
Iteration 72: (EM) log likelihood = -28611.389
Iteration 73: (EM) log likelihood = -28611.296
Iteration 74: (EM) log likelihood = -28611.232
Iteration 75: (EM) log likelihood = -28611.171
Iteration 76: (EM) log likelihood = -28611.131
Iteration 77: (EM) log likelihood = -28611.054
Iteration 78: (EM) log likelihood = -28610.952
Iteration 79: (EM) log likelihood = -28610.954
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1054
Iteration 1: (class) log likelihood = -4162.1054
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29158.204
Iteration 1: (outcome) log likelihood = -28965.1
Iteration 2: (outcome) log likelihood = -28947.309
Iteration 3: (outcome) log likelihood = -28945.915
Iteration 4: (outcome) log likelihood = -28945.698
Iteration 5: (outcome) log likelihood = -28945.658
Iteration 6: (outcome) log likelihood = -28945.649
Iteration 7: (outcome) log likelihood = -28945.646
Iteration 8: (outcome) log likelihood = -28945.646
Iteration 9: (outcome) log likelihood = -28945.646
Iteration 10: (outcome) log likelihood = -28945.646 (not concave)
Iteration 11: (outcome) log likelihood = -28945.646 (not concave)
Iteration 12: (outcome) log likelihood = -28945.646 (not concave)
Iteration 13: (outcome) log likelihood = -28945.646 (not concave)
Iteration 14: (outcome) log likelihood = -28945.646 (not concave)
Iteration 15: (outcome) log likelihood = -28945.646 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33109.199
Iteration 1: (EM) log likelihood = -33105.665
Iteration 2: (EM) log likelihood = -33092.617
Iteration 3: (EM) log likelihood = -33054.142
Iteration 4: (EM) log likelihood = -32938.221
Iteration 5: (EM) log likelihood = -32632.436
Iteration 6: (EM) log likelihood = -32084.837
Iteration 7: (EM) log likelihood = -31469.927
Iteration 8: (EM) log likelihood = -30948.817
Iteration 9: (EM) log likelihood = -30524.963
Iteration 10: (EM) log likelihood = -30153.166
Iteration 11: (EM) log likelihood = -29802.494
Iteration 12: (EM) log likelihood = -29481.179
Iteration 13: (EM) log likelihood = -29195.331
Iteration 14: (EM) log likelihood = -28943.597
Iteration 15: (EM) log likelihood = -28742.436
Iteration 16: (EM) log likelihood = -28602.852
Iteration 17: (EM) log likelihood = -28510.951
Iteration 18: (EM) log likelihood = -28441.017
Iteration 19: (EM) log likelihood = -28384.314
Iteration 20: (EM) log likelihood = -28328.308
Iteration 21: (EM) log likelihood = -28277.104
Iteration 22: (EM) log likelihood = -28228.151
Iteration 23: (EM) log likelihood = -28183.205
Iteration 24: (EM) log likelihood = -28140.716
Iteration 25: (EM) log likelihood = -28098.854
Iteration 26: (EM) log likelihood = -28063.837
Iteration 27: (EM) log likelihood = -28033.137
Iteration 28: (EM) log likelihood = -28008.192
Iteration 29: (EM) log likelihood = -27985.08
Iteration 30: (EM) log likelihood = -27966.287
Iteration 31: (EM) log likelihood = -27949.08
Iteration 32: (EM) log likelihood = -27931.953
Iteration 33: (EM) log likelihood = -27917.302
Iteration 34: (EM) log likelihood = -27905.526
Iteration 35: (EM) log likelihood = -27896.82
Iteration 36: (EM) log likelihood = -27887.23
Iteration 37: (EM) log likelihood = -27880.079
Iteration 38: (EM) log likelihood = -27871.542
Iteration 39: (EM) log likelihood = -27864.623
Iteration 40: (EM) log likelihood = -27857.509
Iteration 41: (EM) log likelihood = -27849.805
Iteration 42: (EM) log likelihood = -27842.834
Iteration 43: (EM) log likelihood = -27837.502
Iteration 44: (EM) log likelihood = -27832.005
Iteration 45: (EM) log likelihood = -27828.677
Iteration 46: (EM) log likelihood = -27825.323
Iteration 47: (EM) log likelihood = -27822.477
Iteration 48: (EM) log likelihood = -27819.872
Iteration 49: (EM) log likelihood = -27818.776
Iteration 50: (EM) log likelihood = -27817.636
Iteration 51: (EM) log likelihood = -27816.603
Iteration 52: (EM) log likelihood = -27815.819
Iteration 53: (EM) log likelihood = -27815.267
Iteration 54: (EM) log likelihood = -27814.617
Iteration 55: (EM) log likelihood = -27813.952
Iteration 56: (EM) log likelihood = -27813.332
Iteration 57: (EM) log likelihood = -27812.869
Iteration 58: (EM) log likelihood = -27812.67
Iteration 59: (EM) log likelihood = -27812.296
Iteration 60: (EM) log likelihood = -27812.041
Iteration 61: (EM) log likelihood = -27811.659
Iteration 62: (EM) log likelihood = -27811.266
Iteration 63: (EM) log likelihood = -27811.078
Iteration 64: (EM) log likelihood = -27810.667
Iteration 65: (EM) log likelihood = -27810.612
Iteration 66: (EM) log likelihood = -27810.431
Iteration 67: (EM) log likelihood = -27810.336
Iteration 68: (EM) log likelihood = -27810.04
Iteration 69: (EM) log likelihood = -27809.966
Iteration 70: (EM) log likelihood = -27809.758
Iteration 71: (EM) log likelihood = -27809.692
Iteration 72: (EM) log likelihood = -27809.538
Iteration 73: (EM) log likelihood = -27809.558
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.191
Iteration 1: (class) log likelihood = -4161.191
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.238
Iteration 1: (outcome) log likelihood = -28951.975
Iteration 2: (outcome) log likelihood = -28931.955
Iteration 3: (outcome) log likelihood = -28930.599
Iteration 4: (outcome) log likelihood = -28930.452
Iteration 5: (outcome) log likelihood = -28930.419
Iteration 6: (outcome) log likelihood = -28930.412
Iteration 7: (outcome) log likelihood = -28930.41
Iteration 8: (outcome) log likelihood = -28930.41
Iteration 9: (outcome) log likelihood = -28930.41
Iteration 10: (outcome) log likelihood = -28930.41 (not concave)
Iteration 11: (outcome) log likelihood = -28930.41 (not concave)
Iteration 12: (outcome) log likelihood = -28930.41 (not concave)
Iteration 13: (outcome) log likelihood = -28930.41 (not concave)
Iteration 14: (outcome) log likelihood = -28930.41 (not concave)
Iteration 15: (outcome) log likelihood = -28930.41 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33081.809
Iteration 1: (EM) log likelihood = -33053.491
Iteration 2: (EM) log likelihood = -32992.097
Iteration 3: (EM) log likelihood = -32851.269
Iteration 4: (EM) log likelihood = -32508.752
Iteration 5: (EM) log likelihood = -31769.886
Iteration 6: (EM) log likelihood = -30748.366
Iteration 7: (EM) log likelihood = -29900.245
Iteration 8: (EM) log likelihood = -29352.563
Iteration 9: (EM) log likelihood = -29009.285
Iteration 10: (EM) log likelihood = -28813.704
Iteration 11: (EM) log likelihood = -28712.624
Iteration 12: (EM) log likelihood = -28659.154
Iteration 13: (EM) log likelihood = -28623.563
Iteration 14: (EM) log likelihood = -28599.245
Iteration 15: (EM) log likelihood = -28580.012
Iteration 16: (EM) log likelihood = -28564.668
Iteration 17: (EM) log likelihood = -28551.102
Iteration 18: (EM) log likelihood = -28538.538
Iteration 19: (EM) log likelihood = -28528.533
Iteration 20: (EM) log likelihood = -28521.626
Iteration 21: (EM) log likelihood = -28515.088
Iteration 22: (EM) log likelihood = -28508.123
Iteration 23: (EM) log likelihood = -28500.237
Iteration 24: (EM) log likelihood = -28494.011
Iteration 25: (EM) log likelihood = -28488.405
Iteration 26: (EM) log likelihood = -28481.138
Iteration 27: (EM) log likelihood = -28474.865
Iteration 28: (EM) log likelihood = -28469.824
Iteration 29: (EM) log likelihood = -28464.143
Iteration 30: (EM) log likelihood = -28459.975
Iteration 31: (EM) log likelihood = -28455.906
Iteration 32: (EM) log likelihood = -28452.801
Iteration 33: (EM) log likelihood = -28448.405
Iteration 34: (EM) log likelihood = -28443.949
Iteration 35: (EM) log likelihood = -28441.131
Iteration 36: (EM) log likelihood = -28436.157
Iteration 37: (EM) log likelihood = -28429.034
Iteration 38: (EM) log likelihood = -28426.617
Iteration 39: (EM) log likelihood = -28424.581
Iteration 40: (EM) log likelihood = -28422.24
Iteration 41: (EM) log likelihood = -28420.07
Iteration 42: (EM) log likelihood = -28418.251
Iteration 43: (EM) log likelihood = -28416.117
Iteration 44: (EM) log likelihood = -28414.294
Iteration 45: (EM) log likelihood = -28412.595
Iteration 46: (EM) log likelihood = -28410.999
Iteration 47: (EM) log likelihood = -28409.752
Iteration 48: (EM) log likelihood = -28408.175
Iteration 49: (EM) log likelihood = -28406.734
Iteration 50: (EM) log likelihood = -28405.392
Iteration 51: (EM) log likelihood = -28403.879
Iteration 52: (EM) log likelihood = -28402.709
Iteration 53: (EM) log likelihood = -28401.468
Iteration 54: (EM) log likelihood = -28400.139
Iteration 55: (EM) log likelihood = -28398.955
Iteration 56: (EM) log likelihood = -28397.882
Iteration 57: (EM) log likelihood = -28396.815
Iteration 58: (EM) log likelihood = -28395.805
Iteration 59: (EM) log likelihood = -28394.761
Iteration 60: (EM) log likelihood = -28393.617
Iteration 61: (EM) log likelihood = -28392.699
Iteration 62: (EM) log likelihood = -28391.771
Iteration 63: (EM) log likelihood = -28390.658
Iteration 64: (EM) log likelihood = -28389.836
Iteration 65: (EM) log likelihood = -28388.991
Iteration 66: (EM) log likelihood = -28388.035
Iteration 67: (EM) log likelihood = -28387.3
Iteration 68: (EM) log likelihood = -28386.51
Iteration 69: (EM) log likelihood = -28385.745
Iteration 70: (EM) log likelihood = -28384.989
Iteration 71: (EM) log likelihood = -28384.277
Iteration 72: (EM) log likelihood = -28383.799
Iteration 73: (EM) log likelihood = -28383.08
Iteration 74: (EM) log likelihood = -28382.39
Iteration 75: (EM) log likelihood = -28381.633
Iteration 76: (EM) log likelihood = -28380.866
Iteration 77: (EM) log likelihood = -28379.862
Iteration 78: (EM) log likelihood = -28379.053
Iteration 79: (EM) log likelihood = -28377.821
Iteration 80: (EM) log likelihood = -28377.176
Iteration 81: (EM) log likelihood = -28376.53
Iteration 82: (EM) log likelihood = -28375.868
Iteration 83: (EM) log likelihood = -28375.182
Iteration 84: (EM) log likelihood = -28374.542
Iteration 85: (EM) log likelihood = -28373.98
Iteration 86: (EM) log likelihood = -28373.404
Iteration 87: (EM) log likelihood = -28372.8
Iteration 88: (EM) log likelihood = -28372.117
Iteration 89: (EM) log likelihood = -28371.74
Iteration 90: (EM) log likelihood = -28371.176
Iteration 91: (EM) log likelihood = -28370.596
Iteration 92: (EM) log likelihood = -28370.09
Iteration 93: (EM) log likelihood = -28369.603
Iteration 94: (EM) log likelihood = -28369.142
Iteration 95: (EM) log likelihood = -28368.674
Iteration 96: (EM) log likelihood = -28368.228
Iteration 97: (EM) log likelihood = -28367.795
Iteration 98: (EM) log likelihood = -28367.325
Iteration 99: (EM) log likelihood = -28365.924
Iteration 100: (EM) log likelihood = -28365.616
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.5603
Iteration 1: (class) log likelihood = -4162.5603
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.497
Iteration 1: (outcome) log likelihood = -28978.937
Iteration 2: (outcome) log likelihood = -28941.751
Iteration 3: (outcome) log likelihood = -28936.649
Iteration 4: (outcome) log likelihood = -28936.025
Iteration 5: (outcome) log likelihood = -28935.972
Iteration 6: (outcome) log likelihood = -28935.96
Iteration 7: (outcome) log likelihood = -28935.958
Iteration 8: (outcome) log likelihood = -28935.958
Iteration 9: (outcome) log likelihood = -28935.958 (not concave)
Iteration 10: (outcome) log likelihood = -28935.958 (not concave)
Iteration 11: (outcome) log likelihood = -28935.958 (not concave)
Iteration 12: (outcome) log likelihood = -28935.958 (not concave)
Iteration 13: (outcome) log likelihood = -28935.958 (not concave)
Iteration 14: (outcome) log likelihood = -28935.958 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33093.771
Iteration 1: (EM) log likelihood = -33072.378
Iteration 2: (EM) log likelihood = -33013.491
Iteration 3: (EM) log likelihood = -32892.677
Iteration 4: (EM) log likelihood = -32730.172
Iteration 5: (EM) log likelihood = -32515.034
Iteration 6: (EM) log likelihood = -32184.495
Iteration 7: (EM) log likelihood = -31648.421
Iteration 8: (EM) log likelihood = -30893.936
Iteration 9: (EM) log likelihood = -30186.478
Iteration 10: (EM) log likelihood = -29655.594
Iteration 11: (EM) log likelihood = -29270.184
Iteration 12: (EM) log likelihood = -29018.731
Iteration 13: (EM) log likelihood = -28862.722
Iteration 14: (EM) log likelihood = -28769.194
Iteration 15: (EM) log likelihood = -28714.149
Iteration 16: (EM) log likelihood = -28675.959
Iteration 17: (EM) log likelihood = -28651.292
Iteration 18: (EM) log likelihood = -28630.584
Iteration 19: (EM) log likelihood = -28609.895
Iteration 20: (EM) log likelihood = -28588.406
Iteration 21: (EM) log likelihood = -28569.301
Iteration 22: (EM) log likelihood = -28550.343
Iteration 23: (EM) log likelihood = -28531.308
Iteration 24: (EM) log likelihood = -28511.797
Iteration 25: (EM) log likelihood = -28492.591
Iteration 26: (EM) log likelihood = -28472.354
Iteration 27: (EM) log likelihood = -28453.658
Iteration 28: (EM) log likelihood = -28436.238
Iteration 29: (EM) log likelihood = -28417.215
Iteration 30: (EM) log likelihood = -28399.523
Iteration 31: (EM) log likelihood = -28382.867
Iteration 32: (EM) log likelihood = -28367.073
Iteration 33: (EM) log likelihood = -28350.491
Iteration 34: (EM) log likelihood = -28333.491
Iteration 35: (EM) log likelihood = -28316.771
Iteration 36: (EM) log likelihood = -28300.286
Iteration 37: (EM) log likelihood = -28285.448
Iteration 38: (EM) log likelihood = -28269.723
Iteration 39: (EM) log likelihood = -28255.245
Iteration 40: (EM) log likelihood = -28240.409
Iteration 41: (EM) log likelihood = -28225.655
Iteration 42: (EM) log likelihood = -28213.404
Iteration 43: (EM) log likelihood = -28200.488
Iteration 44: (EM) log likelihood = -28188.61
Iteration 45: (EM) log likelihood = -28176.484
Iteration 46: (EM) log likelihood = -28165.271
Iteration 47: (EM) log likelihood = -28152.636
Iteration 48: (EM) log likelihood = -28144.152
Iteration 49: (EM) log likelihood = -28133.196
Iteration 50: (EM) log likelihood = -28124.455
Iteration 51: (EM) log likelihood = -28115.53
Iteration 52: (EM) log likelihood = -28105.315
Iteration 53: (EM) log likelihood = -28097.254
Iteration 54: (EM) log likelihood = -28088.063
Iteration 55: (EM) log likelihood = -28078.135
Iteration 56: (EM) log likelihood = -28067.861
Iteration 57: (EM) log likelihood = -28055.413
Iteration 58: (EM) log likelihood = -28044.062
Iteration 59: (EM) log likelihood = -28030.004
Iteration 60: (EM) log likelihood = -28016.978
Iteration 61: (EM) log likelihood = -28003.311
Iteration 62: (EM) log likelihood = -27987.979
Iteration 63: (EM) log likelihood = -27971.125
Iteration 64: (EM) log likelihood = -27956.935
Iteration 65: (EM) log likelihood = -27943.607
Iteration 66: (EM) log likelihood = -27930.902
Iteration 67: (EM) log likelihood = -27917.936
Iteration 68: (EM) log likelihood = -27905.419
Iteration 69: (EM) log likelihood = -27896.392
Iteration 70: (EM) log likelihood = -27886.529
Iteration 71: (EM) log likelihood = -27876.805
Iteration 72: (EM) log likelihood = -27867.673
Iteration 73: (EM) log likelihood = -27860.174
Iteration 74: (EM) log likelihood = -27853.527
Iteration 75: (EM) log likelihood = -27846.463
Iteration 76: (EM) log likelihood = -27839.563
Iteration 77: (EM) log likelihood = -27833.609
Iteration 78: (EM) log likelihood = -27829.155
Iteration 79: (EM) log likelihood = -27823.124
Iteration 80: (EM) log likelihood = -27817.384
Iteration 81: (EM) log likelihood = -27813.59
Iteration 82: (EM) log likelihood = -27810.238
Iteration 83: (EM) log likelihood = -27806.162
Iteration 84: (EM) log likelihood = -27802.221
Iteration 85: (EM) log likelihood = -27799.308
Iteration 86: (EM) log likelihood = -27795.498
Iteration 87: (EM) log likelihood = -27792.083
Iteration 88: (EM) log likelihood = -27787.559
Iteration 89: (EM) log likelihood = -27785.123
Iteration 90: (EM) log likelihood = -27782.773
Iteration 91: (EM) log likelihood = -27780.283
Iteration 92: (EM) log likelihood = -27778.375
Iteration 93: (EM) log likelihood = -27776.659
Iteration 94: (EM) log likelihood = -27774.762
Iteration 95: (EM) log likelihood = -27773.268
Iteration 96: (EM) log likelihood = -27771.906
Iteration 97: (EM) log likelihood = -27770.233
Iteration 98: (EM) log likelihood = -27768.509
Iteration 99: (EM) log likelihood = -27767.558
Iteration 100: (EM) log likelihood = -27766.413
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2211
Iteration 1: (class) log likelihood = -4162.2211
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.039
Iteration 1: (outcome) log likelihood = -28946.832
Iteration 2: (outcome) log likelihood = -28927.712
Iteration 3: (outcome) log likelihood = -28926.567
Iteration 4: (outcome) log likelihood = -28926.38
Iteration 5: (outcome) log likelihood = -28926.341
Iteration 6: (outcome) log likelihood = -28926.332
Iteration 7: (outcome) log likelihood = -28926.331
Iteration 8: (outcome) log likelihood = -28926.33
Iteration 9: (outcome) log likelihood = -28926.33
Iteration 10: (outcome) log likelihood = -28926.33 (not concave)
Iteration 11: (outcome) log likelihood = -28926.33 (not concave)
Iteration 12: (outcome) log likelihood = -28926.33 (not concave)
Iteration 13: (outcome) log likelihood = -28926.33 (not concave)
Iteration 14: (outcome) log likelihood = -28926.33 (not concave)
Iteration 15: (outcome) log likelihood = -28926.33 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33058.488
Iteration 1: (EM) log likelihood = -32942.615
Iteration 2: (EM) log likelihood = -32619.436
Iteration 3: (EM) log likelihood = -32014.923
Iteration 4: (EM) log likelihood = -31314.102
Iteration 5: (EM) log likelihood = -30722.603
Iteration 6: (EM) log likelihood = -30231.99
Iteration 7: (EM) log likelihood = -29763.023
Iteration 8: (EM) log likelihood = -29325.091
Iteration 9: (EM) log likelihood = -28987.121
Iteration 10: (EM) log likelihood = -28789.558
Iteration 11: (EM) log likelihood = -28693.668
Iteration 12: (EM) log likelihood = -28649.141
Iteration 13: (EM) log likelihood = -28628.272
Iteration 14: (EM) log likelihood = -28621.627
Iteration 15: (EM) log likelihood = -28618.775
Iteration 16: (EM) log likelihood = -28617
Iteration 17: (EM) log likelihood = -28616.781
Iteration 18: (EM) log likelihood = -28617.079
Iteration 19: (EM) log likelihood = -28617.659
Iteration 20: (EM) log likelihood = -28618.115
Iteration 21: (EM) log likelihood = -28618.223
Iteration 22: (EM) log likelihood = -28617.786
Iteration 23: (EM) log likelihood = -28616.851
Iteration 24: (EM) log likelihood = -28614.77
Iteration 25: (EM) log likelihood = -28613.881
Iteration 26: (EM) log likelihood = -28612.969
Iteration 27: (EM) log likelihood = -28611.472
Iteration 28: (EM) log likelihood = -28609.798
Iteration 29: (EM) log likelihood = -28608.255
Iteration 30: (EM) log likelihood = -28606.926
Iteration 31: (EM) log likelihood = -28604.458
Iteration 32: (EM) log likelihood = -28602.017
Iteration 33: (EM) log likelihood = -28598.978
Iteration 34: (EM) log likelihood = -28596.206
Iteration 35: (EM) log likelihood = -28593.081
Iteration 36: (EM) log likelihood = -28589.494
Iteration 37: (EM) log likelihood = -28585.961
Iteration 38: (EM) log likelihood = -28582.232
Iteration 39: (EM) log likelihood = -28578.282
Iteration 40: (EM) log likelihood = -28574.156
Iteration 41: (EM) log likelihood = -28570.233
Iteration 42: (EM) log likelihood = -28566.364
Iteration 43: (EM) log likelihood = -28561.996
Iteration 44: (EM) log likelihood = -28558.047
Iteration 45: (EM) log likelihood = -28553.915
Iteration 46: (EM) log likelihood = -28550.007
Iteration 47: (EM) log likelihood = -28546.277
Iteration 48: (EM) log likelihood = -28542.689
Iteration 49: (EM) log likelihood = -28539.34
Iteration 50: (EM) log likelihood = -28535.936
Iteration 51: (EM) log likelihood = -28532.556
Iteration 52: (EM) log likelihood = -28529.557
Iteration 53: (EM) log likelihood = -28526.744
Iteration 54: (EM) log likelihood = -28523.541
Iteration 55: (EM) log likelihood = -28520.606
Iteration 56: (EM) log likelihood = -28517.797
Iteration 57: (EM) log likelihood = -28515.093
Iteration 58: (EM) log likelihood = -28512.489
Iteration 59: (EM) log likelihood = -28509.93
Iteration 60: (EM) log likelihood = -28507.322
Iteration 61: (EM) log likelihood = -28504.426
Iteration 62: (EM) log likelihood = -28501.718
Iteration 63: (EM) log likelihood = -28498.967
Iteration 64: (EM) log likelihood = -28496.405
Iteration 65: (EM) log likelihood = -28493.913
Iteration 66: (EM) log likelihood = -28491.537
Iteration 67: (EM) log likelihood = -28489.155
Iteration 68: (EM) log likelihood = -28486.717
Iteration 69: (EM) log likelihood = -28484.356
Iteration 70: (EM) log likelihood = -28481.984
Iteration 71: (EM) log likelihood = -28479.732
Iteration 72: (EM) log likelihood = -28478.556
Iteration 73: (EM) log likelihood = -28476.106
Iteration 74: (EM) log likelihood = -28474.118
Iteration 75: (EM) log likelihood = -28471.817
Iteration 76: (EM) log likelihood = -28469.626
Iteration 77: (EM) log likelihood = -28467.647
Iteration 78: (EM) log likelihood = -28466.142
Iteration 79: (EM) log likelihood = -28464.022
Iteration 80: (EM) log likelihood = -28462.087
Iteration 81: (EM) log likelihood = -28460.324
Iteration 82: (EM) log likelihood = -28458.505
Iteration 83: (EM) log likelihood = -28456.661
Iteration 84: (EM) log likelihood = -28454.864
Iteration 85: (EM) log likelihood = -28453.045
Iteration 86: (EM) log likelihood = -28451.367
Iteration 87: (EM) log likelihood = -28449.764
Iteration 88: (EM) log likelihood = -28447.951
Iteration 89: (EM) log likelihood = -28446
Iteration 90: (EM) log likelihood = -28444.177
Iteration 91: (EM) log likelihood = -28442.48
Iteration 92: (EM) log likelihood = -28440.852
Iteration 93: (EM) log likelihood = -28439.178
Iteration 94: (EM) log likelihood = -28437.57
Iteration 95: (EM) log likelihood = -28435.985
Iteration 96: (EM) log likelihood = -28434.455
Iteration 97: (EM) log likelihood = -28432.968
Iteration 98: (EM) log likelihood = -28431.459
Iteration 99: (EM) log likelihood = -28429.893
Iteration 100: (EM) log likelihood = -28428.406
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4971
Iteration 1: (class) log likelihood = -4162.4971
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.68
Iteration 1: (outcome) log likelihood = -28944.106
Iteration 2: (outcome) log likelihood = -28929.204
Iteration 3: (outcome) log likelihood = -28928.449
Iteration 4: (outcome) log likelihood = -28928.283
Iteration 5: (outcome) log likelihood = -28928.25
Iteration 6: (outcome) log likelihood = -28928.243
Iteration 7: (outcome) log likelihood = -28928.241
Iteration 8: (outcome) log likelihood = -28928.241
Iteration 9: (outcome) log likelihood = -28928.24
Iteration 10: (outcome) log likelihood = -28928.24 (not concave)
Iteration 11: (outcome) log likelihood = -28928.24 (not concave)
Iteration 12: (outcome) log likelihood = -28928.24 (not concave)
Iteration 13: (outcome) log likelihood = -28928.24 (not concave)
Iteration 14: (outcome) log likelihood = -28928.24 (not concave)
Iteration 15: (outcome) log likelihood = -28928.24 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.818
Iteration 1: (EM) log likelihood = -33039.802
Iteration 2: (EM) log likelihood = -32917.68
Iteration 3: (EM) log likelihood = -32588.033
Iteration 4: (EM) log likelihood = -31858.176
Iteration 5: (EM) log likelihood = -30945.247
Iteration 6: (EM) log likelihood = -30325.765
Iteration 7: (EM) log likelihood = -29956.905
Iteration 8: (EM) log likelihood = -29702.763
Iteration 9: (EM) log likelihood = -29518.91
Iteration 10: (EM) log likelihood = -29379.473
Iteration 11: (EM) log likelihood = -29258.608
Iteration 12: (EM) log likelihood = -29137.548
Iteration 13: (EM) log likelihood = -29011.497
Iteration 14: (EM) log likelihood = -28897.32
Iteration 15: (EM) log likelihood = -28799.844
Iteration 16: (EM) log likelihood = -28725.975
Iteration 17: (EM) log likelihood = -28669.579
Iteration 18: (EM) log likelihood = -28625.963
Iteration 19: (EM) log likelihood = -28586.177
Iteration 20: (EM) log likelihood = -28559.569
Iteration 21: (EM) log likelihood = -28532.934
Iteration 22: (EM) log likelihood = -28506.075
Iteration 23: (EM) log likelihood = -28478.141
Iteration 24: (EM) log likelihood = -28446.724
Iteration 25: (EM) log likelihood = -28417.997
Iteration 26: (EM) log likelihood = -28389.92
Iteration 27: (EM) log likelihood = -28363.294
Iteration 28: (EM) log likelihood = -28338.643
Iteration 29: (EM) log likelihood = -28316.528
Iteration 30: (EM) log likelihood = -28298.964
Iteration 31: (EM) log likelihood = -28283.538
Iteration 32: (EM) log likelihood = -28270.353
Iteration 33: (EM) log likelihood = -28256.776
Iteration 34: (EM) log likelihood = -28245.827
Iteration 35: (EM) log likelihood = -28233.847
Iteration 36: (EM) log likelihood = -28223.399
Iteration 37: (EM) log likelihood = -28213.861
Iteration 38: (EM) log likelihood = -28205.962
Iteration 39: (EM) log likelihood = -28198.838
Iteration 40: (EM) log likelihood = -28190.88
Iteration 41: (EM) log likelihood = -28183.488
Iteration 42: (EM) log likelihood = -28177.287
Iteration 43: (EM) log likelihood = -28172.035
Iteration 44: (EM) log likelihood = -28166.874
Iteration 45: (EM) log likelihood = -28161.875
Iteration 46: (EM) log likelihood = -28157.461
Iteration 47: (EM) log likelihood = -28153.182
Iteration 48: (EM) log likelihood = -28149.648
Iteration 49: (EM) log likelihood = -28145.316
Iteration 50: (EM) log likelihood = -28141.717
Iteration 51: (EM) log likelihood = -28138.713
Iteration 52: (EM) log likelihood = -28135.909
Iteration 53: (EM) log likelihood = -28133.084
Iteration 54: (EM) log likelihood = -28130.577
Iteration 55: (EM) log likelihood = -28128.112
Iteration 56: (EM) log likelihood = -28126.45
Iteration 57: (EM) log likelihood = -28124.632
Iteration 58: (EM) log likelihood = -28122.593
Iteration 59: (EM) log likelihood = -28120.86
Iteration 60: (EM) log likelihood = -28119.459
Iteration 61: (EM) log likelihood = -28117.857
Iteration 62: (EM) log likelihood = -28115.615
Iteration 63: (EM) log likelihood = -28114.654
Iteration 64: (EM) log likelihood = -28113.517
Iteration 65: (EM) log likelihood = -28111.665
Iteration 66: (EM) log likelihood = -28109.894
Iteration 67: (EM) log likelihood = -28108.795
Iteration 68: (EM) log likelihood = -28107.988
Iteration 69: (EM) log likelihood = -28107.385
Iteration 70: (EM) log likelihood = -28106.044
Iteration 71: (EM) log likelihood = -28104.903
Iteration 72: (EM) log likelihood = -28103.29
Iteration 73: (EM) log likelihood = -28102.49
Iteration 74: (EM) log likelihood = -28101.255
Iteration 75: (EM) log likelihood = -28099.864
Iteration 76: (EM) log likelihood = -28098.775
Iteration 77: (EM) log likelihood = -28097.755
Iteration 78: (EM) log likelihood = -28096.611
Iteration 79: (EM) log likelihood = -28095.507
Iteration 80: (EM) log likelihood = -28094.523
Iteration 81: (EM) log likelihood = -28093.41
Iteration 82: (EM) log likelihood = -28092.568
Iteration 83: (EM) log likelihood = -28091.877
Iteration 84: (EM) log likelihood = -28090.981
Iteration 85: (EM) log likelihood = -28090.355
Iteration 86: (EM) log likelihood = -28089.763
Iteration 87: (EM) log likelihood = -28089.06
Iteration 88: (EM) log likelihood = -28088.28
Iteration 89: (EM) log likelihood = -28087.555
Iteration 90: (EM) log likelihood = -28086.794
Iteration 91: (EM) log likelihood = -28086.079
Iteration 92: (EM) log likelihood = -28085.603
Iteration 93: (EM) log likelihood = -28084.829
Iteration 94: (EM) log likelihood = -28083.927
Iteration 95: (EM) log likelihood = -28084.299
Iteration 96: (EM) log likelihood = -28083.455
Iteration 97: (EM) log likelihood = -28082.539
Iteration 98: (EM) log likelihood = -28081.807
Iteration 99: (EM) log likelihood = -28081.181
Iteration 100: (EM) log likelihood = -28080.502
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.4253
Iteration 1: (class) log likelihood = -4162.4253
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.711
Iteration 1: (outcome) log likelihood = -28951.405
Iteration 2: (outcome) log likelihood = -28934.475
Iteration 3: (outcome) log likelihood = -28933.67
Iteration 4: (outcome) log likelihood = -28933.486
Iteration 5: (outcome) log likelihood = -28933.446
Iteration 6: (outcome) log likelihood = -28933.438
Iteration 7: (outcome) log likelihood = -28933.436
Iteration 8: (outcome) log likelihood = -28933.436
Iteration 9: (outcome) log likelihood = -28933.436 (not concave)
Iteration 10: (outcome) log likelihood = -28933.436 (not concave)
Iteration 11: (outcome) log likelihood = -28933.436 (not concave)
Iteration 12: (outcome) log likelihood = -28933.436 (not concave)
Iteration 13: (outcome) log likelihood = -28933.436 (not concave)
Iteration 14: (outcome) log likelihood = -28933.436 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33085.513
Iteration 1: (EM) log likelihood = -33037.06
Iteration 2: (EM) log likelihood = -32903.974
Iteration 3: (EM) log likelihood = -32662.457
Iteration 4: (EM) log likelihood = -32244.226
Iteration 5: (EM) log likelihood = -31658.581
Iteration 6: (EM) log likelihood = -31037.949
Iteration 7: (EM) log likelihood = -30480.66
Iteration 8: (EM) log likelihood = -29992.788
Iteration 9: (EM) log likelihood = -29553.22
Iteration 10: (EM) log likelihood = -29178.983
Iteration 11: (EM) log likelihood = -28883.972
Iteration 12: (EM) log likelihood = -28655.606
Iteration 13: (EM) log likelihood = -28496.928
Iteration 14: (EM) log likelihood = -28384.36
Iteration 15: (EM) log likelihood = -28303.454
Iteration 16: (EM) log likelihood = -28248.792
Iteration 17: (EM) log likelihood = -28216.841
Iteration 18: (EM) log likelihood = -28197.433
Iteration 19: (EM) log likelihood = -28185.042
Iteration 20: (EM) log likelihood = -28176.853
Iteration 21: (EM) log likelihood = -28170.644
Iteration 22: (EM) log likelihood = -28165.221
Iteration 23: (EM) log likelihood = -28159.675
Iteration 24: (EM) log likelihood = -28153.961
Iteration 25: (EM) log likelihood = -28148.152
Iteration 26: (EM) log likelihood = -28142.599
Iteration 27: (EM) log likelihood = -28136.539
Iteration 28: (EM) log likelihood = -28130.528
Iteration 29: (EM) log likelihood = -28124.512
Iteration 30: (EM) log likelihood = -28118.784
Iteration 31: (EM) log likelihood = -28113.596
Iteration 32: (EM) log likelihood = -28108.794
Iteration 33: (EM) log likelihood = -28104.081
Iteration 34: (EM) log likelihood = -28099.985
Iteration 35: (EM) log likelihood = -28096.032
Iteration 36: (EM) log likelihood = -28091.999
Iteration 37: (EM) log likelihood = -28089.004
Iteration 38: (EM) log likelihood = -28085.835
Iteration 39: (EM) log likelihood = -28082.812
Iteration 40: (EM) log likelihood = -28079.893
Iteration 41: (EM) log likelihood = -28076.813
Iteration 42: (EM) log likelihood = -28074.218
Iteration 43: (EM) log likelihood = -28071.702
Iteration 44: (EM) log likelihood = -28069.421
Iteration 45: (EM) log likelihood = -28067.343
Iteration 46: (EM) log likelihood = -28065.443
Iteration 47: (EM) log likelihood = -28063.772
Iteration 48: (EM) log likelihood = -28062.232
Iteration 49: (EM) log likelihood = -28060.751
Iteration 50: (EM) log likelihood = -28059.45
Iteration 51: (EM) log likelihood = -28058.131
Iteration 52: (EM) log likelihood = -28056.822
Iteration 53: (EM) log likelihood = -28055.46
Iteration 54: (EM) log likelihood = -28054.343
Iteration 55: (EM) log likelihood = -28053.445
Iteration 56: (EM) log likelihood = -28052.503
Iteration 57: (EM) log likelihood = -28051.641
Iteration 58: (EM) log likelihood = -28050.703
Iteration 59: (EM) log likelihood = -28049.886
Iteration 60: (EM) log likelihood = -28049.179
Iteration 61: (EM) log likelihood = -28048.529
Iteration 62: (EM) log likelihood = -28047.875
Iteration 63: (EM) log likelihood = -28047.196
Iteration 64: (EM) log likelihood = -28046.592
Iteration 65: (EM) log likelihood = -28046.006
Iteration 66: (EM) log likelihood = -28045.481
Iteration 67: (EM) log likelihood = -28044.961
Iteration 68: (EM) log likelihood = -28044.497
Iteration 69: (EM) log likelihood = -28044.023
Iteration 70: (EM) log likelihood = -28043.453
Iteration 71: (EM) log likelihood = -28042.302
Iteration 72: (EM) log likelihood = -28041.606
Iteration 73: (EM) log likelihood = -28040.856
Iteration 74: (EM) log likelihood = -28040.245
Iteration 75: (EM) log likelihood = -28039.678
Iteration 76: (EM) log likelihood = -28039.123
Iteration 77: (EM) log likelihood = -28038.524
Iteration 78: (EM) log likelihood = -28037.803
Iteration 79: (EM) log likelihood = -28037.292
Iteration 80: (EM) log likelihood = -28037.224
Iteration 81: (EM) log likelihood = -28036.675
Iteration 82: (EM) log likelihood = -28036.099
Iteration 83: (EM) log likelihood = -28035.617
Iteration 84: (EM) log likelihood = -28035.02
Iteration 85: (EM) log likelihood = -28034.558
Iteration 86: (EM) log likelihood = -28034.115
Iteration 87: (EM) log likelihood = -28033.614
Iteration 88: (EM) log likelihood = -28033.224
Iteration 89: (EM) log likelihood = -28032.788
Iteration 90: (EM) log likelihood = -28032.074
Iteration 91: (EM) log likelihood = -28031.748
Iteration 92: (EM) log likelihood = -28031.372
Iteration 93: (EM) log likelihood = -28031.009
Iteration 94: (EM) log likelihood = -28030.615
Iteration 95: (EM) log likelihood = -28030.202
Iteration 96: (EM) log likelihood = -28029.676
Iteration 97: (EM) log likelihood = -28028.53
Iteration 98: (EM) log likelihood = -28027.978
Iteration 99: (EM) log likelihood = -28027.507
Iteration 100: (EM) log likelihood = -28027.029
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2722
Iteration 1: (class) log likelihood = -4162.2722
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29156.507
Iteration 1: (outcome) log likelihood = -28954.725
Iteration 2: (outcome) log likelihood = -28933.289
Iteration 3: (outcome) log likelihood = -28932.445
Iteration 4: (outcome) log likelihood = -28932.273
Iteration 5: (outcome) log likelihood = -28932.235
Iteration 6: (outcome) log likelihood = -28932.226
Iteration 7: (outcome) log likelihood = -28932.225
Iteration 8: (outcome) log likelihood = -28932.225
Iteration 9: (outcome) log likelihood = -28932.225 (not concave)
Iteration 10: (outcome) log likelihood = -28932.225 (not concave)
Iteration 11: (outcome) log likelihood = -28932.225 (not concave)
Iteration 12: (outcome) log likelihood = -28932.225 (not concave)
Iteration 13: (outcome) log likelihood = -28932.225 (not concave)
Iteration 14: (outcome) log likelihood = -28932.225 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33078.352
Iteration 1: (EM) log likelihood = -33027.852
Iteration 2: (EM) log likelihood = -32911.435
Iteration 3: (EM) log likelihood = -32687.048
Iteration 4: (EM) log likelihood = -32267.35
Iteration 5: (EM) log likelihood = -31592.308
Iteration 6: (EM) log likelihood = -30906.253
Iteration 7: (EM) log likelihood = -30392.05
Iteration 8: (EM) log likelihood = -30006.76
Iteration 9: (EM) log likelihood = -29691.431
Iteration 10: (EM) log likelihood = -29409.952
Iteration 11: (EM) log likelihood = -29173.93
Iteration 12: (EM) log likelihood = -29027.62
Iteration 13: (EM) log likelihood = -28959.729
Iteration 14: (EM) log likelihood = -28931.408
Iteration 15: (EM) log likelihood = -28915.918
Iteration 16: (EM) log likelihood = -28905.152
Iteration 17: (EM) log likelihood = -28892.56
Iteration 18: (EM) log likelihood = -28875.024
Iteration 19: (EM) log likelihood = -28855.392
Iteration 20: (EM) log likelihood = -28830.926
Iteration 21: (EM) log likelihood = -28798.952
Iteration 22: (EM) log likelihood = -28774.858
Iteration 23: (EM) log likelihood = -28755.968
Iteration 24: (EM) log likelihood = -28736.36
Iteration 25: (EM) log likelihood = -28717.366
Iteration 26: (EM) log likelihood = -28697.938
Iteration 27: (EM) log likelihood = -28682.112
Iteration 28: (EM) log likelihood = -28663.431
Iteration 29: (EM) log likelihood = -28645.932
Iteration 30: (EM) log likelihood = -28625.057
Iteration 31: (EM) log likelihood = -28601.986
Iteration 32: (EM) log likelihood = -28582.748
Iteration 33: (EM) log likelihood = -28561.029
Iteration 34: (EM) log likelihood = -28538.631
Iteration 35: (EM) log likelihood = -28517.655
Iteration 36: (EM) log likelihood = -28499.33
Iteration 37: (EM) log likelihood = -28480.846
Iteration 38: (EM) log likelihood = -28459.651
Iteration 39: (EM) log likelihood = -28443.299
Iteration 40: (EM) log likelihood = -28425.853
Iteration 41: (EM) log likelihood = -28410.502
Iteration 42: (EM) log likelihood = -28395.712
Iteration 43: (EM) log likelihood = -28379.221
Iteration 44: (EM) log likelihood = -28362.339
Iteration 45: (EM) log likelihood = -28347.879
Iteration 46: (EM) log likelihood = -28333.533
Iteration 47: (EM) log likelihood = -28321.429
Iteration 48: (EM) log likelihood = -28308.685
Iteration 49: (EM) log likelihood = -28295.402
Iteration 50: (EM) log likelihood = -28283.443
Iteration 51: (EM) log likelihood = -28275.148
Iteration 52: (EM) log likelihood = -28265.993
Iteration 53: (EM) log likelihood = -28256.696
Iteration 54: (EM) log likelihood = -28247.668
Iteration 55: (EM) log likelihood = -28239.277
Iteration 56: (EM) log likelihood = -28231.482
Iteration 57: (EM) log likelihood = -28224.097
Iteration 58: (EM) log likelihood = -28217.519
Iteration 59: (EM) log likelihood = -28211.754
Iteration 60: (EM) log likelihood = -28206.089
Iteration 61: (EM) log likelihood = -28200.166
Iteration 62: (EM) log likelihood = -28195.14
Iteration 63: (EM) log likelihood = -28190.208
Iteration 64: (EM) log likelihood = -28185.139
Iteration 65: (EM) log likelihood = -28180.76
Iteration 66: (EM) log likelihood = -28175.967
Iteration 67: (EM) log likelihood = -28170.894
Iteration 68: (EM) log likelihood = -28166.167
Iteration 69: (EM) log likelihood = -28161.048
Iteration 70: (EM) log likelihood = -28157.897
Iteration 71: (EM) log likelihood = -28154.62
Iteration 72: (EM) log likelihood = -28152.277
Iteration 73: (EM) log likelihood = -28149.143
Iteration 74: (EM) log likelihood = -28146.364
Iteration 75: (EM) log likelihood = -28143.47
Iteration 76: (EM) log likelihood = -28141.054
Iteration 77: (EM) log likelihood = -28138.301
Iteration 78: (EM) log likelihood = -28135.604
Iteration 79: (EM) log likelihood = -28133.876
Iteration 80: (EM) log likelihood = -28131.236
Iteration 81: (EM) log likelihood = -28129.447
Iteration 82: (EM) log likelihood = -28127.341
Iteration 83: (EM) log likelihood = -28125.096
Iteration 84: (EM) log likelihood = -28123.14
Iteration 85: (EM) log likelihood = -28121.162
Iteration 86: (EM) log likelihood = -28119.162
Iteration 87: (EM) log likelihood = -28117.533
Iteration 88: (EM) log likelihood = -28115.126
Iteration 89: (EM) log likelihood = -28113.376
Iteration 90: (EM) log likelihood = -28111.992
Iteration 91: (EM) log likelihood = -28110.649
Iteration 92: (EM) log likelihood = -28109.219
Iteration 93: (EM) log likelihood = -28108.101
Iteration 94: (EM) log likelihood = -28107.24
Iteration 95: (EM) log likelihood = -28106.079
Iteration 96: (EM) log likelihood = -28103.288
Iteration 97: (EM) log likelihood = -28102.559
Iteration 98: (EM) log likelihood = -28101.889
Iteration 99: (EM) log likelihood = -28101.053
Iteration 100: (EM) log likelihood = -28100.382
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.2387
Iteration 1: (class) log likelihood = -4162.2387
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.164
Iteration 1: (outcome) log likelihood = -28961.344
Iteration 2: (outcome) log likelihood = -28937.155
Iteration 3: (outcome) log likelihood = -28934.262
Iteration 4: (outcome) log likelihood = -28933.961
Iteration 5: (outcome) log likelihood = -28933.939
Iteration 6: (outcome) log likelihood = -28933.935
Iteration 7: (outcome) log likelihood = -28933.934
Iteration 8: (outcome) log likelihood = -28933.934
Iteration 9: (outcome) log likelihood = -28933.933
Iteration 10: (outcome) log likelihood = -28933.933 (not concave)
Iteration 11: (outcome) log likelihood = -28933.933 (not concave)
Iteration 12: (outcome) log likelihood = -28933.933 (not concave)
Iteration 13: (outcome) log likelihood = -28933.933 (not concave)
Iteration 14: (outcome) log likelihood = -28933.933 (not concave)
Iteration 15: (outcome) log likelihood = -28933.933 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33066.434
Iteration 1: (EM) log likelihood = -32964.242
Iteration 2: (EM) log likelihood = -32675.5
Iteration 3: (EM) log likelihood = -32106.159
Iteration 4: (EM) log likelihood = -31449.435
Iteration 5: (EM) log likelihood = -30904.523
Iteration 6: (EM) log likelihood = -30437.955
Iteration 7: (EM) log likelihood = -30029.86
Iteration 8: (EM) log likelihood = -29674.793
Iteration 9: (EM) log likelihood = -29377.255
Iteration 10: (EM) log likelihood = -29128.374
Iteration 11: (EM) log likelihood = -28909.035
Iteration 12: (EM) log likelihood = -28702.659
Iteration 13: (EM) log likelihood = -28547.03
Iteration 14: (EM) log likelihood = -28458.87
Iteration 15: (EM) log likelihood = -28405.417
Iteration 16: (EM) log likelihood = -28364.09
Iteration 17: (EM) log likelihood = -28326.787
Iteration 18: (EM) log likelihood = -28290.241
Iteration 19: (EM) log likelihood = -28253.629
Iteration 20: (EM) log likelihood = -28218.712
Iteration 21: (EM) log likelihood = -28191.688
Iteration 22: (EM) log likelihood = -28172.075
Iteration 23: (EM) log likelihood = -28159.97
Iteration 24: (EM) log likelihood = -28151.857
Iteration 25: (EM) log likelihood = -28145.569
Iteration 26: (EM) log likelihood = -28140.249
Iteration 27: (EM) log likelihood = -28134.967
Iteration 28: (EM) log likelihood = -28129.802
Iteration 29: (EM) log likelihood = -28123.918
Iteration 30: (EM) log likelihood = -28119.924
Iteration 31: (EM) log likelihood = -28115.984
Iteration 32: (EM) log likelihood = -28111.661
Iteration 33: (EM) log likelihood = -28107.672
Iteration 34: (EM) log likelihood = -28101.511
Iteration 35: (EM) log likelihood = -28097.941
Iteration 36: (EM) log likelihood = -28094.501
Iteration 37: (EM) log likelihood = -28091.21
Iteration 38: (EM) log likelihood = -28088.167
Iteration 39: (EM) log likelihood = -28085.163
Iteration 40: (EM) log likelihood = -28083.801
Iteration 41: (EM) log likelihood = -28081.28
Iteration 42: (EM) log likelihood = -28079.085
Iteration 43: (EM) log likelihood = -28077.119
Iteration 44: (EM) log likelihood = -28075.16
Iteration 45: (EM) log likelihood = -28073.261
Iteration 46: (EM) log likelihood = -28070.506
Iteration 47: (EM) log likelihood = -28069.118
Iteration 48: (EM) log likelihood = -28067.559
Iteration 49: (EM) log likelihood = -28066.315
Iteration 50: (EM) log likelihood = -28065.243
Iteration 51: (EM) log likelihood = -28064.141
Iteration 52: (EM) log likelihood = -28063.123
Iteration 53: (EM) log likelihood = -28062.236
Iteration 54: (EM) log likelihood = -28061.444
Iteration 55: (EM) log likelihood = -28060.628
Iteration 56: (EM) log likelihood = -28059.852
Iteration 57: (EM) log likelihood = -28059.302
Iteration 58: (EM) log likelihood = -28058.765
Iteration 59: (EM) log likelihood = -28058.256
Iteration 60: (EM) log likelihood = -28057.767
Iteration 61: (EM) log likelihood = -28057.252
Iteration 62: (EM) log likelihood = -28056.745
Iteration 63: (EM) log likelihood = -28056.287
Iteration 64: (EM) log likelihood = -28055.887
Iteration 65: (EM) log likelihood = -28055.515
Iteration 66: (EM) log likelihood = -28055.169
Iteration 67: (EM) log likelihood = -28054.844
Iteration 68: (EM) log likelihood = -28054.517
Iteration 69: (EM) log likelihood = -28054.2
Iteration 70: (EM) log likelihood = -28053.809
Iteration 71: (EM) log likelihood = -28053.051
Iteration 72: (EM) log likelihood = -28052.528
Iteration 73: (EM) log likelihood = -28052.123
Iteration 74: (EM) log likelihood = -28051.715
Iteration 75: (EM) log likelihood = -28051.46
Iteration 76: (EM) log likelihood = -28051.215
Iteration 77: (EM) log likelihood = -28051.004
Iteration 78: (EM) log likelihood = -28050.81
Iteration 79: (EM) log likelihood = -28050.632
Iteration 80: (EM) log likelihood = -28050.513
Iteration 81: (EM) log likelihood = -28050.391
Iteration 82: (EM) log likelihood = -28050.256
Iteration 83: (EM) log likelihood = -28050.111
Iteration 84: (EM) log likelihood = -28049.974
Iteration 85: (EM) log likelihood = -28049.664
Iteration 86: (EM) log likelihood = -28049.442
Iteration 87: (EM) log likelihood = -28049.258
Iteration 88: (EM) log likelihood = -28049.134
Iteration 89: (EM) log likelihood = -28049.003
Iteration 90: (EM) log likelihood = -28048.899
Iteration 91: (EM) log likelihood = -28048.791
Iteration 92: (EM) log likelihood = -28048.662
Iteration 93: (EM) log likelihood = -28047.941
Iteration 94: (EM) log likelihood = -28048.196
Iteration 95: (EM) log likelihood = -28048.439
Iteration 96: (EM) log likelihood = -28048.235
Iteration 97: (EM) log likelihood = -28047.996
Iteration 98: (EM) log likelihood = -28047.766
Iteration 99: (EM) log likelihood = -28047.584
Iteration 100: (EM) log likelihood = -28047.367
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.7389
Iteration 1: (class) log likelihood = -4161.7389 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.275
Iteration 1: (outcome) log likelihood = -28960.745
Iteration 2: (outcome) log likelihood = -28938.916
Iteration 3: (outcome) log likelihood = -28938.557
Iteration 4: (outcome) log likelihood = -28938.526
Iteration 5: (outcome) log likelihood = -28938.52
Iteration 6: (outcome) log likelihood = -28938.518
Iteration 7: (outcome) log likelihood = -28938.518
Iteration 8: (outcome) log likelihood = -28938.518
Iteration 9: (outcome) log likelihood = -28938.518
Refining starting values:
Iteration 0: (EM) log likelihood = -33072.339
Iteration 1: (EM) log likelihood = -32964.259
Iteration 2: (EM) log likelihood = -32665.244
Iteration 3: (EM) log likelihood = -32025.429
Iteration 4: (EM) log likelihood = -30960.685
Iteration 5: (EM) log likelihood = -29969.409
Iteration 6: (EM) log likelihood = -29341.565
Iteration 7: (EM) log likelihood = -28985.629
Iteration 8: (EM) log likelihood = -28801.6
Iteration 9: (EM) log likelihood = -28711.283
Iteration 10: (EM) log likelihood = -28663.636
Iteration 11: (EM) log likelihood = -28632.538
Iteration 12: (EM) log likelihood = -28612.425
Iteration 13: (EM) log likelihood = -28596.132
Iteration 14: (EM) log likelihood = -28582.951
Iteration 15: (EM) log likelihood = -28570.948
Iteration 16: (EM) log likelihood = -28560.716
Iteration 17: (EM) log likelihood = -28551.336
Iteration 18: (EM) log likelihood = -28542.508
Iteration 19: (EM) log likelihood = -28532.728
Iteration 20: (EM) log likelihood = -28523.983
Iteration 21: (EM) log likelihood = -28516.166
Iteration 22: (EM) log likelihood = -28509.875
Iteration 23: (EM) log likelihood = -28502.406
Iteration 24: (EM) log likelihood = -28496.34
Iteration 25: (EM) log likelihood = -28489.406
Iteration 26: (EM) log likelihood = -28482.705
Iteration 27: (EM) log likelihood = -28477.579
Iteration 28: (EM) log likelihood = -28471.361
Iteration 29: (EM) log likelihood = -28465.214
Iteration 30: (EM) log likelihood = -28461.041
Iteration 31: (EM) log likelihood = -28456.174
Iteration 32: (EM) log likelihood = -28452.031
Iteration 33: (EM) log likelihood = -28448.228
Iteration 34: (EM) log likelihood = -28444.399
Iteration 35: (EM) log likelihood = -28440.305
Iteration 36: (EM) log likelihood = -28434.156
Iteration 37: (EM) log likelihood = -28430.033
Iteration 38: (EM) log likelihood = -28426.664
Iteration 39: (EM) log likelihood = -28423.432
Iteration 40: (EM) log likelihood = -28418.603
Iteration 41: (EM) log likelihood = -28414.501
Iteration 42: (EM) log likelihood = -28410.138
Iteration 43: (EM) log likelihood = -28407.264
Iteration 44: (EM) log likelihood = -28404.318
Iteration 45: (EM) log likelihood = -28401.179
Iteration 46: (EM) log likelihood = -28398.726
Iteration 47: (EM) log likelihood = -28396.241
Iteration 48: (EM) log likelihood = -28392.503
Iteration 49: (EM) log likelihood = -28390.347
Iteration 50: (EM) log likelihood = -28388.475
Iteration 51: (EM) log likelihood = -28386.632
Iteration 52: (EM) log likelihood = -28384.661
Iteration 53: (EM) log likelihood = -28382.944
Iteration 54: (EM) log likelihood = -28381.27
Iteration 55: (EM) log likelihood = -28379.857
Iteration 56: (EM) log likelihood = -28378.671
Iteration 57: (EM) log likelihood = -28377.234
Iteration 58: (EM) log likelihood = -28375.925
Iteration 59: (EM) log likelihood = -28374.719
Iteration 60: (EM) log likelihood = -28373.571
Iteration 61: (EM) log likelihood = -28372.776
Iteration 62: (EM) log likelihood = -28371.354
Iteration 63: (EM) log likelihood = -28370.204
Iteration 64: (EM) log likelihood = -28369.107
Iteration 65: (EM) log likelihood = -28368.049
Iteration 66: (EM) log likelihood = -28367.015
Iteration 67: (EM) log likelihood = -28365.965
Iteration 68: (EM) log likelihood = -28365.047
Iteration 69: (EM) log likelihood = -28364.22
Iteration 70: (EM) log likelihood = -28363.151
Iteration 71: (EM) log likelihood = -28362.225
Iteration 72: (EM) log likelihood = -28361.347
Iteration 73: (EM) log likelihood = -28360.472
Iteration 74: (EM) log likelihood = -28359.642
Iteration 75: (EM) log likelihood = -28358.847
Iteration 76: (EM) log likelihood = -28358.11
Iteration 77: (EM) log likelihood = -28357.334
Iteration 78: (EM) log likelihood = -28356.786
Iteration 79: (EM) log likelihood = -28356.017
Iteration 80: (EM) log likelihood = -28355.565
Iteration 81: (EM) log likelihood = -28354.745
Iteration 82: (EM) log likelihood = -28354.15
Iteration 83: (EM) log likelihood = -28353.44
Iteration 84: (EM) log likelihood = -28352.829
Iteration 85: (EM) log likelihood = -28352.149
Iteration 86: (EM) log likelihood = -28351.443
Iteration 87: (EM) log likelihood = -28349.99
Iteration 88: (EM) log likelihood = -28349.359
Iteration 89: (EM) log likelihood = -28348.791
Iteration 90: (EM) log likelihood = -28347.917
Iteration 91: (EM) log likelihood = -28347.288
Iteration 92: (EM) log likelihood = -28346.591
Iteration 93: (EM) log likelihood = -28345.963
Iteration 94: (EM) log likelihood = -28345.255
Iteration 95: (EM) log likelihood = -28344.665
Iteration 96: (EM) log likelihood = -28344.097
Iteration 97: (EM) log likelihood = -28342.647
Iteration 98: (EM) log likelihood = -28342.251
Iteration 99: (EM) log likelihood = -28341.77
Iteration 100: (EM) log likelihood = -28341.313
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.0305
Iteration 1: (class) log likelihood = -4162.0305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.274
Iteration 1: (outcome) log likelihood = -28950.518
Iteration 2: (outcome) log likelihood = -28931.871
Iteration 3: (outcome) log likelihood = -28930.583
Iteration 4: (outcome) log likelihood = -28930.386
Iteration 5: (outcome) log likelihood = -28930.345
Iteration 6: (outcome) log likelihood = -28930.337
Iteration 7: (outcome) log likelihood = -28930.335
Iteration 8: (outcome) log likelihood = -28930.334
Iteration 9: (outcome) log likelihood = -28930.334 (not concave)
Iteration 10: (outcome) log likelihood = -28930.334 (not concave)
Iteration 11: (outcome) log likelihood = -28930.334 (not concave)
Iteration 12: (outcome) log likelihood = -28930.334 (not concave)
Iteration 13: (outcome) log likelihood = -28930.334 (not concave)
Iteration 14: (outcome) log likelihood = -28930.334 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33067.274
Iteration 1: (EM) log likelihood = -32986.71
Iteration 2: (EM) log likelihood = -32764.856
Iteration 3: (EM) log likelihood = -32228.391
Iteration 4: (EM) log likelihood = -31303.777
Iteration 5: (EM) log likelihood = -30496.38
Iteration 6: (EM) log likelihood = -29985.619
Iteration 7: (EM) log likelihood = -29609.32
Iteration 8: (EM) log likelihood = -29313.548
Iteration 9: (EM) log likelihood = -29095.467
Iteration 10: (EM) log likelihood = -28940.686
Iteration 11: (EM) log likelihood = -28835.815
Iteration 12: (EM) log likelihood = -28765.566
Iteration 13: (EM) log likelihood = -28716.216
Iteration 14: (EM) log likelihood = -28675.82
Iteration 15: (EM) log likelihood = -28640.88
Iteration 16: (EM) log likelihood = -28614.219
Iteration 17: (EM) log likelihood = -28587.472
Iteration 18: (EM) log likelihood = -28559.699
Iteration 19: (EM) log likelihood = -28531.562
Iteration 20: (EM) log likelihood = -28504.026
Iteration 21: (EM) log likelihood = -28476.748
Iteration 22: (EM) log likelihood = -28446.826
Iteration 23: (EM) log likelihood = -28425.467
Iteration 24: (EM) log likelihood = -28405.328
Iteration 25: (EM) log likelihood = -28387.803
Iteration 26: (EM) log likelihood = -28371.643
Iteration 27: (EM) log likelihood = -28356.227
Iteration 28: (EM) log likelihood = -28337.443
Iteration 29: (EM) log likelihood = -28325.28
Iteration 30: (EM) log likelihood = -28315.452
Iteration 31: (EM) log likelihood = -28305.359
Iteration 32: (EM) log likelihood = -28296.875
Iteration 33: (EM) log likelihood = -28284.496
Iteration 34: (EM) log likelihood = -28277.087
Iteration 35: (EM) log likelihood = -28266.449
Iteration 36: (EM) log likelihood = -28259.985
Iteration 37: (EM) log likelihood = -28252.525
Iteration 38: (EM) log likelihood = -28247.386
Iteration 39: (EM) log likelihood = -28241.54
Iteration 40: (EM) log likelihood = -28237.006
Iteration 41: (EM) log likelihood = -28231.335
Iteration 42: (EM) log likelihood = -28224.669
Iteration 43: (EM) log likelihood = -28220.56
Iteration 44: (EM) log likelihood = -28216.158
Iteration 45: (EM) log likelihood = -28212.792
Iteration 46: (EM) log likelihood = -28209.898
Iteration 47: (EM) log likelihood = -28207.047
Iteration 48: (EM) log likelihood = -28204.357
Iteration 49: (EM) log likelihood = -28201.807
Iteration 50: (EM) log likelihood = -28199.124
Iteration 51: (EM) log likelihood = -28196.461
Iteration 52: (EM) log likelihood = -28194.254
Iteration 53: (EM) log likelihood = -28192.435
Iteration 54: (EM) log likelihood = -28190.719
Iteration 55: (EM) log likelihood = -28188.76
Iteration 56: (EM) log likelihood = -28186.842
Iteration 57: (EM) log likelihood = -28185.402
Iteration 58: (EM) log likelihood = -28183.855
Iteration 59: (EM) log likelihood = -28182.523
Iteration 60: (EM) log likelihood = -28180.859
Iteration 61: (EM) log likelihood = -28179.377
Iteration 62: (EM) log likelihood = -28178.203
Iteration 63: (EM) log likelihood = -28176.695
Iteration 64: (EM) log likelihood = -28175.56
Iteration 65: (EM) log likelihood = -28172.452
Iteration 66: (EM) log likelihood = -28170.045
Iteration 67: (EM) log likelihood = -28166.394
Iteration 68: (EM) log likelihood = -28164.714
Iteration 69: (EM) log likelihood = -28160.935
Iteration 70: (EM) log likelihood = -28158.676
Iteration 71: (EM) log likelihood = -28155.372
Iteration 72: (EM) log likelihood = -28154.128
Iteration 73: (EM) log likelihood = -28152.642
Iteration 74: (EM) log likelihood = -28150.749
Iteration 75: (EM) log likelihood = -28149.715
Iteration 76: (EM) log likelihood = -28148.448
Iteration 77: (EM) log likelihood = -28147.122
Iteration 78: (EM) log likelihood = -28144.288
Iteration 79: (EM) log likelihood = -28143.105
Iteration 80: (EM) log likelihood = -28142.698
Iteration 81: (EM) log likelihood = -28141.112
Iteration 82: (EM) log likelihood = -28139.875
Iteration 83: (EM) log likelihood = -28136.934
Iteration 84: (EM) log likelihood = -28136.549
Iteration 85: (EM) log likelihood = -28135.688
Iteration 86: (EM) log likelihood = -28135.166
Iteration 87: (EM) log likelihood = -28135.45
Iteration 88: (EM) log likelihood = -28133.514
Iteration 89: (EM) log likelihood = -28133.013
Iteration 90: (EM) log likelihood = -28132.523
Iteration 91: (EM) log likelihood = -28132.021
Iteration 92: (EM) log likelihood = -28131.386
Iteration 93: (EM) log likelihood = -28131.062
Iteration 94: (EM) log likelihood = -28130.441
Iteration 95: (EM) log likelihood = -28130.151
Iteration 96: (EM) log likelihood = -28129.729
Iteration 97: (EM) log likelihood = -28129.334
Iteration 98: (EM) log likelihood = -28128.962
Iteration 99: (EM) log likelihood = -28128.686
Iteration 100: (EM) log likelihood = -28128.346
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.5868
Iteration 1: (class) log likelihood = -4161.5868
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29150.312
Iteration 1: (outcome) log likelihood = -28943.206
Iteration 2: (outcome) log likelihood = -28928.577
Iteration 3: (outcome) log likelihood = -28927.891
Iteration 4: (outcome) log likelihood = -28927.724
Iteration 5: (outcome) log likelihood = -28927.69
Iteration 6: (outcome) log likelihood = -28927.683
Iteration 7: (outcome) log likelihood = -28927.681
Iteration 8: (outcome) log likelihood = -28927.681
Iteration 9: (outcome) log likelihood = -28927.681 (not concave)
Iteration 10: (outcome) log likelihood = -28927.681 (not concave)
Iteration 11: (outcome) log likelihood = -28927.681 (not concave)
Iteration 12: (outcome) log likelihood = -28927.681 (not concave)
Iteration 13: (outcome) log likelihood = -28927.681 (not concave)
Iteration 14: (outcome) log likelihood = -28927.681 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33076.244
Iteration 1: (EM) log likelihood = -33025.47
Iteration 2: (EM) log likelihood = -32876.995
Iteration 3: (EM) log likelihood = -32552.029
Iteration 4: (EM) log likelihood = -31998.446
Iteration 5: (EM) log likelihood = -31304.822
Iteration 6: (EM) log likelihood = -30695.55
Iteration 7: (EM) log likelihood = -30173.083
Iteration 8: (EM) log likelihood = -29673.292
Iteration 9: (EM) log likelihood = -29227.204
Iteration 10: (EM) log likelihood = -28906.902
Iteration 11: (EM) log likelihood = -28722.122
Iteration 12: (EM) log likelihood = -28625.681
Iteration 13: (EM) log likelihood = -28586.734
Iteration 14: (EM) log likelihood = -28564.223
Iteration 15: (EM) log likelihood = -28551.637
Iteration 16: (EM) log likelihood = -28544.326
Iteration 17: (EM) log likelihood = -28539.409
Iteration 18: (EM) log likelihood = -28535.207
Iteration 19: (EM) log likelihood = -28531.162
Iteration 20: (EM) log likelihood = -28526.551
Iteration 21: (EM) log likelihood = -28522.683
Iteration 22: (EM) log likelihood = -28520.595
Iteration 23: (EM) log likelihood = -28518.398
Iteration 24: (EM) log likelihood = -28516
Iteration 25: (EM) log likelihood = -28514.384
Iteration 26: (EM) log likelihood = -28512.588
Iteration 27: (EM) log likelihood = -28511.135
Iteration 28: (EM) log likelihood = -28508.811
Iteration 29: (EM) log likelihood = -28507.496
Iteration 30: (EM) log likelihood = -28505.985
Iteration 31: (EM) log likelihood = -28504.756
Iteration 32: (EM) log likelihood = -28503.332
Iteration 33: (EM) log likelihood = -28502.49
Iteration 34: (EM) log likelihood = -28501.864
Iteration 35: (EM) log likelihood = -28501.36
Iteration 36: (EM) log likelihood = -28500.91
Iteration 37: (EM) log likelihood = -28500.441
Iteration 38: (EM) log likelihood = -28500.01
Iteration 39: (EM) log likelihood = -28499.591
Iteration 40: (EM) log likelihood = -28499.247
Iteration 41: (EM) log likelihood = -28498.942
Iteration 42: (EM) log likelihood = -28498.602
Iteration 43: (EM) log likelihood = -28498.205
Iteration 44: (EM) log likelihood = -28497.847
Iteration 45: (EM) log likelihood = -28497.522
Iteration 46: (EM) log likelihood = -28496.903
Iteration 47: (EM) log likelihood = -28496.796
Iteration 48: (EM) log likelihood = -28496.575
Iteration 49: (EM) log likelihood = -28496.346
Iteration 50: (EM) log likelihood = -28495.958
Iteration 51: (EM) log likelihood = -28495.571
Iteration 52: (EM) log likelihood = -28495.346
Iteration 53: (EM) log likelihood = -28495.106
Iteration 54: (EM) log likelihood = -28494.539
Iteration 55: (EM) log likelihood = -28493.439
Iteration 56: (EM) log likelihood = -28493.339
Iteration 57: (EM) log likelihood = -28493.145
Iteration 58: (EM) log likelihood = -28492.946
Iteration 59: (EM) log likelihood = -28492.362
Iteration 60: (EM) log likelihood = -28492.124
Iteration 61: (EM) log likelihood = -28491.949
Iteration 62: (EM) log likelihood = -28491.735
Iteration 63: (EM) log likelihood = -28491.608
Iteration 64: (EM) log likelihood = -28491.262
Iteration 65: (EM) log likelihood = -28490.228
Iteration 66: (EM) log likelihood = -28490.24
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6008
Iteration 1: (class) log likelihood = -4162.6008
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.621
Iteration 1: (outcome) log likelihood = -28978.589
Iteration 2: (outcome) log likelihood = -28916.81
Iteration 3: (outcome) log likelihood = -28909.682
Iteration 4: (outcome) log likelihood = -28909.103
Iteration 5: (outcome) log likelihood = -28909.038
Iteration 6: (outcome) log likelihood = -28909.025
Iteration 7: (outcome) log likelihood = -28909.022
Iteration 8: (outcome) log likelihood = -28909.022
Iteration 9: (outcome) log likelihood = -28909.021 (not concave)
Iteration 10: (outcome) log likelihood = -28909.021 (not concave)
Iteration 11: (outcome) log likelihood = -28909.021 (not concave)
Iteration 12: (outcome) log likelihood = -28909.021 (not concave)
Iteration 13: (outcome) log likelihood = -28909.021 (not concave)
Iteration 14: (outcome) log likelihood = -28909.021 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33058.069
Iteration 1: (EM) log likelihood = -33013.07
Iteration 2: (EM) log likelihood = -32901.47
Iteration 3: (EM) log likelihood = -32617.519
Iteration 4: (EM) log likelihood = -32006.013
Iteration 5: (EM) log likelihood = -31194.419
Iteration 6: (EM) log likelihood = -30540.185
Iteration 7: (EM) log likelihood = -30068.487
Iteration 8: (EM) log likelihood = -29678.794
Iteration 9: (EM) log likelihood = -29353.151
Iteration 10: (EM) log likelihood = -29096.881
Iteration 11: (EM) log likelihood = -28928.695
Iteration 12: (EM) log likelihood = -28823.031
Iteration 13: (EM) log likelihood = -28757.402
Iteration 14: (EM) log likelihood = -28715.055
Iteration 15: (EM) log likelihood = -28686.936
Iteration 16: (EM) log likelihood = -28666.335
Iteration 17: (EM) log likelihood = -28652.891
Iteration 18: (EM) log likelihood = -28642.772
Iteration 19: (EM) log likelihood = -28634.213
Iteration 20: (EM) log likelihood = -28627.226
Iteration 21: (EM) log likelihood = -28621.601
Iteration 22: (EM) log likelihood = -28617.604
Iteration 23: (EM) log likelihood = -28613.119
Iteration 24: (EM) log likelihood = -28609.105
Iteration 25: (EM) log likelihood = -28607.208
Iteration 26: (EM) log likelihood = -28605.754
Iteration 27: (EM) log likelihood = -28603.695
Iteration 28: (EM) log likelihood = -28601.895
Iteration 29: (EM) log likelihood = -28601.034
Iteration 30: (EM) log likelihood = -28599.532
Iteration 31: (EM) log likelihood = -28598.772
Iteration 32: (EM) log likelihood = -28597.896
Iteration 33: (EM) log likelihood = -28597.399
Iteration 34: (EM) log likelihood = -28596.918
Iteration 35: (EM) log likelihood = -28596.39
Iteration 36: (EM) log likelihood = -28595.985
Iteration 37: (EM) log likelihood = -28595.384
Iteration 38: (EM) log likelihood = -28594.423
Iteration 39: (EM) log likelihood = -28593.743
Iteration 40: (EM) log likelihood = -28593.239
Iteration 41: (EM) log likelihood = -28593.022
Iteration 42: (EM) log likelihood = -28592.536
Iteration 43: (EM) log likelihood = -28592.058
Iteration 44: (EM) log likelihood = -28591.929
Iteration 45: (EM) log likelihood = -28591.841
Iteration 46: (EM) log likelihood = -28591.457
Iteration 47: (EM) log likelihood = -28591.337
Iteration 48: (EM) log likelihood = -28590.954
Iteration 49: (EM) log likelihood = -28590.301
Iteration 50: (EM) log likelihood = -28590.322
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.5499
Iteration 1: (class) log likelihood = -4161.5499
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29535.048
Iteration 1: (outcome) log likelihood = -29051.491
Iteration 2: (outcome) log likelihood = -28946.156
Iteration 3: (outcome) log likelihood = -28931.456
Iteration 4: (outcome) log likelihood = -28927.864
Iteration 5: (outcome) log likelihood = -28927.17
Iteration 6: (outcome) log likelihood = -28927.056
Iteration 7: (outcome) log likelihood = -28927.029
Iteration 8: (outcome) log likelihood = -28927.023
Iteration 9: (outcome) log likelihood = -28927.022
Iteration 10: (outcome) log likelihood = -28927.021 (not concave)
Iteration 11: (outcome) log likelihood = -28927.021 (not concave)
Iteration 12: (outcome) log likelihood = -28927.021 (not concave)
Iteration 13: (outcome) log likelihood = -28927.021 (not concave)
Iteration 14: (outcome) log likelihood = -28927.021 (not concave)
Iteration 15: (outcome) log likelihood = -28927.021 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33067.558
Iteration 1: (EM) log likelihood = -33012.201
Iteration 2: (EM) log likelihood = -32877.204
Iteration 3: (EM) log likelihood = -32560.714
Iteration 4: (EM) log likelihood = -31902.134
Iteration 5: (EM) log likelihood = -31044.96
Iteration 6: (EM) log likelihood = -30330.976
Iteration 7: (EM) log likelihood = -29759.57
Iteration 8: (EM) log likelihood = -29303.716
Iteration 9: (EM) log likelihood = -28999.411
Iteration 10: (EM) log likelihood = -28829.459
Iteration 11: (EM) log likelihood = -28736.507
Iteration 12: (EM) log likelihood = -28683.46
Iteration 13: (EM) log likelihood = -28651.607
Iteration 14: (EM) log likelihood = -28630.236
Iteration 15: (EM) log likelihood = -28614.654
Iteration 16: (EM) log likelihood = -28600.158
Iteration 17: (EM) log likelihood = -28588.481
Iteration 18: (EM) log likelihood = -28578.084
Iteration 19: (EM) log likelihood = -28566.271
Iteration 20: (EM) log likelihood = -28554.606
Iteration 21: (EM) log likelihood = -28542.904
Iteration 22: (EM) log likelihood = -28532.202
Iteration 23: (EM) log likelihood = -28522.375
Iteration 24: (EM) log likelihood = -28512.062
Iteration 25: (EM) log likelihood = -28502.339
Iteration 26: (EM) log likelihood = -28491.068
Iteration 27: (EM) log likelihood = -28481.117
Iteration 28: (EM) log likelihood = -28473.489
Iteration 29: (EM) log likelihood = -28463.898
Iteration 30: (EM) log likelihood = -28453.582
Iteration 31: (EM) log likelihood = -28444.321
Iteration 32: (EM) log likelihood = -28436.537
Iteration 33: (EM) log likelihood = -28429.487
Iteration 34: (EM) log likelihood = -28422.696
Iteration 35: (EM) log likelihood = -28414.439
Iteration 36: (EM) log likelihood = -28406.445
Iteration 37: (EM) log likelihood = -28400.197
Iteration 38: (EM) log likelihood = -28394.667
Iteration 39: (EM) log likelihood = -28387.65
Iteration 40: (EM) log likelihood = -28380.153
Iteration 41: (EM) log likelihood = -28374.598
Iteration 42: (EM) log likelihood = -28368.54
Iteration 43: (EM) log likelihood = -28363.601
Iteration 44: (EM) log likelihood = -28359.638
Iteration 45: (EM) log likelihood = -28352.692
Iteration 46: (EM) log likelihood = -28349.254
Iteration 47: (EM) log likelihood = -28346.209
Iteration 48: (EM) log likelihood = -28343.327
Iteration 49: (EM) log likelihood = -28340.736
Iteration 50: (EM) log likelihood = -28338.483
Iteration 51: (EM) log likelihood = -28336.409
Iteration 52: (EM) log likelihood = -28334.355
Iteration 53: (EM) log likelihood = -28332.62
Iteration 54: (EM) log likelihood = -28330.983
Iteration 55: (EM) log likelihood = -28329.534
Iteration 56: (EM) log likelihood = -28328.015
Iteration 57: (EM) log likelihood = -28326.696
Iteration 58: (EM) log likelihood = -28325.332
Iteration 59: (EM) log likelihood = -28323.139
Iteration 60: (EM) log likelihood = -28321.667
Iteration 61: (EM) log likelihood = -28320.325
Iteration 62: (EM) log likelihood = -28319.165
Iteration 63: (EM) log likelihood = -28318.073
Iteration 64: (EM) log likelihood = -28316.903
Iteration 65: (EM) log likelihood = -28316.008
Iteration 66: (EM) log likelihood = -28315.044
Iteration 67: (EM) log likelihood = -28314.081
Iteration 68: (EM) log likelihood = -28313.307
Iteration 69: (EM) log likelihood = -28312.52
Iteration 70: (EM) log likelihood = -28311.688
Iteration 71: (EM) log likelihood = -28310.49
Iteration 72: (EM) log likelihood = -28309.726
Iteration 73: (EM) log likelihood = -28309.019
Iteration 74: (EM) log likelihood = -28307.781
Iteration 75: (EM) log likelihood = -28306.996
Iteration 76: (EM) log likelihood = -28306.237
Iteration 77: (EM) log likelihood = -28304.942
Iteration 78: (EM) log likelihood = -28304.255
Iteration 79: (EM) log likelihood = -28303.391
Iteration 80: (EM) log likelihood = -28302.652
Iteration 81: (EM) log likelihood = -28301.989
Iteration 82: (EM) log likelihood = -28301.297
Iteration 83: (EM) log likelihood = -28300.695
Iteration 84: (EM) log likelihood = -28300.043
Iteration 85: (EM) log likelihood = -28299.51
Iteration 86: (EM) log likelihood = -28298.95
Iteration 87: (EM) log likelihood = -28298.455
Iteration 88: (EM) log likelihood = -28298.002
Iteration 89: (EM) log likelihood = -28297.605
Iteration 90: (EM) log likelihood = -28297.13
Iteration 91: (EM) log likelihood = -28296.711
Iteration 92: (EM) log likelihood = -28296.257
Iteration 93: (EM) log likelihood = -28295.835
Iteration 94: (EM) log likelihood = -28295.45
Iteration 95: (EM) log likelihood = -28295.015
Iteration 96: (EM) log likelihood = -28294.639
Iteration 97: (EM) log likelihood = -28294.242
Iteration 98: (EM) log likelihood = -28293.935
Iteration 99: (EM) log likelihood = -28293.56
Iteration 100: (EM) log likelihood = -28293.136
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1744
Iteration 1: (class) log likelihood = -4162.1744
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29159.521
Iteration 1: (outcome) log likelihood = -28945.748
Iteration 2: (outcome) log likelihood = -28930.04
Iteration 3: (outcome) log likelihood = -28929.6
Iteration 4: (outcome) log likelihood = -28929.522
Iteration 5: (outcome) log likelihood = -28929.509
Iteration 6: (outcome) log likelihood = -28929.508
Iteration 7: (outcome) log likelihood = -28929.508
Iteration 8: (outcome) log likelihood = -28929.507
Iteration 9: (outcome) log likelihood = -28929.507
Refining starting values:
Iteration 0: (EM) log likelihood = -33061.304
Iteration 1: (EM) log likelihood = -32969.799
Iteration 2: (EM) log likelihood = -32736.045
Iteration 3: (EM) log likelihood = -32197.088
Iteration 4: (EM) log likelihood = -31301.11
Iteration 5: (EM) log likelihood = -30540.145
Iteration 6: (EM) log likelihood = -30082.064
Iteration 7: (EM) log likelihood = -29771.678
Iteration 8: (EM) log likelihood = -29546.437
Iteration 9: (EM) log likelihood = -29393.789
Iteration 10: (EM) log likelihood = -29290.451
Iteration 11: (EM) log likelihood = -29212.08
Iteration 12: (EM) log likelihood = -29140.865
Iteration 13: (EM) log likelihood = -29070.716
Iteration 14: (EM) log likelihood = -28995.025
Iteration 15: (EM) log likelihood = -28915.299
Iteration 16: (EM) log likelihood = -28841.247
Iteration 17: (EM) log likelihood = -28781.34
Iteration 18: (EM) log likelihood = -28734.421
Iteration 19: (EM) log likelihood = -28699.097
Iteration 20: (EM) log likelihood = -28670.41
Iteration 21: (EM) log likelihood = -28652.095
Iteration 22: (EM) log likelihood = -28638.016
Iteration 23: (EM) log likelihood = -28626.848
Iteration 24: (EM) log likelihood = -28613.781
Iteration 25: (EM) log likelihood = -28607.365
Iteration 26: (EM) log likelihood = -28600.32
Iteration 27: (EM) log likelihood = -28594.415
Iteration 28: (EM) log likelihood = -28591.231
Iteration 29: (EM) log likelihood = -28587.203
Iteration 30: (EM) log likelihood = -28585.447
Iteration 31: (EM) log likelihood = -28583.39
Iteration 32: (EM) log likelihood = -28580.244
Iteration 33: (EM) log likelihood = -28576.921
Iteration 34: (EM) log likelihood = -28574.225
Iteration 35: (EM) log likelihood = -28572.058
Iteration 36: (EM) log likelihood = -28571.152
Iteration 37: (EM) log likelihood = -28570.184
Iteration 38: (EM) log likelihood = -28569.163
Iteration 39: (EM) log likelihood = -28567.174
Iteration 40: (EM) log likelihood = -28565.885
Iteration 41: (EM) log likelihood = -28564.872
Iteration 42: (EM) log likelihood = -28563.343
Iteration 43: (EM) log likelihood = -28562.727
Iteration 44: (EM) log likelihood = -28562.135
Iteration 45: (EM) log likelihood = -28561.658
Iteration 46: (EM) log likelihood = -28561.183
Iteration 47: (EM) log likelihood = -28560.542
Iteration 48: (EM) log likelihood = -28559.983
Iteration 49: (EM) log likelihood = -28559.598
Iteration 50: (EM) log likelihood = -28559.544
Iteration 51: (EM) log likelihood = -28559.536
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1024
Iteration 1: (class) log likelihood = -4162.1024
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.648
Iteration 1: (outcome) log likelihood = -28954.566
Iteration 2: (outcome) log likelihood = -28939.997
Iteration 3: (outcome) log likelihood = -28939.703
Iteration 4: (outcome) log likelihood = -28939.666
Iteration 5: (outcome) log likelihood = -28939.66
Iteration 6: (outcome) log likelihood = -28939.659
Iteration 7: (outcome) log likelihood = -28939.659
Iteration 8: (outcome) log likelihood = -28939.659
Iteration 9: (outcome) log likelihood = -28939.659
Refining starting values:
Iteration 0: (EM) log likelihood = -33084.427
Iteration 1: (EM) log likelihood = -33019.93
Iteration 2: (EM) log likelihood = -32880.536
Iteration 3: (EM) log likelihood = -32690.462
Iteration 4: (EM) log likelihood = -32394.744
Iteration 5: (EM) log likelihood = -31827.601
Iteration 6: (EM) log likelihood = -30991.548
Iteration 7: (EM) log likelihood = -30207.843
Iteration 8: (EM) log likelihood = -29673.894
Iteration 9: (EM) log likelihood = -29290.132
Iteration 10: (EM) log likelihood = -29013.803
Iteration 11: (EM) log likelihood = -28834.007
Iteration 12: (EM) log likelihood = -28724.62
Iteration 13: (EM) log likelihood = -28660.993
Iteration 14: (EM) log likelihood = -28621.642
Iteration 15: (EM) log likelihood = -28592.924
Iteration 16: (EM) log likelihood = -28571.321
Iteration 17: (EM) log likelihood = -28551.659
Iteration 18: (EM) log likelihood = -28535.213
Iteration 19: (EM) log likelihood = -28521.338
Iteration 20: (EM) log likelihood = -28508.906
Iteration 21: (EM) log likelihood = -28496.901
Iteration 22: (EM) log likelihood = -28486.505
Iteration 23: (EM) log likelihood = -28476.495
Iteration 24: (EM) log likelihood = -28467.828
Iteration 25: (EM) log likelihood = -28457.898
Iteration 26: (EM) log likelihood = -28449.983
Iteration 27: (EM) log likelihood = -28442.638
Iteration 28: (EM) log likelihood = -28435.826
Iteration 29: (EM) log likelihood = -28428.791
Iteration 30: (EM) log likelihood = -28423.238
Iteration 31: (EM) log likelihood = -28417.606
Iteration 32: (EM) log likelihood = -28411.908
Iteration 33: (EM) log likelihood = -28407.122
Iteration 34: (EM) log likelihood = -28403.228
Iteration 35: (EM) log likelihood = -28398.254
Iteration 36: (EM) log likelihood = -28391.975
Iteration 37: (EM) log likelihood = -28387.395
Iteration 38: (EM) log likelihood = -28384.307
Iteration 39: (EM) log likelihood = -28378.686
Iteration 40: (EM) log likelihood = -28375.548
Iteration 41: (EM) log likelihood = -28372.394
Iteration 42: (EM) log likelihood = -28367.662
Iteration 43: (EM) log likelihood = -28364.725
Iteration 44: (EM) log likelihood = -28361.119
Iteration 45: (EM) log likelihood = -28357.939
Iteration 46: (EM) log likelihood = -28353.964
Iteration 47: (EM) log likelihood = -28350.885
Iteration 48: (EM) log likelihood = -28348.124
Iteration 49: (EM) log likelihood = -28345.671
Iteration 50: (EM) log likelihood = -28343.438
Iteration 51: (EM) log likelihood = -28341.387
Iteration 52: (EM) log likelihood = -28339.906
Iteration 53: (EM) log likelihood = -28338.132
Iteration 54: (EM) log likelihood = -28336.485
Iteration 55: (EM) log likelihood = -28334.755
Iteration 56: (EM) log likelihood = -28333.034
Iteration 57: (EM) log likelihood = -28331.509
Iteration 58: (EM) log likelihood = -28330.231
Iteration 59: (EM) log likelihood = -28329
Iteration 60: (EM) log likelihood = -28327.333
Iteration 61: (EM) log likelihood = -28326.084
Iteration 62: (EM) log likelihood = -28324.839
Iteration 63: (EM) log likelihood = -28323.423
Iteration 64: (EM) log likelihood = -28322.021
Iteration 65: (EM) log likelihood = -28320.777
Iteration 66: (EM) log likelihood = -28319.762
Iteration 67: (EM) log likelihood = -28318.712
Iteration 68: (EM) log likelihood = -28317.571
Iteration 69: (EM) log likelihood = -28316.461
Iteration 70: (EM) log likelihood = -28315.399
Iteration 71: (EM) log likelihood = -28314.303
Iteration 72: (EM) log likelihood = -28313.274
Iteration 73: (EM) log likelihood = -28312.331
Iteration 74: (EM) log likelihood = -28311.394
Iteration 75: (EM) log likelihood = -28310.551
Iteration 76: (EM) log likelihood = -28309.717
Iteration 77: (EM) log likelihood = -28309.05
Iteration 78: (EM) log likelihood = -28308.169
Iteration 79: (EM) log likelihood = -28307.19
Iteration 80: (EM) log likelihood = -28306.68
Iteration 81: (EM) log likelihood = -28305.618
Iteration 82: (EM) log likelihood = -28304.815
Iteration 83: (EM) log likelihood = -28303.62
Iteration 84: (EM) log likelihood = -28303.052
Iteration 85: (EM) log likelihood = -28302.546
Iteration 86: (EM) log likelihood = -28301.61
Iteration 87: (EM) log likelihood = -28300.832
Iteration 88: (EM) log likelihood = -28299.936
Iteration 89: (EM) log likelihood = -28299.086
Iteration 90: (EM) log likelihood = -28298.126
Iteration 91: (EM) log likelihood = -28297.381
Iteration 92: (EM) log likelihood = -28296.558
Iteration 93: (EM) log likelihood = -28295.656
Iteration 94: (EM) log likelihood = -28294.683
Iteration 95: (EM) log likelihood = -28292.423
Iteration 96: (EM) log likelihood = -28291.383
Iteration 97: (EM) log likelihood = -28290.513
Iteration 98: (EM) log likelihood = -28289.699
Iteration 99: (EM) log likelihood = -28288.944
Iteration 100: (EM) log likelihood = -28288.071
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.9457
Iteration 1: (class) log likelihood = -4161.9457
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.874
Iteration 1: (outcome) log likelihood = -28947.472
Iteration 2: (outcome) log likelihood = -28929.561
Iteration 3: (outcome) log likelihood = -28928.787
Iteration 4: (outcome) log likelihood = -28928.668
Iteration 5: (outcome) log likelihood = -28928.639
Iteration 6: (outcome) log likelihood = -28928.633
Iteration 7: (outcome) log likelihood = -28928.631
Iteration 8: (outcome) log likelihood = -28928.631
Iteration 9: (outcome) log likelihood = -28928.631
Iteration 10: (outcome) log likelihood = -28928.631 (not concave)
Iteration 11: (outcome) log likelihood = -28928.631 (not concave)
Iteration 12: (outcome) log likelihood = -28928.631 (not concave)
Iteration 13: (outcome) log likelihood = -28928.631 (not concave)
Iteration 14: (outcome) log likelihood = -28928.631 (not concave)
Iteration 15: (outcome) log likelihood = -28928.631 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33080.715
Iteration 1: (EM) log likelihood = -33045.239
Iteration 2: (EM) log likelihood = -32954.866
Iteration 3: (EM) log likelihood = -32795.773
Iteration 4: (EM) log likelihood = -32589.062
Iteration 5: (EM) log likelihood = -32221.248
Iteration 6: (EM) log likelihood = -31518.307
Iteration 7: (EM) log likelihood = -30658.34
Iteration 8: (EM) log likelihood = -29919.248
Iteration 9: (EM) log likelihood = -29357.82
Iteration 10: (EM) log likelihood = -28992.254
Iteration 11: (EM) log likelihood = -28793.941
Iteration 12: (EM) log likelihood = -28701.601
Iteration 13: (EM) log likelihood = -28661.904
Iteration 14: (EM) log likelihood = -28643.193
Iteration 15: (EM) log likelihood = -28632.241
Iteration 16: (EM) log likelihood = -28623.407
Iteration 17: (EM) log likelihood = -28619.017
Iteration 18: (EM) log likelihood = -28614.915
Iteration 19: (EM) log likelihood = -28610.496
Iteration 20: (EM) log likelihood = -28605.354
Iteration 21: (EM) log likelihood = -28600.865
Iteration 22: (EM) log likelihood = -28595.932
Iteration 23: (EM) log likelihood = -28593.054
Iteration 24: (EM) log likelihood = -28589.008
Iteration 25: (EM) log likelihood = -28587.088
Iteration 26: (EM) log likelihood = -28583.896
Iteration 27: (EM) log likelihood = -28581.969
Iteration 28: (EM) log likelihood = -28579.341
Iteration 29: (EM) log likelihood = -28577.513
Iteration 30: (EM) log likelihood = -28576.175
Iteration 31: (EM) log likelihood = -28575.881
Iteration 32: (EM) log likelihood = -28574.729
Iteration 33: (EM) log likelihood = -28574.464
Iteration 34: (EM) log likelihood = -28574.313
Iteration 35: (EM) log likelihood = -28573.437
Iteration 36: (EM) log likelihood = -28572.662
Iteration 37: (EM) log likelihood = -28572.151
Iteration 38: (EM) log likelihood = -28572.001
Iteration 39: (EM) log likelihood = -28571.215
Iteration 40: (EM) log likelihood = -28570.424
Iteration 41: (EM) log likelihood = -28569.884
Iteration 42: (EM) log likelihood = -28569.417
Iteration 43: (EM) log likelihood = -28568.702
Iteration 44: (EM) log likelihood = -28568.187
Iteration 45: (EM) log likelihood = -28567.125
Iteration 46: (EM) log likelihood = -28566.885
Iteration 47: (EM) log likelihood = -28566.422
Iteration 48: (EM) log likelihood = -28566.463
Iteration 49: (EM) log likelihood = -28565.879
Iteration 50: (EM) log likelihood = -28565.764
Iteration 51: (EM) log likelihood = -28564.699
Iteration 52: (EM) log likelihood = -28564.28
Iteration 53: (EM) log likelihood = -28563.869
Iteration 54: (EM) log likelihood = -28563.522
Iteration 55: (EM) log likelihood = -28563.117
Iteration 56: (EM) log likelihood = -28562.603
Iteration 57: (EM) log likelihood = -28562.269
Iteration 58: (EM) log likelihood = -28561.802
Iteration 59: (EM) log likelihood = -28561.318
Iteration 60: (EM) log likelihood = -28560.988
Iteration 61: (EM) log likelihood = -28560.308
Iteration 62: (EM) log likelihood = -28560.66
Iteration 63: (EM) log likelihood = -28559.902
Iteration 64: (EM) log likelihood = -28559.307
Iteration 65: (EM) log likelihood = -28558.756
Iteration 66: (EM) log likelihood = -28558.239
Iteration 67: (EM) log likelihood = -28557.835
Iteration 68: (EM) log likelihood = -28557.196
Iteration 69: (EM) log likelihood = -28556.926
Iteration 70: (EM) log likelihood = -28556.688
Iteration 71: (EM) log likelihood = -28556.246
Iteration 72: (EM) log likelihood = -28555.603
Iteration 73: (EM) log likelihood = -28555.276
Iteration 74: (EM) log likelihood = -28554.893
Iteration 75: (EM) log likelihood = -28554.369
Iteration 76: (EM) log likelihood = -28553.913
Iteration 77: (EM) log likelihood = -28553.38
Iteration 78: (EM) log likelihood = -28552.766
Iteration 79: (EM) log likelihood = -28552.303
Iteration 80: (EM) log likelihood = -28551.835
Iteration 81: (EM) log likelihood = -28551.321
Iteration 82: (EM) log likelihood = -28550.919
Iteration 83: (EM) log likelihood = -28550.469
Iteration 84: (EM) log likelihood = -28550.029
Iteration 85: (EM) log likelihood = -28549.425
Iteration 86: (EM) log likelihood = -28548.166
Iteration 87: (EM) log likelihood = -28547.544
Iteration 88: (EM) log likelihood = -28547.086
Iteration 89: (EM) log likelihood = -28546.534
Iteration 90: (EM) log likelihood = -28545.966
Iteration 91: (EM) log likelihood = -28545.208
Iteration 92: (EM) log likelihood = -28544.582
Iteration 93: (EM) log likelihood = -28544.115
Iteration 94: (EM) log likelihood = -28542.943
Iteration 95: (EM) log likelihood = -28542.268
Iteration 96: (EM) log likelihood = -28541.697
Iteration 97: (EM) log likelihood = -28541.18
Iteration 98: (EM) log likelihood = -28541.295
Iteration 99: (EM) log likelihood = -28540.531
Iteration 100: (EM) log likelihood = -28539.876
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4160.7898
Iteration 1: (class) log likelihood = -4160.7898
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29153.538
Iteration 1: (outcome) log likelihood = -28949.292
Iteration 2: (outcome) log likelihood = -28929.659
Iteration 3: (outcome) log likelihood = -28927.884
Iteration 4: (outcome) log likelihood = -28927.69
Iteration 5: (outcome) log likelihood = -28927.652
Iteration 6: (outcome) log likelihood = -28927.644
Iteration 7: (outcome) log likelihood = -28927.642
Iteration 8: (outcome) log likelihood = -28927.642
Iteration 9: (outcome) log likelihood = -28927.641 (not concave)
Iteration 10: (outcome) log likelihood = -28927.641 (not concave)
Iteration 11: (outcome) log likelihood = -28927.641 (not concave)
Iteration 12: (outcome) log likelihood = -28927.641 (not concave)
Iteration 13: (outcome) log likelihood = -28927.641 (not concave)
Iteration 14: (outcome) log likelihood = -28927.641 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33077.092
Iteration 1: (EM) log likelihood = -33027.097
Iteration 2: (EM) log likelihood = -32891.575
Iteration 3: (EM) log likelihood = -32609.634
Iteration 4: (EM) log likelihood = -32074.774
Iteration 5: (EM) log likelihood = -31374.158
Iteration 6: (EM) log likelihood = -30739.385
Iteration 7: (EM) log likelihood = -30177.164
Iteration 8: (EM) log likelihood = -29628.45
Iteration 9: (EM) log likelihood = -29142.721
Iteration 10: (EM) log likelihood = -28825.943
Iteration 11: (EM) log likelihood = -28670.989
Iteration 12: (EM) log likelihood = -28599.503
Iteration 13: (EM) log likelihood = -28563.655
Iteration 14: (EM) log likelihood = -28545.406
Iteration 15: (EM) log likelihood = -28536.821
Iteration 16: (EM) log likelihood = -28528.812
Iteration 17: (EM) log likelihood = -28522.91
Iteration 18: (EM) log likelihood = -28517.666
Iteration 19: (EM) log likelihood = -28514.073
Iteration 20: (EM) log likelihood = -28510.063
Iteration 21: (EM) log likelihood = -28507.273
Iteration 22: (EM) log likelihood = -28503.336
Iteration 23: (EM) log likelihood = -28500.968
Iteration 24: (EM) log likelihood = -28498.83
Iteration 25: (EM) log likelihood = -28497.785
Iteration 26: (EM) log likelihood = -28497.195
Iteration 27: (EM) log likelihood = -28495.981
Iteration 28: (EM) log likelihood = -28495.906
Iteration 29: (EM) log likelihood = -28494.912
Iteration 30: (EM) log likelihood = -28495.268
Iteration 31: (EM) log likelihood = -28495.318
Iteration 32: (EM) log likelihood = -28494.659
Iteration 33: (EM) log likelihood = -28494.936
Iteration 34: (EM) log likelihood = -28495.242
Iteration 35: (EM) log likelihood = -28495.732
Iteration 36: (EM) log likelihood = -28495.993
Iteration 37: (EM) log likelihood = -28496.515
Iteration 38: (EM) log likelihood = -28497.211
Iteration 39: (EM) log likelihood = -28497.501
Iteration 40: (EM) log likelihood = -28497.806
Iteration 41: (EM) log likelihood = -28498.095
Iteration 42: (EM) log likelihood = -28498.002
Iteration 43: (EM) log likelihood = -28498.272
Iteration 44: (EM) log likelihood = -28498.905
Iteration 45: (EM) log likelihood = -28499.466
Iteration 46: (EM) log likelihood = -28500.048
Iteration 47: (EM) log likelihood = -28500.549
Iteration 48: (EM) log likelihood = -28501.042
Iteration 49: (EM) log likelihood = -28501.393
Iteration 50: (EM) log likelihood = -28501.812
Iteration 51: (EM) log likelihood = -28502.369
Iteration 52: (EM) log likelihood = -28502.69
Iteration 53: (EM) log likelihood = -28502.94
Iteration 54: (EM) log likelihood = -28503.225
Iteration 55: (EM) log likelihood = -28503.582
Iteration 56: (EM) log likelihood = -28504.028
Iteration 57: (EM) log likelihood = -28504.494
Iteration 58: (EM) log likelihood = -28505.117
Iteration 59: (EM) log likelihood = -28505.3
Iteration 60: (EM) log likelihood = -28505.455
Iteration 61: (EM) log likelihood = -28505.632
Iteration 62: (EM) log likelihood = -28506.043
Iteration 63: (EM) log likelihood = -28506.151
Iteration 64: (EM) log likelihood = -28504.155
Iteration 65: (EM) log likelihood = -28504.394
Iteration 66: (EM) log likelihood = -28504.675
Iteration 67: (EM) log likelihood = -28504.977
Iteration 68: (EM) log likelihood = -28505.314
Iteration 69: (EM) log likelihood = -28505.616
Iteration 70: (EM) log likelihood = -28506.602
Iteration 71: (EM) log likelihood = -28506.01
Iteration 72: (EM) log likelihood = -28506.27
Iteration 73: (EM) log likelihood = -28507.185
Iteration 74: (EM) log likelihood = -28506.671
Iteration 75: (EM) log likelihood = -28506.789
Iteration 76: (EM) log likelihood = -28506.945
Iteration 77: (EM) log likelihood = -28507.172
Iteration 78: (EM) log likelihood = -28507.38
Iteration 79: (EM) log likelihood = -28507.596
Iteration 80: (EM) log likelihood = -28507.779
Iteration 81: (EM) log likelihood = -28507.96
Iteration 82: (EM) log likelihood = -28508.115
Iteration 83: (EM) log likelihood = -28508.268
Iteration 84: (EM) log likelihood = -28508.402
Iteration 85: (EM) log likelihood = -28508.534
Iteration 86: (EM) log likelihood = -28508.651
Iteration 87: (EM) log likelihood = -28508.778
Iteration 88: (EM) log likelihood = -28508.88
Iteration 89: (EM) log likelihood = -28508.978
Iteration 90: (EM) log likelihood = -28509.058
Iteration 91: (EM) log likelihood = -28509.158
Iteration 92: (EM) log likelihood = -28509.228
Iteration 93: (EM) log likelihood = -28509.304
Iteration 94: (EM) log likelihood = -28509.357
Iteration 95: (EM) log likelihood = -28509.435
Iteration 96: (EM) log likelihood = -28509.484
Iteration 97: (EM) log likelihood = -28509.552
Iteration 98: (EM) log likelihood = -28509.606
Iteration 99: (EM) log likelihood = -28509.672
Iteration 100: (EM) log likelihood = -28509.735
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6222
Iteration 1: (class) log likelihood = -4162.6222 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.407
Iteration 1: (outcome) log likelihood = -28942.429
Iteration 2: (outcome) log likelihood = -28925.921
Iteration 3: (outcome) log likelihood = -28925.078
Iteration 4: (outcome) log likelihood = -28924.876
Iteration 5: (outcome) log likelihood = -28924.835
Iteration 6: (outcome) log likelihood = -28924.829
Iteration 7: (outcome) log likelihood = -28924.827
Iteration 8: (outcome) log likelihood = -28924.827
Iteration 9: (outcome) log likelihood = -28924.827
Iteration 10: (outcome) log likelihood = -28924.827 (not concave)
Iteration 11: (outcome) log likelihood = -28924.827 (not concave)
Iteration 12: (outcome) log likelihood = -28924.827 (not concave)
Iteration 13: (outcome) log likelihood = -28924.827 (not concave)
Iteration 14: (outcome) log likelihood = -28924.827 (not concave)
Iteration 15: (outcome) log likelihood = -28924.827 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33055.412
Iteration 1: (EM) log likelihood = -32945.812
Iteration 2: (EM) log likelihood = -32594.432
Iteration 3: (EM) log likelihood = -31775.372
Iteration 4: (EM) log likelihood = -30811.704
Iteration 5: (EM) log likelihood = -30152.846
Iteration 6: (EM) log likelihood = -29719.584
Iteration 7: (EM) log likelihood = -29407.799
Iteration 8: (EM) log likelihood = -29180.888
Iteration 9: (EM) log likelihood = -29014.077
Iteration 10: (EM) log likelihood = -28888.859
Iteration 11: (EM) log likelihood = -28798.056
Iteration 12: (EM) log likelihood = -28730.353
Iteration 13: (EM) log likelihood = -28679.608
Iteration 14: (EM) log likelihood = -28637.047
Iteration 15: (EM) log likelihood = -28609.535
Iteration 16: (EM) log likelihood = -28586.408
Iteration 17: (EM) log likelihood = -28565.465
Iteration 18: (EM) log likelihood = -28546.723
Iteration 19: (EM) log likelihood = -28528.258
Iteration 20: (EM) log likelihood = -28509.699
Iteration 21: (EM) log likelihood = -28490.946
Iteration 22: (EM) log likelihood = -28473.08
Iteration 23: (EM) log likelihood = -28456.123
Iteration 24: (EM) log likelihood = -28441.824
Iteration 25: (EM) log likelihood = -28427.323
Iteration 26: (EM) log likelihood = -28408.259
Iteration 27: (EM) log likelihood = -28391.962
Iteration 28: (EM) log likelihood = -28378.936
Iteration 29: (EM) log likelihood = -28367.149
Iteration 30: (EM) log likelihood = -28352.246
Iteration 31: (EM) log likelihood = -28339.906
Iteration 32: (EM) log likelihood = -28325.802
Iteration 33: (EM) log likelihood = -28313.47
Iteration 34: (EM) log likelihood = -28301.862
Iteration 35: (EM) log likelihood = -28292.542
Iteration 36: (EM) log likelihood = -28281.303
Iteration 37: (EM) log likelihood = -28272.372
Iteration 38: (EM) log likelihood = -28261.911
Iteration 39: (EM) log likelihood = -28250.255
Iteration 40: (EM) log likelihood = -28239.222
Iteration 41: (EM) log likelihood = -28228.669
Iteration 42: (EM) log likelihood = -28217.95
Iteration 43: (EM) log likelihood = -28209.562
Iteration 44: (EM) log likelihood = -28201.41
Iteration 45: (EM) log likelihood = -28195.606
Iteration 46: (EM) log likelihood = -28188.153
Iteration 47: (EM) log likelihood = -28182.907
Iteration 48: (EM) log likelihood = -28176.854
Iteration 49: (EM) log likelihood = -28170.884
Iteration 50: (EM) log likelihood = -28166.242
Iteration 51: (EM) log likelihood = -28162.678
Iteration 52: (EM) log likelihood = -28158.052
Iteration 53: (EM) log likelihood = -28153.119
Iteration 54: (EM) log likelihood = -28150.553
Iteration 55: (EM) log likelihood = -28147.854
Iteration 56: (EM) log likelihood = -28143.613
Iteration 57: (EM) log likelihood = -28140.23
Iteration 58: (EM) log likelihood = -28136.015
Iteration 59: (EM) log likelihood = -28133.375
Iteration 60: (EM) log likelihood = -28130.961
Iteration 61: (EM) log likelihood = -28129.045
Iteration 62: (EM) log likelihood = -28127.465
Iteration 63: (EM) log likelihood = -28125.95
Iteration 64: (EM) log likelihood = -28124.318
Iteration 65: (EM) log likelihood = -28123.15
Iteration 66: (EM) log likelihood = -28121.82
Iteration 67: (EM) log likelihood = -28120.038
Iteration 68: (EM) log likelihood = -28119.165
Iteration 69: (EM) log likelihood = -28118.327
Iteration 70: (EM) log likelihood = -28117.418
Iteration 71: (EM) log likelihood = -28116.651
Iteration 72: (EM) log likelihood = -28115.885
Iteration 73: (EM) log likelihood = -28115.073
Iteration 74: (EM) log likelihood = -28114.097
Iteration 75: (EM) log likelihood = -28113.205
Iteration 76: (EM) log likelihood = -28112.49
Iteration 77: (EM) log likelihood = -28111.807
Iteration 78: (EM) log likelihood = -28111.248
Iteration 79: (EM) log likelihood = -28110.725
Iteration 80: (EM) log likelihood = -28110.098
Iteration 81: (EM) log likelihood = -28109.46
Iteration 82: (EM) log likelihood = -28108.698
Iteration 83: (EM) log likelihood = -28107.645
Iteration 84: (EM) log likelihood = -28106.151
Iteration 85: (EM) log likelihood = -28100.655
Iteration 86: (EM) log likelihood = -28098.714
Iteration 87: (EM) log likelihood = -28097.838
Iteration 88: (EM) log likelihood = -28096.624
Iteration 89: (EM) log likelihood = -28096.121
Iteration 90: (EM) log likelihood = -28095.625
Iteration 91: (EM) log likelihood = -28095.1
Iteration 92: (EM) log likelihood = -28093.451
Iteration 93: (EM) log likelihood = -28092.879
Iteration 94: (EM) log likelihood = -28092.442
Iteration 95: (EM) log likelihood = -28091.958
Iteration 96: (EM) log likelihood = -28091.351
Iteration 97: (EM) log likelihood = -28090.985
Iteration 98: (EM) log likelihood = -28089.002
Iteration 99: (EM) log likelihood = -28088.844
Iteration 100: (EM) log likelihood = -28088.593
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1528
Iteration 1: (class) log likelihood = -4162.1528
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29154.388
Iteration 1: (outcome) log likelihood = -28952.454
Iteration 2: (outcome) log likelihood = -28937.345
Iteration 3: (outcome) log likelihood = -28936.509
Iteration 4: (outcome) log likelihood = -28936.333
Iteration 5: (outcome) log likelihood = -28936.296
Iteration 6: (outcome) log likelihood = -28936.289
Iteration 7: (outcome) log likelihood = -28936.287
Iteration 8: (outcome) log likelihood = -28936.286
Iteration 9: (outcome) log likelihood = -28936.286
Iteration 10: (outcome) log likelihood = -28936.286
Refining starting values:
Iteration 0: (EM) log likelihood = -33089.808
Iteration 1: (EM) log likelihood = -33046.845
Iteration 2: (EM) log likelihood = -32882.443
Iteration 3: (EM) log likelihood = -32354.141
Iteration 4: (EM) log likelihood = -31427.481
Iteration 5: (EM) log likelihood = -30641.311
Iteration 6: (EM) log likelihood = -30143.069
Iteration 7: (EM) log likelihood = -29809.26
Iteration 8: (EM) log likelihood = -29581.909
Iteration 9: (EM) log likelihood = -29428.305
Iteration 10: (EM) log likelihood = -29320.645
Iteration 11: (EM) log likelihood = -29233.832
Iteration 12: (EM) log likelihood = -29170.087
Iteration 13: (EM) log likelihood = -29114.99
Iteration 14: (EM) log likelihood = -29072.999
Iteration 15: (EM) log likelihood = -29037.99
Iteration 16: (EM) log likelihood = -29002.112
Iteration 17: (EM) log likelihood = -28965.51
Iteration 18: (EM) log likelihood = -28924.922
Iteration 19: (EM) log likelihood = -28877.461
Iteration 20: (EM) log likelihood = -28823.547
Iteration 21: (EM) log likelihood = -28765.948
Iteration 22: (EM) log likelihood = -28715.344
Iteration 23: (EM) log likelihood = -28673.393
Iteration 24: (EM) log likelihood = -28640.826
Iteration 25: (EM) log likelihood = -28616.366
Iteration 26: (EM) log likelihood = -28596.776
Iteration 27: (EM) log likelihood = -28581.724
Iteration 28: (EM) log likelihood = -28569.434
Iteration 29: (EM) log likelihood = -28557.165
Iteration 30: (EM) log likelihood = -28546.546
Iteration 31: (EM) log likelihood = -28538.378
Iteration 32: (EM) log likelihood = -28530.853
Iteration 33: (EM) log likelihood = -28524.099
Iteration 34: (EM) log likelihood = -28517.327
Iteration 35: (EM) log likelihood = -28510.768
Iteration 36: (EM) log likelihood = -28506.138
Iteration 37: (EM) log likelihood = -28502.297
Iteration 38: (EM) log likelihood = -28498.414
Iteration 39: (EM) log likelihood = -28495.823
Iteration 40: (EM) log likelihood = -28493.451
Iteration 41: (EM) log likelihood = -28490.631
Iteration 42: (EM) log likelihood = -28488.641
Iteration 43: (EM) log likelihood = -28487.932
Iteration 44: (EM) log likelihood = -28487.319
Iteration 45: (EM) log likelihood = -28485.864
Iteration 46: (EM) log likelihood = -28484.427
Iteration 47: (EM) log likelihood = -28484.423
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6031
Iteration 1: (class) log likelihood = -4162.6031
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29157.534
Iteration 1: (outcome) log likelihood = -28957.002
Iteration 2: (outcome) log likelihood = -28937.712
Iteration 3: (outcome) log likelihood = -28936.779
Iteration 4: (outcome) log likelihood = -28936.573
Iteration 5: (outcome) log likelihood = -28936.53
Iteration 6: (outcome) log likelihood = -28936.521
Iteration 7: (outcome) log likelihood = -28936.519
Iteration 8: (outcome) log likelihood = -28936.518
Iteration 9: (outcome) log likelihood = -28936.518
Iteration 10: (outcome) log likelihood = -28936.518 (not concave)
Iteration 11: (outcome) log likelihood = -28936.518 (not concave)
Iteration 12: (outcome) log likelihood = -28936.518 (not concave)
Iteration 13: (outcome) log likelihood = -28936.518 (not concave)
Iteration 14: (outcome) log likelihood = -28936.518 (not concave)
Iteration 15: (outcome) log likelihood = -28936.518 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33091.657
Iteration 1: (EM) log likelihood = -33065.536
Iteration 2: (EM) log likelihood = -32981.214
Iteration 3: (EM) log likelihood = -32726.979
Iteration 4: (EM) log likelihood = -32190.62
Iteration 5: (EM) log likelihood = -31465.613
Iteration 6: (EM) log likelihood = -30776.981
Iteration 7: (EM) log likelihood = -30167.815
Iteration 8: (EM) log likelihood = -29627.079
Iteration 9: (EM) log likelihood = -29198.861
Iteration 10: (EM) log likelihood = -28928.85
Iteration 11: (EM) log likelihood = -28791.045
Iteration 12: (EM) log likelihood = -28726.5
Iteration 13: (EM) log likelihood = -28694.972
Iteration 14: (EM) log likelihood = -28677.407
Iteration 15: (EM) log likelihood = -28666.782
Iteration 16: (EM) log likelihood = -28659.001
Iteration 17: (EM) log likelihood = -28654.109
Iteration 18: (EM) log likelihood = -28650.173
Iteration 19: (EM) log likelihood = -28645.657
Iteration 20: (EM) log likelihood = -28638.946
Iteration 21: (EM) log likelihood = -28631.778
Iteration 22: (EM) log likelihood = -28624.52
Iteration 23: (EM) log likelihood = -28617.095
Iteration 24: (EM) log likelihood = -28609.094
Iteration 25: (EM) log likelihood = -28602.353
Iteration 26: (EM) log likelihood = -28594.651
Iteration 27: (EM) log likelihood = -28586.97
Iteration 28: (EM) log likelihood = -28580.099
Iteration 29: (EM) log likelihood = -28572.83
Iteration 30: (EM) log likelihood = -28565.294
Iteration 31: (EM) log likelihood = -28558.331
Iteration 32: (EM) log likelihood = -28552.414
Iteration 33: (EM) log likelihood = -28546.493
Iteration 34: (EM) log likelihood = -28540.248
Iteration 35: (EM) log likelihood = -28535.099
Iteration 36: (EM) log likelihood = -28529.459
Iteration 37: (EM) log likelihood = -28524.743
Iteration 38: (EM) log likelihood = -28519.232
Iteration 39: (EM) log likelihood = -28514.256
Iteration 40: (EM) log likelihood = -28508.94
Iteration 41: (EM) log likelihood = -28503.975
Iteration 42: (EM) log likelihood = -28499.971
Iteration 43: (EM) log likelihood = -28494.437
Iteration 44: (EM) log likelihood = -28488.843
Iteration 45: (EM) log likelihood = -28483.838
Iteration 46: (EM) log likelihood = -28479.594
Iteration 47: (EM) log likelihood = -28475.265
Iteration 48: (EM) log likelihood = -28470.993
Iteration 49: (EM) log likelihood = -28467.007
Iteration 50: (EM) log likelihood = -28463.02
Iteration 51: (EM) log likelihood = -28458.785
Iteration 52: (EM) log likelihood = -28454.019
Iteration 53: (EM) log likelihood = -28450.511
Iteration 54: (EM) log likelihood = -28446.118
Iteration 55: (EM) log likelihood = -28441.856
Iteration 56: (EM) log likelihood = -28438.034
Iteration 57: (EM) log likelihood = -28434.765
Iteration 58: (EM) log likelihood = -28432.144
Iteration 59: (EM) log likelihood = -28427.484
Iteration 60: (EM) log likelihood = -28423.912
Iteration 61: (EM) log likelihood = -28421.314
Iteration 62: (EM) log likelihood = -28417.583
Iteration 63: (EM) log likelihood = -28414.529
Iteration 64: (EM) log likelihood = -28411.86
Iteration 65: (EM) log likelihood = -28409.188
Iteration 66: (EM) log likelihood = -28406.719
Iteration 67: (EM) log likelihood = -28404.823
Iteration 68: (EM) log likelihood = -28402.876
Iteration 69: (EM) log likelihood = -28400.848
Iteration 70: (EM) log likelihood = -28398.999
Iteration 71: (EM) log likelihood = -28397.654
Iteration 72: (EM) log likelihood = -28395.983
Iteration 73: (EM) log likelihood = -28394.24
Iteration 74: (EM) log likelihood = -28392.55
Iteration 75: (EM) log likelihood = -28391.313
Iteration 76: (EM) log likelihood = -28389.781
Iteration 77: (EM) log likelihood = -28388.157
Iteration 78: (EM) log likelihood = -28386.334
Iteration 79: (EM) log likelihood = -28384.408
Iteration 80: (EM) log likelihood = -28382.997
Iteration 81: (EM) log likelihood = -28381.492
Iteration 82: (EM) log likelihood = -28379.965
Iteration 83: (EM) log likelihood = -28378.679
Iteration 84: (EM) log likelihood = -28377.378
Iteration 85: (EM) log likelihood = -28376.117
Iteration 86: (EM) log likelihood = -28375.035
Iteration 87: (EM) log likelihood = -28373.763
Iteration 88: (EM) log likelihood = -28372.554
Iteration 89: (EM) log likelihood = -28371.501
Iteration 90: (EM) log likelihood = -28370.334
Iteration 91: (EM) log likelihood = -28369.223
Iteration 92: (EM) log likelihood = -28368.155
Iteration 93: (EM) log likelihood = -28366.996
Iteration 94: (EM) log likelihood = -28366.007
Iteration 95: (EM) log likelihood = -28365.428
Iteration 96: (EM) log likelihood = -28364.726
Iteration 97: (EM) log likelihood = -28363.78
Iteration 98: (EM) log likelihood = -28362.135
Iteration 99: (EM) log likelihood = -28360.89
Iteration 100: (EM) log likelihood = -28359.553
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.8294
Iteration 1: (class) log likelihood = -4161.8294
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29148.289
Iteration 1: (outcome) log likelihood = -28963.161
Iteration 2: (outcome) log likelihood = -28929.007
Iteration 3: (outcome) log likelihood = -28925.864
Iteration 4: (outcome) log likelihood = -28925.613
Iteration 5: (outcome) log likelihood = -28925.568
Iteration 6: (outcome) log likelihood = -28925.556
Iteration 7: (outcome) log likelihood = -28925.554
Iteration 8: (outcome) log likelihood = -28925.554
Iteration 9: (outcome) log likelihood = -28925.554
Iteration 10: (outcome) log likelihood = -28925.554
Refining starting values:
Iteration 0: (EM) log likelihood = -33051.936
Iteration 1: (EM) log likelihood = -32921.894
Iteration 2: (EM) log likelihood = -32571.476
Iteration 3: (EM) log likelihood = -31950.595
Iteration 4: (EM) log likelihood = -31196.323
Iteration 5: (EM) log likelihood = -30472.646
Iteration 6: (EM) log likelihood = -29865.877
Iteration 7: (EM) log likelihood = -29379.49
Iteration 8: (EM) log likelihood = -29005.884
Iteration 9: (EM) log likelihood = -28723.563
Iteration 10: (EM) log likelihood = -28522.658
Iteration 11: (EM) log likelihood = -28401.859
Iteration 12: (EM) log likelihood = -28326.61
Iteration 13: (EM) log likelihood = -28275.804
Iteration 14: (EM) log likelihood = -28236.762
Iteration 15: (EM) log likelihood = -28210.636
Iteration 16: (EM) log likelihood = -28194.041
Iteration 17: (EM) log likelihood = -28183.27
Iteration 18: (EM) log likelihood = -28177.632
Iteration 19: (EM) log likelihood = -28175.374
Iteration 20: (EM) log likelihood = -28175.312
Iteration 21: (EM) log likelihood = -28177.64
Iteration 22: (EM) log likelihood = -28179.651
Iteration 23: (EM) log likelihood = -28181.957
Iteration 24: (EM) log likelihood = -28182.048
Iteration 25: (EM) log likelihood = -28181.984
Iteration 26: (EM) log likelihood = -28178.584
Iteration 27: (EM) log likelihood = -28171.354
Iteration 28: (EM) log likelihood = -28160.39
Iteration 29: (EM) log likelihood = -28146.045
Iteration 30: (EM) log likelihood = -28131.212
Iteration 31: (EM) log likelihood = -28117.119
Iteration 32: (EM) log likelihood = -28104.471
Iteration 33: (EM) log likelihood = -28092.864
Iteration 34: (EM) log likelihood = -28082.491
Iteration 35: (EM) log likelihood = -28073.004
Iteration 36: (EM) log likelihood = -28063.97
Iteration 37: (EM) log likelihood = -28055.127
Iteration 38: (EM) log likelihood = -28046.195
Iteration 39: (EM) log likelihood = -28037.178
Iteration 40: (EM) log likelihood = -28028.251
Iteration 41: (EM) log likelihood = -28019.597
Iteration 42: (EM) log likelihood = -28011.016
Iteration 43: (EM) log likelihood = -28002.683
Iteration 44: (EM) log likelihood = -27994.785
Iteration 45: (EM) log likelihood = -27987.442
Iteration 46: (EM) log likelihood = -27980.344
Iteration 47: (EM) log likelihood = -27973.855
Iteration 48: (EM) log likelihood = -27968.035
Iteration 49: (EM) log likelihood = -27962.736
Iteration 50: (EM) log likelihood = -27957.971
Iteration 51: (EM) log likelihood = -27953.637
Iteration 52: (EM) log likelihood = -27949.573
Iteration 53: (EM) log likelihood = -27945.977
Iteration 54: (EM) log likelihood = -27942.84
Iteration 55: (EM) log likelihood = -27939.977
Iteration 56: (EM) log likelihood = -27937.311
Iteration 57: (EM) log likelihood = -27935.003
Iteration 58: (EM) log likelihood = -27932.865
Iteration 59: (EM) log likelihood = -27930.942
Iteration 60: (EM) log likelihood = -27928.915
Iteration 61: (EM) log likelihood = -27927.386
Iteration 62: (EM) log likelihood = -27925.956
Iteration 63: (EM) log likelihood = -27924.821
Iteration 64: (EM) log likelihood = -27923.753
Iteration 65: (EM) log likelihood = -27922.73
Iteration 66: (EM) log likelihood = -27921.824
Iteration 67: (EM) log likelihood = -27920.965
Iteration 68: (EM) log likelihood = -27920.183
Iteration 69: (EM) log likelihood = -27919.505
Iteration 70: (EM) log likelihood = -27918.778
Iteration 71: (EM) log likelihood = -27918.149
Iteration 72: (EM) log likelihood = -27917.46
Iteration 73: (EM) log likelihood = -27916.911
Iteration 74: (EM) log likelihood = -27916.383
Iteration 75: (EM) log likelihood = -27915.801
Iteration 76: (EM) log likelihood = -27915.28
Iteration 77: (EM) log likelihood = -27914.459
Iteration 78: (EM) log likelihood = -27913.761
Iteration 79: (EM) log likelihood = -27913.417
Iteration 80: (EM) log likelihood = -27913.024
Iteration 81: (EM) log likelihood = -27912.54
Iteration 82: (EM) log likelihood = -27912.194
Iteration 83: (EM) log likelihood = -27911.819
Iteration 84: (EM) log likelihood = -27911.277
Iteration 85: (EM) log likelihood = -27910.973
Iteration 86: (EM) log likelihood = -27910.55
Iteration 87: (EM) log likelihood = -27910.934
Iteration 88: (EM) log likelihood = -27910.561
Iteration 89: (EM) log likelihood = -27909.908
Iteration 90: (EM) log likelihood = -27909.834
Iteration 91: (EM) log likelihood = -27909.303
Iteration 92: (EM) log likelihood = -27909.097
Iteration 93: (EM) log likelihood = -27908.785
Iteration 94: (EM) log likelihood = -27908.717
Iteration 95: (EM) log likelihood = -27908.517
Iteration 96: (EM) log likelihood = -27908.348
Iteration 97: (EM) log likelihood = -27908.163
Iteration 98: (EM) log likelihood = -27908.058
Iteration 99: (EM) log likelihood = -27907.974
Iteration 100: (EM) log likelihood = -27907.851
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1551
Iteration 1: (class) log likelihood = -4162.1551
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29151.239
Iteration 1: (outcome) log likelihood = -28962.355
Iteration 2: (outcome) log likelihood = -28932.331
Iteration 3: (outcome) log likelihood = -28928.426
Iteration 4: (outcome) log likelihood = -28927.97
Iteration 5: (outcome) log likelihood = -28927.919
Iteration 6: (outcome) log likelihood = -28927.91
Iteration 7: (outcome) log likelihood = -28927.908
Iteration 8: (outcome) log likelihood = -28927.907
Iteration 9: (outcome) log likelihood = -28927.907
Iteration 10: (outcome) log likelihood = -28927.907 (not concave)
Iteration 11: (outcome) log likelihood = -28927.907 (not concave)
Iteration 12: (outcome) log likelihood = -28927.907 (not concave)
Iteration 13: (outcome) log likelihood = -28927.907 (not concave)
Iteration 14: (outcome) log likelihood = -28927.907 (not concave)
Iteration 15: (outcome) log likelihood = -28927.907 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33073.568
Iteration 1: (EM) log likelihood = -33018.301
Iteration 2: (EM) log likelihood = -32892.437
Iteration 3: (EM) log likelihood = -32582.844
Iteration 4: (EM) log likelihood = -31934.966
Iteration 5: (EM) log likelihood = -31057.456
Iteration 6: (EM) log likelihood = -30367.31
Iteration 7: (EM) log likelihood = -29911.028
Iteration 8: (EM) log likelihood = -29585.853
Iteration 9: (EM) log likelihood = -29356.267
Iteration 10: (EM) log likelihood = -29215.382
Iteration 11: (EM) log likelihood = -29112.323
Iteration 12: (EM) log likelihood = -29039.492
Iteration 13: (EM) log likelihood = -28982.408
Iteration 14: (EM) log likelihood = -28932.054
Iteration 15: (EM) log likelihood = -28892.966
Iteration 16: (EM) log likelihood = -28859.389
Iteration 17: (EM) log likelihood = -28828.298
Iteration 18: (EM) log likelihood = -28793.86
Iteration 19: (EM) log likelihood = -28766.308
Iteration 20: (EM) log likelihood = -28739.132
Iteration 21: (EM) log likelihood = -28711.679
Iteration 22: (EM) log likelihood = -28687.296
Iteration 23: (EM) log likelihood = -28664.283
Iteration 24: (EM) log likelihood = -28645.855
Iteration 25: (EM) log likelihood = -28629.239
Iteration 26: (EM) log likelihood = -28618.927
Iteration 27: (EM) log likelihood = -28610.188
Iteration 28: (EM) log likelihood = -28602.444
Iteration 29: (EM) log likelihood = -28594.779
Iteration 30: (EM) log likelihood = -28591.032
Iteration 31: (EM) log likelihood = -28586.342
Iteration 32: (EM) log likelihood = -28580.17
Iteration 33: (EM) log likelihood = -28571.992
Iteration 34: (EM) log likelihood = -28559.928
Iteration 35: (EM) log likelihood = -28544.855
Iteration 36: (EM) log likelihood = -28525.687
Iteration 37: (EM) log likelihood = -28504.33
Iteration 38: (EM) log likelihood = -28481.466
Iteration 39: (EM) log likelihood = -28458.475
Iteration 40: (EM) log likelihood = -28436.028
Iteration 41: (EM) log likelihood = -28416.104
Iteration 42: (EM) log likelihood = -28398.121
Iteration 43: (EM) log likelihood = -28380.969
Iteration 44: (EM) log likelihood = -28367.173
Iteration 45: (EM) log likelihood = -28355.284
Iteration 46: (EM) log likelihood = -28344.732
Iteration 47: (EM) log likelihood = -28334.575
Iteration 48: (EM) log likelihood = -28325.612
Iteration 49: (EM) log likelihood = -28317.326
Iteration 50: (EM) log likelihood = -28309.919
Iteration 51: (EM) log likelihood = -28302.439
Iteration 52: (EM) log likelihood = -28295.327
Iteration 53: (EM) log likelihood = -28288.409
Iteration 54: (EM) log likelihood = -28282.813
Iteration 55: (EM) log likelihood = -28277.444
Iteration 56: (EM) log likelihood = -28272.552
Iteration 57: (EM) log likelihood = -28267.165
Iteration 58: (EM) log likelihood = -28262.66
Iteration 59: (EM) log likelihood = -28257.571
Iteration 60: (EM) log likelihood = -28252.984
Iteration 61: (EM) log likelihood = -28248.622
Iteration 62: (EM) log likelihood = -28244.544
Iteration 63: (EM) log likelihood = -28240.034
Iteration 64: (EM) log likelihood = -28235.617
Iteration 65: (EM) log likelihood = -28230.086
Iteration 66: (EM) log likelihood = -28225.441
Iteration 67: (EM) log likelihood = -28221.093
Iteration 68: (EM) log likelihood = -28216.602
Iteration 69: (EM) log likelihood = -28212.323
Iteration 70: (EM) log likelihood = -28207.694
Iteration 71: (EM) log likelihood = -28203.508
Iteration 72: (EM) log likelihood = -28200.414
Iteration 73: (EM) log likelihood = -28196.665
Iteration 74: (EM) log likelihood = -28193.195
Iteration 75: (EM) log likelihood = -28189.458
Iteration 76: (EM) log likelihood = -28186.095
Iteration 77: (EM) log likelihood = -28182.684
Iteration 78: (EM) log likelihood = -28180.018
Iteration 79: (EM) log likelihood = -28177.46
Iteration 80: (EM) log likelihood = -28174.185
Iteration 81: (EM) log likelihood = -28171.057
Iteration 82: (EM) log likelihood = -28168.737
Iteration 83: (EM) log likelihood = -28165.195
Iteration 84: (EM) log likelihood = -28162.376
Iteration 85: (EM) log likelihood = -28159.253
Iteration 86: (EM) log likelihood = -28156.082
Iteration 87: (EM) log likelihood = -28153.395
Iteration 88: (EM) log likelihood = -28150.652
Iteration 89: (EM) log likelihood = -28148.6
Iteration 90: (EM) log likelihood = -28145.435
Iteration 91: (EM) log likelihood = -28142.991
Iteration 92: (EM) log likelihood = -28139.427
Iteration 93: (EM) log likelihood = -28136.189
Iteration 94: (EM) log likelihood = -28133.429
Iteration 95: (EM) log likelihood = -28129.693
Iteration 96: (EM) log likelihood = -28127.282
Iteration 97: (EM) log likelihood = -28124.585
Iteration 98: (EM) log likelihood = -28122.574
Iteration 99: (EM) log likelihood = -28120.625
Iteration 100: (EM) log likelihood = -28118.113
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.8327
Iteration 1: (class) log likelihood = -4161.8327
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.751
Iteration 1: (outcome) log likelihood = -28947.831
Iteration 2: (outcome) log likelihood = -28924.774
Iteration 3: (outcome) log likelihood = -28923.266
Iteration 4: (outcome) log likelihood = -28923.108
Iteration 5: (outcome) log likelihood = -28923.071
Iteration 6: (outcome) log likelihood = -28923.063
Iteration 7: (outcome) log likelihood = -28923.062
Iteration 8: (outcome) log likelihood = -28923.061
Iteration 9: (outcome) log likelihood = -28923.061 (not concave)
Iteration 10: (outcome) log likelihood = -28923.061 (not concave)
Iteration 11: (outcome) log likelihood = -28923.061 (not concave)
Iteration 12: (outcome) log likelihood = -28923.061 (not concave)
Iteration 13: (outcome) log likelihood = -28923.061 (not concave)
Iteration 14: (outcome) log likelihood = -28923.061 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33065.569
Iteration 1: (EM) log likelihood = -32995.579
Iteration 2: (EM) log likelihood = -32859.628
Iteration 3: (EM) log likelihood = -32654.91
Iteration 4: (EM) log likelihood = -32284.501
Iteration 5: (EM) log likelihood = -31636.519
Iteration 6: (EM) log likelihood = -30801.32
Iteration 7: (EM) log likelihood = -30052.825
Iteration 8: (EM) log likelihood = -29575.939
Iteration 9: (EM) log likelihood = -29299.2
Iteration 10: (EM) log likelihood = -29141.344
Iteration 11: (EM) log likelihood = -29041.9
Iteration 12: (EM) log likelihood = -28972.903
Iteration 13: (EM) log likelihood = -28920.968
Iteration 14: (EM) log likelihood = -28876.265
Iteration 15: (EM) log likelihood = -28841.878
Iteration 16: (EM) log likelihood = -28813.518
Iteration 17: (EM) log likelihood = -28788.082
Iteration 18: (EM) log likelihood = -28761.896
Iteration 19: (EM) log likelihood = -28736.663
Iteration 20: (EM) log likelihood = -28712.156
Iteration 21: (EM) log likelihood = -28688.056
Iteration 22: (EM) log likelihood = -28667.483
Iteration 23: (EM) log likelihood = -28648.269
Iteration 24: (EM) log likelihood = -28630.035
Iteration 25: (EM) log likelihood = -28609.962
Iteration 26: (EM) log likelihood = -28591.887
Iteration 27: (EM) log likelihood = -28576.702
Iteration 28: (EM) log likelihood = -28561.337
Iteration 29: (EM) log likelihood = -28547.311
Iteration 30: (EM) log likelihood = -28536.163
Iteration 31: (EM) log likelihood = -28522.386
Iteration 32: (EM) log likelihood = -28510.067
Iteration 33: (EM) log likelihood = -28496.062
Iteration 34: (EM) log likelihood = -28483.426
Iteration 35: (EM) log likelihood = -28472.934
Iteration 36: (EM) log likelihood = -28459.54
Iteration 37: (EM) log likelihood = -28445.273
Iteration 38: (EM) log likelihood = -28434.168
Iteration 39: (EM) log likelihood = -28422.659
Iteration 40: (EM) log likelihood = -28410.492
Iteration 41: (EM) log likelihood = -28398.409
Iteration 42: (EM) log likelihood = -28386.807
Iteration 43: (EM) log likelihood = -28377.242
Iteration 44: (EM) log likelihood = -28367.006
Iteration 45: (EM) log likelihood = -28355.025
Iteration 46: (EM) log likelihood = -28345.258
Iteration 47: (EM) log likelihood = -28336.4
Iteration 48: (EM) log likelihood = -28325.631
Iteration 49: (EM) log likelihood = -28313.913
Iteration 50: (EM) log likelihood = -28306.958
Iteration 51: (EM) log likelihood = -28296.377
Iteration 52: (EM) log likelihood = -28288.843
Iteration 53: (EM) log likelihood = -28280.833
Iteration 54: (EM) log likelihood = -28273.871
Iteration 55: (EM) log likelihood = -28265.531
Iteration 56: (EM) log likelihood = -28256.092
Iteration 57: (EM) log likelihood = -28249.917
Iteration 58: (EM) log likelihood = -28243.742
Iteration 59: (EM) log likelihood = -28238.83
Iteration 60: (EM) log likelihood = -28232.988
Iteration 61: (EM) log likelihood = -28227.404
Iteration 62: (EM) log likelihood = -28219.101
Iteration 63: (EM) log likelihood = -28212.219
Iteration 64: (EM) log likelihood = -28203.909
Iteration 65: (EM) log likelihood = -28194.515
Iteration 66: (EM) log likelihood = -28185.159
Iteration 67: (EM) log likelihood = -28175.86
Iteration 68: (EM) log likelihood = -28170.775
Iteration 69: (EM) log likelihood = -28166.531
Iteration 70: (EM) log likelihood = -28162.759
Iteration 71: (EM) log likelihood = -28157.076
Iteration 72: (EM) log likelihood = -28152.845
Iteration 73: (EM) log likelihood = -28149.168
Iteration 74: (EM) log likelihood = -28145.961
Iteration 75: (EM) log likelihood = -28140.078
Iteration 76: (EM) log likelihood = -28136.53
Iteration 77: (EM) log likelihood = -28133.206
Iteration 78: (EM) log likelihood = -28131.402
Iteration 79: (EM) log likelihood = -28128.743
Iteration 80: (EM) log likelihood = -28127.14
Iteration 81: (EM) log likelihood = -28125.268
Iteration 82: (EM) log likelihood = -28120.032
Iteration 83: (EM) log likelihood = -28119.533
Iteration 84: (EM) log likelihood = -28117.91
Iteration 85: (EM) log likelihood = -28114.345
Iteration 86: (EM) log likelihood = -28113.239
Iteration 87: (EM) log likelihood = -28109.969
Iteration 88: (EM) log likelihood = -28109.298
Iteration 89: (EM) log likelihood = -28108.642
Iteration 90: (EM) log likelihood = -28107.206
Iteration 91: (EM) log likelihood = -28105.894
Iteration 92: (EM) log likelihood = -28104.892
Iteration 93: (EM) log likelihood = -28104.165
Iteration 94: (EM) log likelihood = -28105.28
Iteration 95: (EM) log likelihood = -28102.092
Iteration 96: (EM) log likelihood = -28101.375
Iteration 97: (EM) log likelihood = -28100.925
Iteration 98: (EM) log likelihood = -28099.736
Iteration 99: (EM) log likelihood = -28099.404
Iteration 100: (EM) log likelihood = -28097.822
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.0558
Iteration 1: (class) log likelihood = -4161.0558
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29155.523
Iteration 1: (outcome) log likelihood = -28957.58
Iteration 2: (outcome) log likelihood = -28940.961
Iteration 3: (outcome) log likelihood = -28940.593
Iteration 4: (outcome) log likelihood = -28940.527
Iteration 5: (outcome) log likelihood = -28940.518
Iteration 6: (outcome) log likelihood = -28940.517
Iteration 7: (outcome) log likelihood = -28940.517
Iteration 8: (outcome) log likelihood = -28940.517
Iteration 9: (outcome) log likelihood = -28940.517 (not concave)
Iteration 10: (outcome) log likelihood = -28940.517 (not concave)
Iteration 11: (outcome) log likelihood = -28940.517 (not concave)
Iteration 12: (outcome) log likelihood = -28940.517 (not concave)
Iteration 13: (outcome) log likelihood = -28940.517 (not concave)
Iteration 14: (outcome) log likelihood = -28940.517 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33085.679
Iteration 1: (EM) log likelihood = -33005.483
Iteration 2: (EM) log likelihood = -32731.381
Iteration 3: (EM) log likelihood = -32046.483
Iteration 4: (EM) log likelihood = -31110.658
Iteration 5: (EM) log likelihood = -30414.182
Iteration 6: (EM) log likelihood = -29946.932
Iteration 7: (EM) log likelihood = -29552.091
Iteration 8: (EM) log likelihood = -29207.466
Iteration 9: (EM) log likelihood = -28959.4
Iteration 10: (EM) log likelihood = -28807.692
Iteration 11: (EM) log likelihood = -28725.954
Iteration 12: (EM) log likelihood = -28679.455
Iteration 13: (EM) log likelihood = -28651.466
Iteration 14: (EM) log likelihood = -28632.45
Iteration 15: (EM) log likelihood = -28618.926
Iteration 16: (EM) log likelihood = -28608.427
Iteration 17: (EM) log likelihood = -28599.601
Iteration 18: (EM) log likelihood = -28592.692
Iteration 19: (EM) log likelihood = -28585.993
Iteration 20: (EM) log likelihood = -28581.184
Iteration 21: (EM) log likelihood = -28577.642
Iteration 22: (EM) log likelihood = -28574.086
Iteration 23: (EM) log likelihood = -28569.141
Iteration 24: (EM) log likelihood = -28565.685
Iteration 25: (EM) log likelihood = -28563.757
Iteration 26: (EM) log likelihood = -28562.14
Iteration 27: (EM) log likelihood = -28560.817
Iteration 28: (EM) log likelihood = -28559.717
Iteration 29: (EM) log likelihood = -28558.75
Iteration 30: (EM) log likelihood = -28557.82
Iteration 31: (EM) log likelihood = -28556.986
Iteration 32: (EM) log likelihood = -28555.929
Iteration 33: (EM) log likelihood = -28555.091
Iteration 34: (EM) log likelihood = -28554.212
Iteration 35: (EM) log likelihood = -28553.302
Iteration 36: (EM) log likelihood = -28552.356
Iteration 37: (EM) log likelihood = -28551.417
Iteration 38: (EM) log likelihood = -28550.902
Iteration 39: (EM) log likelihood = -28550.108
Iteration 40: (EM) log likelihood = -28549.507
Iteration 41: (EM) log likelihood = -28548.981
Iteration 42: (EM) log likelihood = -28548.33
Iteration 43: (EM) log likelihood = -28547.472
Iteration 44: (EM) log likelihood = -28546.971
Iteration 45: (EM) log likelihood = -28546.435
Iteration 46: (EM) log likelihood = -28545.283
Iteration 47: (EM) log likelihood = -28545.105
Iteration 48: (EM) log likelihood = -28544.602
Iteration 49: (EM) log likelihood = -28544.313
Iteration 50: (EM) log likelihood = -28543.518
Iteration 51: (EM) log likelihood = -28542.732
Iteration 52: (EM) log likelihood = -28542.249
Iteration 53: (EM) log likelihood = -28541.829
Iteration 54: (EM) log likelihood = -28541.332
Iteration 55: (EM) log likelihood = -28540.855
Iteration 56: (EM) log likelihood = -28540.33
Iteration 57: (EM) log likelihood = -28539.681
Iteration 58: (EM) log likelihood = -28539.007
Iteration 59: (EM) log likelihood = -28538.641
Iteration 60: (EM) log likelihood = -28538.005
Iteration 61: (EM) log likelihood = -28537.584
Iteration 62: (EM) log likelihood = -28536.929
Iteration 63: (EM) log likelihood = -28536.592
Iteration 64: (EM) log likelihood = -28536.128
Iteration 65: (EM) log likelihood = -28535.755
Iteration 66: (EM) log likelihood = -28535.313
Iteration 67: (EM) log likelihood = -28534.925
Iteration 68: (EM) log likelihood = -28534.504
Iteration 69: (EM) log likelihood = -28534.127
Iteration 70: (EM) log likelihood = -28533.696
Iteration 71: (EM) log likelihood = -28533.296
Iteration 72: (EM) log likelihood = -28532.8
Iteration 73: (EM) log likelihood = -28532.08
Iteration 74: (EM) log likelihood = -28531.715
Iteration 75: (EM) log likelihood = -28531.17
Iteration 76: (EM) log likelihood = -28530.711
Iteration 77: (EM) log likelihood = -28530.485
Iteration 78: (EM) log likelihood = -28529.926
Iteration 79: (EM) log likelihood = -28529.528
Iteration 80: (EM) log likelihood = -28529.247
Iteration 81: (EM) log likelihood = -28528.678
Iteration 82: (EM) log likelihood = -28527.901
Iteration 83: (EM) log likelihood = -28527.762
Iteration 84: (EM) log likelihood = -28527.356
Iteration 85: (EM) log likelihood = -28526.069
Iteration 86: (EM) log likelihood = -28525.961
Iteration 87: (EM) log likelihood = -28525.858
Iteration 88: (EM) log likelihood = -28525.609
Iteration 89: (EM) log likelihood = -28525.36
Iteration 90: (EM) log likelihood = -28525.047
Iteration 91: (EM) log likelihood = -28524.79
Iteration 92: (EM) log likelihood = -28524.555
Iteration 93: (EM) log likelihood = -28524.323
Iteration 94: (EM) log likelihood = -28524.093
Iteration 95: (EM) log likelihood = -28523.853
Iteration 96: (EM) log likelihood = -28523.622
Iteration 97: (EM) log likelihood = -28523.413
Iteration 98: (EM) log likelihood = -28523.203
Iteration 99: (EM) log likelihood = -28523.012
Iteration 100: (EM) log likelihood = -28522.798
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.1768
Iteration 1: (class) log likelihood = -4162.1768
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.232
Iteration 1: (outcome) log likelihood = -28993.285
Iteration 2: (outcome) log likelihood = -28935.917
Iteration 3: (outcome) log likelihood = -28929.049
Iteration 4: (outcome) log likelihood = -28928.141
Iteration 5: (outcome) log likelihood = -28928.095
Iteration 6: (outcome) log likelihood = -28928.09
Iteration 7: (outcome) log likelihood = -28928.09
Iteration 8: (outcome) log likelihood = -28928.089
Iteration 9: (outcome) log likelihood = -28928.089
Iteration 10: (outcome) log likelihood = -28928.089 (not concave)
Iteration 11: (outcome) log likelihood = -28928.089 (not concave)
Iteration 12: (outcome) log likelihood = -28928.089 (not concave)
Iteration 13: (outcome) log likelihood = -28928.089 (not concave)
Iteration 14: (outcome) log likelihood = -28928.089 (not concave)
Iteration 15: (outcome) log likelihood = -28928.089 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33083.654
Iteration 1: (EM) log likelihood = -33039.846
Iteration 2: (EM) log likelihood = -32892.125
Iteration 3: (EM) log likelihood = -32503.097
Iteration 4: (EM) log likelihood = -31804.597
Iteration 5: (EM) log likelihood = -31001.552
Iteration 6: (EM) log likelihood = -30353.728
Iteration 7: (EM) log likelihood = -29874.136
Iteration 8: (EM) log likelihood = -29515.929
Iteration 9: (EM) log likelihood = -29249.813
Iteration 10: (EM) log likelihood = -29049.414
Iteration 11: (EM) log likelihood = -28894.051
Iteration 12: (EM) log likelihood = -28776.413
Iteration 13: (EM) log likelihood = -28694.108
Iteration 14: (EM) log likelihood = -28635.539
Iteration 15: (EM) log likelihood = -28594.56
Iteration 16: (EM) log likelihood = -28565.642
Iteration 17: (EM) log likelihood = -28543.731
Iteration 18: (EM) log likelihood = -28526.969
Iteration 19: (EM) log likelihood = -28512.83
Iteration 20: (EM) log likelihood = -28499.737
Iteration 21: (EM) log likelihood = -28487.893
Iteration 22: (EM) log likelihood = -28477.409
Iteration 23: (EM) log likelihood = -28467.849
Iteration 24: (EM) log likelihood = -28459.051
Iteration 25: (EM) log likelihood = -28450.122
Iteration 26: (EM) log likelihood = -28440.788
Iteration 27: (EM) log likelihood = -28432.698
Iteration 28: (EM) log likelihood = -28426.203
Iteration 29: (EM) log likelihood = -28418.471
Iteration 30: (EM) log likelihood = -28413.214
Iteration 31: (EM) log likelihood = -28406.577
Iteration 32: (EM) log likelihood = -28400.255
Iteration 33: (EM) log likelihood = -28395.632
Iteration 34: (EM) log likelihood = -28391.021
Iteration 35: (EM) log likelihood = -28386.549
Iteration 36: (EM) log likelihood = -28381.193
Iteration 37: (EM) log likelihood = -28377.693
Iteration 38: (EM) log likelihood = -28373.227
Iteration 39: (EM) log likelihood = -28369.342
Iteration 40: (EM) log likelihood = -28364.019
Iteration 41: (EM) log likelihood = -28360.03
Iteration 42: (EM) log likelihood = -28356.727
Iteration 43: (EM) log likelihood = -28352.277
Iteration 44: (EM) log likelihood = -28349.96
Iteration 45: (EM) log likelihood = -28345.539
Iteration 46: (EM) log likelihood = -28341.499
Iteration 47: (EM) log likelihood = -28337.358
Iteration 48: (EM) log likelihood = -28334.31
Iteration 49: (EM) log likelihood = -28331.458
Iteration 50: (EM) log likelihood = -28329.002
Iteration 51: (EM) log likelihood = -28326.252
Iteration 52: (EM) log likelihood = -28323.285
Iteration 53: (EM) log likelihood = -28320.479
Iteration 54: (EM) log likelihood = -28318.608
Iteration 55: (EM) log likelihood = -28315.992
Iteration 56: (EM) log likelihood = -28313.94
Iteration 57: (EM) log likelihood = -28309.265
Iteration 58: (EM) log likelihood = -28306.769
Iteration 59: (EM) log likelihood = -28303.633
Iteration 60: (EM) log likelihood = -28302.223
Iteration 61: (EM) log likelihood = -28300.615
Iteration 62: (EM) log likelihood = -28298.873
Iteration 63: (EM) log likelihood = -28297.218
Iteration 64: (EM) log likelihood = -28296.033
Iteration 65: (EM) log likelihood = -28294.734
Iteration 66: (EM) log likelihood = -28293.051
Iteration 67: (EM) log likelihood = -28291.669
Iteration 68: (EM) log likelihood = -28290.479
Iteration 69: (EM) log likelihood = -28289.235
Iteration 70: (EM) log likelihood = -28287.235
Iteration 71: (EM) log likelihood = -28286.197
Iteration 72: (EM) log likelihood = -28285.342
Iteration 73: (EM) log likelihood = -28284.474
Iteration 74: (EM) log likelihood = -28283.811
Iteration 75: (EM) log likelihood = -28283.007
Iteration 76: (EM) log likelihood = -28282.17
Iteration 77: (EM) log likelihood = -28280.731
Iteration 78: (EM) log likelihood = -28279.9
Iteration 79: (EM) log likelihood = -28279.135
Iteration 80: (EM) log likelihood = -28278.339
Iteration 81: (EM) log likelihood = -28277.585
Iteration 82: (EM) log likelihood = -28276.828
Iteration 83: (EM) log likelihood = -28276.167
Iteration 84: (EM) log likelihood = -28275.547
Iteration 85: (EM) log likelihood = -28274.936
Iteration 86: (EM) log likelihood = -28274.326
Iteration 87: (EM) log likelihood = -28273.534
Iteration 88: (EM) log likelihood = -28272.974
Iteration 89: (EM) log likelihood = -28272.26
Iteration 90: (EM) log likelihood = -28271.62
Iteration 91: (EM) log likelihood = -28271.049
Iteration 92: (EM) log likelihood = -28270.305
Iteration 93: (EM) log likelihood = -28269.55
Iteration 94: (EM) log likelihood = -28268.882
Iteration 95: (EM) log likelihood = -28266.783
Iteration 96: (EM) log likelihood = -28266.035
Iteration 97: (EM) log likelihood = -28265.063
Iteration 98: (EM) log likelihood = -28264.138
Iteration 99: (EM) log likelihood = -28263.589
Iteration 100: (EM) log likelihood = -28263.051
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4162.6079
Iteration 1: (class) log likelihood = -4162.6079
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29152.813
Iteration 1: (outcome) log likelihood = -28949.994
Iteration 2: (outcome) log likelihood = -28936.218
Iteration 3: (outcome) log likelihood = -28935.844
Iteration 4: (outcome) log likelihood = -28935.776
Iteration 5: (outcome) log likelihood = -28935.761
Iteration 6: (outcome) log likelihood = -28935.757
Iteration 7: (outcome) log likelihood = -28935.756
Iteration 8: (outcome) log likelihood = -28935.756
Iteration 9: (outcome) log likelihood = -28935.756
Iteration 10: (outcome) log likelihood = -28935.756 (not concave)
Iteration 11: (outcome) log likelihood = -28935.756 (not concave)
Iteration 12: (outcome) log likelihood = -28935.756 (not concave)
Iteration 13: (outcome) log likelihood = -28935.756 (not concave)
Iteration 14: (outcome) log likelihood = -28935.756 (not concave)
Iteration 15: (outcome) log likelihood = -28935.756 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33082.108
Iteration 1: (EM) log likelihood = -33031.946
Iteration 2: (EM) log likelihood = -32866.926
Iteration 3: (EM) log likelihood = -32417.942
Iteration 4: (EM) log likelihood = -31543.399
Iteration 5: (EM) log likelihood = -30626.281
Iteration 6: (EM) log likelihood = -30056.139
Iteration 7: (EM) log likelihood = -29697.097
Iteration 8: (EM) log likelihood = -29441.11
Iteration 9: (EM) log likelihood = -29234.187
Iteration 10: (EM) log likelihood = -29050.393
Iteration 11: (EM) log likelihood = -28896.022
Iteration 12: (EM) log likelihood = -28785.961
Iteration 13: (EM) log likelihood = -28709.878
Iteration 14: (EM) log likelihood = -28662.697
Iteration 15: (EM) log likelihood = -28626.544
Iteration 16: (EM) log likelihood = -28602.526
Iteration 17: (EM) log likelihood = -28583.002
Iteration 18: (EM) log likelihood = -28566.421
Iteration 19: (EM) log likelihood = -28551.594
Iteration 20: (EM) log likelihood = -28536.45
Iteration 21: (EM) log likelihood = -28524.133
Iteration 22: (EM) log likelihood = -28510.682
Iteration 23: (EM) log likelihood = -28500.068
Iteration 24: (EM) log likelihood = -28490.858
Iteration 25: (EM) log likelihood = -28481.098
Iteration 26: (EM) log likelihood = -28473.4
Iteration 27: (EM) log likelihood = -28466.26
Iteration 28: (EM) log likelihood = -28459.662
Iteration 29: (EM) log likelihood = -28452.392
Iteration 30: (EM) log likelihood = -28445.615
Iteration 31: (EM) log likelihood = -28440.499
Iteration 32: (EM) log likelihood = -28434.698
Iteration 33: (EM) log likelihood = -28430.183
Iteration 34: (EM) log likelihood = -28425.701
Iteration 35: (EM) log likelihood = -28419.945
Iteration 36: (EM) log likelihood = -28415.201
Iteration 37: (EM) log likelihood = -28409.529
Iteration 38: (EM) log likelihood = -28404.669
Iteration 39: (EM) log likelihood = -28399.172
Iteration 40: (EM) log likelihood = -28394.291
Iteration 41: (EM) log likelihood = -28390.208
Iteration 42: (EM) log likelihood = -28386.261
Iteration 43: (EM) log likelihood = -28382.014
Iteration 44: (EM) log likelihood = -28378.325
Iteration 45: (EM) log likelihood = -28374.82
Iteration 46: (EM) log likelihood = -28371.518
Iteration 47: (EM) log likelihood = -28367.918
Iteration 48: (EM) log likelihood = -28364.989
Iteration 49: (EM) log likelihood = -28362.46
Iteration 50: (EM) log likelihood = -28359.815
Iteration 51: (EM) log likelihood = -28357.422
Iteration 52: (EM) log likelihood = -28355.044
Iteration 53: (EM) log likelihood = -28352.723
Iteration 54: (EM) log likelihood = -28350.166
Iteration 55: (EM) log likelihood = -28348.301
Iteration 56: (EM) log likelihood = -28346.385
Iteration 57: (EM) log likelihood = -28344.593
Iteration 58: (EM) log likelihood = -28342.901
Iteration 59: (EM) log likelihood = -28341.037
Iteration 60: (EM) log likelihood = -28339.459
Iteration 61: (EM) log likelihood = -28337.905
Iteration 62: (EM) log likelihood = -28336.337
Iteration 63: (EM) log likelihood = -28334.746
Iteration 64: (EM) log likelihood = -28333.317
Iteration 65: (EM) log likelihood = -28331.804
Iteration 66: (EM) log likelihood = -28330.053
Iteration 67: (EM) log likelihood = -28328.288
Iteration 68: (EM) log likelihood = -28326.656
Iteration 69: (EM) log likelihood = -28325.03
Iteration 70: (EM) log likelihood = -28323.673
Iteration 71: (EM) log likelihood = -28322.166
Iteration 72: (EM) log likelihood = -28320.683
Iteration 73: (EM) log likelihood = -28319.288
Iteration 74: (EM) log likelihood = -28317.85
Iteration 75: (EM) log likelihood = -28316.596
Iteration 76: (EM) log likelihood = -28315.305
Iteration 77: (EM) log likelihood = -28313.895
Iteration 78: (EM) log likelihood = -28312.931
Iteration 79: (EM) log likelihood = -28311.366
Iteration 80: (EM) log likelihood = -28309.932
Iteration 81: (EM) log likelihood = -28308.588
Iteration 82: (EM) log likelihood = -28307.223
Iteration 83: (EM) log likelihood = -28305.857
Iteration 84: (EM) log likelihood = -28304.459
Iteration 85: (EM) log likelihood = -28302.885
Iteration 86: (EM) log likelihood = -28301.537
Iteration 87: (EM) log likelihood = -28300.146
Iteration 88: (EM) log likelihood = -28298.7
Iteration 89: (EM) log likelihood = -28297.261
Iteration 90: (EM) log likelihood = -28295.659
Iteration 91: (EM) log likelihood = -28294.073
Iteration 92: (EM) log likelihood = -28292.748
Iteration 93: (EM) log likelihood = -28291.215
Iteration 94: (EM) log likelihood = -28290.008
Iteration 95: (EM) log likelihood = -28288.79
Iteration 96: (EM) log likelihood = -28287.457
Iteration 97: (EM) log likelihood = -28286.228
Iteration 98: (EM) log likelihood = -28284.993
Iteration 99: (EM) log likelihood = -28283.694
Iteration 100: (EM) log likelihood = -28281.277
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.2492
Iteration 1: (class) log likelihood = -4161.2492
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.85
Iteration 1: (outcome) log likelihood = -28938.619
Iteration 2: (outcome) log likelihood = -28922.016
Iteration 3: (outcome) log likelihood = -28921.341
Iteration 4: (outcome) log likelihood = -28921.242
Iteration 5: (outcome) log likelihood = -28921.229
Iteration 6: (outcome) log likelihood = -28921.227
Iteration 7: (outcome) log likelihood = -28921.227
Iteration 8: (outcome) log likelihood = -28921.227
Iteration 9: (outcome) log likelihood = -28921.227 (not concave)
Iteration 10: (outcome) log likelihood = -28921.227 (not concave)
Iteration 11: (outcome) log likelihood = -28921.227 (not concave)
Iteration 12: (outcome) log likelihood = -28921.227 (not concave)
Iteration 13: (outcome) log likelihood = -28921.227 (not concave)
Iteration 14: (outcome) log likelihood = -28921.227 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33057.511
Iteration 1: (EM) log likelihood = -32980.051
Iteration 2: (EM) log likelihood = -32792.156
Iteration 3: (EM) log likelihood = -32456.513
Iteration 4: (EM) log likelihood = -31842.643
Iteration 5: (EM) log likelihood = -30899.887
Iteration 6: (EM) log likelihood = -30055.239
Iteration 7: (EM) log likelihood = -29543.065
Iteration 8: (EM) log likelihood = -29250.606
Iteration 9: (EM) log likelihood = -29073.454
Iteration 10: (EM) log likelihood = -28948.997
Iteration 11: (EM) log likelihood = -28855.762
Iteration 12: (EM) log likelihood = -28785.292
Iteration 13: (EM) log likelihood = -28735.264
Iteration 14: (EM) log likelihood = -28695.936
Iteration 15: (EM) log likelihood = -28669.016
Iteration 16: (EM) log likelihood = -28645.699
Iteration 17: (EM) log likelihood = -28628.086
Iteration 18: (EM) log likelihood = -28617.288
Iteration 19: (EM) log likelihood = -28610.093
Iteration 20: (EM) log likelihood = -28605.072
Iteration 21: (EM) log likelihood = -28601.158
Iteration 22: (EM) log likelihood = -28599.151
Iteration 23: (EM) log likelihood = -28598.291
Iteration 24: (EM) log likelihood = -28597.175
Iteration 25: (EM) log likelihood = -28596.762
Iteration 26: (EM) log likelihood = -28596.634
Iteration 27: (EM) log likelihood = -28595.751
Iteration 28: (EM) log likelihood = -28595.204
Iteration 29: (EM) log likelihood = -28594.5
Iteration 30: (EM) log likelihood = -28593.823
Iteration 31: (EM) log likelihood = -28591.752
Iteration 32: (EM) log likelihood = -28589.583
Iteration 33: (EM) log likelihood = -28586.553
Iteration 34: (EM) log likelihood = -28582.945
Iteration 35: (EM) log likelihood = -28577.95
Iteration 36: (EM) log likelihood = -28571.872
Iteration 37: (EM) log likelihood = -28564.967
Iteration 38: (EM) log likelihood = -28556.789
Iteration 39: (EM) log likelihood = -28548.462
Iteration 40: (EM) log likelihood = -28539.672
Iteration 41: (EM) log likelihood = -28529.557
Iteration 42: (EM) log likelihood = -28521.143
Iteration 43: (EM) log likelihood = -28513.024
Iteration 44: (EM) log likelihood = -28504.472
Iteration 45: (EM) log likelihood = -28497.692
Iteration 46: (EM) log likelihood = -28491.533
Iteration 47: (EM) log likelihood = -28485.844
Iteration 48: (EM) log likelihood = -28480.731
Iteration 49: (EM) log likelihood = -28475.671
Iteration 50: (EM) log likelihood = -28470.604
Iteration 51: (EM) log likelihood = -28466.241
Iteration 52: (EM) log likelihood = -28462.109
Iteration 53: (EM) log likelihood = -28457.907
Iteration 54: (EM) log likelihood = -28453.988
Iteration 55: (EM) log likelihood = -28450.317
Iteration 56: (EM) log likelihood = -28444.668
Iteration 57: (EM) log likelihood = -28441.032
Iteration 58: (EM) log likelihood = -28437.222
Iteration 59: (EM) log likelihood = -28433.979
Iteration 60: (EM) log likelihood = -28430.696
Iteration 61: (EM) log likelihood = -28426.938
Iteration 62: (EM) log likelihood = -28423.999
Iteration 63: (EM) log likelihood = -28420.926
Iteration 64: (EM) log likelihood = -28418.267
Iteration 65: (EM) log likelihood = -28415.803
Iteration 66: (EM) log likelihood = -28413.408
Iteration 67: (EM) log likelihood = -28411.212
Iteration 68: (EM) log likelihood = -28408.888
Iteration 69: (EM) log likelihood = -28406.116
Iteration 70: (EM) log likelihood = -28403.913
Iteration 71: (EM) log likelihood = -28401.804
Iteration 72: (EM) log likelihood = -28399.968
Iteration 73: (EM) log likelihood = -28398.157
Iteration 74: (EM) log likelihood = -28396.487
Iteration 75: (EM) log likelihood = -28394.909
Iteration 76: (EM) log likelihood = -28393.212
Iteration 77: (EM) log likelihood = -28391.43
Iteration 78: (EM) log likelihood = -28389.994
Iteration 79: (EM) log likelihood = -28388.556
Iteration 80: (EM) log likelihood = -28386.829
Iteration 81: (EM) log likelihood = -28385.39
Iteration 82: (EM) log likelihood = -28384.083
Iteration 83: (EM) log likelihood = -28382.418
Iteration 84: (EM) log likelihood = -28381.215
Iteration 85: (EM) log likelihood = -28379.837
Iteration 86: (EM) log likelihood = -28378.722
Iteration 87: (EM) log likelihood = -28377.55
Iteration 88: (EM) log likelihood = -28376.071
Iteration 89: (EM) log likelihood = -28374.914
Iteration 90: (EM) log likelihood = -28373.803
Iteration 91: (EM) log likelihood = -28372.752
Iteration 92: (EM) log likelihood = -28371.646
Iteration 93: (EM) log likelihood = -28370.215
Iteration 94: (EM) log likelihood = -28369.551
Iteration 95: (EM) log likelihood = -28368.318
Iteration 96: (EM) log likelihood = -28363.392
Iteration 97: (EM) log likelihood = -28362.884
Iteration 98: (EM) log likelihood = -28361.967
Iteration 99: (EM) log likelihood = -28361.026
Iteration 100: (EM) log likelihood = -28360.087
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4161.5815
Iteration 1: (class) log likelihood = -4161.5815
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.829
Iteration 1: (outcome) log likelihood = -28956.411
Iteration 2: (outcome) log likelihood = -28929.096
Iteration 3: (outcome) log likelihood = -28926.914
Iteration 4: (outcome) log likelihood = -28926.73
Iteration 5: (outcome) log likelihood = -28926.689
Iteration 6: (outcome) log likelihood = -28926.68
Iteration 7: (outcome) log likelihood = -28926.678
Iteration 8: (outcome) log likelihood = -28926.678
Iteration 9: (outcome) log likelihood = -28926.678
Iteration 10: (outcome) log likelihood = -28926.678 (not concave)
Iteration 11: (outcome) log likelihood = -28926.678 (not concave)
Iteration 12: (outcome) log likelihood = -28926.678 (not concave)
Iteration 13: (outcome) log likelihood = -28926.678 (not concave)
Iteration 14: (outcome) log likelihood = -28926.678 (not concave)
Iteration 15: (outcome) log likelihood = -28926.678 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33074.449
Iteration 1: (EM) log likelihood = -33025.087
Iteration 2: (EM) log likelihood = -32873.959
Iteration 3: (EM) log likelihood = -32478.327
Iteration 4: (EM) log likelihood = -31727.157
Iteration 5: (EM) log likelihood = -30818.726
Iteration 6: (EM) log likelihood = -30127.214
Iteration 7: (EM) log likelihood = -29697.762
Iteration 8: (EM) log likelihood = -29414.315
Iteration 9: (EM) log likelihood = -29200.978
Iteration 10: (EM) log likelihood = -29016.372
Iteration 11: (EM) log likelihood = -28864.199
Iteration 12: (EM) log likelihood = -28754.269
Iteration 13: (EM) log likelihood = -28682.322
Iteration 14: (EM) log likelihood = -28636.549
Iteration 15: (EM) log likelihood = -28610.804
Iteration 16: (EM) log likelihood = -28593.879
Iteration 17: (EM) log likelihood = -28579.951
Iteration 18: (EM) log likelihood = -28570.106
Iteration 19: (EM) log likelihood = -28562.289
Iteration 20: (EM) log likelihood = -28555.579
Iteration 21: (EM) log likelihood = -28549.429
Iteration 22: (EM) log likelihood = -28544.588
Iteration 23: (EM) log likelihood = -28538.791
Iteration 24: (EM) log likelihood = -28533.659
Iteration 25: (EM) log likelihood = -28528.348
Iteration 26: (EM) log likelihood = -28522.418
Iteration 27: (EM) log likelihood = -28517.268
Iteration 28: (EM) log likelihood = -28511.743
Iteration 29: (EM) log likelihood = -28506.183
Iteration 30: (EM) log likelihood = -28500.544
Iteration 31: (EM) log likelihood = -28494.816
Iteration 32: (EM) log likelihood = -28488.4
Iteration 33: (EM) log likelihood = -28482.736
Iteration 34: (EM) log likelihood = -28477.137
Iteration 35: (EM) log likelihood = -28471.294
Iteration 36: (EM) log likelihood = -28464.57
Iteration 37: (EM) log likelihood = -28458.839
Iteration 38: (EM) log likelihood = -28453.95
Iteration 39: (EM) log likelihood = -28448.066
Iteration 40: (EM) log likelihood = -28442.64
Iteration 41: (EM) log likelihood = -28437.598
Iteration 42: (EM) log likelihood = -28432.973
Iteration 43: (EM) log likelihood = -28427.459
Iteration 44: (EM) log likelihood = -28422.344
Iteration 45: (EM) log likelihood = -28415.953
Iteration 46: (EM) log likelihood = -28410.869
Iteration 47: (EM) log likelihood = -28405.964
Iteration 48: (EM) log likelihood = -28401.691
Iteration 49: (EM) log likelihood = -28397.068
Iteration 50: (EM) log likelihood = -28391.865
Iteration 51: (EM) log likelihood = -28386.509
Iteration 52: (EM) log likelihood = -28382.529
Iteration 53: (EM) log likelihood = -28378.172
Iteration 54: (EM) log likelihood = -28374.863
Iteration 55: (EM) log likelihood = -28371.711
Iteration 56: (EM) log likelihood = -28368.787
Iteration 57: (EM) log likelihood = -28366.056
Iteration 58: (EM) log likelihood = -28363.522
Iteration 59: (EM) log likelihood = -28361.101
Iteration 60: (EM) log likelihood = -28358.928
Iteration 61: (EM) log likelihood = -28356.887
Iteration 62: (EM) log likelihood = -28354.988
Iteration 63: (EM) log likelihood = -28353.703
Iteration 64: (EM) log likelihood = -28351.842
Iteration 65: (EM) log likelihood = -28349.666
Iteration 66: (EM) log likelihood = -28347.97
Iteration 67: (EM) log likelihood = -28345.414
Iteration 68: (EM) log likelihood = -28343.451
Iteration 69: (EM) log likelihood = -28341.637
Iteration 70: (EM) log likelihood = -28339.508
Iteration 71: (EM) log likelihood = -28337.401
Iteration 72: (EM) log likelihood = -28335.582
Iteration 73: (EM) log likelihood = -28334.106
Iteration 74: (EM) log likelihood = -28332.278
Iteration 75: (EM) log likelihood = -28329.929
Iteration 76: (EM) log likelihood = -28328.391
Iteration 77: (EM) log likelihood = -28326.869
Iteration 78: (EM) log likelihood = -28325.434
Iteration 79: (EM) log likelihood = -28323.886
Iteration 80: (EM) log likelihood = -28322.405
Iteration 81: (EM) log likelihood = -28321.058
Iteration 82: (EM) log likelihood = -28319.891
Iteration 83: (EM) log likelihood = -28318.778
Iteration 84: (EM) log likelihood = -28317.573
Iteration 85: (EM) log likelihood = -28316.33
Iteration 86: (EM) log likelihood = -28315.268
Iteration 87: (EM) log likelihood = -28314.191
Iteration 88: (EM) log likelihood = -28313.241
Iteration 89: (EM) log likelihood = -28312.322
Iteration 90: (EM) log likelihood = -28311.374
Iteration 91: (EM) log likelihood = -28310.527
Iteration 92: (EM) log likelihood = -28309.393
Iteration 93: (EM) log likelihood = -28307.418
Iteration 94: (EM) log likelihood = -28306.052
Iteration 95: (EM) log likelihood = -28304.953
Iteration 96: (EM) log likelihood = -28303.754
Iteration 97: (EM) log likelihood = -28302.752
Iteration 98: (EM) log likelihood = -28301.643
Iteration 99: (EM) log likelihood = -28300.667
Iteration 100: (EM) log likelihood = -28298.89
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -4159.7831
Iteration 1: (class) log likelihood = -4159.7831
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29133.841
Iteration 1: (outcome) log likelihood = -28938.928
Iteration 2: (outcome) log likelihood = -28915.659
Iteration 3: (outcome) log likelihood = -28914.826
Iteration 4: (outcome) log likelihood = -28914.646
Iteration 5: (outcome) log likelihood = -28914.604
Iteration 6: (outcome) log likelihood = -28914.594
Iteration 7: (outcome) log likelihood = -28914.592
Iteration 8: (outcome) log likelihood = -28914.592
Iteration 9: (outcome) log likelihood = -28914.592 (not concave)
Iteration 10: (outcome) log likelihood = -28914.592 (not concave)
Iteration 11: (outcome) log likelihood = -28914.592 (not concave)
Iteration 12: (outcome) log likelihood = -28914.592 (not concave)
Iteration 13: (outcome) log likelihood = -28914.592 (not concave)
Iteration 14: (outcome) log likelihood = -28914.592 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -33035.038
Iteration 1: (EM) log likelihood = -32918.811
Iteration 2: (EM) log likelihood = -32589.083
Iteration 3: (EM) log likelihood = -31876.994
Iteration 4: (EM) log likelihood = -30944.232
Iteration 5: (EM) log likelihood = -30190.928
Iteration 6: (EM) log likelihood = -29664.913
Iteration 7: (EM) log likelihood = -29279.808
Iteration 8: (EM) log likelihood = -29018.772
Iteration 9: (EM) log likelihood = -28854.963
Iteration 10: (EM) log likelihood = -28752.715
Iteration 11: (EM) log likelihood = -28688
Iteration 12: (EM) log likelihood = -28645.173
Iteration 13: (EM) log likelihood = -28614.01
Iteration 14: (EM) log likelihood = -28589.589
Iteration 15: (EM) log likelihood = -28569.703
Iteration 16: (EM) log likelihood = -28553.394
Iteration 17: (EM) log likelihood = -28539.74
Iteration 18: (EM) log likelihood = -28528.017
Iteration 19: (EM) log likelihood = -28517.287
Iteration 20: (EM) log likelihood = -28508.001
Iteration 21: (EM) log likelihood = -28500.302
Iteration 22: (EM) log likelihood = -28492.911
Iteration 23: (EM) log likelihood = -28486.896
Iteration 24: (EM) log likelihood = -28480.606
Iteration 25: (EM) log likelihood = -28474.269
Iteration 26: (EM) log likelihood = -28468.289
Iteration 27: (EM) log likelihood = -28463.616
Iteration 28: (EM) log likelihood = -28459.199
Iteration 29: (EM) log likelihood = -28454.428
Iteration 30: (EM) log likelihood = -28449.685
Iteration 31: (EM) log likelihood = -28444.876
Iteration 32: (EM) log likelihood = -28440.11
Iteration 33: (EM) log likelihood = -28435.723
Iteration 34: (EM) log likelihood = -28430.276
Iteration 35: (EM) log likelihood = -28426.221
Iteration 36: (EM) log likelihood = -28421.7
Iteration 37: (EM) log likelihood = -28417.61
Iteration 38: (EM) log likelihood = -28413.261
Iteration 39: (EM) log likelihood = -28410.284
Iteration 40: (EM) log likelihood = -28407.227
Iteration 41: (EM) log likelihood = -28402.919
Iteration 42: (EM) log likelihood = -28400.105
Iteration 43: (EM) log likelihood = -28396.944
Iteration 44: (EM) log likelihood = -28393.649
Iteration 45: (EM) log likelihood = -28391.629
Iteration 46: (EM) log likelihood = -28388.971
Iteration 47: (EM) log likelihood = -28385.629
Iteration 48: (EM) log likelihood = -28382.51
Iteration 49: (EM) log likelihood = -28379.551
Iteration 50: (EM) log likelihood = -28376.508
Iteration 51: (EM) log likelihood = -28373.518
Iteration 52: (EM) log likelihood = -28371.49
Iteration 53: (EM) log likelihood = -28367.858
Iteration 54: (EM) log likelihood = -28365.651
Iteration 55: (EM) log likelihood = -28363.259
Iteration 56: (EM) log likelihood = -28361.288
Iteration 57: (EM) log likelihood = -28358.985
Iteration 58: (EM) log likelihood = -28355.825
Iteration 59: (EM) log likelihood = -28354.064
Iteration 60: (EM) log likelihood = -28352.43
Iteration 61: (EM) log likelihood = -28350.822
Iteration 62: (EM) log likelihood = -28349.429
Iteration 63: (EM) log likelihood = -28348.16
Iteration 64: (EM) log likelihood = -28346.921
Iteration 65: (EM) log likelihood = -28345.834
Iteration 66: (EM) log likelihood = -28344.774
Iteration 67: (EM) log likelihood = -28343.689
Iteration 68: (EM) log likelihood = -28342.065
Iteration 69: (EM) log likelihood = -28340.13
Iteration 70: (EM) log likelihood = -28338.017
Iteration 71: (EM) log likelihood = -28336.421
Iteration 72: (EM) log likelihood = -28334.948
Iteration 73: (EM) log likelihood = -28333.577
Iteration 74: (EM) log likelihood = -28332.379
Iteration 75: (EM) log likelihood = -28331.291
Iteration 76: (EM) log likelihood = -28330.173
Iteration 77: (EM) log likelihood = -28329.268
Iteration 78: (EM) log likelihood = -28328.342
Iteration 79: (EM) log likelihood = -28327.506
Iteration 80: (EM) log likelihood = -28326.611
Iteration 81: (EM) log likelihood = -28325.785
Iteration 82: (EM) log likelihood = -28324.984
Iteration 83: (EM) log likelihood = -28324.284
Iteration 84: (EM) log likelihood = -28323.623
Iteration 85: (EM) log likelihood = -28322.982
Iteration 86: (EM) log likelihood = -28322.37
Iteration 87: (EM) log likelihood = -28321.782
Iteration 88: (EM) log likelihood = -28321.24
Iteration 89: (EM) log likelihood = -28320.701
Iteration 90: (EM) log likelihood = -28320.199
Iteration 91: (EM) log likelihood = -28319.647
Iteration 92: (EM) log likelihood = -28319.148
Iteration 93: (EM) log likelihood = -28318.79
Iteration 94: (EM) log likelihood = -28318.26
Iteration 95: (EM) log likelihood = -28317.713
Iteration 96: (EM) log likelihood = -28317.267
Iteration 97: (EM) log likelihood = -28316.8
Iteration 98: (EM) log likelihood = -28316.262
Iteration 99: (EM) log likelihood = -28313.93
Iteration 100: (EM) log likelihood = -28313.152
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -27311.977 (not concave)
Iteration 1: log likelihood = -27311.954 (not concave)
Iteration 2: log likelihood = -27311.95 (not concave)
Iteration 3: log likelihood = -27311.944 (not concave)
Iteration 4: log likelihood = -27311.943 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -27311.943
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | -1.628142 .0896585 -18.16 0.000 -1.803869 -1.452414
-------------+----------------------------------------------------------------
3.C |
_cons | -.9105439 .0496392 -18.34 0.000 -1.007835 -.813253
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -1.240613 .3132807 -3.96 0.000 -1.854632 -.6265936
_cons | 3.168466 .6231473 5.08 0.000 1.947119 4.389812
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -19.04913 . . . . .
_cons | -30.85341 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -.536157 .7640159 -0.70 0.483 -2.033601 .9612867
_cons | 2.338345 1.439706 1.62 0.104 -.4834273 5.160117
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.1856284 .7118387 -0.26 0.794 -1.580807 1.20955
_cons | 3.870825 1.347751 2.87 0.004 1.229281 6.512369
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.0667628 .7105385 -0.09 0.925 -1.459393 1.325867
_cons | 3.945972 1.345567 2.93 0.003 1.308708 6.583236
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.2527151 .7107972 -0.36 0.722 -1.645852 1.140422
_cons | 4.276617 1.346167 3.18 0.001 1.638178 6.915056
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -.7736891 .7284674 -1.06 0.288 -2.201459 .6540807
_cons | 3.599996 1.375497 2.62 0.009 .9040709 6.295921
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .0614014 .1472161 0.42 0.677 -.2271368 .3499397
_cons | 1.330114 .2760518 4.82 0.000 .7890624 1.871166
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.4007061 .2777604 -1.44 0.149 -.9451065 .1436943
_cons | -.7730696 .5090499 -1.52 0.129 -1.770789 .2246499
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | .8118898 .5286585 1.54 0.125 -.2242617 1.848041
_cons | 3.388331 .9405268 3.60 0.000 1.544932 5.231729
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -2.05932 1.737263 -1.19 0.236 -5.464293 1.345654
_cons | 4.404971 1.91217 2.30 0.021 .6571863 8.152757
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.853197 5.269541 0.54 0.588 -7.474913 13.18131
_cons | -6.533331 10.51331 -0.62 0.534 -27.13904 14.07237
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.8822649 .8347603 -1.06 0.291 -2.518365 .7538351
_cons | 4.40975 1.650682 2.67 0.008 1.174473 7.645027
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.747947 .8280805 -2.11 0.035 -3.370955 -.1249389
_cons | 6.125529 1.637138 3.74 0.000 2.916798 9.334259
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.778934 .8298105 -3.35 0.001 -4.405333 -1.152535
_cons | 7.152438 1.638382 4.37 0.000 3.941268 10.36361
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.964534 .8379381 -3.54 0.000 -4.606862 -1.322205
_cons | 6.681164 1.650304 4.05 0.000 3.446627 9.915701
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.24795 .7864197 1.59 0.113 -.2934042 2.789304
_cons | 2.668081 1.345993 1.98 0.047 .029982 5.306179
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.651139 .809368 2.04 0.041 .0648072 3.237472
_cons | 1.119752 1.398286 0.80 0.423 -1.620837 3.860342
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .3758897 .7879507 0.48 0.633 -1.168465 1.920245
_cons | 3.405917 1.347087 2.53 0.011 .7656756 6.046159
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .9383601 .8003629 1.17 0.241 -.6303224 2.507043
_cons | 1.82656 1.373921 1.33 0.184 -.8662762 4.519395
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .9424945 .7920669 1.19 0.234 -.6099281 2.494917
_cons | 2.343827 1.357059 1.73 0.084 -.3159596 5.003614
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 2.509348 .7863497 3.19 0.001 .9681305 4.050565
_cons | -.3234406 1.247212 -0.26 0.795 -2.767931 2.12105
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.51612 .7671016 1.98 0.048 .0126285 3.019612
_cons | 2.633383 1.200548 2.19 0.028 .280351 4.986414
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.609355 .7698076 2.09 0.037 .10056 3.11815
_cons | 1.977096 1.206566 1.64 0.101 -.3877303 4.341923
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 1.539127 1.070836 1.44 0.151 -.5596719 3.637926
_cons | -1.877565 1.844884 -1.02 0.309 -5.493471 1.738341
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 2.06576 .0534088 38.68 0.000 1.96108 2.170439
_cons | -3.906835 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -63.10297 1440640 -0.00 1.000 -2823665 2823539
_cons | 94.03654 2159502 0.00 1.000 -4232451 4232639
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -19.01099 7.673728 -2.48 0.013 -34.05122 -3.970762
_cons | 42.25217 14.88974 2.84 0.005 13.06883 71.43552
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.7427 7.67317 -1.79 0.073 -28.78184 1.296436
_cons | 34.77265 14.909 2.33 0.020 5.55154 63.99375
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -12.94791 7.682382 -1.69 0.092 -28.0051 2.109282
_cons | 33.46732 14.92806 2.24 0.025 4.208867 62.72578
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.38509 7.67567 -1.74 0.081 -28.42913 1.658943
_cons | 34.21901 14.91408 2.29 0.022 4.98794 63.45007
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -10.08252 1.821879 -5.53 0.000 -13.65333 -6.511699
_cons | 25.52636 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.1777268 .4387435 -0.41 0.685 -1.037648 .6821947
_cons | 2.097579 .8385395 2.50 0.012 .4540722 3.741087
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.3743295 .8709545 -0.43 0.667 -2.081369 1.33271
_cons | -.8591007 1.645001 -0.52 0.601 -4.083244 2.365043
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -3.410426 7.485516 -0.46 0.649 -18.08177 11.26092
_cons | 11.88146 12.62944 0.94 0.347 -12.87178 36.63471
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 5.940024 . . . . .
_cons | .8844571 10.17452 0.09 0.931 -19.05723 20.82614
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.821961 1.476657 -3.27 0.001 -7.716155 -1.927767
_cons | 8.764056 2.648842 3.31 0.001 3.572421 13.95569
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.9490192 1.318739 -0.72 0.472 -3.5337 1.635661
_cons | 4.48794 2.573051 1.74 0.081 -.5551479 9.531027
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.845794 2.495465 1.54 0.123 -1.045228 8.736816
_cons | -4.905907 4.957788 -0.99 0.322 -14.62299 4.81118
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.82773 3.543692 1.08 0.280 -3.117779 10.77324
_cons | -5.760639 7.062197 -0.82 0.415 -19.60229 8.081013
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.551673 5.805515 0.61 0.541 -7.826927 14.93027
_cons | -6.56412 11.58967 -0.57 0.571 -29.27946 16.15122
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 3.408338 2.165881 1.57 0.116 -.8367104 7.653386
_cons | -.3525186 3.364356 -0.10 0.917 -6.946535 6.241498
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.215022 2.164147 0.56 0.575 -3.026628 5.456672
_cons | 2.241272 3.348046 0.67 0.503 -4.320778 8.803322
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .460024 2.191871 0.21 0.834 -3.835965 4.756013
_cons | 2.774086 3.373308 0.82 0.411 -3.837475 9.385647
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 2.486985 2.177383 1.14 0.253 -1.780608 6.754577
_cons | .2177538 3.389967 0.06 0.949 -6.42646 6.861967
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .6432963 2.188449 0.29 0.769 -3.645985 4.932578
_cons | 2.497926 3.374919 0.74 0.459 -4.116793 9.112646
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .9868335 3.954148 0.25 0.803 -6.763153 8.73682
_cons | 1.52552 7.645066 0.20 0.842 -13.45853 16.50957
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.8691883 3.823824 -0.23 0.820 -8.363745 6.625368
_cons | 7.276213 7.380367 0.99 0.324 -7.189039 21.74147
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .6577753 3.844353 0.17 0.864 -6.877019 8.192569
_cons | 3.623392 7.422141 0.49 0.625 -10.92374 18.17052
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 14.92307 .5749452 25.96 0.000 13.79619 16.04994
_cons | -26.14119 . . . . .
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -14.51968 848906.8 -0.00 1.000 -1663841 1663812
_cons | -2.593328 848908.9 -0.00 1.000 -1663833 1663828
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 6.413781 1.005911 6.38 0.000 4.442231 8.385331
_cons | -11.14125 2.000826 -5.57 0.000 -15.0628 -7.219701
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 2.711466 2.680752 1.01 0.312 -2.54271 7.965643
_cons | .0025147 5.027794 0.00 1.000 -9.851781 9.85681
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | .2561676 2.608741 0.10 0.922 -4.856871 5.369206
_cons | 5.113924 4.874187 1.05 0.294 -4.439308 14.66716
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.3531099 2.606993 -0.14 0.892 -5.462722 4.756502
_cons | 6.175438 4.870163 1.27 0.205 -3.369907 15.72078
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.6751939 2.611305 -0.26 0.796 -5.793258 4.44287
_cons | 6.319568 4.878381 1.30 0.195 -3.241882 15.88102
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .1983793 2.776357 0.07 0.943 -5.24318 5.639939
_cons | 2.689336 5.217352 0.52 0.606 -7.536485 12.91516
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.3003514 .312472 -0.96 0.336 -.9127853 .3120825
_cons | 2.325417 .5990508 3.88 0.000 1.151299 3.499534
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.6915895 .4842327 -1.43 0.153 -1.640668 .2574892
_cons | .1746765 .906201 0.19 0.847 -1.601445 1.950798
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -13.54359 2.685163 -5.04 0.000 -18.80641 -8.280768
_cons | 36.82789 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -13.00022 2.698755 -4.82 0.000 -18.28968 -7.710752
_cons | 34.4352 .5253158 65.55 0.000 33.4056 35.4648
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.376409 .5268439 6.41 0.000 2.343814 4.409004
_cons | -2.533959 .8238172 -3.08 0.002 -4.148611 -.9193066
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.385643 .5236933 2.65 0.008 .3592229 2.412063
_cons | -.0755297 .8040323 -0.09 0.925 -1.651404 1.500345
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -8.408192 9.839778 -0.85 0.393 -27.6938 10.87742
_cons | 10.26224 9.857173 1.04 0.298 -9.057461 29.58195
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.889116 20.13798 -0.39 0.695 -47.35884 31.58061
_cons | 7.605571 20.19494 0.38 0.706 -31.97579 47.18693
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.682052 56.73993 -0.14 0.892 -118.8903 103.5262
_cons | 5.250971 57.2607 0.09 0.927 -106.9779 117.4799
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.45455 .4958949 -29.15 0.000 -15.42648 -13.48261
_cons | 33.67613 .7984443 42.18 0.000 32.1112 35.24105
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -14.40537 .2934031 -49.10 0.000 -14.98043 -13.83031
_cons | 32.43697 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.07701 .5392879 -27.96 0.000 -16.134 -14.02003
_cons | 33.58848 .8890121 37.78 0.000 31.84605 35.33091
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.70731 .5393566 -27.27 0.000 -15.76443 -13.65019
_cons | 32.95229 .8929862 36.90 0.000 31.20207 34.70251
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.63484 .5352314 -27.34 0.000 -15.68387 -13.5858
_cons | 33.08405 .8864528 37.32 0.000 31.34663 34.82146
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .5059935 1.427248 0.35 0.723 -2.291361 3.303348
_cons | 1.231139 2.745244 0.45 0.654 -4.14944 6.611717
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.4598561 1.271178 -0.36 0.718 -2.951319 2.031606
_cons | 5.463549 2.430505 2.25 0.025 .6998455 10.22725
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.6225728 1.280825 -0.49 0.627 -3.132943 1.887797
_cons | 4.738143 2.448323 1.94 0.053 -.0604824 9.536768
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 1.532087 1.63191 0.94 0.348 -1.666399 4.730573
_cons | -.8853802 3.168484 -0.28 0.780 -7.095494 5.324734
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 54911.886 Akaike's information criterion
BIC | 55810.425 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.93911733
(results lca_prueba_c2 are active now)
(results lca_prueba_c3 are active now)
LMR LT test statistic:
411.08195
P value Lo-Mendel:
0.00000000000000000
__00000B = 411.08195
__00000A = 427.71176
__00000D = 5
__00000C = 8
__000009 = 3
__000005 = 144
__000003 = -27311.943
__000008 = 2
__000004 = 91
__000002 = -27525.799
__000001 = 3789
scalars:
r(lmrt_p) = 7.49452746450e-57
r(lmrt) = 411.0819461467416
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.23
Iteration 1: (class) log likelihood = -5251.23
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29452.287
Iteration 1: (outcome) log likelihood = -29012.608
Iteration 2: (outcome) log likelihood = -28909.613
Iteration 3: (outcome) log likelihood = -28896.638
Iteration 4: (outcome) log likelihood = -28894.648
Iteration 5: (outcome) log likelihood = -28894.169
Iteration 6: (outcome) log likelihood = -28894.06
Iteration 7: (outcome) log likelihood = -28894.036
Iteration 8: (outcome) log likelihood = -28894.031
Iteration 9: (outcome) log likelihood = -28894.03
Iteration 10: (outcome) log likelihood = -28894.029 (not concave)
Iteration 11: (outcome) log likelihood = -28894.029 (not concave)
Iteration 12: (outcome) log likelihood = -28894.029 (not concave)
Iteration 13: (outcome) log likelihood = -28894.029 (not concave)
Iteration 14: (outcome) log likelihood = -28894.029 (not concave)
Iteration 15: (outcome) log likelihood = -28894.029 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34120.88
Iteration 1: (EM) log likelihood = -34041.902
Iteration 2: (EM) log likelihood = -33834.386
Iteration 3: (EM) log likelihood = -33370.561
Iteration 4: (EM) log likelihood = -32635.561
Iteration 5: (EM) log likelihood = -31902.885
Iteration 6: (EM) log likelihood = -31363.549
Iteration 7: (EM) log likelihood = -30924.287
Iteration 8: (EM) log likelihood = -30517.305
Iteration 9: (EM) log likelihood = -30115.194
Iteration 10: (EM) log likelihood = -29764.961
Iteration 11: (EM) log likelihood = -29494.994
Iteration 12: (EM) log likelihood = -29295.623
Iteration 13: (EM) log likelihood = -29139.367
Iteration 14: (EM) log likelihood = -29018.01
Iteration 15: (EM) log likelihood = -28927.693
Iteration 16: (EM) log likelihood = -28863.656
Iteration 17: (EM) log likelihood = -28818.563
Iteration 18: (EM) log likelihood = -28786.17
Iteration 19: (EM) log likelihood = -28761.585
Iteration 20: (EM) log likelihood = -28741.726
Iteration 21: (EM) log likelihood = -28724.994
Iteration 22: (EM) log likelihood = -28710.38
Iteration 23: (EM) log likelihood = -28696.639
Iteration 24: (EM) log likelihood = -28683.472
Iteration 25: (EM) log likelihood = -28670.572
Iteration 26: (EM) log likelihood = -28657.987
Iteration 27: (EM) log likelihood = -28645.785
Iteration 28: (EM) log likelihood = -28633.044
Iteration 29: (EM) log likelihood = -28617.858
Iteration 30: (EM) log likelihood = -28605.561
Iteration 31: (EM) log likelihood = -28593.302
Iteration 32: (EM) log likelihood = -28582.201
Iteration 33: (EM) log likelihood = -28572.258
Iteration 34: (EM) log likelihood = -28560.152
Iteration 35: (EM) log likelihood = -28550.427
Iteration 36: (EM) log likelihood = -28541.861
Iteration 37: (EM) log likelihood = -28534.957
Iteration 38: (EM) log likelihood = -28528.755
Iteration 39: (EM) log likelihood = -28522.397
Iteration 40: (EM) log likelihood = -28515.929
Iteration 41: (EM) log likelihood = -28509.505
Iteration 42: (EM) log likelihood = -28501.892
Iteration 43: (EM) log likelihood = -28495.318
Iteration 44: (EM) log likelihood = -28490.155
Iteration 45: (EM) log likelihood = -28484.903
Iteration 46: (EM) log likelihood = -28480.382
Iteration 47: (EM) log likelihood = -28476.352
Iteration 48: (EM) log likelihood = -28472.615
Iteration 49: (EM) log likelihood = -28469.013
Iteration 50: (EM) log likelihood = -28463.427
Iteration 51: (EM) log likelihood = -28459.537
Iteration 52: (EM) log likelihood = -28454.945
Iteration 53: (EM) log likelihood = -28446.416
Iteration 54: (EM) log likelihood = -28442.82
Iteration 55: (EM) log likelihood = -28438.785
Iteration 56: (EM) log likelihood = -28434.548
Iteration 57: (EM) log likelihood = -28429.147
Iteration 58: (EM) log likelihood = -28423.654
Iteration 59: (EM) log likelihood = -28419.826
Iteration 60: (EM) log likelihood = -28416.171
Iteration 61: (EM) log likelihood = -28412.6
Iteration 62: (EM) log likelihood = -28409.241
Iteration 63: (EM) log likelihood = -28403.975
Iteration 64: (EM) log likelihood = -28397.494
Iteration 65: (EM) log likelihood = -28393.014
Iteration 66: (EM) log likelihood = -28388.283
Iteration 67: (EM) log likelihood = -28384.381
Iteration 68: (EM) log likelihood = -28381.776
Iteration 69: (EM) log likelihood = -28378.444
Iteration 70: (EM) log likelihood = -28375.895
Iteration 71: (EM) log likelihood = -28373.328
Iteration 72: (EM) log likelihood = -28370.569
Iteration 73: (EM) log likelihood = -28368.717
Iteration 74: (EM) log likelihood = -28366.826
Iteration 75: (EM) log likelihood = -28364.255
Iteration 76: (EM) log likelihood = -28360.547
Iteration 77: (EM) log likelihood = -28358.188
Iteration 78: (EM) log likelihood = -28355.248
Iteration 79: (EM) log likelihood = -28353.49
Iteration 80: (EM) log likelihood = -28351.821
Iteration 81: (EM) log likelihood = -28349.827
Iteration 82: (EM) log likelihood = -28346.95
Iteration 83: (EM) log likelihood = -28345.343
Iteration 84: (EM) log likelihood = -28343.247
Iteration 85: (EM) log likelihood = -28341.418
Iteration 86: (EM) log likelihood = -28339.742
Iteration 87: (EM) log likelihood = -28337.814
Iteration 88: (EM) log likelihood = -28335.881
Iteration 89: (EM) log likelihood = -28333.944
Iteration 90: (EM) log likelihood = -28332.368
Iteration 91: (EM) log likelihood = -28329.817
Iteration 92: (EM) log likelihood = -28328.289
Iteration 93: (EM) log likelihood = -28326.795
Iteration 94: (EM) log likelihood = -28325.166
Iteration 95: (EM) log likelihood = -28324.191
Iteration 96: (EM) log likelihood = -28322.999
Iteration 97: (EM) log likelihood = -28321.612
Iteration 98: (EM) log likelihood = -28320.47
Iteration 99: (EM) log likelihood = -28319.007
Iteration 100: (EM) log likelihood = -28318.149
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.3227
Iteration 1: (class) log likelihood = -5251.3227
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.124
Iteration 1: (outcome) log likelihood = -28935.154
Iteration 2: (outcome) log likelihood = -28914.552
Iteration 3: (outcome) log likelihood = -28913.112
Iteration 4: (outcome) log likelihood = -28912.783
Iteration 5: (outcome) log likelihood = -28912.717
Iteration 6: (outcome) log likelihood = -28912.705
Iteration 7: (outcome) log likelihood = -28912.703
Iteration 8: (outcome) log likelihood = -28912.702
Iteration 9: (outcome) log likelihood = -28912.702 (not concave)
Iteration 10: (outcome) log likelihood = -28912.702 (not concave)
Iteration 11: (outcome) log likelihood = -28912.702 (not concave)
Iteration 12: (outcome) log likelihood = -28912.702 (not concave)
Iteration 13: (outcome) log likelihood = -28912.702 (not concave)
Iteration 14: (outcome) log likelihood = -28912.702 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34128.973
Iteration 1: (EM) log likelihood = -34017.64
Iteration 2: (EM) log likelihood = -33722.924
Iteration 3: (EM) log likelihood = -33075.237
Iteration 4: (EM) log likelihood = -32091.803
Iteration 5: (EM) log likelihood = -31227.069
Iteration 6: (EM) log likelihood = -30659.104
Iteration 7: (EM) log likelihood = -30232.214
Iteration 8: (EM) log likelihood = -29913.183
Iteration 9: (EM) log likelihood = -29684.16
Iteration 10: (EM) log likelihood = -29522.79
Iteration 11: (EM) log likelihood = -29402.722
Iteration 12: (EM) log likelihood = -29305.643
Iteration 13: (EM) log likelihood = -29224.74
Iteration 14: (EM) log likelihood = -29160.883
Iteration 15: (EM) log likelihood = -29110.129
Iteration 16: (EM) log likelihood = -29071.393
Iteration 17: (EM) log likelihood = -29039.17
Iteration 18: (EM) log likelihood = -29010.306
Iteration 19: (EM) log likelihood = -28981.649
Iteration 20: (EM) log likelihood = -28961.325
Iteration 21: (EM) log likelihood = -28940.514
Iteration 22: (EM) log likelihood = -28923.774
Iteration 23: (EM) log likelihood = -28908.867
Iteration 24: (EM) log likelihood = -28895.058
Iteration 25: (EM) log likelihood = -28882.13
Iteration 26: (EM) log likelihood = -28869.232
Iteration 27: (EM) log likelihood = -28858.793
Iteration 28: (EM) log likelihood = -28846.675
Iteration 29: (EM) log likelihood = -28836.848
Iteration 30: (EM) log likelihood = -28828.864
Iteration 31: (EM) log likelihood = -28819.439
Iteration 32: (EM) log likelihood = -28810.276
Iteration 33: (EM) log likelihood = -28803.412
Iteration 34: (EM) log likelihood = -28795.969
Iteration 35: (EM) log likelihood = -28788.128
Iteration 36: (EM) log likelihood = -28781.627
Iteration 37: (EM) log likelihood = -28773.766
Iteration 38: (EM) log likelihood = -28765.68
Iteration 39: (EM) log likelihood = -28756.745
Iteration 40: (EM) log likelihood = -28748.042
Iteration 41: (EM) log likelihood = -28740.019
Iteration 42: (EM) log likelihood = -28732.713
Iteration 43: (EM) log likelihood = -28724.791
Iteration 44: (EM) log likelihood = -28718.334
Iteration 45: (EM) log likelihood = -28712.171
Iteration 46: (EM) log likelihood = -28706.18
Iteration 47: (EM) log likelihood = -28700.973
Iteration 48: (EM) log likelihood = -28696.918
Iteration 49: (EM) log likelihood = -28693.091
Iteration 50: (EM) log likelihood = -28690.035
Iteration 51: (EM) log likelihood = -28687.172
Iteration 52: (EM) log likelihood = -28683.306
Iteration 53: (EM) log likelihood = -28679.975
Iteration 54: (EM) log likelihood = -28676.77
Iteration 55: (EM) log likelihood = -28671.444
Iteration 56: (EM) log likelihood = -28667.775
Iteration 57: (EM) log likelihood = -28665.281
Iteration 58: (EM) log likelihood = -28662.606
Iteration 59: (EM) log likelihood = -28660.353
Iteration 60: (EM) log likelihood = -28657.592
Iteration 61: (EM) log likelihood = -28654.965
Iteration 62: (EM) log likelihood = -28652.594
Iteration 63: (EM) log likelihood = -28650.182
Iteration 64: (EM) log likelihood = -28647.277
Iteration 65: (EM) log likelihood = -28645.092
Iteration 66: (EM) log likelihood = -28642.4
Iteration 67: (EM) log likelihood = -28640.445
Iteration 68: (EM) log likelihood = -28639.25
Iteration 69: (EM) log likelihood = -28637.659
Iteration 70: (EM) log likelihood = -28635.634
Iteration 71: (EM) log likelihood = -28634.114
Iteration 72: (EM) log likelihood = -28632.193
Iteration 73: (EM) log likelihood = -28630.781
Iteration 74: (EM) log likelihood = -28629.208
Iteration 75: (EM) log likelihood = -28627.988
Iteration 76: (EM) log likelihood = -28625.913
Iteration 77: (EM) log likelihood = -28621.283
Iteration 78: (EM) log likelihood = -28618.565
Iteration 79: (EM) log likelihood = -28616.608
Iteration 80: (EM) log likelihood = -28614.952
Iteration 81: (EM) log likelihood = -28612.958
Iteration 82: (EM) log likelihood = -28611.777
Iteration 83: (EM) log likelihood = -28610.547
Iteration 84: (EM) log likelihood = -28609.286
Iteration 85: (EM) log likelihood = -28608.275
Iteration 86: (EM) log likelihood = -28607.048
Iteration 87: (EM) log likelihood = -28606.228
Iteration 88: (EM) log likelihood = -28605.021
Iteration 89: (EM) log likelihood = -28603.559
Iteration 90: (EM) log likelihood = -28602.452
Iteration 91: (EM) log likelihood = -28601.042
Iteration 92: (EM) log likelihood = -28600.191
Iteration 93: (EM) log likelihood = -28598.432
Iteration 94: (EM) log likelihood = -28597.219
Iteration 95: (EM) log likelihood = -28595.097
Iteration 96: (EM) log likelihood = -28593.351
Iteration 97: (EM) log likelihood = -28591.881
Iteration 98: (EM) log likelihood = -28590.679
Iteration 99: (EM) log likelihood = -28589.529
Iteration 100: (EM) log likelihood = -28588.275
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.4865
Iteration 1: (class) log likelihood = -5251.4865
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29127.101
Iteration 1: (outcome) log likelihood = -28944.099
Iteration 2: (outcome) log likelihood = -28896.064
Iteration 3: (outcome) log likelihood = -28890.778
Iteration 4: (outcome) log likelihood = -28890.183
Iteration 5: (outcome) log likelihood = -28890.112
Iteration 6: (outcome) log likelihood = -28890.099
Iteration 7: (outcome) log likelihood = -28890.096
Iteration 8: (outcome) log likelihood = -28890.095
Iteration 9: (outcome) log likelihood = -28890.095
Iteration 10: (outcome) log likelihood = -28890.095 (not concave)
Iteration 11: (outcome) log likelihood = -28890.095 (not concave)
Iteration 12: (outcome) log likelihood = -28890.095 (not concave)
Iteration 13: (outcome) log likelihood = -28890.095 (not concave)
Iteration 14: (outcome) log likelihood = -28890.095 (not concave)
Iteration 15: (outcome) log likelihood = -28890.095 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34091.854
Iteration 1: (EM) log likelihood = -33900.919
Iteration 2: (EM) log likelihood = -33363.224
Iteration 3: (EM) log likelihood = -32326.314
Iteration 4: (EM) log likelihood = -31263.442
Iteration 5: (EM) log likelihood = -30559.387
Iteration 6: (EM) log likelihood = -30103.398
Iteration 7: (EM) log likelihood = -29796.003
Iteration 8: (EM) log likelihood = -29565.802
Iteration 9: (EM) log likelihood = -29382.308
Iteration 10: (EM) log likelihood = -29239.341
Iteration 11: (EM) log likelihood = -29134.343
Iteration 12: (EM) log likelihood = -29064.328
Iteration 13: (EM) log likelihood = -29016.658
Iteration 14: (EM) log likelihood = -28981.145
Iteration 15: (EM) log likelihood = -28953.622
Iteration 16: (EM) log likelihood = -28933.932
Iteration 17: (EM) log likelihood = -28915.254
Iteration 18: (EM) log likelihood = -28898.782
Iteration 19: (EM) log likelihood = -28881.144
Iteration 20: (EM) log likelihood = -28864.943
Iteration 21: (EM) log likelihood = -28846.991
Iteration 22: (EM) log likelihood = -28830.497
Iteration 23: (EM) log likelihood = -28814.016
Iteration 24: (EM) log likelihood = -28796.666
Iteration 25: (EM) log likelihood = -28782.355
Iteration 26: (EM) log likelihood = -28767.35
Iteration 27: (EM) log likelihood = -28753.301
Iteration 28: (EM) log likelihood = -28739.633
Iteration 29: (EM) log likelihood = -28729.469
Iteration 30: (EM) log likelihood = -28718.364
Iteration 31: (EM) log likelihood = -28707.07
Iteration 32: (EM) log likelihood = -28698.344
Iteration 33: (EM) log likelihood = -28688.306
Iteration 34: (EM) log likelihood = -28678.648
Iteration 35: (EM) log likelihood = -28667.26
Iteration 36: (EM) log likelihood = -28655.971
Iteration 37: (EM) log likelihood = -28647.338
Iteration 38: (EM) log likelihood = -28637.334
Iteration 39: (EM) log likelihood = -28628.207
Iteration 40: (EM) log likelihood = -28621.503
Iteration 41: (EM) log likelihood = -28612.357
Iteration 42: (EM) log likelihood = -28604.497
Iteration 43: (EM) log likelihood = -28598.292
Iteration 44: (EM) log likelihood = -28591.807
Iteration 45: (EM) log likelihood = -28584.087
Iteration 46: (EM) log likelihood = -28576.628
Iteration 47: (EM) log likelihood = -28569.845
Iteration 48: (EM) log likelihood = -28565.357
Iteration 49: (EM) log likelihood = -28559.504
Iteration 50: (EM) log likelihood = -28550.53
Iteration 51: (EM) log likelihood = -28544.887
Iteration 52: (EM) log likelihood = -28539.488
Iteration 53: (EM) log likelihood = -28533.143
Iteration 54: (EM) log likelihood = -28525.767
Iteration 55: (EM) log likelihood = -28522.316
Iteration 56: (EM) log likelihood = -28512.709
Iteration 57: (EM) log likelihood = -28507.041
Iteration 58: (EM) log likelihood = -28502.97
Iteration 59: (EM) log likelihood = -28498.83
Iteration 60: (EM) log likelihood = -28494.839
Iteration 61: (EM) log likelihood = -28490.47
Iteration 62: (EM) log likelihood = -28486.547
Iteration 63: (EM) log likelihood = -28480.536
Iteration 64: (EM) log likelihood = -28476.023
Iteration 65: (EM) log likelihood = -28470.905
Iteration 66: (EM) log likelihood = -28468.977
Iteration 67: (EM) log likelihood = -28463.395
Iteration 68: (EM) log likelihood = -28459.329
Iteration 69: (EM) log likelihood = -28455.418
Iteration 70: (EM) log likelihood = -28452.827
Iteration 71: (EM) log likelihood = -28449.307
Iteration 72: (EM) log likelihood = -28444.889
Iteration 73: (EM) log likelihood = -28442.245
Iteration 74: (EM) log likelihood = -28440.831
Iteration 75: (EM) log likelihood = -28437.988
Iteration 76: (EM) log likelihood = -28434.881
Iteration 77: (EM) log likelihood = -28432.388
Iteration 78: (EM) log likelihood = -28428.908
Iteration 79: (EM) log likelihood = -28426.82
Iteration 80: (EM) log likelihood = -28424.687
Iteration 81: (EM) log likelihood = -28423.353
Iteration 82: (EM) log likelihood = -28421.244
Iteration 83: (EM) log likelihood = -28419.433
Iteration 84: (EM) log likelihood = -28418.086
Iteration 85: (EM) log likelihood = -28415.354
Iteration 86: (EM) log likelihood = -28413.282
Iteration 87: (EM) log likelihood = -28409.343
Iteration 88: (EM) log likelihood = -28406.459
Iteration 89: (EM) log likelihood = -28404.395
Iteration 90: (EM) log likelihood = -28402.252
Iteration 91: (EM) log likelihood = -28399.592
Iteration 92: (EM) log likelihood = -28398.138
Iteration 93: (EM) log likelihood = -28396.645
Iteration 94: (EM) log likelihood = -28395.013
Iteration 95: (EM) log likelihood = -28394.08
Iteration 96: (EM) log likelihood = -28392.534
Iteration 97: (EM) log likelihood = -28390.441
Iteration 98: (EM) log likelihood = -28389.817
Iteration 99: (EM) log likelihood = -28389.084
Iteration 100: (EM) log likelihood = -28388.556
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.0761
Iteration 1: (class) log likelihood = -5252.0761
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.505
Iteration 1: (outcome) log likelihood = -28919.833
Iteration 2: (outcome) log likelihood = -28899.963
Iteration 3: (outcome) log likelihood = -28899.315
Iteration 4: (outcome) log likelihood = -28899.184
Iteration 5: (outcome) log likelihood = -28899.152
Iteration 6: (outcome) log likelihood = -28899.146
Iteration 7: (outcome) log likelihood = -28899.144
Iteration 8: (outcome) log likelihood = -28899.144
Iteration 9: (outcome) log likelihood = -28899.144
Iteration 10: (outcome) log likelihood = -28899.144 (not concave)
Iteration 11: (outcome) log likelihood = -28899.144 (not concave)
Iteration 12: (outcome) log likelihood = -28899.144 (not concave)
Iteration 13: (outcome) log likelihood = -28899.144 (not concave)
Iteration 14: (outcome) log likelihood = -28899.144 (not concave)
Iteration 15: (outcome) log likelihood = -28899.144 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34119.266
Iteration 1: (EM) log likelihood = -34019.442
Iteration 2: (EM) log likelihood = -33722.942
Iteration 3: (EM) log likelihood = -32964.113
Iteration 4: (EM) log likelihood = -31735.64
Iteration 5: (EM) log likelihood = -30721.429
Iteration 6: (EM) log likelihood = -30094.93
Iteration 7: (EM) log likelihood = -29720.24
Iteration 8: (EM) log likelihood = -29501.387
Iteration 9: (EM) log likelihood = -29356.769
Iteration 10: (EM) log likelihood = -29254.514
Iteration 11: (EM) log likelihood = -29174.908
Iteration 12: (EM) log likelihood = -29109.434
Iteration 13: (EM) log likelihood = -29051.793
Iteration 14: (EM) log likelihood = -29003.521
Iteration 15: (EM) log likelihood = -28956.452
Iteration 16: (EM) log likelihood = -28917.49
Iteration 17: (EM) log likelihood = -28886.905
Iteration 18: (EM) log likelihood = -28863.328
Iteration 19: (EM) log likelihood = -28844.663
Iteration 20: (EM) log likelihood = -28830.676
Iteration 21: (EM) log likelihood = -28817.308
Iteration 22: (EM) log likelihood = -28807.483
Iteration 23: (EM) log likelihood = -28797.239
Iteration 24: (EM) log likelihood = -28786.394
Iteration 25: (EM) log likelihood = -28779.237
Iteration 26: (EM) log likelihood = -28770.562
Iteration 27: (EM) log likelihood = -28764.539
Iteration 28: (EM) log likelihood = -28756.608
Iteration 29: (EM) log likelihood = -28748.415
Iteration 30: (EM) log likelihood = -28742.521
Iteration 31: (EM) log likelihood = -28736.239
Iteration 32: (EM) log likelihood = -28725.725
Iteration 33: (EM) log likelihood = -28718.542
Iteration 34: (EM) log likelihood = -28711.399
Iteration 35: (EM) log likelihood = -28703.398
Iteration 36: (EM) log likelihood = -28697.417
Iteration 37: (EM) log likelihood = -28691.812
Iteration 38: (EM) log likelihood = -28685.955
Iteration 39: (EM) log likelihood = -28681.442
Iteration 40: (EM) log likelihood = -28675.986
Iteration 41: (EM) log likelihood = -28673.807
Iteration 42: (EM) log likelihood = -28669.183
Iteration 43: (EM) log likelihood = -28665.712
Iteration 44: (EM) log likelihood = -28662.395
Iteration 45: (EM) log likelihood = -28661.477
Iteration 46: (EM) log likelihood = -28659.491
Iteration 47: (EM) log likelihood = -28658.308
Iteration 48: (EM) log likelihood = -28656.417
Iteration 49: (EM) log likelihood = -28653.86
Iteration 50: (EM) log likelihood = -28651.716
Iteration 51: (EM) log likelihood = -28650.381
Iteration 52: (EM) log likelihood = -28648.826
Iteration 53: (EM) log likelihood = -28647.964
Iteration 54: (EM) log likelihood = -28647.159
Iteration 55: (EM) log likelihood = -28646.135
Iteration 56: (EM) log likelihood = -28644.074
Iteration 57: (EM) log likelihood = -28643.556
Iteration 58: (EM) log likelihood = -28643.016
Iteration 59: (EM) log likelihood = -28642.534
Iteration 60: (EM) log likelihood = -28642.142
Iteration 61: (EM) log likelihood = -28641.846
Iteration 62: (EM) log likelihood = -28641.449
Iteration 63: (EM) log likelihood = -28640.622
Iteration 64: (EM) log likelihood = -28639.587
Iteration 65: (EM) log likelihood = -28638.689
Iteration 66: (EM) log likelihood = -28638.541
Iteration 67: (EM) log likelihood = -28638.471
Iteration 68: (EM) log likelihood = -28637.903
Iteration 69: (EM) log likelihood = -28637.254
Iteration 70: (EM) log likelihood = -28636.942
Iteration 71: (EM) log likelihood = -28636.727
Iteration 72: (EM) log likelihood = -28636.698
Iteration 73: (EM) log likelihood = -28636.458
Iteration 74: (EM) log likelihood = -28636.364
Iteration 75: (EM) log likelihood = -28636.146
Iteration 76: (EM) log likelihood = -28635.942
Iteration 77: (EM) log likelihood = -28635.698
Iteration 78: (EM) log likelihood = -28635.522
Iteration 79: (EM) log likelihood = -28635.416
Iteration 80: (EM) log likelihood = -28635.03
Iteration 81: (EM) log likelihood = -28634.528
Iteration 82: (EM) log likelihood = -28632.42
Iteration 83: (EM) log likelihood = -28627.738
Iteration 84: (EM) log likelihood = -28625.989
Iteration 85: (EM) log likelihood = -28625.732
Iteration 86: (EM) log likelihood = -28625.441
Iteration 87: (EM) log likelihood = -28625.398
Iteration 88: (EM) log likelihood = -28625.353
Iteration 89: (EM) log likelihood = -28625.2
Iteration 90: (EM) log likelihood = -28625.005
Iteration 91: (EM) log likelihood = -28622.563
Iteration 92: (EM) log likelihood = -28622.188
Iteration 93: (EM) log likelihood = -28622.038
Iteration 94: (EM) log likelihood = -28621.136
Iteration 95: (EM) log likelihood = -28619.539
Iteration 96: (EM) log likelihood = -28619.492
Iteration 97: (EM) log likelihood = -28619.579
Iteration 98: (EM) log likelihood = -28619.673
Iteration 99: (EM) log likelihood = -28619.11
Iteration 100: (EM) log likelihood = -28618.786
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5246.6734
Iteration 1: (class) log likelihood = -5246.6734
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.249
Iteration 1: (outcome) log likelihood = -28930.41
Iteration 2: (outcome) log likelihood = -28914.845
Iteration 3: (outcome) log likelihood = -28913.998
Iteration 4: (outcome) log likelihood = -28913.797
Iteration 5: (outcome) log likelihood = -28913.757
Iteration 6: (outcome) log likelihood = -28913.749
Iteration 7: (outcome) log likelihood = -28913.747
Iteration 8: (outcome) log likelihood = -28913.746
Iteration 9: (outcome) log likelihood = -28913.746 (not concave)
Iteration 10: (outcome) log likelihood = -28913.746 (not concave)
Iteration 11: (outcome) log likelihood = -28913.746 (not concave)
Iteration 12: (outcome) log likelihood = -28913.746 (not concave)
Iteration 13: (outcome) log likelihood = -28913.746 (not concave)
Iteration 14: (outcome) log likelihood = -28913.746 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34144.437
Iteration 1: (EM) log likelihood = -34073.91
Iteration 2: (EM) log likelihood = -33862.263
Iteration 3: (EM) log likelihood = -33375.375
Iteration 4: (EM) log likelihood = -32638.483
Iteration 5: (EM) log likelihood = -31903.197
Iteration 6: (EM) log likelihood = -31306.756
Iteration 7: (EM) log likelihood = -30821.028
Iteration 8: (EM) log likelihood = -30401.829
Iteration 9: (EM) log likelihood = -30026.423
Iteration 10: (EM) log likelihood = -29692.491
Iteration 11: (EM) log likelihood = -29410.244
Iteration 12: (EM) log likelihood = -29183.491
Iteration 13: (EM) log likelihood = -29009.414
Iteration 14: (EM) log likelihood = -28878.124
Iteration 15: (EM) log likelihood = -28794.221
Iteration 16: (EM) log likelihood = -28738.243
Iteration 17: (EM) log likelihood = -28697.238
Iteration 18: (EM) log likelihood = -28664.379
Iteration 19: (EM) log likelihood = -28635.744
Iteration 20: (EM) log likelihood = -28607.433
Iteration 21: (EM) log likelihood = -28580.146
Iteration 22: (EM) log likelihood = -28561.096
Iteration 23: (EM) log likelihood = -28543.631
Iteration 24: (EM) log likelihood = -28526.37
Iteration 25: (EM) log likelihood = -28510.248
Iteration 26: (EM) log likelihood = -28495.708
Iteration 27: (EM) log likelihood = -28480.601
Iteration 28: (EM) log likelihood = -28465.149
Iteration 29: (EM) log likelihood = -28451.244
Iteration 30: (EM) log likelihood = -28438.189
Iteration 31: (EM) log likelihood = -28427.036
Iteration 32: (EM) log likelihood = -28415.595
Iteration 33: (EM) log likelihood = -28403.679
Iteration 34: (EM) log likelihood = -28392.115
Iteration 35: (EM) log likelihood = -28381.79
Iteration 36: (EM) log likelihood = -28370.822
Iteration 37: (EM) log likelihood = -28358.984
Iteration 38: (EM) log likelihood = -28348.163
Iteration 39: (EM) log likelihood = -28335.76
Iteration 40: (EM) log likelihood = -28322.797
Iteration 41: (EM) log likelihood = -28309.18
Iteration 42: (EM) log likelihood = -28295.088
Iteration 43: (EM) log likelihood = -28280.351
Iteration 44: (EM) log likelihood = -28264.317
Iteration 45: (EM) log likelihood = -28247.696
Iteration 46: (EM) log likelihood = -28230.603
Iteration 47: (EM) log likelihood = -28213.441
Iteration 48: (EM) log likelihood = -28198.212
Iteration 49: (EM) log likelihood = -28181.14
Iteration 50: (EM) log likelihood = -28166.15
Iteration 51: (EM) log likelihood = -28151.387
Iteration 52: (EM) log likelihood = -28137.625
Iteration 53: (EM) log likelihood = -28123.406
Iteration 54: (EM) log likelihood = -28107.794
Iteration 55: (EM) log likelihood = -28092.39
Iteration 56: (EM) log likelihood = -28077.623
Iteration 57: (EM) log likelihood = -28064.426
Iteration 58: (EM) log likelihood = -28052.565
Iteration 59: (EM) log likelihood = -28041.492
Iteration 60: (EM) log likelihood = -28034.44
Iteration 61: (EM) log likelihood = -28026.583
Iteration 62: (EM) log likelihood = -28019.892
Iteration 63: (EM) log likelihood = -28014.595
Iteration 64: (EM) log likelihood = -28010.634
Iteration 65: (EM) log likelihood = -28006.988
Iteration 66: (EM) log likelihood = -28002.814
Iteration 67: (EM) log likelihood = -27997.93
Iteration 68: (EM) log likelihood = -27993.716
Iteration 69: (EM) log likelihood = -27991.904
Iteration 70: (EM) log likelihood = -27989.46
Iteration 71: (EM) log likelihood = -27988.713
Iteration 72: (EM) log likelihood = -27982.649
Iteration 73: (EM) log likelihood = -27977.133
Iteration 74: (EM) log likelihood = -27975.382
Iteration 75: (EM) log likelihood = -27973.835
Iteration 76: (EM) log likelihood = -27972.997
Iteration 77: (EM) log likelihood = -27971.421
Iteration 78: (EM) log likelihood = -27970.324
Iteration 79: (EM) log likelihood = -27968.947
Iteration 80: (EM) log likelihood = -27968.195
Iteration 81: (EM) log likelihood = -27967.253
Iteration 82: (EM) log likelihood = -27966.127
Iteration 83: (EM) log likelihood = -27966.244
Iteration 84: (EM) log likelihood = -27965.916
Iteration 85: (EM) log likelihood = -27964.904
Iteration 86: (EM) log likelihood = -27963.312
Iteration 87: (EM) log likelihood = -27960.618
Iteration 88: (EM) log likelihood = -27957.914
Iteration 89: (EM) log likelihood = -27955.635
Iteration 90: (EM) log likelihood = -27953.993
Iteration 91: (EM) log likelihood = -27953.209
Iteration 92: (EM) log likelihood = -27952.16
Iteration 93: (EM) log likelihood = -27950.431
Iteration 94: (EM) log likelihood = -27948.979
Iteration 95: (EM) log likelihood = -27948.473
Iteration 96: (EM) log likelihood = -27948.212
Iteration 97: (EM) log likelihood = -27946.465
Iteration 98: (EM) log likelihood = -27945.693
Iteration 99: (EM) log likelihood = -27945.703
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.1237
Iteration 1: (class) log likelihood = -5250.1237
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29424.389
Iteration 1: (outcome) log likelihood = -29061.226
Iteration 2: (outcome) log likelihood = -28929.624
Iteration 3: (outcome) log likelihood = -28906.558
Iteration 4: (outcome) log likelihood = -28902.985
Iteration 5: (outcome) log likelihood = -28902.454
Iteration 6: (outcome) log likelihood = -28902.36
Iteration 7: (outcome) log likelihood = -28902.339
Iteration 8: (outcome) log likelihood = -28902.333
Iteration 9: (outcome) log likelihood = -28902.332
Iteration 10: (outcome) log likelihood = -28902.332 (not concave)
Iteration 11: (outcome) log likelihood = -28902.332 (not concave)
Iteration 12: (outcome) log likelihood = -28902.332 (not concave)
Iteration 13: (outcome) log likelihood = -28902.332 (not concave)
Iteration 14: (outcome) log likelihood = -28902.332 (not concave)
Iteration 15: (outcome) log likelihood = -28902.332 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34133.381
Iteration 1: (EM) log likelihood = -34070.624
Iteration 2: (EM) log likelihood = -33903.895
Iteration 3: (EM) log likelihood = -33561.79
Iteration 4: (EM) log likelihood = -32900.287
Iteration 5: (EM) log likelihood = -31925.068
Iteration 6: (EM) log likelihood = -31017.502
Iteration 7: (EM) log likelihood = -30362.939
Iteration 8: (EM) log likelihood = -29972.784
Iteration 9: (EM) log likelihood = -29755.413
Iteration 10: (EM) log likelihood = -29608.995
Iteration 11: (EM) log likelihood = -29490.51
Iteration 12: (EM) log likelihood = -29389.856
Iteration 13: (EM) log likelihood = -29306.364
Iteration 14: (EM) log likelihood = -29239.914
Iteration 15: (EM) log likelihood = -29187.601
Iteration 16: (EM) log likelihood = -29147.095
Iteration 17: (EM) log likelihood = -29109.677
Iteration 18: (EM) log likelihood = -29081.938
Iteration 19: (EM) log likelihood = -29059.395
Iteration 20: (EM) log likelihood = -29037.992
Iteration 21: (EM) log likelihood = -29016.811
Iteration 22: (EM) log likelihood = -28994.58
Iteration 23: (EM) log likelihood = -28967.516
Iteration 24: (EM) log likelihood = -28941.428
Iteration 25: (EM) log likelihood = -28916.891
Iteration 26: (EM) log likelihood = -28889.974
Iteration 27: (EM) log likelihood = -28861.461
Iteration 28: (EM) log likelihood = -28831.605
Iteration 29: (EM) log likelihood = -28800.545
Iteration 30: (EM) log likelihood = -28769.333
Iteration 31: (EM) log likelihood = -28738.029
Iteration 32: (EM) log likelihood = -28707.231
Iteration 33: (EM) log likelihood = -28676.352
Iteration 34: (EM) log likelihood = -28646.704
Iteration 35: (EM) log likelihood = -28618.482
Iteration 36: (EM) log likelihood = -28594.666
Iteration 37: (EM) log likelihood = -28570.511
Iteration 38: (EM) log likelihood = -28551.732
Iteration 39: (EM) log likelihood = -28533.057
Iteration 40: (EM) log likelihood = -28512.714
Iteration 41: (EM) log likelihood = -28495.275
Iteration 42: (EM) log likelihood = -28473.769
Iteration 43: (EM) log likelihood = -28454.717
Iteration 44: (EM) log likelihood = -28440.535
Iteration 45: (EM) log likelihood = -28426.438
Iteration 46: (EM) log likelihood = -28415.425
Iteration 47: (EM) log likelihood = -28405.04
Iteration 48: (EM) log likelihood = -28389.143
Iteration 49: (EM) log likelihood = -28379.38
Iteration 50: (EM) log likelihood = -28369.355
Iteration 51: (EM) log likelihood = -28361.293
Iteration 52: (EM) log likelihood = -28354.207
Iteration 53: (EM) log likelihood = -28346.266
Iteration 54: (EM) log likelihood = -28339.926
Iteration 55: (EM) log likelihood = -28332.365
Iteration 56: (EM) log likelihood = -28325.92
Iteration 57: (EM) log likelihood = -28319.071
Iteration 58: (EM) log likelihood = -28313.743
Iteration 59: (EM) log likelihood = -28308.353
Iteration 60: (EM) log likelihood = -28303.963
Iteration 61: (EM) log likelihood = -28299.544
Iteration 62: (EM) log likelihood = -28294.417
Iteration 63: (EM) log likelihood = -28290.744
Iteration 64: (EM) log likelihood = -28287.242
Iteration 65: (EM) log likelihood = -28283.409
Iteration 66: (EM) log likelihood = -28280.361
Iteration 67: (EM) log likelihood = -28276.985
Iteration 68: (EM) log likelihood = -28274.114
Iteration 69: (EM) log likelihood = -28270.916
Iteration 70: (EM) log likelihood = -28268.563
Iteration 71: (EM) log likelihood = -28265.344
Iteration 72: (EM) log likelihood = -28262.649
Iteration 73: (EM) log likelihood = -28260.305
Iteration 74: (EM) log likelihood = -28258.2
Iteration 75: (EM) log likelihood = -28255.841
Iteration 76: (EM) log likelihood = -28253.703
Iteration 77: (EM) log likelihood = -28251.798
Iteration 78: (EM) log likelihood = -28249.93
Iteration 79: (EM) log likelihood = -28248.052
Iteration 80: (EM) log likelihood = -28246.531
Iteration 81: (EM) log likelihood = -28244.726
Iteration 82: (EM) log likelihood = -28242.528
Iteration 83: (EM) log likelihood = -28241.002
Iteration 84: (EM) log likelihood = -28239.295
Iteration 85: (EM) log likelihood = -28236.961
Iteration 86: (EM) log likelihood = -28234.397
Iteration 87: (EM) log likelihood = -28232.583
Iteration 88: (EM) log likelihood = -28230.98
Iteration 89: (EM) log likelihood = -28229.256
Iteration 90: (EM) log likelihood = -28227.527
Iteration 91: (EM) log likelihood = -28224.708
Iteration 92: (EM) log likelihood = -28222.272
Iteration 93: (EM) log likelihood = -28219.673
Iteration 94: (EM) log likelihood = -28217.964
Iteration 95: (EM) log likelihood = -28216.078
Iteration 96: (EM) log likelihood = -28214.318
Iteration 97: (EM) log likelihood = -28212.681
Iteration 98: (EM) log likelihood = -28210.939
Iteration 99: (EM) log likelihood = -28209.582
Iteration 100: (EM) log likelihood = -28208.326
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7804
Iteration 1: (class) log likelihood = -5251.7804
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.816
Iteration 1: (outcome) log likelihood = -28934.081
Iteration 2: (outcome) log likelihood = -28911.582
Iteration 3: (outcome) log likelihood = -28910.432
Iteration 4: (outcome) log likelihood = -28910.173
Iteration 5: (outcome) log likelihood = -28910.12
Iteration 6: (outcome) log likelihood = -28910.109
Iteration 7: (outcome) log likelihood = -28910.106
Iteration 8: (outcome) log likelihood = -28910.106
Iteration 9: (outcome) log likelihood = -28910.106 (not concave)
Iteration 10: (outcome) log likelihood = -28910.106 (not concave)
Iteration 11: (outcome) log likelihood = -28910.106 (not concave)
Iteration 12: (outcome) log likelihood = -28910.106 (not concave)
Iteration 13: (outcome) log likelihood = -28910.106 (not concave)
Iteration 14: (outcome) log likelihood = -28910.106 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34124.553
Iteration 1: (EM) log likelihood = -34013.729
Iteration 2: (EM) log likelihood = -33743.998
Iteration 3: (EM) log likelihood = -33136.124
Iteration 4: (EM) log likelihood = -32185.196
Iteration 5: (EM) log likelihood = -31263.409
Iteration 6: (EM) log likelihood = -30521.694
Iteration 7: (EM) log likelihood = -29964.017
Iteration 8: (EM) log likelihood = -29571.681
Iteration 9: (EM) log likelihood = -29329.873
Iteration 10: (EM) log likelihood = -29187.392
Iteration 11: (EM) log likelihood = -29097.994
Iteration 12: (EM) log likelihood = -29035.98
Iteration 13: (EM) log likelihood = -28988.156
Iteration 14: (EM) log likelihood = -28948.549
Iteration 15: (EM) log likelihood = -28914.721
Iteration 16: (EM) log likelihood = -28883.87
Iteration 17: (EM) log likelihood = -28855.281
Iteration 18: (EM) log likelihood = -28829.318
Iteration 19: (EM) log likelihood = -28805.401
Iteration 20: (EM) log likelihood = -28780.9
Iteration 21: (EM) log likelihood = -28753.629
Iteration 22: (EM) log likelihood = -28729.212
Iteration 23: (EM) log likelihood = -28703.038
Iteration 24: (EM) log likelihood = -28671.362
Iteration 25: (EM) log likelihood = -28640.925
Iteration 26: (EM) log likelihood = -28611.879
Iteration 27: (EM) log likelihood = -28584.136
Iteration 28: (EM) log likelihood = -28558.127
Iteration 29: (EM) log likelihood = -28535.821
Iteration 30: (EM) log likelihood = -28516.275
Iteration 31: (EM) log likelihood = -28499.233
Iteration 32: (EM) log likelihood = -28485.713
Iteration 33: (EM) log likelihood = -28474.466
Iteration 34: (EM) log likelihood = -28465.082
Iteration 35: (EM) log likelihood = -28456.847
Iteration 36: (EM) log likelihood = -28450.475
Iteration 37: (EM) log likelihood = -28444.782
Iteration 38: (EM) log likelihood = -28439.917
Iteration 39: (EM) log likelihood = -28435.044
Iteration 40: (EM) log likelihood = -28432.032
Iteration 41: (EM) log likelihood = -28428.436
Iteration 42: (EM) log likelihood = -28425.001
Iteration 43: (EM) log likelihood = -28423.467
Iteration 44: (EM) log likelihood = -28421.547
Iteration 45: (EM) log likelihood = -28419.21
Iteration 46: (EM) log likelihood = -28416.824
Iteration 47: (EM) log likelihood = -28415.176
Iteration 48: (EM) log likelihood = -28414.443
Iteration 49: (EM) log likelihood = -28412.224
Iteration 50: (EM) log likelihood = -28411.254
Iteration 51: (EM) log likelihood = -28409.996
Iteration 52: (EM) log likelihood = -28408.148
Iteration 53: (EM) log likelihood = -28408.79
Iteration 54: (EM) log likelihood = -28406.199
Iteration 55: (EM) log likelihood = -28403.782
Iteration 56: (EM) log likelihood = -28402.095
Iteration 57: (EM) log likelihood = -28399.987
Iteration 58: (EM) log likelihood = -28397.905
Iteration 59: (EM) log likelihood = -28396.461
Iteration 60: (EM) log likelihood = -28394.776
Iteration 61: (EM) log likelihood = -28392.511
Iteration 62: (EM) log likelihood = -28393.671
Iteration 63: (EM) log likelihood = -28391.564
Iteration 64: (EM) log likelihood = -28390.958
Iteration 65: (EM) log likelihood = -28389.389
Iteration 66: (EM) log likelihood = -28388.926
Iteration 67: (EM) log likelihood = -28387.43
Iteration 68: (EM) log likelihood = -28386.633
Iteration 69: (EM) log likelihood = -28385.192
Iteration 70: (EM) log likelihood = -28384.33
Iteration 71: (EM) log likelihood = -28383.063
Iteration 72: (EM) log likelihood = -28380.551
Iteration 73: (EM) log likelihood = -28378.2
Iteration 74: (EM) log likelihood = -28378.226
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.9226
Iteration 1: (class) log likelihood = -5251.9226
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.259
Iteration 1: (outcome) log likelihood = -28925.984
Iteration 2: (outcome) log likelihood = -28899.966
Iteration 3: (outcome) log likelihood = -28898.504
Iteration 4: (outcome) log likelihood = -28898.324
Iteration 5: (outcome) log likelihood = -28898.281
Iteration 6: (outcome) log likelihood = -28898.272
Iteration 7: (outcome) log likelihood = -28898.271
Iteration 8: (outcome) log likelihood = -28898.271
Iteration 9: (outcome) log likelihood = -28898.271 (not concave)
Iteration 10: (outcome) log likelihood = -28898.271 (not concave)
Iteration 11: (outcome) log likelihood = -28898.271 (not concave)
Iteration 12: (outcome) log likelihood = -28898.271 (not concave)
Iteration 13: (outcome) log likelihood = -28898.271 (not concave)
Iteration 14: (outcome) log likelihood = -28898.271 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34105.543
Iteration 1: (EM) log likelihood = -33944.403
Iteration 2: (EM) log likelihood = -33475.954
Iteration 3: (EM) log likelihood = -32599.656
Iteration 4: (EM) log likelihood = -31627.452
Iteration 5: (EM) log likelihood = -30893.944
Iteration 6: (EM) log likelihood = -30380.321
Iteration 7: (EM) log likelihood = -29999.394
Iteration 8: (EM) log likelihood = -29709.911
Iteration 9: (EM) log likelihood = -29485.278
Iteration 10: (EM) log likelihood = -29310.37
Iteration 11: (EM) log likelihood = -29166.225
Iteration 12: (EM) log likelihood = -29037.938
Iteration 13: (EM) log likelihood = -28924.02
Iteration 14: (EM) log likelihood = -28824.342
Iteration 15: (EM) log likelihood = -28742.829
Iteration 16: (EM) log likelihood = -28680.242
Iteration 17: (EM) log likelihood = -28632.216
Iteration 18: (EM) log likelihood = -28596.18
Iteration 19: (EM) log likelihood = -28569.732
Iteration 20: (EM) log likelihood = -28548.403
Iteration 21: (EM) log likelihood = -28531.691
Iteration 22: (EM) log likelihood = -28518.153
Iteration 23: (EM) log likelihood = -28506.939
Iteration 24: (EM) log likelihood = -28497.274
Iteration 25: (EM) log likelihood = -28488.917
Iteration 26: (EM) log likelihood = -28480.973
Iteration 27: (EM) log likelihood = -28474.466
Iteration 28: (EM) log likelihood = -28468.5
Iteration 29: (EM) log likelihood = -28463.05
Iteration 30: (EM) log likelihood = -28457.969
Iteration 31: (EM) log likelihood = -28453.184
Iteration 32: (EM) log likelihood = -28447.922
Iteration 33: (EM) log likelihood = -28444.292
Iteration 34: (EM) log likelihood = -28440.191
Iteration 35: (EM) log likelihood = -28436.803
Iteration 36: (EM) log likelihood = -28432.85
Iteration 37: (EM) log likelihood = -28429.707
Iteration 38: (EM) log likelihood = -28426.791
Iteration 39: (EM) log likelihood = -28422.824
Iteration 40: (EM) log likelihood = -28420.216
Iteration 41: (EM) log likelihood = -28417.582
Iteration 42: (EM) log likelihood = -28414.881
Iteration 43: (EM) log likelihood = -28412.85
Iteration 44: (EM) log likelihood = -28410.85
Iteration 45: (EM) log likelihood = -28408.958
Iteration 46: (EM) log likelihood = -28407.166
Iteration 47: (EM) log likelihood = -28405.253
Iteration 48: (EM) log likelihood = -28403.646
Iteration 49: (EM) log likelihood = -28402.028
Iteration 50: (EM) log likelihood = -28400.569
Iteration 51: (EM) log likelihood = -28399.158
Iteration 52: (EM) log likelihood = -28397.836
Iteration 53: (EM) log likelihood = -28396.558
Iteration 54: (EM) log likelihood = -28395.335
Iteration 55: (EM) log likelihood = -28394.198
Iteration 56: (EM) log likelihood = -28393.259
Iteration 57: (EM) log likelihood = -28392.203
Iteration 58: (EM) log likelihood = -28391.178
Iteration 59: (EM) log likelihood = -28390.09
Iteration 60: (EM) log likelihood = -28389.271
Iteration 61: (EM) log likelihood = -28388.294
Iteration 62: (EM) log likelihood = -28387.444
Iteration 63: (EM) log likelihood = -28386.589
Iteration 64: (EM) log likelihood = -28385.778
Iteration 65: (EM) log likelihood = -28385.108
Iteration 66: (EM) log likelihood = -28384.307
Iteration 67: (EM) log likelihood = -28383.446
Iteration 68: (EM) log likelihood = -28382.244
Iteration 69: (EM) log likelihood = -28381.31
Iteration 70: (EM) log likelihood = -28380.6
Iteration 71: (EM) log likelihood = -28379.865
Iteration 72: (EM) log likelihood = -28379.169
Iteration 73: (EM) log likelihood = -28378.424
Iteration 74: (EM) log likelihood = -28377.762
Iteration 75: (EM) log likelihood = -28377.067
Iteration 76: (EM) log likelihood = -28376.361
Iteration 77: (EM) log likelihood = -28375.547
Iteration 78: (EM) log likelihood = -28374.843
Iteration 79: (EM) log likelihood = -28374.107
Iteration 80: (EM) log likelihood = -28373.071
Iteration 81: (EM) log likelihood = -28372.126
Iteration 82: (EM) log likelihood = -28371.261
Iteration 83: (EM) log likelihood = -28370.411
Iteration 84: (EM) log likelihood = -28369.608
Iteration 85: (EM) log likelihood = -28368.83
Iteration 86: (EM) log likelihood = -28367.971
Iteration 87: (EM) log likelihood = -28367.181
Iteration 88: (EM) log likelihood = -28366.369
Iteration 89: (EM) log likelihood = -28365.697
Iteration 90: (EM) log likelihood = -28365.118
Iteration 91: (EM) log likelihood = -28364.324
Iteration 92: (EM) log likelihood = -28363.57
Iteration 93: (EM) log likelihood = -28362.953
Iteration 94: (EM) log likelihood = -28362.192
Iteration 95: (EM) log likelihood = -28361.548
Iteration 96: (EM) log likelihood = -28360.843
Iteration 97: (EM) log likelihood = -28360.22
Iteration 98: (EM) log likelihood = -28359.589
Iteration 99: (EM) log likelihood = -28358.94
Iteration 100: (EM) log likelihood = -28358.369
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.14
Iteration 1: (class) log likelihood = -5250.14
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.072
Iteration 1: (outcome) log likelihood = -28935.138
Iteration 2: (outcome) log likelihood = -28912.965
Iteration 3: (outcome) log likelihood = -28912.015
Iteration 4: (outcome) log likelihood = -28911.84
Iteration 5: (outcome) log likelihood = -28911.797
Iteration 6: (outcome) log likelihood = -28911.789
Iteration 7: (outcome) log likelihood = -28911.787
Iteration 8: (outcome) log likelihood = -28911.787
Iteration 9: (outcome) log likelihood = -28911.787 (not concave)
Iteration 10: (outcome) log likelihood = -28911.787 (not concave)
Iteration 11: (outcome) log likelihood = -28911.787 (not concave)
Iteration 12: (outcome) log likelihood = -28911.787 (not concave)
Iteration 13: (outcome) log likelihood = -28911.787 (not concave)
Iteration 14: (outcome) log likelihood = -28911.787 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34137.622
Iteration 1: (EM) log likelihood = -34047.968
Iteration 2: (EM) log likelihood = -33845.342
Iteration 3: (EM) log likelihood = -33538.039
Iteration 4: (EM) log likelihood = -33014.894
Iteration 5: (EM) log likelihood = -32239.929
Iteration 6: (EM) log likelihood = -31437.294
Iteration 7: (EM) log likelihood = -30804.211
Iteration 8: (EM) log likelihood = -30334.652
Iteration 9: (EM) log likelihood = -29975.846
Iteration 10: (EM) log likelihood = -29667.409
Iteration 11: (EM) log likelihood = -29384.544
Iteration 12: (EM) log likelihood = -29156.885
Iteration 13: (EM) log likelihood = -28997.401
Iteration 14: (EM) log likelihood = -28891.821
Iteration 15: (EM) log likelihood = -28815.942
Iteration 16: (EM) log likelihood = -28760.509
Iteration 17: (EM) log likelihood = -28716.014
Iteration 18: (EM) log likelihood = -28680.16
Iteration 19: (EM) log likelihood = -28648.044
Iteration 20: (EM) log likelihood = -28619.834
Iteration 21: (EM) log likelihood = -28594.525
Iteration 22: (EM) log likelihood = -28572.137
Iteration 23: (EM) log likelihood = -28549.426
Iteration 24: (EM) log likelihood = -28529.891
Iteration 25: (EM) log likelihood = -28514.178
Iteration 26: (EM) log likelihood = -28498.85
Iteration 27: (EM) log likelihood = -28482.845
Iteration 28: (EM) log likelihood = -28469.044
Iteration 29: (EM) log likelihood = -28454.513
Iteration 30: (EM) log likelihood = -28443.591
Iteration 31: (EM) log likelihood = -28431.232
Iteration 32: (EM) log likelihood = -28419.732
Iteration 33: (EM) log likelihood = -28411.8
Iteration 34: (EM) log likelihood = -28401.577
Iteration 35: (EM) log likelihood = -28392.709
Iteration 36: (EM) log likelihood = -28383.467
Iteration 37: (EM) log likelihood = -28375.658
Iteration 38: (EM) log likelihood = -28367.248
Iteration 39: (EM) log likelihood = -28360.667
Iteration 40: (EM) log likelihood = -28355.41
Iteration 41: (EM) log likelihood = -28351.2
Iteration 42: (EM) log likelihood = -28346.119
Iteration 43: (EM) log likelihood = -28342.985
Iteration 44: (EM) log likelihood = -28338.827
Iteration 45: (EM) log likelihood = -28335.079
Iteration 46: (EM) log likelihood = -28332.204
Iteration 47: (EM) log likelihood = -28329.102
Iteration 48: (EM) log likelihood = -28326.001
Iteration 49: (EM) log likelihood = -28323.005
Iteration 50: (EM) log likelihood = -28319.275
Iteration 51: (EM) log likelihood = -28316.914
Iteration 52: (EM) log likelihood = -28313.051
Iteration 53: (EM) log likelihood = -28311.028
Iteration 54: (EM) log likelihood = -28308.563
Iteration 55: (EM) log likelihood = -28305.165
Iteration 56: (EM) log likelihood = -28300.316
Iteration 57: (EM) log likelihood = -28297.322
Iteration 58: (EM) log likelihood = -28294.04
Iteration 59: (EM) log likelihood = -28290.809
Iteration 60: (EM) log likelihood = -28287.749
Iteration 61: (EM) log likelihood = -28284.811
Iteration 62: (EM) log likelihood = -28281.476
Iteration 63: (EM) log likelihood = -28279.163
Iteration 64: (EM) log likelihood = -28277.154
Iteration 65: (EM) log likelihood = -28272.923
Iteration 66: (EM) log likelihood = -28270.749
Iteration 67: (EM) log likelihood = -28269.212
Iteration 68: (EM) log likelihood = -28267.616
Iteration 69: (EM) log likelihood = -28265.869
Iteration 70: (EM) log likelihood = -28262.766
Iteration 71: (EM) log likelihood = -28260.039
Iteration 72: (EM) log likelihood = -28257.572
Iteration 73: (EM) log likelihood = -28254.554
Iteration 74: (EM) log likelihood = -28252.258
Iteration 75: (EM) log likelihood = -28250.472
Iteration 76: (EM) log likelihood = -28248.648
Iteration 77: (EM) log likelihood = -28246.836
Iteration 78: (EM) log likelihood = -28243.453
Iteration 79: (EM) log likelihood = -28241.608
Iteration 80: (EM) log likelihood = -28239.848
Iteration 81: (EM) log likelihood = -28237.384
Iteration 82: (EM) log likelihood = -28235.243
Iteration 83: (EM) log likelihood = -28233.439
Iteration 84: (EM) log likelihood = -28231.739
Iteration 85: (EM) log likelihood = -28230.169
Iteration 86: (EM) log likelihood = -28228.896
Iteration 87: (EM) log likelihood = -28227.791
Iteration 88: (EM) log likelihood = -28226.177
Iteration 89: (EM) log likelihood = -28224.179
Iteration 90: (EM) log likelihood = -28223.087
Iteration 91: (EM) log likelihood = -28221.353
Iteration 92: (EM) log likelihood = -28219.844
Iteration 93: (EM) log likelihood = -28217.894
Iteration 94: (EM) log likelihood = -28216.601
Iteration 95: (EM) log likelihood = -28214.69
Iteration 96: (EM) log likelihood = -28212.92
Iteration 97: (EM) log likelihood = -28211.752
Iteration 98: (EM) log likelihood = -28210.121
Iteration 99: (EM) log likelihood = -28209.555
Iteration 100: (EM) log likelihood = -28208.333
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.1642
Iteration 1: (class) log likelihood = -5252.1642
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.092
Iteration 1: (outcome) log likelihood = -28929.917
Iteration 2: (outcome) log likelihood = -28891.232
Iteration 3: (outcome) log likelihood = -28886.807
Iteration 4: (outcome) log likelihood = -28886.348
Iteration 5: (outcome) log likelihood = -28886.275
Iteration 6: (outcome) log likelihood = -28886.263
Iteration 7: (outcome) log likelihood = -28886.26
Iteration 8: (outcome) log likelihood = -28886.26
Iteration 9: (outcome) log likelihood = -28886.26 (not concave)
Iteration 10: (outcome) log likelihood = -28886.26 (not concave)
Iteration 11: (outcome) log likelihood = -28886.26 (not concave)
Iteration 12: (outcome) log likelihood = -28886.26 (not concave)
Iteration 13: (outcome) log likelihood = -28886.26 (not concave)
Iteration 14: (outcome) log likelihood = -28886.26 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34119.808
Iteration 1: (EM) log likelihood = -34055.435
Iteration 2: (EM) log likelihood = -33889.409
Iteration 3: (EM) log likelihood = -33407.702
Iteration 4: (EM) log likelihood = -32359.727
Iteration 5: (EM) log likelihood = -31215.89
Iteration 6: (EM) log likelihood = -30495.86
Iteration 7: (EM) log likelihood = -30098.111
Iteration 8: (EM) log likelihood = -29883.848
Iteration 9: (EM) log likelihood = -29757.455
Iteration 10: (EM) log likelihood = -29671.172
Iteration 11: (EM) log likelihood = -29597.818
Iteration 12: (EM) log likelihood = -29531.145
Iteration 13: (EM) log likelihood = -29461.236
Iteration 14: (EM) log likelihood = -29399.642
Iteration 15: (EM) log likelihood = -29337.661
Iteration 16: (EM) log likelihood = -29275.356
Iteration 17: (EM) log likelihood = -29211.66
Iteration 18: (EM) log likelihood = -29149.078
Iteration 19: (EM) log likelihood = -29089.366
Iteration 20: (EM) log likelihood = -29033.065
Iteration 21: (EM) log likelihood = -28980.561
Iteration 22: (EM) log likelihood = -28931.365
Iteration 23: (EM) log likelihood = -28884.289
Iteration 24: (EM) log likelihood = -28842.601
Iteration 25: (EM) log likelihood = -28803.314
Iteration 26: (EM) log likelihood = -28767.135
Iteration 27: (EM) log likelihood = -28733.093
Iteration 28: (EM) log likelihood = -28703.569
Iteration 29: (EM) log likelihood = -28676.409
Iteration 30: (EM) log likelihood = -28651.413
Iteration 31: (EM) log likelihood = -28629.625
Iteration 32: (EM) log likelihood = -28610.269
Iteration 33: (EM) log likelihood = -28593.049
Iteration 34: (EM) log likelihood = -28577.712
Iteration 35: (EM) log likelihood = -28562.893
Iteration 36: (EM) log likelihood = -28549.655
Iteration 37: (EM) log likelihood = -28538.685
Iteration 38: (EM) log likelihood = -28529.597
Iteration 39: (EM) log likelihood = -28521.979
Iteration 40: (EM) log likelihood = -28515.455
Iteration 41: (EM) log likelihood = -28509.708
Iteration 42: (EM) log likelihood = -28504.593
Iteration 43: (EM) log likelihood = -28500.206
Iteration 44: (EM) log likelihood = -28496.338
Iteration 45: (EM) log likelihood = -28493.013
Iteration 46: (EM) log likelihood = -28490.119
Iteration 47: (EM) log likelihood = -28487.594
Iteration 48: (EM) log likelihood = -28485.262
Iteration 49: (EM) log likelihood = -28483.234
Iteration 50: (EM) log likelihood = -28481.188
Iteration 51: (EM) log likelihood = -28479.471
Iteration 52: (EM) log likelihood = -28477.488
Iteration 53: (EM) log likelihood = -28476.005
Iteration 54: (EM) log likelihood = -28474.853
Iteration 55: (EM) log likelihood = -28473.554
Iteration 56: (EM) log likelihood = -28472.448
Iteration 57: (EM) log likelihood = -28471.393
Iteration 58: (EM) log likelihood = -28470.346
Iteration 59: (EM) log likelihood = -28469.483
Iteration 60: (EM) log likelihood = -28468.671
Iteration 61: (EM) log likelihood = -28467.917
Iteration 62: (EM) log likelihood = -28467.183
Iteration 63: (EM) log likelihood = -28466.466
Iteration 64: (EM) log likelihood = -28465.791
Iteration 65: (EM) log likelihood = -28465.055
Iteration 66: (EM) log likelihood = -28464.419
Iteration 67: (EM) log likelihood = -28463.791
Iteration 68: (EM) log likelihood = -28463.164
Iteration 69: (EM) log likelihood = -28462.62
Iteration 70: (EM) log likelihood = -28462.076
Iteration 71: (EM) log likelihood = -28461.565
Iteration 72: (EM) log likelihood = -28461.058
Iteration 73: (EM) log likelihood = -28460.587
Iteration 74: (EM) log likelihood = -28460.111
Iteration 75: (EM) log likelihood = -28459.659
Iteration 76: (EM) log likelihood = -28459.188
Iteration 77: (EM) log likelihood = -28458.508
Iteration 78: (EM) log likelihood = -28455.977
Iteration 79: (EM) log likelihood = -28455.168
Iteration 80: (EM) log likelihood = -28454.136
Iteration 81: (EM) log likelihood = -28453.753
Iteration 82: (EM) log likelihood = -28452.755
Iteration 83: (EM) log likelihood = -28452.115
Iteration 84: (EM) log likelihood = -28451.472
Iteration 85: (EM) log likelihood = -28450.866
Iteration 86: (EM) log likelihood = -28450.566
Iteration 87: (EM) log likelihood = -28449.942
Iteration 88: (EM) log likelihood = -28449.33
Iteration 89: (EM) log likelihood = -28448.79
Iteration 90: (EM) log likelihood = -28448.293
Iteration 91: (EM) log likelihood = -28447.818
Iteration 92: (EM) log likelihood = -28447.26
Iteration 93: (EM) log likelihood = -28446.823
Iteration 94: (EM) log likelihood = -28446.416
Iteration 95: (EM) log likelihood = -28445.807
Iteration 96: (EM) log likelihood = -28445.418
Iteration 97: (EM) log likelihood = -28445.026
Iteration 98: (EM) log likelihood = -28444.562
Iteration 99: (EM) log likelihood = -28444.163
Iteration 100: (EM) log likelihood = -28443.615
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.5462
Iteration 1: (class) log likelihood = -5250.5462
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.721
Iteration 1: (outcome) log likelihood = -28942.637
Iteration 2: (outcome) log likelihood = -28919.963
Iteration 3: (outcome) log likelihood = -28918.276
Iteration 4: (outcome) log likelihood = -28918.091
Iteration 5: (outcome) log likelihood = -28918.05
Iteration 6: (outcome) log likelihood = -28918.04
Iteration 7: (outcome) log likelihood = -28918.039
Iteration 8: (outcome) log likelihood = -28918.039
Iteration 9: (outcome) log likelihood = -28918.039 (not concave)
Iteration 10: (outcome) log likelihood = -28918.039 (not concave)
Iteration 11: (outcome) log likelihood = -28918.039 (not concave)
Iteration 12: (outcome) log likelihood = -28918.039 (not concave)
Iteration 13: (outcome) log likelihood = -28918.039 (not concave)
Iteration 14: (outcome) log likelihood = -28918.039 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34147.468
Iteration 1: (EM) log likelihood = -34094.107
Iteration 2: (EM) log likelihood = -33938.894
Iteration 3: (EM) log likelihood = -33493.337
Iteration 4: (EM) log likelihood = -32564.647
Iteration 5: (EM) log likelihood = -31530.302
Iteration 6: (EM) log likelihood = -30770.565
Iteration 7: (EM) log likelihood = -30257.807
Iteration 8: (EM) log likelihood = -29906.004
Iteration 9: (EM) log likelihood = -29660.791
Iteration 10: (EM) log likelihood = -29490.703
Iteration 11: (EM) log likelihood = -29378.325
Iteration 12: (EM) log likelihood = -29299.149
Iteration 13: (EM) log likelihood = -29240.986
Iteration 14: (EM) log likelihood = -29199.734
Iteration 15: (EM) log likelihood = -29170.427
Iteration 16: (EM) log likelihood = -29148.245
Iteration 17: (EM) log likelihood = -29130.358
Iteration 18: (EM) log likelihood = -29115.967
Iteration 19: (EM) log likelihood = -29104.556
Iteration 20: (EM) log likelihood = -29095.33
Iteration 21: (EM) log likelihood = -29086.687
Iteration 22: (EM) log likelihood = -29079.091
Iteration 23: (EM) log likelihood = -29071.013
Iteration 24: (EM) log likelihood = -29063.41
Iteration 25: (EM) log likelihood = -29055.593
Iteration 26: (EM) log likelihood = -29048.074
Iteration 27: (EM) log likelihood = -29038.42
Iteration 28: (EM) log likelihood = -29028.349
Iteration 29: (EM) log likelihood = -29017.074
Iteration 30: (EM) log likelihood = -29003.868
Iteration 31: (EM) log likelihood = -28989.238
Iteration 32: (EM) log likelihood = -28972.815
Iteration 33: (EM) log likelihood = -28953.422
Iteration 34: (EM) log likelihood = -28931.662
Iteration 35: (EM) log likelihood = -28907.76
Iteration 36: (EM) log likelihood = -28881.424
Iteration 37: (EM) log likelihood = -28853.596
Iteration 38: (EM) log likelihood = -28825.154
Iteration 39: (EM) log likelihood = -28798.375
Iteration 40: (EM) log likelihood = -28772.286
Iteration 41: (EM) log likelihood = -28747.179
Iteration 42: (EM) log likelihood = -28723.205
Iteration 43: (EM) log likelihood = -28700.39
Iteration 44: (EM) log likelihood = -28678.753
Iteration 45: (EM) log likelihood = -28661.026
Iteration 46: (EM) log likelihood = -28645.297
Iteration 47: (EM) log likelihood = -28631.661
Iteration 48: (EM) log likelihood = -28620.233
Iteration 49: (EM) log likelihood = -28610.533
Iteration 50: (EM) log likelihood = -28602.32
Iteration 51: (EM) log likelihood = -28595.305
Iteration 52: (EM) log likelihood = -28589.173
Iteration 53: (EM) log likelihood = -28583.684
Iteration 54: (EM) log likelihood = -28579.416
Iteration 55: (EM) log likelihood = -28575.386
Iteration 56: (EM) log likelihood = -28571.959
Iteration 57: (EM) log likelihood = -28569.064
Iteration 58: (EM) log likelihood = -28566.45
Iteration 59: (EM) log likelihood = -28564.187
Iteration 60: (EM) log likelihood = -28562.322
Iteration 61: (EM) log likelihood = -28560.653
Iteration 62: (EM) log likelihood = -28559.103
Iteration 63: (EM) log likelihood = -28557.71
Iteration 64: (EM) log likelihood = -28556.414
Iteration 65: (EM) log likelihood = -28555.288
Iteration 66: (EM) log likelihood = -28554.235
Iteration 67: (EM) log likelihood = -28553.274
Iteration 68: (EM) log likelihood = -28552.426
Iteration 69: (EM) log likelihood = -28551.73
Iteration 70: (EM) log likelihood = -28550.673
Iteration 71: (EM) log likelihood = -28549.634
Iteration 72: (EM) log likelihood = -28548.708
Iteration 73: (EM) log likelihood = -28547.852
Iteration 74: (EM) log likelihood = -28547.196
Iteration 75: (EM) log likelihood = -28546.693
Iteration 76: (EM) log likelihood = -28546.176
Iteration 77: (EM) log likelihood = -28545.782
Iteration 78: (EM) log likelihood = -28545.351
Iteration 79: (EM) log likelihood = -28544.926
Iteration 80: (EM) log likelihood = -28544.525
Iteration 81: (EM) log likelihood = -28544.18
Iteration 82: (EM) log likelihood = -28543.924
Iteration 83: (EM) log likelihood = -28543.624
Iteration 84: (EM) log likelihood = -28543.344
Iteration 85: (EM) log likelihood = -28543.134
Iteration 86: (EM) log likelihood = -28542.913
Iteration 87: (EM) log likelihood = -28542.678
Iteration 88: (EM) log likelihood = -28542.482
Iteration 89: (EM) log likelihood = -28542.318
Iteration 90: (EM) log likelihood = -28542.118
Iteration 91: (EM) log likelihood = -28541.894
Iteration 92: (EM) log likelihood = -28541.816
Iteration 93: (EM) log likelihood = -28541.667
Iteration 94: (EM) log likelihood = -28541.567
Iteration 95: (EM) log likelihood = -28541.297
Iteration 96: (EM) log likelihood = -28541.057
Iteration 97: (EM) log likelihood = -28540.898
Iteration 98: (EM) log likelihood = -28540.843
Iteration 99: (EM) log likelihood = -28540.698
Iteration 100: (EM) log likelihood = -28540.719
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.1789
Iteration 1: (class) log likelihood = -5252.1789
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.894
Iteration 1: (outcome) log likelihood = -28934.118
Iteration 2: (outcome) log likelihood = -28914.477
Iteration 3: (outcome) log likelihood = -28913.831
Iteration 4: (outcome) log likelihood = -28913.705
Iteration 5: (outcome) log likelihood = -28913.675
Iteration 6: (outcome) log likelihood = -28913.668
Iteration 7: (outcome) log likelihood = -28913.667
Iteration 8: (outcome) log likelihood = -28913.667
Iteration 9: (outcome) log likelihood = -28913.667 (not concave)
Iteration 10: (outcome) log likelihood = -28913.667 (not concave)
Iteration 11: (outcome) log likelihood = -28913.667 (not concave)
Iteration 12: (outcome) log likelihood = -28913.667 (not concave)
Iteration 13: (outcome) log likelihood = -28913.667 (not concave)
Iteration 14: (outcome) log likelihood = -28913.667 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34129.673
Iteration 1: (EM) log likelihood = -34010.426
Iteration 2: (EM) log likelihood = -33625.885
Iteration 3: (EM) log likelihood = -32765.543
Iteration 4: (EM) log likelihood = -31778.58
Iteration 5: (EM) log likelihood = -31117.198
Iteration 6: (EM) log likelihood = -30681.598
Iteration 7: (EM) log likelihood = -30319.94
Iteration 8: (EM) log likelihood = -29996.721
Iteration 9: (EM) log likelihood = -29737.416
Iteration 10: (EM) log likelihood = -29553.148
Iteration 11: (EM) log likelihood = -29424.542
Iteration 12: (EM) log likelihood = -29330.443
Iteration 13: (EM) log likelihood = -29255.474
Iteration 14: (EM) log likelihood = -29194.216
Iteration 15: (EM) log likelihood = -29143.297
Iteration 16: (EM) log likelihood = -29102.142
Iteration 17: (EM) log likelihood = -29068.057
Iteration 18: (EM) log likelihood = -29039.74
Iteration 19: (EM) log likelihood = -29013.972
Iteration 20: (EM) log likelihood = -28994.134
Iteration 21: (EM) log likelihood = -28978.52
Iteration 22: (EM) log likelihood = -28961.764
Iteration 23: (EM) log likelihood = -28950.946
Iteration 24: (EM) log likelihood = -28940.812
Iteration 25: (EM) log likelihood = -28928.585
Iteration 26: (EM) log likelihood = -28918.4
Iteration 27: (EM) log likelihood = -28908.178
Iteration 28: (EM) log likelihood = -28898.221
Iteration 29: (EM) log likelihood = -28882.808
Iteration 30: (EM) log likelihood = -28868.067
Iteration 31: (EM) log likelihood = -28850.854
Iteration 32: (EM) log likelihood = -28833.943
Iteration 33: (EM) log likelihood = -28813.928
Iteration 34: (EM) log likelihood = -28796.37
Iteration 35: (EM) log likelihood = -28774.876
Iteration 36: (EM) log likelihood = -28754.851
Iteration 37: (EM) log likelihood = -28737.999
Iteration 38: (EM) log likelihood = -28722.203
Iteration 39: (EM) log likelihood = -28705.503
Iteration 40: (EM) log likelihood = -28689.949
Iteration 41: (EM) log likelihood = -28678.753
Iteration 42: (EM) log likelihood = -28669.331
Iteration 43: (EM) log likelihood = -28660.272
Iteration 44: (EM) log likelihood = -28651.963
Iteration 45: (EM) log likelihood = -28643.085
Iteration 46: (EM) log likelihood = -28633.685
Iteration 47: (EM) log likelihood = -28625.025
Iteration 48: (EM) log likelihood = -28615.521
Iteration 49: (EM) log likelihood = -28606.944
Iteration 50: (EM) log likelihood = -28596.423
Iteration 51: (EM) log likelihood = -28585.626
Iteration 52: (EM) log likelihood = -28573.919
Iteration 53: (EM) log likelihood = -28565.734
Iteration 54: (EM) log likelihood = -28557.099
Iteration 55: (EM) log likelihood = -28546.397
Iteration 56: (EM) log likelihood = -28535.993
Iteration 57: (EM) log likelihood = -28527.123
Iteration 58: (EM) log likelihood = -28518.035
Iteration 59: (EM) log likelihood = -28511.766
Iteration 60: (EM) log likelihood = -28506.036
Iteration 61: (EM) log likelihood = -28500.939
Iteration 62: (EM) log likelihood = -28496.885
Iteration 63: (EM) log likelihood = -28492.012
Iteration 64: (EM) log likelihood = -28483.999
Iteration 65: (EM) log likelihood = -28477.621
Iteration 66: (EM) log likelihood = -28472.191
Iteration 67: (EM) log likelihood = -28467.55
Iteration 68: (EM) log likelihood = -28463.992
Iteration 69: (EM) log likelihood = -28458.544
Iteration 70: (EM) log likelihood = -28451.718
Iteration 71: (EM) log likelihood = -28446.795
Iteration 72: (EM) log likelihood = -28441.513
Iteration 73: (EM) log likelihood = -28432.794
Iteration 74: (EM) log likelihood = -28427.867
Iteration 75: (EM) log likelihood = -28421.099
Iteration 76: (EM) log likelihood = -28415.124
Iteration 77: (EM) log likelihood = -28408.765
Iteration 78: (EM) log likelihood = -28400.969
Iteration 79: (EM) log likelihood = -28397.764
Iteration 80: (EM) log likelihood = -28394.894
Iteration 81: (EM) log likelihood = -28390.54
Iteration 82: (EM) log likelihood = -28386.821
Iteration 83: (EM) log likelihood = -28380.731
Iteration 84: (EM) log likelihood = -28375.738
Iteration 85: (EM) log likelihood = -28371.975
Iteration 86: (EM) log likelihood = -28368.647
Iteration 87: (EM) log likelihood = -28366.519
Iteration 88: (EM) log likelihood = -28359.826
Iteration 89: (EM) log likelihood = -28356.373
Iteration 90: (EM) log likelihood = -28353.177
Iteration 91: (EM) log likelihood = -28349.86
Iteration 92: (EM) log likelihood = -28345.887
Iteration 93: (EM) log likelihood = -28340.754
Iteration 94: (EM) log likelihood = -28338.494
Iteration 95: (EM) log likelihood = -28334.99
Iteration 96: (EM) log likelihood = -28328.958
Iteration 97: (EM) log likelihood = -28326.424
Iteration 98: (EM) log likelihood = -28323.161
Iteration 99: (EM) log likelihood = -28318.821
Iteration 100: (EM) log likelihood = -28313.441
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.0597
Iteration 1: (class) log likelihood = -5251.0597
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.945
Iteration 1: (outcome) log likelihood = -28962.618
Iteration 2: (outcome) log likelihood = -28904.15
Iteration 3: (outcome) log likelihood = -28899.115
Iteration 4: (outcome) log likelihood = -28898.631
Iteration 5: (outcome) log likelihood = -28898.527
Iteration 6: (outcome) log likelihood = -28898.513
Iteration 7: (outcome) log likelihood = -28898.511
Iteration 8: (outcome) log likelihood = -28898.511
Iteration 9: (outcome) log likelihood = -28898.511 (not concave)
Iteration 10: (outcome) log likelihood = -28898.511 (not concave)
Iteration 11: (outcome) log likelihood = -28898.511 (not concave)
Iteration 12: (outcome) log likelihood = -28898.511 (not concave)
Iteration 13: (outcome) log likelihood = -28898.511 (not concave)
Iteration 14: (outcome) log likelihood = -28898.511 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34116.485
Iteration 1: (EM) log likelihood = -34030.862
Iteration 2: (EM) log likelihood = -33843.055
Iteration 3: (EM) log likelihood = -33396.356
Iteration 4: (EM) log likelihood = -32541.436
Iteration 5: (EM) log likelihood = -31563.235
Iteration 6: (EM) log likelihood = -30848.615
Iteration 7: (EM) log likelihood = -30375.11
Iteration 8: (EM) log likelihood = -30063.753
Iteration 9: (EM) log likelihood = -29851.341
Iteration 10: (EM) log likelihood = -29696.678
Iteration 11: (EM) log likelihood = -29577.548
Iteration 12: (EM) log likelihood = -29481.569
Iteration 13: (EM) log likelihood = -29392.067
Iteration 14: (EM) log likelihood = -29306.58
Iteration 15: (EM) log likelihood = -29235.14
Iteration 16: (EM) log likelihood = -29178.817
Iteration 17: (EM) log likelihood = -29132.633
Iteration 18: (EM) log likelihood = -29093.665
Iteration 19: (EM) log likelihood = -29063.666
Iteration 20: (EM) log likelihood = -29038.989
Iteration 21: (EM) log likelihood = -29019.727
Iteration 22: (EM) log likelihood = -29001.651
Iteration 23: (EM) log likelihood = -28987.315
Iteration 24: (EM) log likelihood = -28975.128
Iteration 25: (EM) log likelihood = -28964.981
Iteration 26: (EM) log likelihood = -28956.174
Iteration 27: (EM) log likelihood = -28948.745
Iteration 28: (EM) log likelihood = -28942.383
Iteration 29: (EM) log likelihood = -28937.347
Iteration 30: (EM) log likelihood = -28931.983
Iteration 31: (EM) log likelihood = -28924.571
Iteration 32: (EM) log likelihood = -28917.493
Iteration 33: (EM) log likelihood = -28910.945
Iteration 34: (EM) log likelihood = -28906.017
Iteration 35: (EM) log likelihood = -28901.818
Iteration 36: (EM) log likelihood = -28897.381
Iteration 37: (EM) log likelihood = -28893.59
Iteration 38: (EM) log likelihood = -28888.326
Iteration 39: (EM) log likelihood = -28884.104
Iteration 40: (EM) log likelihood = -28879.03
Iteration 41: (EM) log likelihood = -28874.703
Iteration 42: (EM) log likelihood = -28870.302
Iteration 43: (EM) log likelihood = -28866.364
Iteration 44: (EM) log likelihood = -28861.925
Iteration 45: (EM) log likelihood = -28857.452
Iteration 46: (EM) log likelihood = -28853.037
Iteration 47: (EM) log likelihood = -28849.144
Iteration 48: (EM) log likelihood = -28834.378
Iteration 49: (EM) log likelihood = -28827.229
Iteration 50: (EM) log likelihood = -28820.285
Iteration 51: (EM) log likelihood = -28815.087
Iteration 52: (EM) log likelihood = -28809.488
Iteration 53: (EM) log likelihood = -28804.975
Iteration 54: (EM) log likelihood = -28800.822
Iteration 55: (EM) log likelihood = -28797.053
Iteration 56: (EM) log likelihood = -28792.045
Iteration 57: (EM) log likelihood = -28787.575
Iteration 58: (EM) log likelihood = -28783.011
Iteration 59: (EM) log likelihood = -28777.374
Iteration 60: (EM) log likelihood = -28772.064
Iteration 61: (EM) log likelihood = -28767.412
Iteration 62: (EM) log likelihood = -28762.549
Iteration 63: (EM) log likelihood = -28757.215
Iteration 64: (EM) log likelihood = -28752.521
Iteration 65: (EM) log likelihood = -28746.589
Iteration 66: (EM) log likelihood = -28741.057
Iteration 67: (EM) log likelihood = -28734.69
Iteration 68: (EM) log likelihood = -28728.411
Iteration 69: (EM) log likelihood = -28721.021
Iteration 70: (EM) log likelihood = -28714.233
Iteration 71: (EM) log likelihood = -28708.207
Iteration 72: (EM) log likelihood = -28702.384
Iteration 73: (EM) log likelihood = -28696.194
Iteration 74: (EM) log likelihood = -28690.302
Iteration 75: (EM) log likelihood = -28684.216
Iteration 76: (EM) log likelihood = -28679.365
Iteration 77: (EM) log likelihood = -28673.093
Iteration 78: (EM) log likelihood = -28666.994
Iteration 79: (EM) log likelihood = -28662.6
Iteration 80: (EM) log likelihood = -28657.225
Iteration 81: (EM) log likelihood = -28650.482
Iteration 82: (EM) log likelihood = -28643.694
Iteration 83: (EM) log likelihood = -28637.888
Iteration 84: (EM) log likelihood = -28633.011
Iteration 85: (EM) log likelihood = -28628.428
Iteration 86: (EM) log likelihood = -28624.47
Iteration 87: (EM) log likelihood = -28620.777
Iteration 88: (EM) log likelihood = -28617.656
Iteration 89: (EM) log likelihood = -28612.846
Iteration 90: (EM) log likelihood = -28607.984
Iteration 91: (EM) log likelihood = -28602.91
Iteration 92: (EM) log likelihood = -28598.907
Iteration 93: (EM) log likelihood = -28594.754
Iteration 94: (EM) log likelihood = -28590.499
Iteration 95: (EM) log likelihood = -28587.655
Iteration 96: (EM) log likelihood = -28585.255
Iteration 97: (EM) log likelihood = -28582.585
Iteration 98: (EM) log likelihood = -28580.531
Iteration 99: (EM) log likelihood = -28578.642
Iteration 100: (EM) log likelihood = -28576.939
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5247.6222
Iteration 1: (class) log likelihood = -5247.6222
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.831
Iteration 1: (outcome) log likelihood = -28956.933
Iteration 2: (outcome) log likelihood = -28918.851
Iteration 3: (outcome) log likelihood = -28915.24
Iteration 4: (outcome) log likelihood = -28914.961
Iteration 5: (outcome) log likelihood = -28914.916
Iteration 6: (outcome) log likelihood = -28914.905
Iteration 7: (outcome) log likelihood = -28914.903
Iteration 8: (outcome) log likelihood = -28914.902
Iteration 9: (outcome) log likelihood = -28914.902 (not concave)
Iteration 10: (outcome) log likelihood = -28914.902 (not concave)
Iteration 11: (outcome) log likelihood = -28914.902 (not concave)
Iteration 12: (outcome) log likelihood = -28914.902 (not concave)
Iteration 13: (outcome) log likelihood = -28914.902 (not concave)
Iteration 14: (outcome) log likelihood = -28914.902 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34136.992
Iteration 1: (EM) log likelihood = -34034.827
Iteration 2: (EM) log likelihood = -33712.501
Iteration 3: (EM) log likelihood = -32961.858
Iteration 4: (EM) log likelihood = -31873.221
Iteration 5: (EM) log likelihood = -31088.572
Iteration 6: (EM) log likelihood = -30624.527
Iteration 7: (EM) log likelihood = -30277.65
Iteration 8: (EM) log likelihood = -29992.871
Iteration 9: (EM) log likelihood = -29770.426
Iteration 10: (EM) log likelihood = -29606.15
Iteration 11: (EM) log likelihood = -29487.618
Iteration 12: (EM) log likelihood = -29395.723
Iteration 13: (EM) log likelihood = -29322.081
Iteration 14: (EM) log likelihood = -29267.359
Iteration 15: (EM) log likelihood = -29222.177
Iteration 16: (EM) log likelihood = -29180.097
Iteration 17: (EM) log likelihood = -29145.289
Iteration 18: (EM) log likelihood = -29115.669
Iteration 19: (EM) log likelihood = -29090.602
Iteration 20: (EM) log likelihood = -29065.57
Iteration 21: (EM) log likelihood = -29049.66
Iteration 22: (EM) log likelihood = -29033.63
Iteration 23: (EM) log likelihood = -29021.06
Iteration 24: (EM) log likelihood = -29012.625
Iteration 25: (EM) log likelihood = -29007.949
Iteration 26: (EM) log likelihood = -29003.749
Iteration 27: (EM) log likelihood = -28998.511
Iteration 28: (EM) log likelihood = -28994.435
Iteration 29: (EM) log likelihood = -28990.503
Iteration 30: (EM) log likelihood = -28988.459
Iteration 31: (EM) log likelihood = -28985.835
Iteration 32: (EM) log likelihood = -28983.061
Iteration 33: (EM) log likelihood = -28979.553
Iteration 34: (EM) log likelihood = -28975.666
Iteration 35: (EM) log likelihood = -28973.872
Iteration 36: (EM) log likelihood = -28970.703
Iteration 37: (EM) log likelihood = -28966.862
Iteration 38: (EM) log likelihood = -28964.575
Iteration 39: (EM) log likelihood = -28961.971
Iteration 40: (EM) log likelihood = -28958.217
Iteration 41: (EM) log likelihood = -28954.62
Iteration 42: (EM) log likelihood = -28948.673
Iteration 43: (EM) log likelihood = -28944.668
Iteration 44: (EM) log likelihood = -28939.859
Iteration 45: (EM) log likelihood = -28933.624
Iteration 46: (EM) log likelihood = -28927.947
Iteration 47: (EM) log likelihood = -28919.065
Iteration 48: (EM) log likelihood = -28909.196
Iteration 49: (EM) log likelihood = -28898.159
Iteration 50: (EM) log likelihood = -28887.169
Iteration 51: (EM) log likelihood = -28875.66
Iteration 52: (EM) log likelihood = -28863.156
Iteration 53: (EM) log likelihood = -28850.719
Iteration 54: (EM) log likelihood = -28836.607
Iteration 55: (EM) log likelihood = -28826.729
Iteration 56: (EM) log likelihood = -28818.943
Iteration 57: (EM) log likelihood = -28810.298
Iteration 58: (EM) log likelihood = -28802.956
Iteration 59: (EM) log likelihood = -28797.643
Iteration 60: (EM) log likelihood = -28792.006
Iteration 61: (EM) log likelihood = -28785.739
Iteration 62: (EM) log likelihood = -28781.124
Iteration 63: (EM) log likelihood = -28776.985
Iteration 64: (EM) log likelihood = -28773.978
Iteration 65: (EM) log likelihood = -28772.62
Iteration 66: (EM) log likelihood = -28771.422
Iteration 67: (EM) log likelihood = -28769.946
Iteration 68: (EM) log likelihood = -28768.763
Iteration 69: (EM) log likelihood = -28767.864
Iteration 70: (EM) log likelihood = -28766.953
Iteration 71: (EM) log likelihood = -28766.02
Iteration 72: (EM) log likelihood = -28765.228
Iteration 73: (EM) log likelihood = -28764.482
Iteration 74: (EM) log likelihood = -28763.881
Iteration 75: (EM) log likelihood = -28763.307
Iteration 76: (EM) log likelihood = -28762.595
Iteration 77: (EM) log likelihood = -28762.321
Iteration 78: (EM) log likelihood = -28761.939
Iteration 79: (EM) log likelihood = -28761.628
Iteration 80: (EM) log likelihood = -28761.271
Iteration 81: (EM) log likelihood = -28760.871
Iteration 82: (EM) log likelihood = -28760.417
Iteration 83: (EM) log likelihood = -28760.287
Iteration 84: (EM) log likelihood = -28758.611
Iteration 85: (EM) log likelihood = -28758.314
Iteration 86: (EM) log likelihood = -28758.177
Iteration 87: (EM) log likelihood = -28757.973
Iteration 88: (EM) log likelihood = -28757.757
Iteration 89: (EM) log likelihood = -28757.564
Iteration 90: (EM) log likelihood = -28757.412
Iteration 91: (EM) log likelihood = -28757.124
Iteration 92: (EM) log likelihood = -28756.985
Iteration 93: (EM) log likelihood = -28756.658
Iteration 94: (EM) log likelihood = -28756.382
Iteration 95: (EM) log likelihood = -28755.469
Iteration 96: (EM) log likelihood = -28754.922
Iteration 97: (EM) log likelihood = -28754.55
Iteration 98: (EM) log likelihood = -28754.064
Iteration 99: (EM) log likelihood = -28754.917
Iteration 100: (EM) log likelihood = -28754.118
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.094
Iteration 1: (class) log likelihood = -5252.094
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29134.504
Iteration 1: (outcome) log likelihood = -28938.32
Iteration 2: (outcome) log likelihood = -28903.639
Iteration 3: (outcome) log likelihood = -28900.986
Iteration 4: (outcome) log likelihood = -28900.783
Iteration 5: (outcome) log likelihood = -28900.738
Iteration 6: (outcome) log likelihood = -28900.728
Iteration 7: (outcome) log likelihood = -28900.726
Iteration 8: (outcome) log likelihood = -28900.726
Iteration 9: (outcome) log likelihood = -28900.726
Iteration 10: (outcome) log likelihood = -28900.726 (not concave)
Iteration 11: (outcome) log likelihood = -28900.726 (not concave)
Iteration 12: (outcome) log likelihood = -28900.726 (not concave)
Iteration 13: (outcome) log likelihood = -28900.726 (not concave)
Iteration 14: (outcome) log likelihood = -28900.726 (not concave)
Iteration 15: (outcome) log likelihood = -28900.726 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34126.768
Iteration 1: (EM) log likelihood = -34053.517
Iteration 2: (EM) log likelihood = -33833.43
Iteration 3: (EM) log likelihood = -33210.125
Iteration 4: (EM) log likelihood = -32108.517
Iteration 5: (EM) log likelihood = -31099.019
Iteration 6: (EM) log likelihood = -30400.504
Iteration 7: (EM) log likelihood = -29937.71
Iteration 8: (EM) log likelihood = -29658.12
Iteration 9: (EM) log likelihood = -29480.282
Iteration 10: (EM) log likelihood = -29357.893
Iteration 11: (EM) log likelihood = -29263.606
Iteration 12: (EM) log likelihood = -29186.465
Iteration 13: (EM) log likelihood = -29120.641
Iteration 14: (EM) log likelihood = -29068.705
Iteration 15: (EM) log likelihood = -29028.467
Iteration 16: (EM) log likelihood = -28997.803
Iteration 17: (EM) log likelihood = -28973.822
Iteration 18: (EM) log likelihood = -28954.665
Iteration 19: (EM) log likelihood = -28938.203
Iteration 20: (EM) log likelihood = -28923.848
Iteration 21: (EM) log likelihood = -28910.741
Iteration 22: (EM) log likelihood = -28896.288
Iteration 23: (EM) log likelihood = -28884.85
Iteration 24: (EM) log likelihood = -28872.045
Iteration 25: (EM) log likelihood = -28861.631
Iteration 26: (EM) log likelihood = -28851.242
Iteration 27: (EM) log likelihood = -28840.929
Iteration 28: (EM) log likelihood = -28830.957
Iteration 29: (EM) log likelihood = -28819.003
Iteration 30: (EM) log likelihood = -28808.558
Iteration 31: (EM) log likelihood = -28793.665
Iteration 32: (EM) log likelihood = -28781.865
Iteration 33: (EM) log likelihood = -28769.407
Iteration 34: (EM) log likelihood = -28755.969
Iteration 35: (EM) log likelihood = -28741.722
Iteration 36: (EM) log likelihood = -28725.57
Iteration 37: (EM) log likelihood = -28705.833
Iteration 38: (EM) log likelihood = -28690.312
Iteration 39: (EM) log likelihood = -28677.514
Iteration 40: (EM) log likelihood = -28664.903
Iteration 41: (EM) log likelihood = -28654.509
Iteration 42: (EM) log likelihood = -28644.493
Iteration 43: (EM) log likelihood = -28629.886
Iteration 44: (EM) log likelihood = -28618.553
Iteration 45: (EM) log likelihood = -28610.866
Iteration 46: (EM) log likelihood = -28603.456
Iteration 47: (EM) log likelihood = -28596.7
Iteration 48: (EM) log likelihood = -28587.04
Iteration 49: (EM) log likelihood = -28580.299
Iteration 50: (EM) log likelihood = -28574.484
Iteration 51: (EM) log likelihood = -28568.98
Iteration 52: (EM) log likelihood = -28564.575
Iteration 53: (EM) log likelihood = -28560.877
Iteration 54: (EM) log likelihood = -28556.63
Iteration 55: (EM) log likelihood = -28552.944
Iteration 56: (EM) log likelihood = -28550.24
Iteration 57: (EM) log likelihood = -28547.324
Iteration 58: (EM) log likelihood = -28544.087
Iteration 59: (EM) log likelihood = -28541.691
Iteration 60: (EM) log likelihood = -28539.771
Iteration 61: (EM) log likelihood = -28538.505
Iteration 62: (EM) log likelihood = -28537.341
Iteration 63: (EM) log likelihood = -28536.098
Iteration 64: (EM) log likelihood = -28535.088
Iteration 65: (EM) log likelihood = -28534.093
Iteration 66: (EM) log likelihood = -28533.271
Iteration 67: (EM) log likelihood = -28532.428
Iteration 68: (EM) log likelihood = -28531.827
Iteration 69: (EM) log likelihood = -28530.884
Iteration 70: (EM) log likelihood = -28530.22
Iteration 71: (EM) log likelihood = -28529.489
Iteration 72: (EM) log likelihood = -28528.792
Iteration 73: (EM) log likelihood = -28527.942
Iteration 74: (EM) log likelihood = -28527.42
Iteration 75: (EM) log likelihood = -28526.886
Iteration 76: (EM) log likelihood = -28526.121
Iteration 77: (EM) log likelihood = -28525.492
Iteration 78: (EM) log likelihood = -28525.175
Iteration 79: (EM) log likelihood = -28524.834
Iteration 80: (EM) log likelihood = -28524.546
Iteration 81: (EM) log likelihood = -28524.198
Iteration 82: (EM) log likelihood = -28523.871
Iteration 83: (EM) log likelihood = -28523.721
Iteration 84: (EM) log likelihood = -28523.474
Iteration 85: (EM) log likelihood = -28523.222
Iteration 86: (EM) log likelihood = -28523.006
Iteration 87: (EM) log likelihood = -28522.891
Iteration 88: (EM) log likelihood = -28522.708
Iteration 89: (EM) log likelihood = -28522.579
Iteration 90: (EM) log likelihood = -28522.404
Iteration 91: (EM) log likelihood = -28522.294
Iteration 92: (EM) log likelihood = -28522.148
Iteration 93: (EM) log likelihood = -28522.007
Iteration 94: (EM) log likelihood = -28521.868
Iteration 95: (EM) log likelihood = -28521.765
Iteration 96: (EM) log likelihood = -28521.597
Iteration 97: (EM) log likelihood = -28521.515
Iteration 98: (EM) log likelihood = -28521.383
Iteration 99: (EM) log likelihood = -28521.195
Iteration 100: (EM) log likelihood = -28521.036
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.3647
Iteration 1: (class) log likelihood = -5251.3647
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.863
Iteration 1: (outcome) log likelihood = -28941.108
Iteration 2: (outcome) log likelihood = -28915.361
Iteration 3: (outcome) log likelihood = -28913.667
Iteration 4: (outcome) log likelihood = -28913.488
Iteration 5: (outcome) log likelihood = -28913.445
Iteration 6: (outcome) log likelihood = -28913.436
Iteration 7: (outcome) log likelihood = -28913.435
Iteration 8: (outcome) log likelihood = -28913.435
Iteration 9: (outcome) log likelihood = -28913.435 (not concave)
Iteration 10: (outcome) log likelihood = -28913.435 (not concave)
Iteration 11: (outcome) log likelihood = -28913.435 (not concave)
Iteration 12: (outcome) log likelihood = -28913.435 (not concave)
Iteration 13: (outcome) log likelihood = -28913.435 (not concave)
Iteration 14: (outcome) log likelihood = -28913.435 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34127.257
Iteration 1: (EM) log likelihood = -33971.834
Iteration 2: (EM) log likelihood = -33449.223
Iteration 3: (EM) log likelihood = -32457.563
Iteration 4: (EM) log likelihood = -31546.173
Iteration 5: (EM) log likelihood = -30897.073
Iteration 6: (EM) log likelihood = -30401.913
Iteration 7: (EM) log likelihood = -30045.251
Iteration 8: (EM) log likelihood = -29810.249
Iteration 9: (EM) log likelihood = -29651.847
Iteration 10: (EM) log likelihood = -29532.782
Iteration 11: (EM) log likelihood = -29440.104
Iteration 12: (EM) log likelihood = -29367.279
Iteration 13: (EM) log likelihood = -29312.176
Iteration 14: (EM) log likelihood = -29269.486
Iteration 15: (EM) log likelihood = -29235.886
Iteration 16: (EM) log likelihood = -29210.934
Iteration 17: (EM) log likelihood = -29190.323
Iteration 18: (EM) log likelihood = -29172.09
Iteration 19: (EM) log likelihood = -29157.393
Iteration 20: (EM) log likelihood = -29142.755
Iteration 21: (EM) log likelihood = -29131.519
Iteration 22: (EM) log likelihood = -29119.545
Iteration 23: (EM) log likelihood = -29110.958
Iteration 24: (EM) log likelihood = -29102.392
Iteration 25: (EM) log likelihood = -29095.887
Iteration 26: (EM) log likelihood = -29088.595
Iteration 27: (EM) log likelihood = -29080.599
Iteration 28: (EM) log likelihood = -29073.718
Iteration 29: (EM) log likelihood = -29063.975
Iteration 30: (EM) log likelihood = -29058.303
Iteration 31: (EM) log likelihood = -29051.047
Iteration 32: (EM) log likelihood = -29043.677
Iteration 33: (EM) log likelihood = -29036.36
Iteration 34: (EM) log likelihood = -29028.325
Iteration 35: (EM) log likelihood = -29018.605
Iteration 36: (EM) log likelihood = -29009.364
Iteration 37: (EM) log likelihood = -28998.827
Iteration 38: (EM) log likelihood = -28986.756
Iteration 39: (EM) log likelihood = -28974.673
Iteration 40: (EM) log likelihood = -28960.386
Iteration 41: (EM) log likelihood = -28944.233
Iteration 42: (EM) log likelihood = -28926.667
Iteration 43: (EM) log likelihood = -28907.229
Iteration 44: (EM) log likelihood = -28888.176
Iteration 45: (EM) log likelihood = -28868.787
Iteration 46: (EM) log likelihood = -28848.356
Iteration 47: (EM) log likelihood = -28827.806
Iteration 48: (EM) log likelihood = -28807.184
Iteration 49: (EM) log likelihood = -28786.106
Iteration 50: (EM) log likelihood = -28765.853
Iteration 51: (EM) log likelihood = -28746.838
Iteration 52: (EM) log likelihood = -28728.698
Iteration 53: (EM) log likelihood = -28711.541
Iteration 54: (EM) log likelihood = -28695.306
Iteration 55: (EM) log likelihood = -28680.187
Iteration 56: (EM) log likelihood = -28666.305
Iteration 57: (EM) log likelihood = -28652.924
Iteration 58: (EM) log likelihood = -28640.571
Iteration 59: (EM) log likelihood = -28628.324
Iteration 60: (EM) log likelihood = -28617.234
Iteration 61: (EM) log likelihood = -28606.629
Iteration 62: (EM) log likelihood = -28596.646
Iteration 63: (EM) log likelihood = -28587.947
Iteration 64: (EM) log likelihood = -28579.742
Iteration 65: (EM) log likelihood = -28572.548
Iteration 66: (EM) log likelihood = -28565.815
Iteration 67: (EM) log likelihood = -28559.695
Iteration 68: (EM) log likelihood = -28553.586
Iteration 69: (EM) log likelihood = -28547.35
Iteration 70: (EM) log likelihood = -28541.642
Iteration 71: (EM) log likelihood = -28536.163
Iteration 72: (EM) log likelihood = -28530.993
Iteration 73: (EM) log likelihood = -28526.012
Iteration 74: (EM) log likelihood = -28521.702
Iteration 75: (EM) log likelihood = -28516.948
Iteration 76: (EM) log likelihood = -28512.295
Iteration 77: (EM) log likelihood = -28508.077
Iteration 78: (EM) log likelihood = -28504.129
Iteration 79: (EM) log likelihood = -28500.098
Iteration 80: (EM) log likelihood = -28496.064
Iteration 81: (EM) log likelihood = -28491.932
Iteration 82: (EM) log likelihood = -28488.158
Iteration 83: (EM) log likelihood = -28484.862
Iteration 84: (EM) log likelihood = -28481.383
Iteration 85: (EM) log likelihood = -28477.815
Iteration 86: (EM) log likelihood = -28474.577
Iteration 87: (EM) log likelihood = -28471.382
Iteration 88: (EM) log likelihood = -28468.307
Iteration 89: (EM) log likelihood = -28464.696
Iteration 90: (EM) log likelihood = -28461.825
Iteration 91: (EM) log likelihood = -28458.92
Iteration 92: (EM) log likelihood = -28456.02
Iteration 93: (EM) log likelihood = -28453.263
Iteration 94: (EM) log likelihood = -28450.721
Iteration 95: (EM) log likelihood = -28447.521
Iteration 96: (EM) log likelihood = -28444.714
Iteration 97: (EM) log likelihood = -28442.074
Iteration 98: (EM) log likelihood = -28439.379
Iteration 99: (EM) log likelihood = -28436.634
Iteration 100: (EM) log likelihood = -28433.592
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.2641
Iteration 1: (class) log likelihood = -5252.2641
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.791
Iteration 1: (outcome) log likelihood = -28927.865
Iteration 2: (outcome) log likelihood = -28905.553
Iteration 3: (outcome) log likelihood = -28904.123
Iteration 4: (outcome) log likelihood = -28903.927
Iteration 5: (outcome) log likelihood = -28903.878
Iteration 6: (outcome) log likelihood = -28903.869
Iteration 7: (outcome) log likelihood = -28903.866
Iteration 8: (outcome) log likelihood = -28903.866
Iteration 9: (outcome) log likelihood = -28903.866
Iteration 10: (outcome) log likelihood = -28903.866 (not concave)
Iteration 11: (outcome) log likelihood = -28903.866 (not concave)
Iteration 12: (outcome) log likelihood = -28903.866 (not concave)
Iteration 13: (outcome) log likelihood = -28903.866 (not concave)
Iteration 14: (outcome) log likelihood = -28903.866 (not concave)
Iteration 15: (outcome) log likelihood = -28903.866 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34093.664
Iteration 1: (EM) log likelihood = -33901.907
Iteration 2: (EM) log likelihood = -33363.643
Iteration 3: (EM) log likelihood = -32357.75
Iteration 4: (EM) log likelihood = -31439.194
Iteration 5: (EM) log likelihood = -30845.429
Iteration 6: (EM) log likelihood = -30404.56
Iteration 7: (EM) log likelihood = -30066.16
Iteration 8: (EM) log likelihood = -29823.272
Iteration 9: (EM) log likelihood = -29655.603
Iteration 10: (EM) log likelihood = -29533.688
Iteration 11: (EM) log likelihood = -29438.022
Iteration 12: (EM) log likelihood = -29357.677
Iteration 13: (EM) log likelihood = -29285.61
Iteration 14: (EM) log likelihood = -29223.06
Iteration 15: (EM) log likelihood = -29162.799
Iteration 16: (EM) log likelihood = -29110.158
Iteration 17: (EM) log likelihood = -29057.448
Iteration 18: (EM) log likelihood = -29008.388
Iteration 19: (EM) log likelihood = -28962.811
Iteration 20: (EM) log likelihood = -28917.134
Iteration 21: (EM) log likelihood = -28876.361
Iteration 22: (EM) log likelihood = -28840.393
Iteration 23: (EM) log likelihood = -28806.202
Iteration 24: (EM) log likelihood = -28774.43
Iteration 25: (EM) log likelihood = -28744.194
Iteration 26: (EM) log likelihood = -28716.085
Iteration 27: (EM) log likelihood = -28689.259
Iteration 28: (EM) log likelihood = -28662.751
Iteration 29: (EM) log likelihood = -28635.066
Iteration 30: (EM) log likelihood = -28606.374
Iteration 31: (EM) log likelihood = -28576.248
Iteration 32: (EM) log likelihood = -28546.255
Iteration 33: (EM) log likelihood = -28516.568
Iteration 34: (EM) log likelihood = -28488.905
Iteration 35: (EM) log likelihood = -28462.175
Iteration 36: (EM) log likelihood = -28436.039
Iteration 37: (EM) log likelihood = -28412.665
Iteration 38: (EM) log likelihood = -28390.952
Iteration 39: (EM) log likelihood = -28371.128
Iteration 40: (EM) log likelihood = -28353.432
Iteration 41: (EM) log likelihood = -28336.618
Iteration 42: (EM) log likelihood = -28320.402
Iteration 43: (EM) log likelihood = -28305.976
Iteration 44: (EM) log likelihood = -28292.031
Iteration 45: (EM) log likelihood = -28278.881
Iteration 46: (EM) log likelihood = -28267.504
Iteration 47: (EM) log likelihood = -28256.144
Iteration 48: (EM) log likelihood = -28245.676
Iteration 49: (EM) log likelihood = -28234.404
Iteration 50: (EM) log likelihood = -28224.056
Iteration 51: (EM) log likelihood = -28213.61
Iteration 52: (EM) log likelihood = -28204.678
Iteration 53: (EM) log likelihood = -28195.825
Iteration 54: (EM) log likelihood = -28188.005
Iteration 55: (EM) log likelihood = -28180.677
Iteration 56: (EM) log likelihood = -28173.588
Iteration 57: (EM) log likelihood = -28164.143
Iteration 58: (EM) log likelihood = -28155.445
Iteration 59: (EM) log likelihood = -28147.701
Iteration 60: (EM) log likelihood = -28140.769
Iteration 61: (EM) log likelihood = -28134.413
Iteration 62: (EM) log likelihood = -28129.035
Iteration 63: (EM) log likelihood = -28123.361
Iteration 64: (EM) log likelihood = -28118.354
Iteration 65: (EM) log likelihood = -28115.043
Iteration 66: (EM) log likelihood = -28111.171
Iteration 67: (EM) log likelihood = -28107.179
Iteration 68: (EM) log likelihood = -28104.495
Iteration 69: (EM) log likelihood = -28100.806
Iteration 70: (EM) log likelihood = -28096.677
Iteration 71: (EM) log likelihood = -28093.032
Iteration 72: (EM) log likelihood = -28089.613
Iteration 73: (EM) log likelihood = -28086.339
Iteration 74: (EM) log likelihood = -28082.415
Iteration 75: (EM) log likelihood = -28078.531
Iteration 76: (EM) log likelihood = -28075.522
Iteration 77: (EM) log likelihood = -28072.943
Iteration 78: (EM) log likelihood = -28070.423
Iteration 79: (EM) log likelihood = -28067.821
Iteration 80: (EM) log likelihood = -28065.213
Iteration 81: (EM) log likelihood = -28062.339
Iteration 82: (EM) log likelihood = -28059.954
Iteration 83: (EM) log likelihood = -28057.746
Iteration 84: (EM) log likelihood = -28055.779
Iteration 85: (EM) log likelihood = -28053.771
Iteration 86: (EM) log likelihood = -28052.049
Iteration 87: (EM) log likelihood = -28050.493
Iteration 88: (EM) log likelihood = -28049.048
Iteration 89: (EM) log likelihood = -28047.282
Iteration 90: (EM) log likelihood = -28045.895
Iteration 91: (EM) log likelihood = -28044.53
Iteration 92: (EM) log likelihood = -28042.002
Iteration 93: (EM) log likelihood = -28040.41
Iteration 94: (EM) log likelihood = -28038.836
Iteration 95: (EM) log likelihood = -28037.622
Iteration 96: (EM) log likelihood = -28036.428
Iteration 97: (EM) log likelihood = -28035.279
Iteration 98: (EM) log likelihood = -28033.664
Iteration 99: (EM) log likelihood = -28032.429
Iteration 100: (EM) log likelihood = -28031.079
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7874
Iteration 1: (class) log likelihood = -5251.7874
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.297
Iteration 1: (outcome) log likelihood = -28957.457
Iteration 2: (outcome) log likelihood = -28889.972
Iteration 3: (outcome) log likelihood = -28881.644
Iteration 4: (outcome) log likelihood = -28880.83
Iteration 5: (outcome) log likelihood = -28880.764
Iteration 6: (outcome) log likelihood = -28880.749
Iteration 7: (outcome) log likelihood = -28880.746
Iteration 8: (outcome) log likelihood = -28880.745
Iteration 9: (outcome) log likelihood = -28880.745 (not concave)
Iteration 10: (outcome) log likelihood = -28880.745 (not concave)
Iteration 11: (outcome) log likelihood = -28880.745 (not concave)
Iteration 12: (outcome) log likelihood = -28880.745 (not concave)
Iteration 13: (outcome) log likelihood = -28880.745 (not concave)
Iteration 14: (outcome) log likelihood = -28880.745 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34099.584
Iteration 1: (EM) log likelihood = -33982.118
Iteration 2: (EM) log likelihood = -33651.256
Iteration 3: (EM) log likelihood = -32885.022
Iteration 4: (EM) log likelihood = -31823.412
Iteration 5: (EM) log likelihood = -30976.347
Iteration 6: (EM) log likelihood = -30374.008
Iteration 7: (EM) log likelihood = -29950.823
Iteration 8: (EM) log likelihood = -29669.291
Iteration 9: (EM) log likelihood = -29475.85
Iteration 10: (EM) log likelihood = -29334.592
Iteration 11: (EM) log likelihood = -29232.35
Iteration 12: (EM) log likelihood = -29153.986
Iteration 13: (EM) log likelihood = -29089.649
Iteration 14: (EM) log likelihood = -29036.21
Iteration 15: (EM) log likelihood = -28991.45
Iteration 16: (EM) log likelihood = -28954.733
Iteration 17: (EM) log likelihood = -28922.453
Iteration 18: (EM) log likelihood = -28890.687
Iteration 19: (EM) log likelihood = -28863.885
Iteration 20: (EM) log likelihood = -28839.336
Iteration 21: (EM) log likelihood = -28816.741
Iteration 22: (EM) log likelihood = -28798.056
Iteration 23: (EM) log likelihood = -28778.018
Iteration 24: (EM) log likelihood = -28760.245
Iteration 25: (EM) log likelihood = -28742.395
Iteration 26: (EM) log likelihood = -28727.244
Iteration 27: (EM) log likelihood = -28710.079
Iteration 28: (EM) log likelihood = -28694.167
Iteration 29: (EM) log likelihood = -28680.962
Iteration 30: (EM) log likelihood = -28665.438
Iteration 31: (EM) log likelihood = -28653.812
Iteration 32: (EM) log likelihood = -28641.07
Iteration 33: (EM) log likelihood = -28628.595
Iteration 34: (EM) log likelihood = -28618.318
Iteration 35: (EM) log likelihood = -28609.281
Iteration 36: (EM) log likelihood = -28601.513
Iteration 37: (EM) log likelihood = -28592.911
Iteration 38: (EM) log likelihood = -28586.268
Iteration 39: (EM) log likelihood = -28579.439
Iteration 40: (EM) log likelihood = -28571.434
Iteration 41: (EM) log likelihood = -28564.914
Iteration 42: (EM) log likelihood = -28559.588
Iteration 43: (EM) log likelihood = -28552.631
Iteration 44: (EM) log likelihood = -28548.567
Iteration 45: (EM) log likelihood = -28542.297
Iteration 46: (EM) log likelihood = -28537.714
Iteration 47: (EM) log likelihood = -28533.782
Iteration 48: (EM) log likelihood = -28529.356
Iteration 49: (EM) log likelihood = -28526.555
Iteration 50: (EM) log likelihood = -28519.525
Iteration 51: (EM) log likelihood = -28517.058
Iteration 52: (EM) log likelihood = -28514.79
Iteration 53: (EM) log likelihood = -28512.548
Iteration 54: (EM) log likelihood = -28510.03
Iteration 55: (EM) log likelihood = -28508.183
Iteration 56: (EM) log likelihood = -28506.088
Iteration 57: (EM) log likelihood = -28504.295
Iteration 58: (EM) log likelihood = -28502.888
Iteration 59: (EM) log likelihood = -28500.755
Iteration 60: (EM) log likelihood = -28497.802
Iteration 61: (EM) log likelihood = -28496.694
Iteration 62: (EM) log likelihood = -28495.309
Iteration 63: (EM) log likelihood = -28494.709
Iteration 64: (EM) log likelihood = -28493.793
Iteration 65: (EM) log likelihood = -28493.013
Iteration 66: (EM) log likelihood = -28492.354
Iteration 67: (EM) log likelihood = -28491.172
Iteration 68: (EM) log likelihood = -28490.905
Iteration 69: (EM) log likelihood = -28490.52
Iteration 70: (EM) log likelihood = -28489.906
Iteration 71: (EM) log likelihood = -28489.025
Iteration 72: (EM) log likelihood = -28488.666
Iteration 73: (EM) log likelihood = -28488.332
Iteration 74: (EM) log likelihood = -28487.224
Iteration 75: (EM) log likelihood = -28486.824
Iteration 76: (EM) log likelihood = -28485.959
Iteration 77: (EM) log likelihood = -28486.021
Iteration 78: (EM) log likelihood = -28485.426
Iteration 79: (EM) log likelihood = -28484.702
Iteration 80: (EM) log likelihood = -28484.365
Iteration 81: (EM) log likelihood = -28483.939
Iteration 82: (EM) log likelihood = -28483.137
Iteration 83: (EM) log likelihood = -28482.92
Iteration 84: (EM) log likelihood = -28482.145
Iteration 85: (EM) log likelihood = -28481.89
Iteration 86: (EM) log likelihood = -28480.625
Iteration 87: (EM) log likelihood = -28480.049
Iteration 88: (EM) log likelihood = -28479.552
Iteration 89: (EM) log likelihood = -28479.062
Iteration 90: (EM) log likelihood = -28478.464
Iteration 91: (EM) log likelihood = -28477.86
Iteration 92: (EM) log likelihood = -28477.224
Iteration 93: (EM) log likelihood = -28476.837
Iteration 94: (EM) log likelihood = -28476.293
Iteration 95: (EM) log likelihood = -28475.905
Iteration 96: (EM) log likelihood = -28475.425
Iteration 97: (EM) log likelihood = -28474.97
Iteration 98: (EM) log likelihood = -28474.644
Iteration 99: (EM) log likelihood = -28474.294
Iteration 100: (EM) log likelihood = -28473.974
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4936
Iteration 1: (class) log likelihood = -5252.4936
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.476
Iteration 1: (outcome) log likelihood = -28965.629
Iteration 2: (outcome) log likelihood = -28907.332
Iteration 3: (outcome) log likelihood = -28900.765
Iteration 4: (outcome) log likelihood = -28899.957
Iteration 5: (outcome) log likelihood = -28899.869
Iteration 6: (outcome) log likelihood = -28899.85
Iteration 7: (outcome) log likelihood = -28899.845
Iteration 8: (outcome) log likelihood = -28899.844
Iteration 9: (outcome) log likelihood = -28899.844
Iteration 10: (outcome) log likelihood = -28899.844 (not concave)
Iteration 11: (outcome) log likelihood = -28899.844 (not concave)
Iteration 12: (outcome) log likelihood = -28899.844 (not concave)
Iteration 13: (outcome) log likelihood = -28899.844 (not concave)
Iteration 14: (outcome) log likelihood = -28899.844 (not concave)
Iteration 15: (outcome) log likelihood = -28899.844 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34118.864
Iteration 1: (EM) log likelihood = -34022.668
Iteration 2: (EM) log likelihood = -33793.921
Iteration 3: (EM) log likelihood = -33350.982
Iteration 4: (EM) log likelihood = -32618.893
Iteration 5: (EM) log likelihood = -31787.587
Iteration 6: (EM) log likelihood = -31140.046
Iteration 7: (EM) log likelihood = -30689.178
Iteration 8: (EM) log likelihood = -30360.919
Iteration 9: (EM) log likelihood = -30084.72
Iteration 10: (EM) log likelihood = -29812.425
Iteration 11: (EM) log likelihood = -29569.39
Iteration 12: (EM) log likelihood = -29378.433
Iteration 13: (EM) log likelihood = -29240.302
Iteration 14: (EM) log likelihood = -29144.852
Iteration 15: (EM) log likelihood = -29082.671
Iteration 16: (EM) log likelihood = -29033.307
Iteration 17: (EM) log likelihood = -28996.659
Iteration 18: (EM) log likelihood = -28966.826
Iteration 19: (EM) log likelihood = -28937.854
Iteration 20: (EM) log likelihood = -28913.529
Iteration 21: (EM) log likelihood = -28893.446
Iteration 22: (EM) log likelihood = -28876.928
Iteration 23: (EM) log likelihood = -28863.502
Iteration 24: (EM) log likelihood = -28852.501
Iteration 25: (EM) log likelihood = -28842.918
Iteration 26: (EM) log likelihood = -28835.48
Iteration 27: (EM) log likelihood = -28830.535
Iteration 28: (EM) log likelihood = -28826.142
Iteration 29: (EM) log likelihood = -28822.592
Iteration 30: (EM) log likelihood = -28818.962
Iteration 31: (EM) log likelihood = -28816.106
Iteration 32: (EM) log likelihood = -28812.225
Iteration 33: (EM) log likelihood = -28809.597
Iteration 34: (EM) log likelihood = -28807.882
Iteration 35: (EM) log likelihood = -28804.738
Iteration 36: (EM) log likelihood = -28800.832
Iteration 37: (EM) log likelihood = -28797.705
Iteration 38: (EM) log likelihood = -28794.796
Iteration 39: (EM) log likelihood = -28790.859
Iteration 40: (EM) log likelihood = -28786.125
Iteration 41: (EM) log likelihood = -28781.072
Iteration 42: (EM) log likelihood = -28777.197
Iteration 43: (EM) log likelihood = -28772.919
Iteration 44: (EM) log likelihood = -28768.527
Iteration 45: (EM) log likelihood = -28764.806
Iteration 46: (EM) log likelihood = -28762.249
Iteration 47: (EM) log likelihood = -28759.681
Iteration 48: (EM) log likelihood = -28756.719
Iteration 49: (EM) log likelihood = -28753.496
Iteration 50: (EM) log likelihood = -28750.507
Iteration 51: (EM) log likelihood = -28748.416
Iteration 52: (EM) log likelihood = -28745.34
Iteration 53: (EM) log likelihood = -28745.026
Iteration 54: (EM) log likelihood = -28742.788
Iteration 55: (EM) log likelihood = -28739.669
Iteration 56: (EM) log likelihood = -28738.148
Iteration 57: (EM) log likelihood = -28734.954
Iteration 58: (EM) log likelihood = -28731.752
Iteration 59: (EM) log likelihood = -28730.1
Iteration 60: (EM) log likelihood = -28727.158
Iteration 61: (EM) log likelihood = -28725.715
Iteration 62: (EM) log likelihood = -28721.89
Iteration 63: (EM) log likelihood = -28720.447
Iteration 64: (EM) log likelihood = -28717.82
Iteration 65: (EM) log likelihood = -28716.476
Iteration 66: (EM) log likelihood = -28713.314
Iteration 67: (EM) log likelihood = -28709.466
Iteration 68: (EM) log likelihood = -28705.417
Iteration 69: (EM) log likelihood = -28701.295
Iteration 70: (EM) log likelihood = -28697.936
Iteration 71: (EM) log likelihood = -28696.095
Iteration 72: (EM) log likelihood = -28692.436
Iteration 73: (EM) log likelihood = -28688.595
Iteration 74: (EM) log likelihood = -28684.456
Iteration 75: (EM) log likelihood = -28680.127
Iteration 76: (EM) log likelihood = -28676.052
Iteration 77: (EM) log likelihood = -28670.108
Iteration 78: (EM) log likelihood = -28665.931
Iteration 79: (EM) log likelihood = -28661.726
Iteration 80: (EM) log likelihood = -28658.15
Iteration 81: (EM) log likelihood = -28656.276
Iteration 82: (EM) log likelihood = -28654.158
Iteration 83: (EM) log likelihood = -28651.581
Iteration 84: (EM) log likelihood = -28647.739
Iteration 85: (EM) log likelihood = -28644.599
Iteration 86: (EM) log likelihood = -28642.898
Iteration 87: (EM) log likelihood = -28639.947
Iteration 88: (EM) log likelihood = -28638.828
Iteration 89: (EM) log likelihood = -28636.763
Iteration 90: (EM) log likelihood = -28634.643
Iteration 91: (EM) log likelihood = -28632.463
Iteration 92: (EM) log likelihood = -28630.459
Iteration 93: (EM) log likelihood = -28629.107
Iteration 94: (EM) log likelihood = -28626.721
Iteration 95: (EM) log likelihood = -28625.424
Iteration 96: (EM) log likelihood = -28624.397
Iteration 97: (EM) log likelihood = -28622.96
Iteration 98: (EM) log likelihood = -28621.785
Iteration 99: (EM) log likelihood = -28620.647
Iteration 100: (EM) log likelihood = -28619.357
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.9423
Iteration 1: (class) log likelihood = -5250.9423
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.947
Iteration 1: (outcome) log likelihood = -29017.477
Iteration 2: (outcome) log likelihood = -28909.877
Iteration 3: (outcome) log likelihood = -28898.67
Iteration 4: (outcome) log likelihood = -28898.08
Iteration 5: (outcome) log likelihood = -28898.008
Iteration 6: (outcome) log likelihood = -28897.992
Iteration 7: (outcome) log likelihood = -28897.988
Iteration 8: (outcome) log likelihood = -28897.987
Iteration 9: (outcome) log likelihood = -28897.987 (not concave)
Iteration 10: (outcome) log likelihood = -28897.987 (not concave)
Iteration 11: (outcome) log likelihood = -28897.987 (not concave)
Iteration 12: (outcome) log likelihood = -28897.987 (not concave)
Iteration 13: (outcome) log likelihood = -28897.987 (not concave)
Iteration 14: (outcome) log likelihood = -28897.987 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34114.727
Iteration 1: (EM) log likelihood = -34020.677
Iteration 2: (EM) log likelihood = -33787.493
Iteration 3: (EM) log likelihood = -33338.498
Iteration 4: (EM) log likelihood = -32582.109
Iteration 5: (EM) log likelihood = -31635.342
Iteration 6: (EM) log likelihood = -30826.942
Iteration 7: (EM) log likelihood = -30245.605
Iteration 8: (EM) log likelihood = -29800.647
Iteration 9: (EM) log likelihood = -29485.282
Iteration 10: (EM) log likelihood = -29289.288
Iteration 11: (EM) log likelihood = -29167.086
Iteration 12: (EM) log likelihood = -29084.85
Iteration 13: (EM) log likelihood = -29028.197
Iteration 14: (EM) log likelihood = -28987.282
Iteration 15: (EM) log likelihood = -28954.151
Iteration 16: (EM) log likelihood = -28921.98
Iteration 17: (EM) log likelihood = -28894.548
Iteration 18: (EM) log likelihood = -28870.459
Iteration 19: (EM) log likelihood = -28849.089
Iteration 20: (EM) log likelihood = -28826.673
Iteration 21: (EM) log likelihood = -28798.374
Iteration 22: (EM) log likelihood = -28776.87
Iteration 23: (EM) log likelihood = -28753.672
Iteration 24: (EM) log likelihood = -28733.237
Iteration 25: (EM) log likelihood = -28711.599
Iteration 26: (EM) log likelihood = -28694.322
Iteration 27: (EM) log likelihood = -28676.558
Iteration 28: (EM) log likelihood = -28658.892
Iteration 29: (EM) log likelihood = -28638.736
Iteration 30: (EM) log likelihood = -28626.147
Iteration 31: (EM) log likelihood = -28609.761
Iteration 32: (EM) log likelihood = -28595.199
Iteration 33: (EM) log likelihood = -28579.334
Iteration 34: (EM) log likelihood = -28566.744
Iteration 35: (EM) log likelihood = -28552.238
Iteration 36: (EM) log likelihood = -28538.357
Iteration 37: (EM) log likelihood = -28527.636
Iteration 38: (EM) log likelihood = -28516.547
Iteration 39: (EM) log likelihood = -28506.144
Iteration 40: (EM) log likelihood = -28495.485
Iteration 41: (EM) log likelihood = -28486.182
Iteration 42: (EM) log likelihood = -28471.743
Iteration 43: (EM) log likelihood = -28467.284
Iteration 44: (EM) log likelihood = -28459.662
Iteration 45: (EM) log likelihood = -28453.775
Iteration 46: (EM) log likelihood = -28443.925
Iteration 47: (EM) log likelihood = -28437.203
Iteration 48: (EM) log likelihood = -28432.493
Iteration 49: (EM) log likelihood = -28424.407
Iteration 50: (EM) log likelihood = -28421.358
Iteration 51: (EM) log likelihood = -28416.873
Iteration 52: (EM) log likelihood = -28413.907
Iteration 53: (EM) log likelihood = -28406.522
Iteration 54: (EM) log likelihood = -28402.849
Iteration 55: (EM) log likelihood = -28397.248
Iteration 56: (EM) log likelihood = -28391.556
Iteration 57: (EM) log likelihood = -28384.08
Iteration 58: (EM) log likelihood = -28380.15
Iteration 59: (EM) log likelihood = -28373.644
Iteration 60: (EM) log likelihood = -28369.976
Iteration 61: (EM) log likelihood = -28366.203
Iteration 62: (EM) log likelihood = -28362.867
Iteration 63: (EM) log likelihood = -28358.162
Iteration 64: (EM) log likelihood = -28352.129
Iteration 65: (EM) log likelihood = -28347.49
Iteration 66: (EM) log likelihood = -28343.339
Iteration 67: (EM) log likelihood = -28338.997
Iteration 68: (EM) log likelihood = -28335.082
Iteration 69: (EM) log likelihood = -28331.432
Iteration 70: (EM) log likelihood = -28327.157
Iteration 71: (EM) log likelihood = -28319.842
Iteration 72: (EM) log likelihood = -28316.89
Iteration 73: (EM) log likelihood = -28315.21
Iteration 74: (EM) log likelihood = -28311.354
Iteration 75: (EM) log likelihood = -28308.93
Iteration 76: (EM) log likelihood = -28305.586
Iteration 77: (EM) log likelihood = -28301.545
Iteration 78: (EM) log likelihood = -28297.279
Iteration 79: (EM) log likelihood = -28295.047
Iteration 80: (EM) log likelihood = -28293.002
Iteration 81: (EM) log likelihood = -28289.939
Iteration 82: (EM) log likelihood = -28286.74
Iteration 83: (EM) log likelihood = -28284.039
Iteration 84: (EM) log likelihood = -28281.859
Iteration 85: (EM) log likelihood = -28279.281
Iteration 86: (EM) log likelihood = -28276.373
Iteration 87: (EM) log likelihood = -28270.479
Iteration 88: (EM) log likelihood = -28267.858
Iteration 89: (EM) log likelihood = -28265.585
Iteration 90: (EM) log likelihood = -28262.816
Iteration 91: (EM) log likelihood = -28261.543
Iteration 92: (EM) log likelihood = -28258.52
Iteration 93: (EM) log likelihood = -28256.385
Iteration 94: (EM) log likelihood = -28253.856
Iteration 95: (EM) log likelihood = -28250.46
Iteration 96: (EM) log likelihood = -28249.038
Iteration 97: (EM) log likelihood = -28247.357
Iteration 98: (EM) log likelihood = -28243.767
Iteration 99: (EM) log likelihood = -28243.973
Iteration 100: (EM) log likelihood = -28233.157
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5245.3385
Iteration 1: (class) log likelihood = -5245.3385
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.672
Iteration 1: (outcome) log likelihood = -28949.662
Iteration 2: (outcome) log likelihood = -28891.609
Iteration 3: (outcome) log likelihood = -28885.79
Iteration 4: (outcome) log likelihood = -28885.117
Iteration 5: (outcome) log likelihood = -28885.044
Iteration 6: (outcome) log likelihood = -28885.028
Iteration 7: (outcome) log likelihood = -28885.024
Iteration 8: (outcome) log likelihood = -28885.023
Iteration 9: (outcome) log likelihood = -28885.023 (not concave)
Iteration 10: (outcome) log likelihood = -28885.023 (not concave)
Iteration 11: (outcome) log likelihood = -28885.023 (not concave)
Iteration 12: (outcome) log likelihood = -28885.023 (not concave)
Iteration 13: (outcome) log likelihood = -28885.023 (not concave)
Iteration 14: (outcome) log likelihood = -28885.023 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34071.565
Iteration 1: (EM) log likelihood = -33935.699
Iteration 2: (EM) log likelihood = -33609.734
Iteration 3: (EM) log likelihood = -32913.205
Iteration 4: (EM) log likelihood = -32048.389
Iteration 5: (EM) log likelihood = -31371.855
Iteration 6: (EM) log likelihood = -30887.56
Iteration 7: (EM) log likelihood = -30496.151
Iteration 8: (EM) log likelihood = -30187.226
Iteration 9: (EM) log likelihood = -29948.175
Iteration 10: (EM) log likelihood = -29774.479
Iteration 11: (EM) log likelihood = -29651.444
Iteration 12: (EM) log likelihood = -29562.52
Iteration 13: (EM) log likelihood = -29492.258
Iteration 14: (EM) log likelihood = -29430.911
Iteration 15: (EM) log likelihood = -29378.287
Iteration 16: (EM) log likelihood = -29330.464
Iteration 17: (EM) log likelihood = -29285.398
Iteration 18: (EM) log likelihood = -29245.322
Iteration 19: (EM) log likelihood = -29211.492
Iteration 20: (EM) log likelihood = -29180.07
Iteration 21: (EM) log likelihood = -29153.363
Iteration 22: (EM) log likelihood = -29130.38
Iteration 23: (EM) log likelihood = -29107.898
Iteration 24: (EM) log likelihood = -29083.388
Iteration 25: (EM) log likelihood = -29061.635
Iteration 26: (EM) log likelihood = -29036.342
Iteration 27: (EM) log likelihood = -29008.43
Iteration 28: (EM) log likelihood = -28980.735
Iteration 29: (EM) log likelihood = -28950.294
Iteration 30: (EM) log likelihood = -28917.034
Iteration 31: (EM) log likelihood = -28881.55
Iteration 32: (EM) log likelihood = -28844.057
Iteration 33: (EM) log likelihood = -28805.967
Iteration 34: (EM) log likelihood = -28768.81
Iteration 35: (EM) log likelihood = -28733.271
Iteration 36: (EM) log likelihood = -28698.371
Iteration 37: (EM) log likelihood = -28664.231
Iteration 38: (EM) log likelihood = -28631.054
Iteration 39: (EM) log likelihood = -28598.887
Iteration 40: (EM) log likelihood = -28567.084
Iteration 41: (EM) log likelihood = -28535.577
Iteration 42: (EM) log likelihood = -28505.954
Iteration 43: (EM) log likelihood = -28477.606
Iteration 44: (EM) log likelihood = -28450.489
Iteration 45: (EM) log likelihood = -28425.421
Iteration 46: (EM) log likelihood = -28402.205
Iteration 47: (EM) log likelihood = -28380.707
Iteration 48: (EM) log likelihood = -28359.919
Iteration 49: (EM) log likelihood = -28341.352
Iteration 50: (EM) log likelihood = -28325.444
Iteration 51: (EM) log likelihood = -28310.036
Iteration 52: (EM) log likelihood = -28295.078
Iteration 53: (EM) log likelihood = -28281.02
Iteration 54: (EM) log likelihood = -28268.018
Iteration 55: (EM) log likelihood = -28256.746
Iteration 56: (EM) log likelihood = -28245.933
Iteration 57: (EM) log likelihood = -28235.061
Iteration 58: (EM) log likelihood = -28224.859
Iteration 59: (EM) log likelihood = -28215.049
Iteration 60: (EM) log likelihood = -28207.204
Iteration 61: (EM) log likelihood = -28198.489
Iteration 62: (EM) log likelihood = -28191.105
Iteration 63: (EM) log likelihood = -28182.69
Iteration 64: (EM) log likelihood = -28175.029
Iteration 65: (EM) log likelihood = -28168.487
Iteration 66: (EM) log likelihood = -28161.808
Iteration 67: (EM) log likelihood = -28155.426
Iteration 68: (EM) log likelihood = -28148.145
Iteration 69: (EM) log likelihood = -28142.941
Iteration 70: (EM) log likelihood = -28136.282
Iteration 71: (EM) log likelihood = -28131.243
Iteration 72: (EM) log likelihood = -28126.312
Iteration 73: (EM) log likelihood = -28115.899
Iteration 74: (EM) log likelihood = -28110.578
Iteration 75: (EM) log likelihood = -28106.215
Iteration 76: (EM) log likelihood = -28102.161
Iteration 77: (EM) log likelihood = -28097.822
Iteration 78: (EM) log likelihood = -28094.289
Iteration 79: (EM) log likelihood = -28090.257
Iteration 80: (EM) log likelihood = -28086.105
Iteration 81: (EM) log likelihood = -28081.94
Iteration 82: (EM) log likelihood = -28078.509
Iteration 83: (EM) log likelihood = -28075.086
Iteration 84: (EM) log likelihood = -28071.957
Iteration 85: (EM) log likelihood = -28068.525
Iteration 86: (EM) log likelihood = -28065.455
Iteration 87: (EM) log likelihood = -28062.099
Iteration 88: (EM) log likelihood = -28059.221
Iteration 89: (EM) log likelihood = -28056.191
Iteration 90: (EM) log likelihood = -28053.06
Iteration 91: (EM) log likelihood = -28050.287
Iteration 92: (EM) log likelihood = -28046.458
Iteration 93: (EM) log likelihood = -28044.493
Iteration 94: (EM) log likelihood = -28042.25
Iteration 95: (EM) log likelihood = -28040.04
Iteration 96: (EM) log likelihood = -28037.793
Iteration 97: (EM) log likelihood = -28035.846
Iteration 98: (EM) log likelihood = -28033.734
Iteration 99: (EM) log likelihood = -28031.7
Iteration 100: (EM) log likelihood = -28029.064
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.5348
Iteration 1: (class) log likelihood = -5251.5348
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.429
Iteration 1: (outcome) log likelihood = -28929.027
Iteration 2: (outcome) log likelihood = -28903.158
Iteration 3: (outcome) log likelihood = -28901.421
Iteration 4: (outcome) log likelihood = -28901.179
Iteration 5: (outcome) log likelihood = -28901.125
Iteration 6: (outcome) log likelihood = -28901.115
Iteration 7: (outcome) log likelihood = -28901.112
Iteration 8: (outcome) log likelihood = -28901.111
Iteration 9: (outcome) log likelihood = -28901.111
Iteration 10: (outcome) log likelihood = -28901.111 (not concave)
Iteration 11: (outcome) log likelihood = -28901.111 (not concave)
Iteration 12: (outcome) log likelihood = -28901.111 (not concave)
Iteration 13: (outcome) log likelihood = -28901.111 (not concave)
Iteration 14: (outcome) log likelihood = -28901.111 (not concave)
Iteration 15: (outcome) log likelihood = -28901.111 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34114.849
Iteration 1: (EM) log likelihood = -34013.716
Iteration 2: (EM) log likelihood = -33788.627
Iteration 3: (EM) log likelihood = -33243.609
Iteration 4: (EM) log likelihood = -32288.42
Iteration 5: (EM) log likelihood = -31384.838
Iteration 6: (EM) log likelihood = -30817.048
Iteration 7: (EM) log likelihood = -30472.934
Iteration 8: (EM) log likelihood = -30247.692
Iteration 9: (EM) log likelihood = -30067.84
Iteration 10: (EM) log likelihood = -29908.662
Iteration 11: (EM) log likelihood = -29765.947
Iteration 12: (EM) log likelihood = -29643.715
Iteration 13: (EM) log likelihood = -29536.905
Iteration 14: (EM) log likelihood = -29442.724
Iteration 15: (EM) log likelihood = -29357.412
Iteration 16: (EM) log likelihood = -29280.918
Iteration 17: (EM) log likelihood = -29216.74
Iteration 18: (EM) log likelihood = -29167.423
Iteration 19: (EM) log likelihood = -29126.259
Iteration 20: (EM) log likelihood = -29088.48
Iteration 21: (EM) log likelihood = -29052.648
Iteration 22: (EM) log likelihood = -29017.868
Iteration 23: (EM) log likelihood = -28988.799
Iteration 24: (EM) log likelihood = -28964.311
Iteration 25: (EM) log likelihood = -28942.425
Iteration 26: (EM) log likelihood = -28921.408
Iteration 27: (EM) log likelihood = -28905.152
Iteration 28: (EM) log likelihood = -28895.552
Iteration 29: (EM) log likelihood = -28885.23
Iteration 30: (EM) log likelihood = -28875.833
Iteration 31: (EM) log likelihood = -28872.352
Iteration 32: (EM) log likelihood = -28868.124
Iteration 33: (EM) log likelihood = -28864.609
Iteration 34: (EM) log likelihood = -28860.748
Iteration 35: (EM) log likelihood = -28857.492
Iteration 36: (EM) log likelihood = -28854.72
Iteration 37: (EM) log likelihood = -28852.406
Iteration 38: (EM) log likelihood = -28850.375
Iteration 39: (EM) log likelihood = -28848.185
Iteration 40: (EM) log likelihood = -28846.595
Iteration 41: (EM) log likelihood = -28844.798
Iteration 42: (EM) log likelihood = -28843.359
Iteration 43: (EM) log likelihood = -28842.071
Iteration 44: (EM) log likelihood = -28840.776
Iteration 45: (EM) log likelihood = -28839.568
Iteration 46: (EM) log likelihood = -28837.693
Iteration 47: (EM) log likelihood = -28835.916
Iteration 48: (EM) log likelihood = -28834.327
Iteration 49: (EM) log likelihood = -28833.422
Iteration 50: (EM) log likelihood = -28832.187
Iteration 51: (EM) log likelihood = -28831.012
Iteration 52: (EM) log likelihood = -28830.066
Iteration 53: (EM) log likelihood = -28827.694
Iteration 54: (EM) log likelihood = -28826.597
Iteration 55: (EM) log likelihood = -28825.337
Iteration 56: (EM) log likelihood = -28823.932
Iteration 57: (EM) log likelihood = -28822.862
Iteration 58: (EM) log likelihood = -28822.299
Iteration 59: (EM) log likelihood = -28820.94
Iteration 60: (EM) log likelihood = -28819.977
Iteration 61: (EM) log likelihood = -28819.243
Iteration 62: (EM) log likelihood = -28817.561
Iteration 63: (EM) log likelihood = -28817.137
Iteration 64: (EM) log likelihood = -28816.38
Iteration 65: (EM) log likelihood = -28814.839
Iteration 66: (EM) log likelihood = -28814.57
Iteration 67: (EM) log likelihood = -28814.132
Iteration 68: (EM) log likelihood = -28813.324
Iteration 69: (EM) log likelihood = -28812.804
Iteration 70: (EM) log likelihood = -28812.745
Iteration 71: (EM) log likelihood = -28811.197
Iteration 72: (EM) log likelihood = -28809.988
Iteration 73: (EM) log likelihood = -28809.455
Iteration 74: (EM) log likelihood = -28808.704
Iteration 75: (EM) log likelihood = -28807.68
Iteration 76: (EM) log likelihood = -28805.978
Iteration 77: (EM) log likelihood = -28806.149
Iteration 78: (EM) log likelihood = -28805.095
Iteration 79: (EM) log likelihood = -28803.315
Iteration 80: (EM) log likelihood = -28802.5
Iteration 81: (EM) log likelihood = -28801.696
Iteration 82: (EM) log likelihood = -28800.72
Iteration 83: (EM) log likelihood = -28799.615
Iteration 84: (EM) log likelihood = -28799.182
Iteration 85: (EM) log likelihood = -28798.565
Iteration 86: (EM) log likelihood = -28797.981
Iteration 87: (EM) log likelihood = -28797.292
Iteration 88: (EM) log likelihood = -28796.633
Iteration 89: (EM) log likelihood = -28795.978
Iteration 90: (EM) log likelihood = -28795.113
Iteration 91: (EM) log likelihood = -28793.853
Iteration 92: (EM) log likelihood = -28792.375
Iteration 93: (EM) log likelihood = -28792.047
Iteration 94: (EM) log likelihood = -28791.619
Iteration 95: (EM) log likelihood = -28790.853
Iteration 96: (EM) log likelihood = -28790.287
Iteration 97: (EM) log likelihood = -28789.422
Iteration 98: (EM) log likelihood = -28788.977
Iteration 99: (EM) log likelihood = -28788.364
Iteration 100: (EM) log likelihood = -28787.667
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4141
Iteration 1: (class) log likelihood = -5252.4141
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29455.98
Iteration 1: (outcome) log likelihood = -29026.84
Iteration 2: (outcome) log likelihood = -28922.931
Iteration 3: (outcome) log likelihood = -28909.561
Iteration 4: (outcome) log likelihood = -28906.925
Iteration 5: (outcome) log likelihood = -28906.274
Iteration 6: (outcome) log likelihood = -28906.147
Iteration 7: (outcome) log likelihood = -28906.127
Iteration 8: (outcome) log likelihood = -28906.122
Iteration 9: (outcome) log likelihood = -28906.121
Iteration 10: (outcome) log likelihood = -28906.12 (not concave)
Iteration 11: (outcome) log likelihood = -28906.12 (not concave)
Iteration 12: (outcome) log likelihood = -28906.12 (not concave)
Iteration 13: (outcome) log likelihood = -28906.12 (not concave)
Iteration 14: (outcome) log likelihood = -28906.12 (not concave)
Iteration 15: (outcome) log likelihood = -28906.12 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34136.887
Iteration 1: (EM) log likelihood = -34050.198
Iteration 2: (EM) log likelihood = -33729.273
Iteration 3: (EM) log likelihood = -32908.577
Iteration 4: (EM) log likelihood = -31866.759
Iteration 5: (EM) log likelihood = -31203.671
Iteration 6: (EM) log likelihood = -30816.584
Iteration 7: (EM) log likelihood = -30540.812
Iteration 8: (EM) log likelihood = -30286.589
Iteration 9: (EM) log likelihood = -30029.901
Iteration 10: (EM) log likelihood = -29791.347
Iteration 11: (EM) log likelihood = -29594.255
Iteration 12: (EM) log likelihood = -29444.003
Iteration 13: (EM) log likelihood = -29330.489
Iteration 14: (EM) log likelihood = -29242.602
Iteration 15: (EM) log likelihood = -29171.517
Iteration 16: (EM) log likelihood = -29115.32
Iteration 17: (EM) log likelihood = -29068.65
Iteration 18: (EM) log likelihood = -29027.505
Iteration 19: (EM) log likelihood = -28993.508
Iteration 20: (EM) log likelihood = -28965.27
Iteration 21: (EM) log likelihood = -28937.533
Iteration 22: (EM) log likelihood = -28913.814
Iteration 23: (EM) log likelihood = -28891.861
Iteration 24: (EM) log likelihood = -28871.04
Iteration 25: (EM) log likelihood = -28854.647
Iteration 26: (EM) log likelihood = -28839.244
Iteration 27: (EM) log likelihood = -28827.988
Iteration 28: (EM) log likelihood = -28818.782
Iteration 29: (EM) log likelihood = -28810.903
Iteration 30: (EM) log likelihood = -28805.313
Iteration 31: (EM) log likelihood = -28800.98
Iteration 32: (EM) log likelihood = -28797.43
Iteration 33: (EM) log likelihood = -28794.453
Iteration 34: (EM) log likelihood = -28792.822
Iteration 35: (EM) log likelihood = -28791.167
Iteration 36: (EM) log likelihood = -28788.441
Iteration 37: (EM) log likelihood = -28785.357
Iteration 38: (EM) log likelihood = -28784.193
Iteration 39: (EM) log likelihood = -28782.481
Iteration 40: (EM) log likelihood = -28781.379
Iteration 41: (EM) log likelihood = -28780.12
Iteration 42: (EM) log likelihood = -28778.604
Iteration 43: (EM) log likelihood = -28777.595
Iteration 44: (EM) log likelihood = -28776.325
Iteration 45: (EM) log likelihood = -28775.39
Iteration 46: (EM) log likelihood = -28773.669
Iteration 47: (EM) log likelihood = -28772.888
Iteration 48: (EM) log likelihood = -28771.787
Iteration 49: (EM) log likelihood = -28771.307
Iteration 50: (EM) log likelihood = -28770.329
Iteration 51: (EM) log likelihood = -28769.039
Iteration 52: (EM) log likelihood = -28768.531
Iteration 53: (EM) log likelihood = -28767.981
Iteration 54: (EM) log likelihood = -28767.423
Iteration 55: (EM) log likelihood = -28766.98
Iteration 56: (EM) log likelihood = -28766.194
Iteration 57: (EM) log likelihood = -28765.822
Iteration 58: (EM) log likelihood = -28765.137
Iteration 59: (EM) log likelihood = -28764.527
Iteration 60: (EM) log likelihood = -28764.077
Iteration 61: (EM) log likelihood = -28763.682
Iteration 62: (EM) log likelihood = -28763.108
Iteration 63: (EM) log likelihood = -28762.669
Iteration 64: (EM) log likelihood = -28762.093
Iteration 65: (EM) log likelihood = -28761.625
Iteration 66: (EM) log likelihood = -28761.071
Iteration 67: (EM) log likelihood = -28760.278
Iteration 68: (EM) log likelihood = -28759.89
Iteration 69: (EM) log likelihood = -28759.388
Iteration 70: (EM) log likelihood = -28758.82
Iteration 71: (EM) log likelihood = -28757.902
Iteration 72: (EM) log likelihood = -28757.639
Iteration 73: (EM) log likelihood = -28757.223
Iteration 74: (EM) log likelihood = -28756.645
Iteration 75: (EM) log likelihood = -28755.913
Iteration 76: (EM) log likelihood = -28755.574
Iteration 77: (EM) log likelihood = -28755.017
Iteration 78: (EM) log likelihood = -28754.611
Iteration 79: (EM) log likelihood = -28754.076
Iteration 80: (EM) log likelihood = -28753.524
Iteration 81: (EM) log likelihood = -28751.759
Iteration 82: (EM) log likelihood = -28751.514
Iteration 83: (EM) log likelihood = -28751.302
Iteration 84: (EM) log likelihood = -28750.81
Iteration 85: (EM) log likelihood = -28750.408
Iteration 86: (EM) log likelihood = -28749.792
Iteration 87: (EM) log likelihood = -28748.079
Iteration 88: (EM) log likelihood = -28747.571
Iteration 89: (EM) log likelihood = -28747.166
Iteration 90: (EM) log likelihood = -28746.499
Iteration 91: (EM) log likelihood = -28745.999
Iteration 92: (EM) log likelihood = -28745.312
Iteration 93: (EM) log likelihood = -28744.578
Iteration 94: (EM) log likelihood = -28744.077
Iteration 95: (EM) log likelihood = -28743.545
Iteration 96: (EM) log likelihood = -28742.833
Iteration 97: (EM) log likelihood = -28742.392
Iteration 98: (EM) log likelihood = -28741.836
Iteration 99: (EM) log likelihood = -28741.288
Iteration 100: (EM) log likelihood = -28740.643
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.3265
Iteration 1: (class) log likelihood = -5251.3265
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29134.105
Iteration 1: (outcome) log likelihood = -28926.595
Iteration 2: (outcome) log likelihood = -28902.77
Iteration 3: (outcome) log likelihood = -28901.176
Iteration 4: (outcome) log likelihood = -28900.953
Iteration 5: (outcome) log likelihood = -28900.908
Iteration 6: (outcome) log likelihood = -28900.899
Iteration 7: (outcome) log likelihood = -28900.897
Iteration 8: (outcome) log likelihood = -28900.896
Iteration 9: (outcome) log likelihood = -28900.896 (not concave)
Iteration 10: (outcome) log likelihood = -28900.896 (not concave)
Iteration 11: (outcome) log likelihood = -28900.896 (not concave)
Iteration 12: (outcome) log likelihood = -28900.896 (not concave)
Iteration 13: (outcome) log likelihood = -28900.896 (not concave)
Iteration 14: (outcome) log likelihood = -28900.896 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34121.818
Iteration 1: (EM) log likelihood = -34023.09
Iteration 2: (EM) log likelihood = -33732.5
Iteration 3: (EM) log likelihood = -33079.42
Iteration 4: (EM) log likelihood = -32183.316
Iteration 5: (EM) log likelihood = -31376.706
Iteration 6: (EM) log likelihood = -30731.275
Iteration 7: (EM) log likelihood = -30188.812
Iteration 8: (EM) log likelihood = -29731.297
Iteration 9: (EM) log likelihood = -29370.434
Iteration 10: (EM) log likelihood = -29124.847
Iteration 11: (EM) log likelihood = -28980.042
Iteration 12: (EM) log likelihood = -28894.24
Iteration 13: (EM) log likelihood = -28831.728
Iteration 14: (EM) log likelihood = -28780.662
Iteration 15: (EM) log likelihood = -28732.636
Iteration 16: (EM) log likelihood = -28688.644
Iteration 17: (EM) log likelihood = -28643.095
Iteration 18: (EM) log likelihood = -28600.768
Iteration 19: (EM) log likelihood = -28560.7
Iteration 20: (EM) log likelihood = -28521.473
Iteration 21: (EM) log likelihood = -28482.717
Iteration 22: (EM) log likelihood = -28446.276
Iteration 23: (EM) log likelihood = -28412.251
Iteration 24: (EM) log likelihood = -28380.992
Iteration 25: (EM) log likelihood = -28352.01
Iteration 26: (EM) log likelihood = -28325.408
Iteration 27: (EM) log likelihood = -28302.855
Iteration 28: (EM) log likelihood = -28278.233
Iteration 29: (EM) log likelihood = -28256.222
Iteration 30: (EM) log likelihood = -28236.736
Iteration 31: (EM) log likelihood = -28221.792
Iteration 32: (EM) log likelihood = -28208.055
Iteration 33: (EM) log likelihood = -28196.35
Iteration 34: (EM) log likelihood = -28183.624
Iteration 35: (EM) log likelihood = -28176.599
Iteration 36: (EM) log likelihood = -28168.43
Iteration 37: (EM) log likelihood = -28157.821
Iteration 38: (EM) log likelihood = -28151.261
Iteration 39: (EM) log likelihood = -28144.927
Iteration 40: (EM) log likelihood = -28139.64
Iteration 41: (EM) log likelihood = -28135.753
Iteration 42: (EM) log likelihood = -28131.226
Iteration 43: (EM) log likelihood = -28126.884
Iteration 44: (EM) log likelihood = -28123.268
Iteration 45: (EM) log likelihood = -28120.025
Iteration 46: (EM) log likelihood = -28115.652
Iteration 47: (EM) log likelihood = -28111.649
Iteration 48: (EM) log likelihood = -28108.962
Iteration 49: (EM) log likelihood = -28105.891
Iteration 50: (EM) log likelihood = -28101.543
Iteration 51: (EM) log likelihood = -28098.27
Iteration 52: (EM) log likelihood = -28096.498
Iteration 53: (EM) log likelihood = -28093.823
Iteration 54: (EM) log likelihood = -28091.536
Iteration 55: (EM) log likelihood = -28089.455
Iteration 56: (EM) log likelihood = -28087.687
Iteration 57: (EM) log likelihood = -28086.285
Iteration 58: (EM) log likelihood = -28084.859
Iteration 59: (EM) log likelihood = -28083.405
Iteration 60: (EM) log likelihood = -28082.031
Iteration 61: (EM) log likelihood = -28080.344
Iteration 62: (EM) log likelihood = -28079.317
Iteration 63: (EM) log likelihood = -28078.31
Iteration 64: (EM) log likelihood = -28077.315
Iteration 65: (EM) log likelihood = -28076.407
Iteration 66: (EM) log likelihood = -28075.68
Iteration 67: (EM) log likelihood = -28075.26
Iteration 68: (EM) log likelihood = -28074.024
Iteration 69: (EM) log likelihood = -28073.453
Iteration 70: (EM) log likelihood = -28072.753
Iteration 71: (EM) log likelihood = -28070.641
Iteration 72: (EM) log likelihood = -28067.96
Iteration 73: (EM) log likelihood = -28066.329
Iteration 74: (EM) log likelihood = -28064.128
Iteration 75: (EM) log likelihood = -28061.701
Iteration 76: (EM) log likelihood = -28059.786
Iteration 77: (EM) log likelihood = -28057.797
Iteration 78: (EM) log likelihood = -28055.991
Iteration 79: (EM) log likelihood = -28054.402
Iteration 80: (EM) log likelihood = -28053.359
Iteration 81: (EM) log likelihood = -28052.058
Iteration 82: (EM) log likelihood = -28050.836
Iteration 83: (EM) log likelihood = -28049.713
Iteration 84: (EM) log likelihood = -28048.639
Iteration 85: (EM) log likelihood = -28048.059
Iteration 86: (EM) log likelihood = -28047.21
Iteration 87: (EM) log likelihood = -28045.763
Iteration 88: (EM) log likelihood = -28044.854
Iteration 89: (EM) log likelihood = -28044.173
Iteration 90: (EM) log likelihood = -28043.503
Iteration 91: (EM) log likelihood = -28042.653
Iteration 92: (EM) log likelihood = -28041.967
Iteration 93: (EM) log likelihood = -28041.144
Iteration 94: (EM) log likelihood = -28040.784
Iteration 95: (EM) log likelihood = -28039.866
Iteration 96: (EM) log likelihood = -28039.287
Iteration 97: (EM) log likelihood = -28038.834
Iteration 98: (EM) log likelihood = -28038.262
Iteration 99: (EM) log likelihood = -28036.588
Iteration 100: (EM) log likelihood = -28036.16
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.6852
Iteration 1: (class) log likelihood = -5251.6852
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.808
Iteration 1: (outcome) log likelihood = -28949.958
Iteration 2: (outcome) log likelihood = -28916.026
Iteration 3: (outcome) log likelihood = -28913.437
Iteration 4: (outcome) log likelihood = -28913.315
Iteration 5: (outcome) log likelihood = -28913.293
Iteration 6: (outcome) log likelihood = -28913.288
Iteration 7: (outcome) log likelihood = -28913.287
Iteration 8: (outcome) log likelihood = -28913.286
Iteration 9: (outcome) log likelihood = -28913.286
Iteration 10: (outcome) log likelihood = -28913.286 (not concave)
Iteration 11: (outcome) log likelihood = -28913.286 (not concave)
Iteration 12: (outcome) log likelihood = -28913.286 (not concave)
Iteration 13: (outcome) log likelihood = -28913.286 (not concave)
Iteration 14: (outcome) log likelihood = -28913.286 (not concave)
Iteration 15: (outcome) log likelihood = -28913.286 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.427
Iteration 1: (EM) log likelihood = -34001.828
Iteration 2: (EM) log likelihood = -33632.199
Iteration 3: (EM) log likelihood = -32879.844
Iteration 4: (EM) log likelihood = -31915.48
Iteration 5: (EM) log likelihood = -31056.725
Iteration 6: (EM) log likelihood = -30363.097
Iteration 7: (EM) log likelihood = -29867.777
Iteration 8: (EM) log likelihood = -29569.278
Iteration 9: (EM) log likelihood = -29382.93
Iteration 10: (EM) log likelihood = -29261.03
Iteration 11: (EM) log likelihood = -29172.297
Iteration 12: (EM) log likelihood = -29119.806
Iteration 13: (EM) log likelihood = -29081.581
Iteration 14: (EM) log likelihood = -29057.278
Iteration 15: (EM) log likelihood = -29036.679
Iteration 16: (EM) log likelihood = -29020.513
Iteration 17: (EM) log likelihood = -29005.972
Iteration 18: (EM) log likelihood = -28991.988
Iteration 19: (EM) log likelihood = -28978.753
Iteration 20: (EM) log likelihood = -28965.449
Iteration 21: (EM) log likelihood = -28954.564
Iteration 22: (EM) log likelihood = -28946.381
Iteration 23: (EM) log likelihood = -28939.138
Iteration 24: (EM) log likelihood = -28931.164
Iteration 25: (EM) log likelihood = -28922.229
Iteration 26: (EM) log likelihood = -28915.888
Iteration 27: (EM) log likelihood = -28907.459
Iteration 28: (EM) log likelihood = -28900.015
Iteration 29: (EM) log likelihood = -28891.807
Iteration 30: (EM) log likelihood = -28880.847
Iteration 31: (EM) log likelihood = -28871.327
Iteration 32: (EM) log likelihood = -28861.258
Iteration 33: (EM) log likelihood = -28850.878
Iteration 34: (EM) log likelihood = -28839.33
Iteration 35: (EM) log likelihood = -28827.77
Iteration 36: (EM) log likelihood = -28817.17
Iteration 37: (EM) log likelihood = -28805.096
Iteration 38: (EM) log likelihood = -28794.92
Iteration 39: (EM) log likelihood = -28785.068
Iteration 40: (EM) log likelihood = -28773.646
Iteration 41: (EM) log likelihood = -28765.849
Iteration 42: (EM) log likelihood = -28757.236
Iteration 43: (EM) log likelihood = -28748.601
Iteration 44: (EM) log likelihood = -28742.142
Iteration 45: (EM) log likelihood = -28733.98
Iteration 46: (EM) log likelihood = -28728.133
Iteration 47: (EM) log likelihood = -28723.092
Iteration 48: (EM) log likelihood = -28717.136
Iteration 49: (EM) log likelihood = -28712.83
Iteration 50: (EM) log likelihood = -28707.857
Iteration 51: (EM) log likelihood = -28702.181
Iteration 52: (EM) log likelihood = -28698.256
Iteration 53: (EM) log likelihood = -28694.603
Iteration 54: (EM) log likelihood = -28690.133
Iteration 55: (EM) log likelihood = -28687.516
Iteration 56: (EM) log likelihood = -28685.195
Iteration 57: (EM) log likelihood = -28681.298
Iteration 58: (EM) log likelihood = -28677.637
Iteration 59: (EM) log likelihood = -28674.835
Iteration 60: (EM) log likelihood = -28672.41
Iteration 61: (EM) log likelihood = -28668.23
Iteration 62: (EM) log likelihood = -28665.286
Iteration 63: (EM) log likelihood = -28662.65
Iteration 64: (EM) log likelihood = -28659.632
Iteration 65: (EM) log likelihood = -28656.306
Iteration 66: (EM) log likelihood = -28654.383
Iteration 67: (EM) log likelihood = -28652.336
Iteration 68: (EM) log likelihood = -28649.479
Iteration 69: (EM) log likelihood = -28646.604
Iteration 70: (EM) log likelihood = -28643.951
Iteration 71: (EM) log likelihood = -28642.121
Iteration 72: (EM) log likelihood = -28638.23
Iteration 73: (EM) log likelihood = -28636.11
Iteration 74: (EM) log likelihood = -28634
Iteration 75: (EM) log likelihood = -28632.284
Iteration 76: (EM) log likelihood = -28629.192
Iteration 77: (EM) log likelihood = -28627.837
Iteration 78: (EM) log likelihood = -28625.249
Iteration 79: (EM) log likelihood = -28622.944
Iteration 80: (EM) log likelihood = -28621.054
Iteration 81: (EM) log likelihood = -28619.651
Iteration 82: (EM) log likelihood = -28617.029
Iteration 83: (EM) log likelihood = -28615.221
Iteration 84: (EM) log likelihood = -28613.055
Iteration 85: (EM) log likelihood = -28611.015
Iteration 86: (EM) log likelihood = -28609.048
Iteration 87: (EM) log likelihood = -28606.592
Iteration 88: (EM) log likelihood = -28604.721
Iteration 89: (EM) log likelihood = -28602.123
Iteration 90: (EM) log likelihood = -28599.676
Iteration 91: (EM) log likelihood = -28597.523
Iteration 92: (EM) log likelihood = -28595.201
Iteration 93: (EM) log likelihood = -28592.908
Iteration 94: (EM) log likelihood = -28590.557
Iteration 95: (EM) log likelihood = -28588.723
Iteration 96: (EM) log likelihood = -28586.485
Iteration 97: (EM) log likelihood = -28583.686
Iteration 98: (EM) log likelihood = -28580.772
Iteration 99: (EM) log likelihood = -28578.541
Iteration 100: (EM) log likelihood = -28575.993
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.2879
Iteration 1: (class) log likelihood = -5252.2879
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.955
Iteration 1: (outcome) log likelihood = -28935.164
Iteration 2: (outcome) log likelihood = -28907.677
Iteration 3: (outcome) log likelihood = -28905.746
Iteration 4: (outcome) log likelihood = -28905.573
Iteration 5: (outcome) log likelihood = -28905.53
Iteration 6: (outcome) log likelihood = -28905.521
Iteration 7: (outcome) log likelihood = -28905.52
Iteration 8: (outcome) log likelihood = -28905.519
Iteration 9: (outcome) log likelihood = -28905.519
Iteration 10: (outcome) log likelihood = -28905.519 (not concave)
Iteration 11: (outcome) log likelihood = -28905.519 (not concave)
Iteration 12: (outcome) log likelihood = -28905.519 (not concave)
Iteration 13: (outcome) log likelihood = -28905.519 (not concave)
Iteration 14: (outcome) log likelihood = -28905.519 (not concave)
Iteration 15: (outcome) log likelihood = -28905.519 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34129.634
Iteration 1: (EM) log likelihood = -34042.153
Iteration 2: (EM) log likelihood = -33823.313
Iteration 3: (EM) log likelihood = -33428.725
Iteration 4: (EM) log likelihood = -32778.874
Iteration 5: (EM) log likelihood = -31873.616
Iteration 6: (EM) log likelihood = -31007.035
Iteration 7: (EM) log likelihood = -30407.856
Iteration 8: (EM) log likelihood = -29980.085
Iteration 9: (EM) log likelihood = -29627.38
Iteration 10: (EM) log likelihood = -29339.326
Iteration 11: (EM) log likelihood = -29128.363
Iteration 12: (EM) log likelihood = -28988.285
Iteration 13: (EM) log likelihood = -28890.956
Iteration 14: (EM) log likelihood = -28829.772
Iteration 15: (EM) log likelihood = -28784.55
Iteration 16: (EM) log likelihood = -28750.588
Iteration 17: (EM) log likelihood = -28722.202
Iteration 18: (EM) log likelihood = -28697.828
Iteration 19: (EM) log likelihood = -28674.284
Iteration 20: (EM) log likelihood = -28653.85
Iteration 21: (EM) log likelihood = -28634.236
Iteration 22: (EM) log likelihood = -28615.643
Iteration 23: (EM) log likelihood = -28593.744
Iteration 24: (EM) log likelihood = -28572.476
Iteration 25: (EM) log likelihood = -28551.193
Iteration 26: (EM) log likelihood = -28528.072
Iteration 27: (EM) log likelihood = -28507.047
Iteration 28: (EM) log likelihood = -28482.59
Iteration 29: (EM) log likelihood = -28459.244
Iteration 30: (EM) log likelihood = -28434.72
Iteration 31: (EM) log likelihood = -28417.095
Iteration 32: (EM) log likelihood = -28399.828
Iteration 33: (EM) log likelihood = -28381.028
Iteration 34: (EM) log likelihood = -28360.682
Iteration 35: (EM) log likelihood = -28346.263
Iteration 36: (EM) log likelihood = -28329.286
Iteration 37: (EM) log likelihood = -28317.145
Iteration 38: (EM) log likelihood = -28301.345
Iteration 39: (EM) log likelihood = -28291.869
Iteration 40: (EM) log likelihood = -28283.66
Iteration 41: (EM) log likelihood = -28276.194
Iteration 42: (EM) log likelihood = -28268.657
Iteration 43: (EM) log likelihood = -28261.916
Iteration 44: (EM) log likelihood = -28255.273
Iteration 45: (EM) log likelihood = -28250.892
Iteration 46: (EM) log likelihood = -28246.425
Iteration 47: (EM) log likelihood = -28242.314
Iteration 48: (EM) log likelihood = -28237.957
Iteration 49: (EM) log likelihood = -28233.986
Iteration 50: (EM) log likelihood = -28228.332
Iteration 51: (EM) log likelihood = -28222.994
Iteration 52: (EM) log likelihood = -28219.581
Iteration 53: (EM) log likelihood = -28215.103
Iteration 54: (EM) log likelihood = -28212.081
Iteration 55: (EM) log likelihood = -28207.804
Iteration 56: (EM) log likelihood = -28200.819
Iteration 57: (EM) log likelihood = -28198.473
Iteration 58: (EM) log likelihood = -28193.162
Iteration 59: (EM) log likelihood = -28189.769
Iteration 60: (EM) log likelihood = -28187.095
Iteration 61: (EM) log likelihood = -28184.607
Iteration 62: (EM) log likelihood = -28180.956
Iteration 63: (EM) log likelihood = -28177.997
Iteration 64: (EM) log likelihood = -28175.013
Iteration 65: (EM) log likelihood = -28172.793
Iteration 66: (EM) log likelihood = -28170.399
Iteration 67: (EM) log likelihood = -28167.734
Iteration 68: (EM) log likelihood = -28165.385
Iteration 69: (EM) log likelihood = -28162.724
Iteration 70: (EM) log likelihood = -28159.967
Iteration 71: (EM) log likelihood = -28157.489
Iteration 72: (EM) log likelihood = -28156.817
Iteration 73: (EM) log likelihood = -28154.308
Iteration 74: (EM) log likelihood = -28152.774
Iteration 75: (EM) log likelihood = -28150.071
Iteration 76: (EM) log likelihood = -28149.085
Iteration 77: (EM) log likelihood = -28146.277
Iteration 78: (EM) log likelihood = -28143.548
Iteration 79: (EM) log likelihood = -28141.726
Iteration 80: (EM) log likelihood = -28140.282
Iteration 81: (EM) log likelihood = -28138.79
Iteration 82: (EM) log likelihood = -28137.773
Iteration 83: (EM) log likelihood = -28135.988
Iteration 84: (EM) log likelihood = -28134.553
Iteration 85: (EM) log likelihood = -28133.595
Iteration 86: (EM) log likelihood = -28132.651
Iteration 87: (EM) log likelihood = -28131.728
Iteration 88: (EM) log likelihood = -28130.644
Iteration 89: (EM) log likelihood = -28129.756
Iteration 90: (EM) log likelihood = -28128.832
Iteration 91: (EM) log likelihood = -28127.819
Iteration 92: (EM) log likelihood = -28126.956
Iteration 93: (EM) log likelihood = -28126.061
Iteration 94: (EM) log likelihood = -28124.821
Iteration 95: (EM) log likelihood = -28123.661
Iteration 96: (EM) log likelihood = -28122.032
Iteration 97: (EM) log likelihood = -28121.071
Iteration 98: (EM) log likelihood = -28119.93
Iteration 99: (EM) log likelihood = -28117.946
Iteration 100: (EM) log likelihood = -28117.069
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.729
Iteration 1: (class) log likelihood = -5251.729
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.491
Iteration 1: (outcome) log likelihood = -28972.237
Iteration 2: (outcome) log likelihood = -28910.639
Iteration 3: (outcome) log likelihood = -28904.504
Iteration 4: (outcome) log likelihood = -28904.021
Iteration 5: (outcome) log likelihood = -28903.945
Iteration 6: (outcome) log likelihood = -28903.933
Iteration 7: (outcome) log likelihood = -28903.93
Iteration 8: (outcome) log likelihood = -28903.929
Iteration 9: (outcome) log likelihood = -28903.929 (not concave)
Iteration 10: (outcome) log likelihood = -28903.929 (not concave)
Iteration 11: (outcome) log likelihood = -28903.929 (not concave)
Iteration 12: (outcome) log likelihood = -28903.929 (not concave)
Iteration 13: (outcome) log likelihood = -28903.929 (not concave)
Iteration 14: (outcome) log likelihood = -28903.929 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34113.475
Iteration 1: (EM) log likelihood = -33986.972
Iteration 2: (EM) log likelihood = -33665.57
Iteration 3: (EM) log likelihood = -32899.867
Iteration 4: (EM) log likelihood = -31829.162
Iteration 5: (EM) log likelihood = -31044.032
Iteration 6: (EM) log likelihood = -30557.644
Iteration 7: (EM) log likelihood = -30229.47
Iteration 8: (EM) log likelihood = -29988.012
Iteration 9: (EM) log likelihood = -29810.624
Iteration 10: (EM) log likelihood = -29668.753
Iteration 11: (EM) log likelihood = -29548.419
Iteration 12: (EM) log likelihood = -29443.409
Iteration 13: (EM) log likelihood = -29353.192
Iteration 14: (EM) log likelihood = -29276.788
Iteration 15: (EM) log likelihood = -29212.648
Iteration 16: (EM) log likelihood = -29160.399
Iteration 17: (EM) log likelihood = -29121.796
Iteration 18: (EM) log likelihood = -29090.008
Iteration 19: (EM) log likelihood = -29066.204
Iteration 20: (EM) log likelihood = -29046.268
Iteration 21: (EM) log likelihood = -29030.243
Iteration 22: (EM) log likelihood = -29018.695
Iteration 23: (EM) log likelihood = -29008.907
Iteration 24: (EM) log likelihood = -29000.509
Iteration 25: (EM) log likelihood = -28992.841
Iteration 26: (EM) log likelihood = -28986.011
Iteration 27: (EM) log likelihood = -28979.419
Iteration 28: (EM) log likelihood = -28973.068
Iteration 29: (EM) log likelihood = -28966.597
Iteration 30: (EM) log likelihood = -28960.39
Iteration 31: (EM) log likelihood = -28953.239
Iteration 32: (EM) log likelihood = -28946.498
Iteration 33: (EM) log likelihood = -28937.834
Iteration 34: (EM) log likelihood = -28929.264
Iteration 35: (EM) log likelihood = -28918.553
Iteration 36: (EM) log likelihood = -28907.862
Iteration 37: (EM) log likelihood = -28897.213
Iteration 38: (EM) log likelihood = -28885.7
Iteration 39: (EM) log likelihood = -28873.196
Iteration 40: (EM) log likelihood = -28860.901
Iteration 41: (EM) log likelihood = -28850.301
Iteration 42: (EM) log likelihood = -28840.788
Iteration 43: (EM) log likelihood = -28833.367
Iteration 44: (EM) log likelihood = -28826.828
Iteration 45: (EM) log likelihood = -28822.155
Iteration 46: (EM) log likelihood = -28818.083
Iteration 47: (EM) log likelihood = -28814.688
Iteration 48: (EM) log likelihood = -28811.542
Iteration 49: (EM) log likelihood = -28808.785
Iteration 50: (EM) log likelihood = -28806.844
Iteration 51: (EM) log likelihood = -28805.399
Iteration 52: (EM) log likelihood = -28803.876
Iteration 53: (EM) log likelihood = -28802.816
Iteration 54: (EM) log likelihood = -28802.168
Iteration 55: (EM) log likelihood = -28801.351
Iteration 56: (EM) log likelihood = -28801.067
Iteration 57: (EM) log likelihood = -28800.524
Iteration 58: (EM) log likelihood = -28800.452
Iteration 59: (EM) log likelihood = -28800.06
Iteration 60: (EM) log likelihood = -28800.135
Iteration 61: (EM) log likelihood = -28799.706
Iteration 62: (EM) log likelihood = -28799.298
Iteration 63: (EM) log likelihood = -28799.418
Iteration 64: (EM) log likelihood = -28799.215
Iteration 65: (EM) log likelihood = -28799.162
Iteration 66: (EM) log likelihood = -28799.118
Iteration 67: (EM) log likelihood = -28798.999
Iteration 68: (EM) log likelihood = -28798.97
Iteration 69: (EM) log likelihood = -28798.914
Iteration 70: (EM) log likelihood = -28798.909
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.1677
Iteration 1: (class) log likelihood = -5251.1677
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29407.999
Iteration 1: (outcome) log likelihood = -29045.237
Iteration 2: (outcome) log likelihood = -28931.655
Iteration 3: (outcome) log likelihood = -28913.044
Iteration 4: (outcome) log likelihood = -28910.437
Iteration 5: (outcome) log likelihood = -28909.877
Iteration 6: (outcome) log likelihood = -28909.788
Iteration 7: (outcome) log likelihood = -28909.778
Iteration 8: (outcome) log likelihood = -28909.776
Iteration 9: (outcome) log likelihood = -28909.776 (not concave)
Iteration 10: (outcome) log likelihood = -28909.776 (not concave)
Iteration 11: (outcome) log likelihood = -28909.776 (not concave)
Iteration 12: (outcome) log likelihood = -28909.776 (not concave)
Iteration 13: (outcome) log likelihood = -28909.776 (not concave)
Iteration 14: (outcome) log likelihood = -28909.776 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34128.244
Iteration 1: (EM) log likelihood = -34018.247
Iteration 2: (EM) log likelihood = -33750.193
Iteration 3: (EM) log likelihood = -33122.78
Iteration 4: (EM) log likelihood = -32079.546
Iteration 5: (EM) log likelihood = -31178.005
Iteration 6: (EM) log likelihood = -30585.527
Iteration 7: (EM) log likelihood = -30143.107
Iteration 8: (EM) log likelihood = -29818.13
Iteration 9: (EM) log likelihood = -29601.087
Iteration 10: (EM) log likelihood = -29456.184
Iteration 11: (EM) log likelihood = -29355.248
Iteration 12: (EM) log likelihood = -29284.73
Iteration 13: (EM) log likelihood = -29228.662
Iteration 14: (EM) log likelihood = -29182.282
Iteration 15: (EM) log likelihood = -29139.64
Iteration 16: (EM) log likelihood = -29103.497
Iteration 17: (EM) log likelihood = -29070.096
Iteration 18: (EM) log likelihood = -29038.403
Iteration 19: (EM) log likelihood = -29006.994
Iteration 20: (EM) log likelihood = -28980.114
Iteration 21: (EM) log likelihood = -28958.949
Iteration 22: (EM) log likelihood = -28939.895
Iteration 23: (EM) log likelihood = -28921.497
Iteration 24: (EM) log likelihood = -28905.287
Iteration 25: (EM) log likelihood = -28891.109
Iteration 26: (EM) log likelihood = -28878.894
Iteration 27: (EM) log likelihood = -28868.168
Iteration 28: (EM) log likelihood = -28859.444
Iteration 29: (EM) log likelihood = -28852.23
Iteration 30: (EM) log likelihood = -28844.93
Iteration 31: (EM) log likelihood = -28839.674
Iteration 32: (EM) log likelihood = -28834.382
Iteration 33: (EM) log likelihood = -28830.39
Iteration 34: (EM) log likelihood = -28826.699
Iteration 35: (EM) log likelihood = -28821.629
Iteration 36: (EM) log likelihood = -28817.837
Iteration 37: (EM) log likelihood = -28813.996
Iteration 38: (EM) log likelihood = -28810.607
Iteration 39: (EM) log likelihood = -28806.964
Iteration 40: (EM) log likelihood = -28803.588
Iteration 41: (EM) log likelihood = -28800.434
Iteration 42: (EM) log likelihood = -28797.486
Iteration 43: (EM) log likelihood = -28794.682
Iteration 44: (EM) log likelihood = -28791.681
Iteration 45: (EM) log likelihood = -28789.421
Iteration 46: (EM) log likelihood = -28787.642
Iteration 47: (EM) log likelihood = -28785.722
Iteration 48: (EM) log likelihood = -28784.154
Iteration 49: (EM) log likelihood = -28783.192
Iteration 50: (EM) log likelihood = -28781.341
Iteration 51: (EM) log likelihood = -28779.808
Iteration 52: (EM) log likelihood = -28778.518
Iteration 53: (EM) log likelihood = -28777.025
Iteration 54: (EM) log likelihood = -28775.598
Iteration 55: (EM) log likelihood = -28774.573
Iteration 56: (EM) log likelihood = -28773.644
Iteration 57: (EM) log likelihood = -28772.473
Iteration 58: (EM) log likelihood = -28771.503
Iteration 59: (EM) log likelihood = -28770.526
Iteration 60: (EM) log likelihood = -28769.548
Iteration 61: (EM) log likelihood = -28768.654
Iteration 62: (EM) log likelihood = -28767.24
Iteration 63: (EM) log likelihood = -28765.551
Iteration 64: (EM) log likelihood = -28764.682
Iteration 65: (EM) log likelihood = -28763.888
Iteration 66: (EM) log likelihood = -28761.469
Iteration 67: (EM) log likelihood = -28759.909
Iteration 68: (EM) log likelihood = -28758.254
Iteration 69: (EM) log likelihood = -28757.017
Iteration 70: (EM) log likelihood = -28755.986
Iteration 71: (EM) log likelihood = -28754.847
Iteration 72: (EM) log likelihood = -28753.891
Iteration 73: (EM) log likelihood = -28753.03
Iteration 74: (EM) log likelihood = -28752.137
Iteration 75: (EM) log likelihood = -28751.322
Iteration 76: (EM) log likelihood = -28750.577
Iteration 77: (EM) log likelihood = -28749.689
Iteration 78: (EM) log likelihood = -28748.923
Iteration 79: (EM) log likelihood = -28748.185
Iteration 80: (EM) log likelihood = -28747.375
Iteration 81: (EM) log likelihood = -28746.464
Iteration 82: (EM) log likelihood = -28745.834
Iteration 83: (EM) log likelihood = -28745.162
Iteration 84: (EM) log likelihood = -28744.514
Iteration 85: (EM) log likelihood = -28743.858
Iteration 86: (EM) log likelihood = -28743.369
Iteration 87: (EM) log likelihood = -28742.529
Iteration 88: (EM) log likelihood = -28741.802
Iteration 89: (EM) log likelihood = -28741.099
Iteration 90: (EM) log likelihood = -28740.412
Iteration 91: (EM) log likelihood = -28739.295
Iteration 92: (EM) log likelihood = -28738.442
Iteration 93: (EM) log likelihood = -28737.578
Iteration 94: (EM) log likelihood = -28736.622
Iteration 95: (EM) log likelihood = -28736.09
Iteration 96: (EM) log likelihood = -28735.451
Iteration 97: (EM) log likelihood = -28734.814
Iteration 98: (EM) log likelihood = -28734.324
Iteration 99: (EM) log likelihood = -28733.58
Iteration 100: (EM) log likelihood = -28733.075
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.6371
Iteration 1: (class) log likelihood = -5251.6371
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29135.666
Iteration 1: (outcome) log likelihood = -28928.325
Iteration 2: (outcome) log likelihood = -28894.771
Iteration 3: (outcome) log likelihood = -28892.016
Iteration 4: (outcome) log likelihood = -28891.74
Iteration 5: (outcome) log likelihood = -28891.68
Iteration 6: (outcome) log likelihood = -28891.667
Iteration 7: (outcome) log likelihood = -28891.665
Iteration 8: (outcome) log likelihood = -28891.664
Iteration 9: (outcome) log likelihood = -28891.664
Iteration 10: (outcome) log likelihood = -28891.664 (not concave)
Iteration 11: (outcome) log likelihood = -28891.664 (not concave)
Iteration 12: (outcome) log likelihood = -28891.664 (not concave)
Iteration 13: (outcome) log likelihood = -28891.664 (not concave)
Iteration 14: (outcome) log likelihood = -28891.664 (not concave)
Iteration 15: (outcome) log likelihood = -28891.664 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34099.306
Iteration 1: (EM) log likelihood = -33969.24
Iteration 2: (EM) log likelihood = -33757.688
Iteration 3: (EM) log likelihood = -33382.568
Iteration 4: (EM) log likelihood = -32670.194
Iteration 5: (EM) log likelihood = -31794.13
Iteration 6: (EM) log likelihood = -31022.117
Iteration 7: (EM) log likelihood = -30394.364
Iteration 8: (EM) log likelihood = -29945.032
Iteration 9: (EM) log likelihood = -29663.786
Iteration 10: (EM) log likelihood = -29473.469
Iteration 11: (EM) log likelihood = -29334.304
Iteration 12: (EM) log likelihood = -29224.181
Iteration 13: (EM) log likelihood = -29141.273
Iteration 14: (EM) log likelihood = -29074.248
Iteration 15: (EM) log likelihood = -29020.141
Iteration 16: (EM) log likelihood = -28973.655
Iteration 17: (EM) log likelihood = -28931.239
Iteration 18: (EM) log likelihood = -28892.027
Iteration 19: (EM) log likelihood = -28854.29
Iteration 20: (EM) log likelihood = -28824.138
Iteration 21: (EM) log likelihood = -28798.443
Iteration 22: (EM) log likelihood = -28774.584
Iteration 23: (EM) log likelihood = -28749.609
Iteration 24: (EM) log likelihood = -28729.574
Iteration 25: (EM) log likelihood = -28708.781
Iteration 26: (EM) log likelihood = -28691.219
Iteration 27: (EM) log likelihood = -28672.854
Iteration 28: (EM) log likelihood = -28656.103
Iteration 29: (EM) log likelihood = -28640.091
Iteration 30: (EM) log likelihood = -28625.386
Iteration 31: (EM) log likelihood = -28612.459
Iteration 32: (EM) log likelihood = -28598.833
Iteration 33: (EM) log likelihood = -28586.344
Iteration 34: (EM) log likelihood = -28577.016
Iteration 35: (EM) log likelihood = -28567.913
Iteration 36: (EM) log likelihood = -28559.32
Iteration 37: (EM) log likelihood = -28552.631
Iteration 38: (EM) log likelihood = -28543.934
Iteration 39: (EM) log likelihood = -28538.68
Iteration 40: (EM) log likelihood = -28534.652
Iteration 41: (EM) log likelihood = -28531.035
Iteration 42: (EM) log likelihood = -28527.135
Iteration 43: (EM) log likelihood = -28523.187
Iteration 44: (EM) log likelihood = -28520.36
Iteration 45: (EM) log likelihood = -28517.695
Iteration 46: (EM) log likelihood = -28512.82
Iteration 47: (EM) log likelihood = -28510.541
Iteration 48: (EM) log likelihood = -28508.962
Iteration 49: (EM) log likelihood = -28507.425
Iteration 50: (EM) log likelihood = -28506.042
Iteration 51: (EM) log likelihood = -28505.44
Iteration 52: (EM) log likelihood = -28504.731
Iteration 53: (EM) log likelihood = -28504.129
Iteration 54: (EM) log likelihood = -28503.384
Iteration 55: (EM) log likelihood = -28502.806
Iteration 56: (EM) log likelihood = -28502.235
Iteration 57: (EM) log likelihood = -28501.728
Iteration 58: (EM) log likelihood = -28501.216
Iteration 59: (EM) log likelihood = -28500.687
Iteration 60: (EM) log likelihood = -28500.185
Iteration 61: (EM) log likelihood = -28499.779
Iteration 62: (EM) log likelihood = -28499.378
Iteration 63: (EM) log likelihood = -28498.988
Iteration 64: (EM) log likelihood = -28498.587
Iteration 65: (EM) log likelihood = -28498.218
Iteration 66: (EM) log likelihood = -28497.823
Iteration 67: (EM) log likelihood = -28497.446
Iteration 68: (EM) log likelihood = -28497.116
Iteration 69: (EM) log likelihood = -28496.754
Iteration 70: (EM) log likelihood = -28496.447
Iteration 71: (EM) log likelihood = -28496.143
Iteration 72: (EM) log likelihood = -28495.761
Iteration 73: (EM) log likelihood = -28495.504
Iteration 74: (EM) log likelihood = -28495.074
Iteration 75: (EM) log likelihood = -28494.804
Iteration 76: (EM) log likelihood = -28494.513
Iteration 77: (EM) log likelihood = -28494.215
Iteration 78: (EM) log likelihood = -28493.902
Iteration 79: (EM) log likelihood = -28493.561
Iteration 80: (EM) log likelihood = -28493.22
Iteration 81: (EM) log likelihood = -28493.046
Iteration 82: (EM) log likelihood = -28492.91
Iteration 83: (EM) log likelihood = -28492.536
Iteration 84: (EM) log likelihood = -28492.184
Iteration 85: (EM) log likelihood = -28491.839
Iteration 86: (EM) log likelihood = -28491.417
Iteration 87: (EM) log likelihood = -28491.105
Iteration 88: (EM) log likelihood = -28490.926
Iteration 89: (EM) log likelihood = -28490.713
Iteration 90: (EM) log likelihood = -28490.52
Iteration 91: (EM) log likelihood = -28490.319
Iteration 92: (EM) log likelihood = -28490.097
Iteration 93: (EM) log likelihood = -28489.906
Iteration 94: (EM) log likelihood = -28489.715
Iteration 95: (EM) log likelihood = -28489.42
Iteration 96: (EM) log likelihood = -28489.244
Iteration 97: (EM) log likelihood = -28488.705
Iteration 98: (EM) log likelihood = -28488.436
Iteration 99: (EM) log likelihood = -28487.974
Iteration 100: (EM) log likelihood = -28487.574
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.6198
Iteration 1: (class) log likelihood = -5249.6198
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29134.513
Iteration 1: (outcome) log likelihood = -28949.71
Iteration 2: (outcome) log likelihood = -28899.33
Iteration 3: (outcome) log likelihood = -28893.527
Iteration 4: (outcome) log likelihood = -28892.866
Iteration 5: (outcome) log likelihood = -28892.814
Iteration 6: (outcome) log likelihood = -28892.802
Iteration 7: (outcome) log likelihood = -28892.799
Iteration 8: (outcome) log likelihood = -28892.799
Iteration 9: (outcome) log likelihood = -28892.799 (not concave)
Iteration 10: (outcome) log likelihood = -28892.799 (not concave)
Iteration 11: (outcome) log likelihood = -28892.799 (not concave)
Iteration 12: (outcome) log likelihood = -28892.799 (not concave)
Iteration 13: (outcome) log likelihood = -28892.799 (not concave)
Iteration 14: (outcome) log likelihood = -28892.799 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34110.174
Iteration 1: (EM) log likelihood = -34015.451
Iteration 2: (EM) log likelihood = -33739.84
Iteration 3: (EM) log likelihood = -33089.563
Iteration 4: (EM) log likelihood = -32090.266
Iteration 5: (EM) log likelihood = -31104.5
Iteration 6: (EM) log likelihood = -30397.028
Iteration 7: (EM) log likelihood = -29976.735
Iteration 8: (EM) log likelihood = -29749.702
Iteration 9: (EM) log likelihood = -29616.549
Iteration 10: (EM) log likelihood = -29520.331
Iteration 11: (EM) log likelihood = -29440.297
Iteration 12: (EM) log likelihood = -29377.539
Iteration 13: (EM) log likelihood = -29323.759
Iteration 14: (EM) log likelihood = -29274.361
Iteration 15: (EM) log likelihood = -29233.699
Iteration 16: (EM) log likelihood = -29196.501
Iteration 17: (EM) log likelihood = -29161.997
Iteration 18: (EM) log likelihood = -29130.95
Iteration 19: (EM) log likelihood = -29103.087
Iteration 20: (EM) log likelihood = -29076.79
Iteration 21: (EM) log likelihood = -29052.629
Iteration 22: (EM) log likelihood = -29031.263
Iteration 23: (EM) log likelihood = -29010.425
Iteration 24: (EM) log likelihood = -28988.685
Iteration 25: (EM) log likelihood = -28969.349
Iteration 26: (EM) log likelihood = -28949.924
Iteration 27: (EM) log likelihood = -28930.752
Iteration 28: (EM) log likelihood = -28910.345
Iteration 29: (EM) log likelihood = -28890.85
Iteration 30: (EM) log likelihood = -28874.042
Iteration 31: (EM) log likelihood = -28855.979
Iteration 32: (EM) log likelihood = -28840.494
Iteration 33: (EM) log likelihood = -28825.996
Iteration 34: (EM) log likelihood = -28811.099
Iteration 35: (EM) log likelihood = -28795.758
Iteration 36: (EM) log likelihood = -28783.693
Iteration 37: (EM) log likelihood = -28769.41
Iteration 38: (EM) log likelihood = -28756.607
Iteration 39: (EM) log likelihood = -28745.889
Iteration 40: (EM) log likelihood = -28733.805
Iteration 41: (EM) log likelihood = -28724.489
Iteration 42: (EM) log likelihood = -28715.298
Iteration 43: (EM) log likelihood = -28707.671
Iteration 44: (EM) log likelihood = -28700.534
Iteration 45: (EM) log likelihood = -28693.755
Iteration 46: (EM) log likelihood = -28686.169
Iteration 47: (EM) log likelihood = -28680.815
Iteration 48: (EM) log likelihood = -28675.756
Iteration 49: (EM) log likelihood = -28670.095
Iteration 50: (EM) log likelihood = -28665.143
Iteration 51: (EM) log likelihood = -28659.493
Iteration 52: (EM) log likelihood = -28654.367
Iteration 53: (EM) log likelihood = -28650.631
Iteration 54: (EM) log likelihood = -28646.174
Iteration 55: (EM) log likelihood = -28642.735
Iteration 56: (EM) log likelihood = -28639.433
Iteration 57: (EM) log likelihood = -28636.546
Iteration 58: (EM) log likelihood = -28633.293
Iteration 59: (EM) log likelihood = -28630.6
Iteration 60: (EM) log likelihood = -28628.83
Iteration 61: (EM) log likelihood = -28626.077
Iteration 62: (EM) log likelihood = -28623.647
Iteration 63: (EM) log likelihood = -28621.658
Iteration 64: (EM) log likelihood = -28618.964
Iteration 65: (EM) log likelihood = -28617.13
Iteration 66: (EM) log likelihood = -28616.007
Iteration 67: (EM) log likelihood = -28615.083
Iteration 68: (EM) log likelihood = -28613.726
Iteration 69: (EM) log likelihood = -28613.281
Iteration 70: (EM) log likelihood = -28611.899
Iteration 71: (EM) log likelihood = -28611.815
Iteration 72: (EM) log likelihood = -28609.945
Iteration 73: (EM) log likelihood = -28609.264
Iteration 74: (EM) log likelihood = -28607.319
Iteration 75: (EM) log likelihood = -28605.144
Iteration 76: (EM) log likelihood = -28602.772
Iteration 77: (EM) log likelihood = -28599.185
Iteration 78: (EM) log likelihood = -28595.152
Iteration 79: (EM) log likelihood = -28589.587
Iteration 80: (EM) log likelihood = -28581.67
Iteration 81: (EM) log likelihood = -28572.299
Iteration 82: (EM) log likelihood = -28560.646
Iteration 83: (EM) log likelihood = -28548.359
Iteration 84: (EM) log likelihood = -28536.565
Iteration 85: (EM) log likelihood = -28522.998
Iteration 86: (EM) log likelihood = -28511.633
Iteration 87: (EM) log likelihood = -28500.713
Iteration 88: (EM) log likelihood = -28493.043
Iteration 89: (EM) log likelihood = -28486.674
Iteration 90: (EM) log likelihood = -28482.153
Iteration 91: (EM) log likelihood = -28479.183
Iteration 92: (EM) log likelihood = -28476.957
Iteration 93: (EM) log likelihood = -28476.113
Iteration 94: (EM) log likelihood = -28475.071
Iteration 95: (EM) log likelihood = -28474.589
Iteration 96: (EM) log likelihood = -28474.34
Iteration 97: (EM) log likelihood = -28474.215
Iteration 98: (EM) log likelihood = -28474.106
Iteration 99: (EM) log likelihood = -28474.45
Iteration 100: (EM) log likelihood = -28474.6
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.6759
Iteration 1: (class) log likelihood = -5249.6759
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29699.295
Iteration 1: (outcome) log likelihood = -29027.202
Iteration 2: (outcome) log likelihood = -28927.273
Iteration 3: (outcome) log likelihood = -28904.287
Iteration 4: (outcome) log likelihood = -28900.547
Iteration 5: (outcome) log likelihood = -28899.685
Iteration 6: (outcome) log likelihood = -28899.501
Iteration 7: (outcome) log likelihood = -28899.458
Iteration 8: (outcome) log likelihood = -28899.451
Iteration 9: (outcome) log likelihood = -28899.451 (not concave)
Iteration 10: (outcome) log likelihood = -28899.451 (not concave)
Iteration 11: (outcome) log likelihood = -28899.451 (not concave)
Iteration 12: (outcome) log likelihood = -28899.451 (not concave)
Iteration 13: (outcome) log likelihood = -28899.451 (not concave)
Iteration 14: (outcome) log likelihood = -28899.451 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34104.875
Iteration 1: (EM) log likelihood = -33951.03
Iteration 2: (EM) log likelihood = -33526.012
Iteration 3: (EM) log likelihood = -32665.613
Iteration 4: (EM) log likelihood = -31697.578
Iteration 5: (EM) log likelihood = -31011.142
Iteration 6: (EM) log likelihood = -30503.885
Iteration 7: (EM) log likelihood = -30110.276
Iteration 8: (EM) log likelihood = -29839.537
Iteration 9: (EM) log likelihood = -29668.745
Iteration 10: (EM) log likelihood = -29552.447
Iteration 11: (EM) log likelihood = -29460.92
Iteration 12: (EM) log likelihood = -29379.022
Iteration 13: (EM) log likelihood = -29307.641
Iteration 14: (EM) log likelihood = -29246.076
Iteration 15: (EM) log likelihood = -29191.742
Iteration 16: (EM) log likelihood = -29147.693
Iteration 17: (EM) log likelihood = -29110.911
Iteration 18: (EM) log likelihood = -29082.248
Iteration 19: (EM) log likelihood = -29059.206
Iteration 20: (EM) log likelihood = -29038.689
Iteration 21: (EM) log likelihood = -29013.881
Iteration 22: (EM) log likelihood = -28993.155
Iteration 23: (EM) log likelihood = -28975.259
Iteration 24: (EM) log likelihood = -28953.262
Iteration 25: (EM) log likelihood = -28936.227
Iteration 26: (EM) log likelihood = -28915.352
Iteration 27: (EM) log likelihood = -28899.135
Iteration 28: (EM) log likelihood = -28884.896
Iteration 29: (EM) log likelihood = -28870.471
Iteration 30: (EM) log likelihood = -28857.232
Iteration 31: (EM) log likelihood = -28841.415
Iteration 32: (EM) log likelihood = -28829.702
Iteration 33: (EM) log likelihood = -28818.017
Iteration 34: (EM) log likelihood = -28805.757
Iteration 35: (EM) log likelihood = -28790.958
Iteration 36: (EM) log likelihood = -28777.353
Iteration 37: (EM) log likelihood = -28763.88
Iteration 38: (EM) log likelihood = -28749.163
Iteration 39: (EM) log likelihood = -28734.926
Iteration 40: (EM) log likelihood = -28719.193
Iteration 41: (EM) log likelihood = -28704.135
Iteration 42: (EM) log likelihood = -28688.23
Iteration 43: (EM) log likelihood = -28673.834
Iteration 44: (EM) log likelihood = -28659.798
Iteration 45: (EM) log likelihood = -28644.89
Iteration 46: (EM) log likelihood = -28628.992
Iteration 47: (EM) log likelihood = -28615.643
Iteration 48: (EM) log likelihood = -28603.629
Iteration 49: (EM) log likelihood = -28591.99
Iteration 50: (EM) log likelihood = -28580.902
Iteration 51: (EM) log likelihood = -28570.811
Iteration 52: (EM) log likelihood = -28560.721
Iteration 53: (EM) log likelihood = -28550.64
Iteration 54: (EM) log likelihood = -28539.713
Iteration 55: (EM) log likelihood = -28529.287
Iteration 56: (EM) log likelihood = -28519.591
Iteration 57: (EM) log likelihood = -28510.02
Iteration 58: (EM) log likelihood = -28499.474
Iteration 59: (EM) log likelihood = -28489.876
Iteration 60: (EM) log likelihood = -28480.561
Iteration 61: (EM) log likelihood = -28471.072
Iteration 62: (EM) log likelihood = -28461.901
Iteration 63: (EM) log likelihood = -28453.906
Iteration 64: (EM) log likelihood = -28446.78
Iteration 65: (EM) log likelihood = -28439.942
Iteration 66: (EM) log likelihood = -28433.609
Iteration 67: (EM) log likelihood = -28428.006
Iteration 68: (EM) log likelihood = -28422.83
Iteration 69: (EM) log likelihood = -28418.186
Iteration 70: (EM) log likelihood = -28414.089
Iteration 71: (EM) log likelihood = -28409.984
Iteration 72: (EM) log likelihood = -28406.603
Iteration 73: (EM) log likelihood = -28402.973
Iteration 74: (EM) log likelihood = -28399.632
Iteration 75: (EM) log likelihood = -28397.026
Iteration 76: (EM) log likelihood = -28394.66
Iteration 77: (EM) log likelihood = -28392.343
Iteration 78: (EM) log likelihood = -28390.352
Iteration 79: (EM) log likelihood = -28388.56
Iteration 80: (EM) log likelihood = -28386.852
Iteration 81: (EM) log likelihood = -28384.967
Iteration 82: (EM) log likelihood = -28383.133
Iteration 83: (EM) log likelihood = -28381.337
Iteration 84: (EM) log likelihood = -28379.538
Iteration 85: (EM) log likelihood = -28377.269
Iteration 86: (EM) log likelihood = -28374.796
Iteration 87: (EM) log likelihood = -28372.374
Iteration 88: (EM) log likelihood = -28370.007
Iteration 89: (EM) log likelihood = -28367.714
Iteration 90: (EM) log likelihood = -28365.542
Iteration 91: (EM) log likelihood = -28364.108
Iteration 92: (EM) log likelihood = -28362.87
Iteration 93: (EM) log likelihood = -28362.306
Iteration 94: (EM) log likelihood = -28361.908
Iteration 95: (EM) log likelihood = -28362.272
Iteration 96: (EM) log likelihood = -28362.848
Iteration 97: (EM) log likelihood = -28363.582
Iteration 98: (EM) log likelihood = -28364.954
Iteration 99: (EM) log likelihood = -28366.137
Iteration 100: (EM) log likelihood = -28367.903
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.1395
Iteration 1: (class) log likelihood = -5251.1395
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29765.255
Iteration 1: (outcome) log likelihood = -29080.587
Iteration 2: (outcome) log likelihood = -28942.602
Iteration 3: (outcome) log likelihood = -28919.578
Iteration 4: (outcome) log likelihood = -28914.252
Iteration 5: (outcome) log likelihood = -28913.048
Iteration 6: (outcome) log likelihood = -28912.788
Iteration 7: (outcome) log likelihood = -28912.744
Iteration 8: (outcome) log likelihood = -28912.739
Iteration 9: (outcome) log likelihood = -28912.738 (not concave)
Iteration 10: (outcome) log likelihood = -28912.738 (not concave)
Iteration 11: (outcome) log likelihood = -28912.738 (not concave)
Iteration 12: (outcome) log likelihood = -28912.738 (not concave)
Iteration 13: (outcome) log likelihood = -28912.738 (not concave)
Iteration 14: (outcome) log likelihood = -28912.738 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34147.04
Iteration 1: (EM) log likelihood = -34095.958
Iteration 2: (EM) log likelihood = -33960.172
Iteration 3: (EM) log likelihood = -33640.013
Iteration 4: (EM) log likelihood = -32977.683
Iteration 5: (EM) log likelihood = -32017.267
Iteration 6: (EM) log likelihood = -31026.683
Iteration 7: (EM) log likelihood = -30197.453
Iteration 8: (EM) log likelihood = -29674.716
Iteration 9: (EM) log likelihood = -29421.978
Iteration 10: (EM) log likelihood = -29297.285
Iteration 11: (EM) log likelihood = -29225.503
Iteration 12: (EM) log likelihood = -29175.798
Iteration 13: (EM) log likelihood = -29138.139
Iteration 14: (EM) log likelihood = -29105.113
Iteration 15: (EM) log likelihood = -29074.946
Iteration 16: (EM) log likelihood = -29047.619
Iteration 17: (EM) log likelihood = -29021.86
Iteration 18: (EM) log likelihood = -29002.25
Iteration 19: (EM) log likelihood = -28983.795
Iteration 20: (EM) log likelihood = -28968.737
Iteration 21: (EM) log likelihood = -28956.215
Iteration 22: (EM) log likelihood = -28946.122
Iteration 23: (EM) log likelihood = -28937.297
Iteration 24: (EM) log likelihood = -28931.921
Iteration 25: (EM) log likelihood = -28926.202
Iteration 26: (EM) log likelihood = -28921.565
Iteration 27: (EM) log likelihood = -28917.879
Iteration 28: (EM) log likelihood = -28914.652
Iteration 29: (EM) log likelihood = -28911.948
Iteration 30: (EM) log likelihood = -28910.487
Iteration 31: (EM) log likelihood = -28907.811
Iteration 32: (EM) log likelihood = -28906.221
Iteration 33: (EM) log likelihood = -28904.321
Iteration 34: (EM) log likelihood = -28901.921
Iteration 35: (EM) log likelihood = -28899.586
Iteration 36: (EM) log likelihood = -28894.271
Iteration 37: (EM) log likelihood = -28891.514
Iteration 38: (EM) log likelihood = -28887.503
Iteration 39: (EM) log likelihood = -28883.013
Iteration 40: (EM) log likelihood = -28877.665
Iteration 41: (EM) log likelihood = -28871.669
Iteration 42: (EM) log likelihood = -28860.974
Iteration 43: (EM) log likelihood = -28848.216
Iteration 44: (EM) log likelihood = -28837.715
Iteration 45: (EM) log likelihood = -28831.671
Iteration 46: (EM) log likelihood = -28827.739
Iteration 47: (EM) log likelihood = -28823.08
Iteration 48: (EM) log likelihood = -28819.157
Iteration 49: (EM) log likelihood = -28816.767
Iteration 50: (EM) log likelihood = -28813.52
Iteration 51: (EM) log likelihood = -28810.239
Iteration 52: (EM) log likelihood = -28807.401
Iteration 53: (EM) log likelihood = -28804.998
Iteration 54: (EM) log likelihood = -28802.275
Iteration 55: (EM) log likelihood = -28800.432
Iteration 56: (EM) log likelihood = -28798.134
Iteration 57: (EM) log likelihood = -28796.901
Iteration 58: (EM) log likelihood = -28794.043
Iteration 59: (EM) log likelihood = -28791.302
Iteration 60: (EM) log likelihood = -28789.018
Iteration 61: (EM) log likelihood = -28786.984
Iteration 62: (EM) log likelihood = -28784.533
Iteration 63: (EM) log likelihood = -28782.274
Iteration 64: (EM) log likelihood = -28779.262
Iteration 65: (EM) log likelihood = -28777.846
Iteration 66: (EM) log likelihood = -28775.654
Iteration 67: (EM) log likelihood = -28773.946
Iteration 68: (EM) log likelihood = -28771.987
Iteration 69: (EM) log likelihood = -28769.819
Iteration 70: (EM) log likelihood = -28767.481
Iteration 71: (EM) log likelihood = -28765.273
Iteration 72: (EM) log likelihood = -28762.026
Iteration 73: (EM) log likelihood = -28759.443
Iteration 74: (EM) log likelihood = -28757.426
Iteration 75: (EM) log likelihood = -28755.241
Iteration 76: (EM) log likelihood = -28753.935
Iteration 77: (EM) log likelihood = -28751.259
Iteration 78: (EM) log likelihood = -28748.282
Iteration 79: (EM) log likelihood = -28745.776
Iteration 80: (EM) log likelihood = -28744.176
Iteration 81: (EM) log likelihood = -28741.067
Iteration 82: (EM) log likelihood = -28738.282
Iteration 83: (EM) log likelihood = -28735.715
Iteration 84: (EM) log likelihood = -28732.904
Iteration 85: (EM) log likelihood = -28729.722
Iteration 86: (EM) log likelihood = -28726.758
Iteration 87: (EM) log likelihood = -28724.056
Iteration 88: (EM) log likelihood = -28721.272
Iteration 89: (EM) log likelihood = -28718.595
Iteration 90: (EM) log likelihood = -28716.045
Iteration 91: (EM) log likelihood = -28713.315
Iteration 92: (EM) log likelihood = -28710.051
Iteration 93: (EM) log likelihood = -28707.615
Iteration 94: (EM) log likelihood = -28705.13
Iteration 95: (EM) log likelihood = -28702.779
Iteration 96: (EM) log likelihood = -28700.415
Iteration 97: (EM) log likelihood = -28697.121
Iteration 98: (EM) log likelihood = -28694.735
Iteration 99: (EM) log likelihood = -28692.599
Iteration 100: (EM) log likelihood = -28690.184
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5248.9004
Iteration 1: (class) log likelihood = -5248.9004
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29135.378
Iteration 1: (outcome) log likelihood = -28958.094
Iteration 2: (outcome) log likelihood = -28910.595
Iteration 3: (outcome) log likelihood = -28905.193
Iteration 4: (outcome) log likelihood = -28904.597
Iteration 5: (outcome) log likelihood = -28904.546
Iteration 6: (outcome) log likelihood = -28904.534
Iteration 7: (outcome) log likelihood = -28904.532
Iteration 8: (outcome) log likelihood = -28904.531
Iteration 9: (outcome) log likelihood = -28904.531 (not concave)
Iteration 10: (outcome) log likelihood = -28904.531 (not concave)
Iteration 11: (outcome) log likelihood = -28904.531 (not concave)
Iteration 12: (outcome) log likelihood = -28904.531 (not concave)
Iteration 13: (outcome) log likelihood = -28904.531 (not concave)
Iteration 14: (outcome) log likelihood = -28904.531 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34121.947
Iteration 1: (EM) log likelihood = -34018.815
Iteration 2: (EM) log likelihood = -33686.38
Iteration 3: (EM) log likelihood = -32918.54
Iteration 4: (EM) log likelihood = -31962.253
Iteration 5: (EM) log likelihood = -31188.166
Iteration 6: (EM) log likelihood = -30598.742
Iteration 7: (EM) log likelihood = -30138.422
Iteration 8: (EM) log likelihood = -29791.567
Iteration 9: (EM) log likelihood = -29542.364
Iteration 10: (EM) log likelihood = -29359.269
Iteration 11: (EM) log likelihood = -29225.26
Iteration 12: (EM) log likelihood = -29126.317
Iteration 13: (EM) log likelihood = -29050.491
Iteration 14: (EM) log likelihood = -28989.225
Iteration 15: (EM) log likelihood = -28936.341
Iteration 16: (EM) log likelihood = -28890.868
Iteration 17: (EM) log likelihood = -28851.94
Iteration 18: (EM) log likelihood = -28819.653
Iteration 19: (EM) log likelihood = -28789.991
Iteration 20: (EM) log likelihood = -28759.98
Iteration 21: (EM) log likelihood = -28732.45
Iteration 22: (EM) log likelihood = -28706.551
Iteration 23: (EM) log likelihood = -28683.222
Iteration 24: (EM) log likelihood = -28664.093
Iteration 25: (EM) log likelihood = -28646.583
Iteration 26: (EM) log likelihood = -28628.704
Iteration 27: (EM) log likelihood = -28614.807
Iteration 28: (EM) log likelihood = -28599.898
Iteration 29: (EM) log likelihood = -28587.005
Iteration 30: (EM) log likelihood = -28574.376
Iteration 31: (EM) log likelihood = -28564.311
Iteration 32: (EM) log likelihood = -28553.519
Iteration 33: (EM) log likelihood = -28542.88
Iteration 34: (EM) log likelihood = -28533.996
Iteration 35: (EM) log likelihood = -28525.629
Iteration 36: (EM) log likelihood = -28518.221
Iteration 37: (EM) log likelihood = -28511.349
Iteration 38: (EM) log likelihood = -28502.655
Iteration 39: (EM) log likelihood = -28496.082
Iteration 40: (EM) log likelihood = -28489.976
Iteration 41: (EM) log likelihood = -28483.935
Iteration 42: (EM) log likelihood = -28478.169
Iteration 43: (EM) log likelihood = -28471.836
Iteration 44: (EM) log likelihood = -28466.42
Iteration 45: (EM) log likelihood = -28461.658
Iteration 46: (EM) log likelihood = -28456.835
Iteration 47: (EM) log likelihood = -28452.083
Iteration 48: (EM) log likelihood = -28447.857
Iteration 49: (EM) log likelihood = -28442.72
Iteration 50: (EM) log likelihood = -28437.299
Iteration 51: (EM) log likelihood = -28431.532
Iteration 52: (EM) log likelihood = -28426.902
Iteration 53: (EM) log likelihood = -28421.414
Iteration 54: (EM) log likelihood = -28414.062
Iteration 55: (EM) log likelihood = -28409.67
Iteration 56: (EM) log likelihood = -28403.411
Iteration 57: (EM) log likelihood = -28395.96
Iteration 58: (EM) log likelihood = -28389.959
Iteration 59: (EM) log likelihood = -28383.455
Iteration 60: (EM) log likelihood = -28375.261
Iteration 61: (EM) log likelihood = -28369.017
Iteration 62: (EM) log likelihood = -28362.588
Iteration 63: (EM) log likelihood = -28353.77
Iteration 64: (EM) log likelihood = -28344.641
Iteration 65: (EM) log likelihood = -28336.799
Iteration 66: (EM) log likelihood = -28329.305
Iteration 67: (EM) log likelihood = -28320.903
Iteration 68: (EM) log likelihood = -28311.721
Iteration 69: (EM) log likelihood = -28303.86
Iteration 70: (EM) log likelihood = -28294.469
Iteration 71: (EM) log likelihood = -28285.871
Iteration 72: (EM) log likelihood = -28278.009
Iteration 73: (EM) log likelihood = -28269.8
Iteration 74: (EM) log likelihood = -28260.983
Iteration 75: (EM) log likelihood = -28252.873
Iteration 76: (EM) log likelihood = -28244.453
Iteration 77: (EM) log likelihood = -28235.495
Iteration 78: (EM) log likelihood = -28228.134
Iteration 79: (EM) log likelihood = -28221.136
Iteration 80: (EM) log likelihood = -28214.177
Iteration 81: (EM) log likelihood = -28207.701
Iteration 82: (EM) log likelihood = -28201.67
Iteration 83: (EM) log likelihood = -28196.093
Iteration 84: (EM) log likelihood = -28190.821
Iteration 85: (EM) log likelihood = -28185.723
Iteration 86: (EM) log likelihood = -28180.93
Iteration 87: (EM) log likelihood = -28176.653
Iteration 88: (EM) log likelihood = -28172.411
Iteration 89: (EM) log likelihood = -28168.316
Iteration 90: (EM) log likelihood = -28164.556
Iteration 91: (EM) log likelihood = -28161.099
Iteration 92: (EM) log likelihood = -28157.904
Iteration 93: (EM) log likelihood = -28154.845
Iteration 94: (EM) log likelihood = -28151.995
Iteration 95: (EM) log likelihood = -28149.156
Iteration 96: (EM) log likelihood = -28146.571
Iteration 97: (EM) log likelihood = -28144.082
Iteration 98: (EM) log likelihood = -28141.708
Iteration 99: (EM) log likelihood = -28139.439
Iteration 100: (EM) log likelihood = -28137.281
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.4676
Iteration 1: (class) log likelihood = -5251.4676
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.385
Iteration 1: (outcome) log likelihood = -28979.172
Iteration 2: (outcome) log likelihood = -28903.412
Iteration 3: (outcome) log likelihood = -28896.788
Iteration 4: (outcome) log likelihood = -28896.104
Iteration 5: (outcome) log likelihood = -28896.042
Iteration 6: (outcome) log likelihood = -28896.03
Iteration 7: (outcome) log likelihood = -28896.028
Iteration 8: (outcome) log likelihood = -28896.027
Iteration 9: (outcome) log likelihood = -28896.027
Iteration 10: (outcome) log likelihood = -28896.027 (not concave)
Iteration 11: (outcome) log likelihood = -28896.027 (not concave)
Iteration 12: (outcome) log likelihood = -28896.027 (not concave)
Iteration 13: (outcome) log likelihood = -28896.027 (not concave)
Iteration 14: (outcome) log likelihood = -28896.027 (not concave)
Iteration 15: (outcome) log likelihood = -28896.027 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34093.176
Iteration 1: (EM) log likelihood = -33897.109
Iteration 2: (EM) log likelihood = -33448.591
Iteration 3: (EM) log likelihood = -32743.547
Iteration 4: (EM) log likelihood = -31966.764
Iteration 5: (EM) log likelihood = -31302.637
Iteration 6: (EM) log likelihood = -30769.532
Iteration 7: (EM) log likelihood = -30338.842
Iteration 8: (EM) log likelihood = -29992.39
Iteration 9: (EM) log likelihood = -29726.967
Iteration 10: (EM) log likelihood = -29504.94
Iteration 11: (EM) log likelihood = -29306.913
Iteration 12: (EM) log likelihood = -29141.686
Iteration 13: (EM) log likelihood = -29012.64
Iteration 14: (EM) log likelihood = -28916.035
Iteration 15: (EM) log likelihood = -28842.132
Iteration 16: (EM) log likelihood = -28781.758
Iteration 17: (EM) log likelihood = -28734.652
Iteration 18: (EM) log likelihood = -28695.75
Iteration 19: (EM) log likelihood = -28659.858
Iteration 20: (EM) log likelihood = -28633.69
Iteration 21: (EM) log likelihood = -28609.845
Iteration 22: (EM) log likelihood = -28589.665
Iteration 23: (EM) log likelihood = -28569.241
Iteration 24: (EM) log likelihood = -28551.46
Iteration 25: (EM) log likelihood = -28533.153
Iteration 26: (EM) log likelihood = -28520.956
Iteration 27: (EM) log likelihood = -28508.551
Iteration 28: (EM) log likelihood = -28494.476
Iteration 29: (EM) log likelihood = -28484.253
Iteration 30: (EM) log likelihood = -28472.868
Iteration 31: (EM) log likelihood = -28462.08
Iteration 32: (EM) log likelihood = -28453.321
Iteration 33: (EM) log likelihood = -28442.877
Iteration 34: (EM) log likelihood = -28432.147
Iteration 35: (EM) log likelihood = -28424.609
Iteration 36: (EM) log likelihood = -28417.025
Iteration 37: (EM) log likelihood = -28406.952
Iteration 38: (EM) log likelihood = -28399.825
Iteration 39: (EM) log likelihood = -28391.989
Iteration 40: (EM) log likelihood = -28382.853
Iteration 41: (EM) log likelihood = -28373.362
Iteration 42: (EM) log likelihood = -28365.803
Iteration 43: (EM) log likelihood = -28358.676
Iteration 44: (EM) log likelihood = -28351.383
Iteration 45: (EM) log likelihood = -28345.253
Iteration 46: (EM) log likelihood = -28340.075
Iteration 47: (EM) log likelihood = -28335.681
Iteration 48: (EM) log likelihood = -28331.394
Iteration 49: (EM) log likelihood = -28326.694
Iteration 50: (EM) log likelihood = -28320.996
Iteration 51: (EM) log likelihood = -28316.863
Iteration 52: (EM) log likelihood = -28311.683
Iteration 53: (EM) log likelihood = -28308.405
Iteration 54: (EM) log likelihood = -28305.724
Iteration 55: (EM) log likelihood = -28303.243
Iteration 56: (EM) log likelihood = -28300.222
Iteration 57: (EM) log likelihood = -28297.905
Iteration 58: (EM) log likelihood = -28295.294
Iteration 59: (EM) log likelihood = -28293.485
Iteration 60: (EM) log likelihood = -28291.49
Iteration 61: (EM) log likelihood = -28288.948
Iteration 62: (EM) log likelihood = -28287.147
Iteration 63: (EM) log likelihood = -28285.326
Iteration 64: (EM) log likelihood = -28283.488
Iteration 65: (EM) log likelihood = -28281.662
Iteration 66: (EM) log likelihood = -28280.021
Iteration 67: (EM) log likelihood = -28278.343
Iteration 68: (EM) log likelihood = -28276.929
Iteration 69: (EM) log likelihood = -28275.503
Iteration 70: (EM) log likelihood = -28273.977
Iteration 71: (EM) log likelihood = -28272.627
Iteration 72: (EM) log likelihood = -28271.01
Iteration 73: (EM) log likelihood = -28269.659
Iteration 74: (EM) log likelihood = -28266.934
Iteration 75: (EM) log likelihood = -28265.439
Iteration 76: (EM) log likelihood = -28263.906
Iteration 77: (EM) log likelihood = -28262.493
Iteration 78: (EM) log likelihood = -28261.186
Iteration 79: (EM) log likelihood = -28259.503
Iteration 80: (EM) log likelihood = -28258.017
Iteration 81: (EM) log likelihood = -28256.489
Iteration 82: (EM) log likelihood = -28255.254
Iteration 83: (EM) log likelihood = -28254.038
Iteration 84: (EM) log likelihood = -28252.855
Iteration 85: (EM) log likelihood = -28251.701
Iteration 86: (EM) log likelihood = -28250.535
Iteration 87: (EM) log likelihood = -28248.618
Iteration 88: (EM) log likelihood = -28247.332
Iteration 89: (EM) log likelihood = -28246.024
Iteration 90: (EM) log likelihood = -28244.885
Iteration 91: (EM) log likelihood = -28244.089
Iteration 92: (EM) log likelihood = -28242.712
Iteration 93: (EM) log likelihood = -28240.537
Iteration 94: (EM) log likelihood = -28239.181
Iteration 95: (EM) log likelihood = -28237.595
Iteration 96: (EM) log likelihood = -28236.261
Iteration 97: (EM) log likelihood = -28234.902
Iteration 98: (EM) log likelihood = -28234.079
Iteration 99: (EM) log likelihood = -28232.812
Iteration 100: (EM) log likelihood = -28231.347
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.9296
Iteration 1: (class) log likelihood = -5251.9296
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29695.707
Iteration 1: (outcome) log likelihood = -29048.736
Iteration 2: (outcome) log likelihood = -28937.397
Iteration 3: (outcome) log likelihood = -28918.362
Iteration 4: (outcome) log likelihood = -28914.942
Iteration 5: (outcome) log likelihood = -28914.209
Iteration 6: (outcome) log likelihood = -28914.054
Iteration 7: (outcome) log likelihood = -28914.025
Iteration 8: (outcome) log likelihood = -28914.022 (not concave)
Iteration 9: (outcome) log likelihood = -28914.022 (not concave)
Iteration 10: (outcome) log likelihood = -28914.022 (not concave)
Iteration 11: (outcome) log likelihood = -28914.022 (not concave)
Iteration 12: (outcome) log likelihood = -28914.022 (not concave)
Iteration 13: (outcome) log likelihood = -28914.022 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34149.97
Iteration 1: (EM) log likelihood = -34083.424
Iteration 2: (EM) log likelihood = -33866.601
Iteration 3: (EM) log likelihood = -33271.589
Iteration 4: (EM) log likelihood = -32201.144
Iteration 5: (EM) log likelihood = -31135.638
Iteration 6: (EM) log likelihood = -30416.307
Iteration 7: (EM) log likelihood = -30001.046
Iteration 8: (EM) log likelihood = -29787.201
Iteration 9: (EM) log likelihood = -29670.306
Iteration 10: (EM) log likelihood = -29594.835
Iteration 11: (EM) log likelihood = -29543.528
Iteration 12: (EM) log likelihood = -29501.67
Iteration 13: (EM) log likelihood = -29456.73
Iteration 14: (EM) log likelihood = -29408.438
Iteration 15: (EM) log likelihood = -29353
Iteration 16: (EM) log likelihood = -29292.877
Iteration 17: (EM) log likelihood = -29233.795
Iteration 18: (EM) log likelihood = -29180.401
Iteration 19: (EM) log likelihood = -29133.693
Iteration 20: (EM) log likelihood = -29098.118
Iteration 21: (EM) log likelihood = -29070.933
Iteration 22: (EM) log likelihood = -29048.925
Iteration 23: (EM) log likelihood = -29031.66
Iteration 24: (EM) log likelihood = -29015.742
Iteration 25: (EM) log likelihood = -29004.928
Iteration 26: (EM) log likelihood = -28994.62
Iteration 27: (EM) log likelihood = -28986.552
Iteration 28: (EM) log likelihood = -28979.255
Iteration 29: (EM) log likelihood = -28972.543
Iteration 30: (EM) log likelihood = -28967.993
Iteration 31: (EM) log likelihood = -28964.238
Iteration 32: (EM) log likelihood = -28960.393
Iteration 33: (EM) log likelihood = -28955.426
Iteration 34: (EM) log likelihood = -28952.249
Iteration 35: (EM) log likelihood = -28950.275
Iteration 36: (EM) log likelihood = -28946.491
Iteration 37: (EM) log likelihood = -28944.046
Iteration 38: (EM) log likelihood = -28941.52
Iteration 39: (EM) log likelihood = -28938.715
Iteration 40: (EM) log likelihood = -28935.794
Iteration 41: (EM) log likelihood = -28932.988
Iteration 42: (EM) log likelihood = -28931.284
Iteration 43: (EM) log likelihood = -28928.2
Iteration 44: (EM) log likelihood = -28921.488
Iteration 45: (EM) log likelihood = -28916.796
Iteration 46: (EM) log likelihood = -28912.087
Iteration 47: (EM) log likelihood = -28906.36
Iteration 48: (EM) log likelihood = -28899.748
Iteration 49: (EM) log likelihood = -28893.422
Iteration 50: (EM) log likelihood = -28884.857
Iteration 51: (EM) log likelihood = -28875.243
Iteration 52: (EM) log likelihood = -28861.345
Iteration 53: (EM) log likelihood = -28846.778
Iteration 54: (EM) log likelihood = -28835.502
Iteration 55: (EM) log likelihood = -28822.341
Iteration 56: (EM) log likelihood = -28804.519
Iteration 57: (EM) log likelihood = -28787.427
Iteration 58: (EM) log likelihood = -28772.781
Iteration 59: (EM) log likelihood = -28759.753
Iteration 60: (EM) log likelihood = -28746.169
Iteration 61: (EM) log likelihood = -28731.322
Iteration 62: (EM) log likelihood = -28717.57
Iteration 63: (EM) log likelihood = -28697.867
Iteration 64: (EM) log likelihood = -28687.955
Iteration 65: (EM) log likelihood = -28676.648
Iteration 66: (EM) log likelihood = -28668.246
Iteration 67: (EM) log likelihood = -28660.81
Iteration 68: (EM) log likelihood = -28655
Iteration 69: (EM) log likelihood = -28649.518
Iteration 70: (EM) log likelihood = -28642.401
Iteration 71: (EM) log likelihood = -28634.542
Iteration 72: (EM) log likelihood = -28629.17
Iteration 73: (EM) log likelihood = -28625.573
Iteration 74: (EM) log likelihood = -28620.845
Iteration 75: (EM) log likelihood = -28617.919
Iteration 76: (EM) log likelihood = -28615.249
Iteration 77: (EM) log likelihood = -28612.413
Iteration 78: (EM) log likelihood = -28610.264
Iteration 79: (EM) log likelihood = -28608.092
Iteration 80: (EM) log likelihood = -28606.139
Iteration 81: (EM) log likelihood = -28602.02
Iteration 82: (EM) log likelihood = -28590.906
Iteration 83: (EM) log likelihood = -28588.348
Iteration 84: (EM) log likelihood = -28586.457
Iteration 85: (EM) log likelihood = -28583.276
Iteration 86: (EM) log likelihood = -28581.796
Iteration 87: (EM) log likelihood = -28580.546
Iteration 88: (EM) log likelihood = -28579.569
Iteration 89: (EM) log likelihood = -28578.381
Iteration 90: (EM) log likelihood = -28576.058
Iteration 91: (EM) log likelihood = -28575.216
Iteration 92: (EM) log likelihood = -28574.157
Iteration 93: (EM) log likelihood = -28573.346
Iteration 94: (EM) log likelihood = -28572.287
Iteration 95: (EM) log likelihood = -28568.096
Iteration 96: (EM) log likelihood = -28567.208
Iteration 97: (EM) log likelihood = -28566.361
Iteration 98: (EM) log likelihood = -28564.42
Iteration 99: (EM) log likelihood = -28563.771
Iteration 100: (EM) log likelihood = -28562.68
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.8723
Iteration 1: (class) log likelihood = -5251.8723
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29148.185
Iteration 1: (outcome) log likelihood = -28944.657
Iteration 2: (outcome) log likelihood = -28922.685
Iteration 3: (outcome) log likelihood = -28921.054
Iteration 4: (outcome) log likelihood = -28920.802
Iteration 5: (outcome) log likelihood = -28920.757
Iteration 6: (outcome) log likelihood = -28920.747
Iteration 7: (outcome) log likelihood = -28920.744
Iteration 8: (outcome) log likelihood = -28920.744
Iteration 9: (outcome) log likelihood = -28920.744
Iteration 10: (outcome) log likelihood = -28920.744 (not concave)
Iteration 11: (outcome) log likelihood = -28920.744 (not concave)
Iteration 12: (outcome) log likelihood = -28920.744 (not concave)
Iteration 13: (outcome) log likelihood = -28920.744 (not concave)
Iteration 14: (outcome) log likelihood = -28920.744 (not concave)
Iteration 15: (outcome) log likelihood = -28920.744 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34154.643
Iteration 1: (EM) log likelihood = -34077.262
Iteration 2: (EM) log likelihood = -33801.529
Iteration 3: (EM) log likelihood = -33080.233
Iteration 4: (EM) log likelihood = -32021.112
Iteration 5: (EM) log likelihood = -31187.996
Iteration 6: (EM) log likelihood = -30623.124
Iteration 7: (EM) log likelihood = -30212.987
Iteration 8: (EM) log likelihood = -29931.5
Iteration 9: (EM) log likelihood = -29741.776
Iteration 10: (EM) log likelihood = -29600.03
Iteration 11: (EM) log likelihood = -29482.947
Iteration 12: (EM) log likelihood = -29379.715
Iteration 13: (EM) log likelihood = -29289.843
Iteration 14: (EM) log likelihood = -29215.528
Iteration 15: (EM) log likelihood = -29153.727
Iteration 16: (EM) log likelihood = -29102.431
Iteration 17: (EM) log likelihood = -29057.444
Iteration 18: (EM) log likelihood = -29017.47
Iteration 19: (EM) log likelihood = -28978.355
Iteration 20: (EM) log likelihood = -28941.518
Iteration 21: (EM) log likelihood = -28906.52
Iteration 22: (EM) log likelihood = -28872.492
Iteration 23: (EM) log likelihood = -28840.36
Iteration 24: (EM) log likelihood = -28807.984
Iteration 25: (EM) log likelihood = -28777.351
Iteration 26: (EM) log likelihood = -28747.021
Iteration 27: (EM) log likelihood = -28718.92
Iteration 28: (EM) log likelihood = -28690.807
Iteration 29: (EM) log likelihood = -28661.499
Iteration 30: (EM) log likelihood = -28633.335
Iteration 31: (EM) log likelihood = -28604.558
Iteration 32: (EM) log likelihood = -28575.525
Iteration 33: (EM) log likelihood = -28546.435
Iteration 34: (EM) log likelihood = -28518.759
Iteration 35: (EM) log likelihood = -28490.752
Iteration 36: (EM) log likelihood = -28460.162
Iteration 37: (EM) log likelihood = -28429.766
Iteration 38: (EM) log likelihood = -28399.042
Iteration 39: (EM) log likelihood = -28368.466
Iteration 40: (EM) log likelihood = -28342.436
Iteration 41: (EM) log likelihood = -28314.743
Iteration 42: (EM) log likelihood = -28289.122
Iteration 43: (EM) log likelihood = -28264.202
Iteration 44: (EM) log likelihood = -28239.432
Iteration 45: (EM) log likelihood = -28214.348
Iteration 46: (EM) log likelihood = -28191.564
Iteration 47: (EM) log likelihood = -28170.249
Iteration 48: (EM) log likelihood = -28152.196
Iteration 49: (EM) log likelihood = -28135.206
Iteration 50: (EM) log likelihood = -28115.427
Iteration 51: (EM) log likelihood = -28098.14
Iteration 52: (EM) log likelihood = -28085.03
Iteration 53: (EM) log likelihood = -28073.077
Iteration 54: (EM) log likelihood = -28063.026
Iteration 55: (EM) log likelihood = -28053.348
Iteration 56: (EM) log likelihood = -28044.018
Iteration 57: (EM) log likelihood = -28036.926
Iteration 58: (EM) log likelihood = -28030.395
Iteration 59: (EM) log likelihood = -28023.55
Iteration 60: (EM) log likelihood = -28018.038
Iteration 61: (EM) log likelihood = -28013.563
Iteration 62: (EM) log likelihood = -28007.509
Iteration 63: (EM) log likelihood = -28003.199
Iteration 64: (EM) log likelihood = -27999.635
Iteration 65: (EM) log likelihood = -27996.416
Iteration 66: (EM) log likelihood = -27993.507
Iteration 67: (EM) log likelihood = -27990.544
Iteration 68: (EM) log likelihood = -27988.646
Iteration 69: (EM) log likelihood = -27985.287
Iteration 70: (EM) log likelihood = -27982.84
Iteration 71: (EM) log likelihood = -27980.758
Iteration 72: (EM) log likelihood = -27978.554
Iteration 73: (EM) log likelihood = -27975.542
Iteration 74: (EM) log likelihood = -27972.4
Iteration 75: (EM) log likelihood = -27970.334
Iteration 76: (EM) log likelihood = -27968.269
Iteration 77: (EM) log likelihood = -27966.392
Iteration 78: (EM) log likelihood = -27964.054
Iteration 79: (EM) log likelihood = -27962.206
Iteration 80: (EM) log likelihood = -27960.747
Iteration 81: (EM) log likelihood = -27959.522
Iteration 82: (EM) log likelihood = -27958.332
Iteration 83: (EM) log likelihood = -27957.604
Iteration 84: (EM) log likelihood = -27956.155
Iteration 85: (EM) log likelihood = -27951.104
Iteration 86: (EM) log likelihood = -27949.184
Iteration 87: (EM) log likelihood = -27947.705
Iteration 88: (EM) log likelihood = -27946.512
Iteration 89: (EM) log likelihood = -27942.463
Iteration 90: (EM) log likelihood = -27940.575
Iteration 91: (EM) log likelihood = -27938.95
Iteration 92: (EM) log likelihood = -27937.793
Iteration 93: (EM) log likelihood = -27936.87
Iteration 94: (EM) log likelihood = -27935.704
Iteration 95: (EM) log likelihood = -27934.767
Iteration 96: (EM) log likelihood = -27933.763
Iteration 97: (EM) log likelihood = -27932.97
Iteration 98: (EM) log likelihood = -27932.218
Iteration 99: (EM) log likelihood = -27931.392
Iteration 100: (EM) log likelihood = -27930.78
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.8067
Iteration 1: (class) log likelihood = -5251.8067
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29136.061
Iteration 1: (outcome) log likelihood = -28933.409
Iteration 2: (outcome) log likelihood = -28905.826
Iteration 3: (outcome) log likelihood = -28903.705
Iteration 4: (outcome) log likelihood = -28903.431
Iteration 5: (outcome) log likelihood = -28903.381
Iteration 6: (outcome) log likelihood = -28903.37
Iteration 7: (outcome) log likelihood = -28903.367
Iteration 8: (outcome) log likelihood = -28903.366
Iteration 9: (outcome) log likelihood = -28903.366
Iteration 10: (outcome) log likelihood = -28903.366 (not concave)
Iteration 11: (outcome) log likelihood = -28903.366 (not concave)
Iteration 12: (outcome) log likelihood = -28903.366 (not concave)
Iteration 13: (outcome) log likelihood = -28903.366 (not concave)
Iteration 14: (outcome) log likelihood = -28903.366 (not concave)
Iteration 15: (outcome) log likelihood = -28903.366 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34127.533
Iteration 1: (EM) log likelihood = -34016.752
Iteration 2: (EM) log likelihood = -33672.678
Iteration 3: (EM) log likelihood = -32897.42
Iteration 4: (EM) log likelihood = -31907.553
Iteration 5: (EM) log likelihood = -31238.531
Iteration 6: (EM) log likelihood = -30863.523
Iteration 7: (EM) log likelihood = -30626.467
Iteration 8: (EM) log likelihood = -30454.607
Iteration 9: (EM) log likelihood = -30298.068
Iteration 10: (EM) log likelihood = -30132.349
Iteration 11: (EM) log likelihood = -29970.577
Iteration 12: (EM) log likelihood = -29809.794
Iteration 13: (EM) log likelihood = -29667.406
Iteration 14: (EM) log likelihood = -29551.627
Iteration 15: (EM) log likelihood = -29458.366
Iteration 16: (EM) log likelihood = -29383.814
Iteration 17: (EM) log likelihood = -29320.762
Iteration 18: (EM) log likelihood = -29262.317
Iteration 19: (EM) log likelihood = -29213.022
Iteration 20: (EM) log likelihood = -29171.415
Iteration 21: (EM) log likelihood = -29133.703
Iteration 22: (EM) log likelihood = -29102.032
Iteration 23: (EM) log likelihood = -29070.644
Iteration 24: (EM) log likelihood = -29041.766
Iteration 25: (EM) log likelihood = -29016.042
Iteration 26: (EM) log likelihood = -28991.126
Iteration 27: (EM) log likelihood = -28968.086
Iteration 28: (EM) log likelihood = -28947.025
Iteration 29: (EM) log likelihood = -28928.189
Iteration 30: (EM) log likelihood = -28910.811
Iteration 31: (EM) log likelihood = -28894.775
Iteration 32: (EM) log likelihood = -28879.512
Iteration 33: (EM) log likelihood = -28865.803
Iteration 34: (EM) log likelihood = -28855.163
Iteration 35: (EM) log likelihood = -28845.713
Iteration 36: (EM) log likelihood = -28837.977
Iteration 37: (EM) log likelihood = -28830.835
Iteration 38: (EM) log likelihood = -28824.535
Iteration 39: (EM) log likelihood = -28818.511
Iteration 40: (EM) log likelihood = -28811.212
Iteration 41: (EM) log likelihood = -28803.594
Iteration 42: (EM) log likelihood = -28795.376
Iteration 43: (EM) log likelihood = -28786.319
Iteration 44: (EM) log likelihood = -28775.896
Iteration 45: (EM) log likelihood = -28764.305
Iteration 46: (EM) log likelihood = -28750.245
Iteration 47: (EM) log likelihood = -28733.948
Iteration 48: (EM) log likelihood = -28716.822
Iteration 49: (EM) log likelihood = -28700.751
Iteration 50: (EM) log likelihood = -28685.346
Iteration 51: (EM) log likelihood = -28672.561
Iteration 52: (EM) log likelihood = -28661.966
Iteration 53: (EM) log likelihood = -28652.796
Iteration 54: (EM) log likelihood = -28646.162
Iteration 55: (EM) log likelihood = -28640.308
Iteration 56: (EM) log likelihood = -28636.032
Iteration 57: (EM) log likelihood = -28633.591
Iteration 58: (EM) log likelihood = -28630.354
Iteration 59: (EM) log likelihood = -28628.396
Iteration 60: (EM) log likelihood = -28627.089
Iteration 61: (EM) log likelihood = -28625.214
Iteration 62: (EM) log likelihood = -28623.672
Iteration 63: (EM) log likelihood = -28623.177
Iteration 64: (EM) log likelihood = -28622.202
Iteration 65: (EM) log likelihood = -28621.391
Iteration 66: (EM) log likelihood = -28620.927
Iteration 67: (EM) log likelihood = -28620.293
Iteration 68: (EM) log likelihood = -28619.636
Iteration 69: (EM) log likelihood = -28619.017
Iteration 70: (EM) log likelihood = -28618.113
Iteration 71: (EM) log likelihood = -28618.077
Iteration 72: (EM) log likelihood = -28617.919
Iteration 73: (EM) log likelihood = -28617.9
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.8053
Iteration 1: (class) log likelihood = -5251.8053
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29134.229
Iteration 1: (outcome) log likelihood = -28930.776
Iteration 2: (outcome) log likelihood = -28903.558
Iteration 3: (outcome) log likelihood = -28902.106
Iteration 4: (outcome) log likelihood = -28901.931
Iteration 5: (outcome) log likelihood = -28901.891
Iteration 6: (outcome) log likelihood = -28901.881
Iteration 7: (outcome) log likelihood = -28901.879
Iteration 8: (outcome) log likelihood = -28901.879
Iteration 9: (outcome) log likelihood = -28901.879
Iteration 10: (outcome) log likelihood = -28901.879 (not concave)
Iteration 11: (outcome) log likelihood = -28901.879 (not concave)
Iteration 12: (outcome) log likelihood = -28901.879 (not concave)
Iteration 13: (outcome) log likelihood = -28901.879 (not concave)
Iteration 14: (outcome) log likelihood = -28901.879 (not concave)
Iteration 15: (outcome) log likelihood = -28901.879 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34141.364
Iteration 1: (EM) log likelihood = -34068.522
Iteration 2: (EM) log likelihood = -33873.669
Iteration 3: (EM) log likelihood = -33510.063
Iteration 4: (EM) log likelihood = -32778.433
Iteration 5: (EM) log likelihood = -31670.342
Iteration 6: (EM) log likelihood = -30721.001
Iteration 7: (EM) log likelihood = -30131.02
Iteration 8: (EM) log likelihood = -29792.969
Iteration 9: (EM) log likelihood = -29600.196
Iteration 10: (EM) log likelihood = -29479.915
Iteration 11: (EM) log likelihood = -29396.309
Iteration 12: (EM) log likelihood = -29334.555
Iteration 13: (EM) log likelihood = -29289.468
Iteration 14: (EM) log likelihood = -29252.891
Iteration 15: (EM) log likelihood = -29226.518
Iteration 16: (EM) log likelihood = -29203.869
Iteration 17: (EM) log likelihood = -29181.656
Iteration 18: (EM) log likelihood = -29161.315
Iteration 19: (EM) log likelihood = -29140.73
Iteration 20: (EM) log likelihood = -29119.7
Iteration 21: (EM) log likelihood = -29093.69
Iteration 22: (EM) log likelihood = -29066.119
Iteration 23: (EM) log likelihood = -29039.623
Iteration 24: (EM) log likelihood = -29009.197
Iteration 25: (EM) log likelihood = -28978.867
Iteration 26: (EM) log likelihood = -28946.38
Iteration 27: (EM) log likelihood = -28913.749
Iteration 28: (EM) log likelihood = -28885.102
Iteration 29: (EM) log likelihood = -28860.275
Iteration 30: (EM) log likelihood = -28836.095
Iteration 31: (EM) log likelihood = -28815.498
Iteration 32: (EM) log likelihood = -28796.78
Iteration 33: (EM) log likelihood = -28779.857
Iteration 34: (EM) log likelihood = -28766.663
Iteration 35: (EM) log likelihood = -28752.271
Iteration 36: (EM) log likelihood = -28740.266
Iteration 37: (EM) log likelihood = -28730.46
Iteration 38: (EM) log likelihood = -28718.667
Iteration 39: (EM) log likelihood = -28709.661
Iteration 40: (EM) log likelihood = -28699.742
Iteration 41: (EM) log likelihood = -28688.066
Iteration 42: (EM) log likelihood = -28678.586
Iteration 43: (EM) log likelihood = -28668.162
Iteration 44: (EM) log likelihood = -28655.583
Iteration 45: (EM) log likelihood = -28645.788
Iteration 46: (EM) log likelihood = -28636.404
Iteration 47: (EM) log likelihood = -28627.597
Iteration 48: (EM) log likelihood = -28616.609
Iteration 49: (EM) log likelihood = -28609.523
Iteration 50: (EM) log likelihood = -28603.284
Iteration 51: (EM) log likelihood = -28596.055
Iteration 52: (EM) log likelihood = -28588.678
Iteration 53: (EM) log likelihood = -28581.164
Iteration 54: (EM) log likelihood = -28573.408
Iteration 55: (EM) log likelihood = -28568.796
Iteration 56: (EM) log likelihood = -28564.107
Iteration 57: (EM) log likelihood = -28560.504
Iteration 58: (EM) log likelihood = -28554.722
Iteration 59: (EM) log likelihood = -28545.393
Iteration 60: (EM) log likelihood = -28538.855
Iteration 61: (EM) log likelihood = -28534.147
Iteration 62: (EM) log likelihood = -28531.513
Iteration 63: (EM) log likelihood = -28525.416
Iteration 64: (EM) log likelihood = -28521.794
Iteration 65: (EM) log likelihood = -28515.036
Iteration 66: (EM) log likelihood = -28511.401
Iteration 67: (EM) log likelihood = -28505.79
Iteration 68: (EM) log likelihood = -28501.521
Iteration 69: (EM) log likelihood = -28498.831
Iteration 70: (EM) log likelihood = -28494.845
Iteration 71: (EM) log likelihood = -28490.991
Iteration 72: (EM) log likelihood = -28487.311
Iteration 73: (EM) log likelihood = -28481.138
Iteration 74: (EM) log likelihood = -28479.848
Iteration 75: (EM) log likelihood = -28477.693
Iteration 76: (EM) log likelihood = -28474.265
Iteration 77: (EM) log likelihood = -28471.743
Iteration 78: (EM) log likelihood = -28470.19
Iteration 79: (EM) log likelihood = -28468.519
Iteration 80: (EM) log likelihood = -28465.906
Iteration 81: (EM) log likelihood = -28464.015
Iteration 82: (EM) log likelihood = -28461.456
Iteration 83: (EM) log likelihood = -28458.675
Iteration 84: (EM) log likelihood = -28457.55
Iteration 85: (EM) log likelihood = -28455.949
Iteration 86: (EM) log likelihood = -28454.942
Iteration 87: (EM) log likelihood = -28453.797
Iteration 88: (EM) log likelihood = -28451.908
Iteration 89: (EM) log likelihood = -28449.192
Iteration 90: (EM) log likelihood = -28446.914
Iteration 91: (EM) log likelihood = -28445.77
Iteration 92: (EM) log likelihood = -28444.135
Iteration 93: (EM) log likelihood = -28443.296
Iteration 94: (EM) log likelihood = -28439.814
Iteration 95: (EM) log likelihood = -28438.892
Iteration 96: (EM) log likelihood = -28437.673
Iteration 97: (EM) log likelihood = -28434.403
Iteration 98: (EM) log likelihood = -28431.998
Iteration 99: (EM) log likelihood = -28429.319
Iteration 100: (EM) log likelihood = -28424.165
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.6903
Iteration 1: (class) log likelihood = -5251.6903
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29145.451
Iteration 1: (outcome) log likelihood = -28933.898
Iteration 2: (outcome) log likelihood = -28915.945
Iteration 3: (outcome) log likelihood = -28914.891
Iteration 4: (outcome) log likelihood = -28914.662
Iteration 5: (outcome) log likelihood = -28914.614
Iteration 6: (outcome) log likelihood = -28914.604
Iteration 7: (outcome) log likelihood = -28914.602
Iteration 8: (outcome) log likelihood = -28914.601
Iteration 9: (outcome) log likelihood = -28914.601
Iteration 10: (outcome) log likelihood = -28914.601 (not concave)
Iteration 11: (outcome) log likelihood = -28914.601 (not concave)
Iteration 12: (outcome) log likelihood = -28914.601 (not concave)
Iteration 13: (outcome) log likelihood = -28914.601 (not concave)
Iteration 14: (outcome) log likelihood = -28914.601 (not concave)
Iteration 15: (outcome) log likelihood = -28914.601 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.978
Iteration 1: (EM) log likelihood = -34037.504
Iteration 2: (EM) log likelihood = -33805.253
Iteration 3: (EM) log likelihood = -33249.912
Iteration 4: (EM) log likelihood = -32351.911
Iteration 5: (EM) log likelihood = -31461.55
Iteration 6: (EM) log likelihood = -30766.731
Iteration 7: (EM) log likelihood = -30281.894
Iteration 8: (EM) log likelihood = -29990.764
Iteration 9: (EM) log likelihood = -29814.239
Iteration 10: (EM) log likelihood = -29698.882
Iteration 11: (EM) log likelihood = -29610.251
Iteration 12: (EM) log likelihood = -29535
Iteration 13: (EM) log likelihood = -29471.495
Iteration 14: (EM) log likelihood = -29414.389
Iteration 15: (EM) log likelihood = -29361.643
Iteration 16: (EM) log likelihood = -29311.291
Iteration 17: (EM) log likelihood = -29267.569
Iteration 18: (EM) log likelihood = -29225.326
Iteration 19: (EM) log likelihood = -29182.691
Iteration 20: (EM) log likelihood = -29142.586
Iteration 21: (EM) log likelihood = -29101.814
Iteration 22: (EM) log likelihood = -29063.694
Iteration 23: (EM) log likelihood = -29027.291
Iteration 24: (EM) log likelihood = -28993.928
Iteration 25: (EM) log likelihood = -28960.892
Iteration 26: (EM) log likelihood = -28930.227
Iteration 27: (EM) log likelihood = -28902.509
Iteration 28: (EM) log likelihood = -28877.763
Iteration 29: (EM) log likelihood = -28855.494
Iteration 30: (EM) log likelihood = -28836.334
Iteration 31: (EM) log likelihood = -28812.188
Iteration 32: (EM) log likelihood = -28795.626
Iteration 33: (EM) log likelihood = -28780.802
Iteration 34: (EM) log likelihood = -28766.931
Iteration 35: (EM) log likelihood = -28752.698
Iteration 36: (EM) log likelihood = -28739.246
Iteration 37: (EM) log likelihood = -28725.207
Iteration 38: (EM) log likelihood = -28709.963
Iteration 39: (EM) log likelihood = -28696.098
Iteration 40: (EM) log likelihood = -28682.583
Iteration 41: (EM) log likelihood = -28671.142
Iteration 42: (EM) log likelihood = -28661.321
Iteration 43: (EM) log likelihood = -28652.557
Iteration 44: (EM) log likelihood = -28645.071
Iteration 45: (EM) log likelihood = -28638.189
Iteration 46: (EM) log likelihood = -28632.004
Iteration 47: (EM) log likelihood = -28626.809
Iteration 48: (EM) log likelihood = -28622.184
Iteration 49: (EM) log likelihood = -28617.653
Iteration 50: (EM) log likelihood = -28613.213
Iteration 51: (EM) log likelihood = -28608.455
Iteration 52: (EM) log likelihood = -28604.442
Iteration 53: (EM) log likelihood = -28601.193
Iteration 54: (EM) log likelihood = -28597.836
Iteration 55: (EM) log likelihood = -28594.927
Iteration 56: (EM) log likelihood = -28592.276
Iteration 57: (EM) log likelihood = -28588.767
Iteration 58: (EM) log likelihood = -28586.243
Iteration 59: (EM) log likelihood = -28583.818
Iteration 60: (EM) log likelihood = -28581.345
Iteration 61: (EM) log likelihood = -28578.023
Iteration 62: (EM) log likelihood = -28575.56
Iteration 63: (EM) log likelihood = -28573.107
Iteration 64: (EM) log likelihood = -28570.561
Iteration 65: (EM) log likelihood = -28568.684
Iteration 66: (EM) log likelihood = -28566.037
Iteration 67: (EM) log likelihood = -28563.884
Iteration 68: (EM) log likelihood = -28562.076
Iteration 69: (EM) log likelihood = -28559.173
Iteration 70: (EM) log likelihood = -28557.511
Iteration 71: (EM) log likelihood = -28555.333
Iteration 72: (EM) log likelihood = -28552.286
Iteration 73: (EM) log likelihood = -28550.309
Iteration 74: (EM) log likelihood = -28548.481
Iteration 75: (EM) log likelihood = -28546.531
Iteration 76: (EM) log likelihood = -28544.575
Iteration 77: (EM) log likelihood = -28541.981
Iteration 78: (EM) log likelihood = -28540.315
Iteration 79: (EM) log likelihood = -28538.564
Iteration 80: (EM) log likelihood = -28536.897
Iteration 81: (EM) log likelihood = -28535.194
Iteration 82: (EM) log likelihood = -28533.472
Iteration 83: (EM) log likelihood = -28531.755
Iteration 84: (EM) log likelihood = -28530.314
Iteration 85: (EM) log likelihood = -28529.152
Iteration 86: (EM) log likelihood = -28527.881
Iteration 87: (EM) log likelihood = -28526.536
Iteration 88: (EM) log likelihood = -28525.013
Iteration 89: (EM) log likelihood = -28522.714
Iteration 90: (EM) log likelihood = -28521.535
Iteration 91: (EM) log likelihood = -28519.888
Iteration 92: (EM) log likelihood = -28518.304
Iteration 93: (EM) log likelihood = -28517.037
Iteration 94: (EM) log likelihood = -28516.617
Iteration 95: (EM) log likelihood = -28515.503
Iteration 96: (EM) log likelihood = -28514.175
Iteration 97: (EM) log likelihood = -28512.584
Iteration 98: (EM) log likelihood = -28511.475
Iteration 99: (EM) log likelihood = -28510.209
Iteration 100: (EM) log likelihood = -28508.337
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.5951
Iteration 1: (class) log likelihood = -5252.5951
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.842
Iteration 1: (outcome) log likelihood = -28925.456
Iteration 2: (outcome) log likelihood = -28909.226
Iteration 3: (outcome) log likelihood = -28908.256
Iteration 4: (outcome) log likelihood = -28908.041
Iteration 5: (outcome) log likelihood = -28907.995
Iteration 6: (outcome) log likelihood = -28907.987
Iteration 7: (outcome) log likelihood = -28907.985
Iteration 8: (outcome) log likelihood = -28907.985
Iteration 9: (outcome) log likelihood = -28907.985 (not concave)
Iteration 10: (outcome) log likelihood = -28907.985 (not concave)
Iteration 11: (outcome) log likelihood = -28907.985 (not concave)
Iteration 12: (outcome) log likelihood = -28907.985 (not concave)
Iteration 13: (outcome) log likelihood = -28907.985 (not concave)
Iteration 14: (outcome) log likelihood = -28907.985 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34141.194
Iteration 1: (EM) log likelihood = -34044.105
Iteration 2: (EM) log likelihood = -33731.245
Iteration 3: (EM) log likelihood = -32974.64
Iteration 4: (EM) log likelihood = -31944.17
Iteration 5: (EM) log likelihood = -31166.804
Iteration 6: (EM) log likelihood = -30666.391
Iteration 7: (EM) log likelihood = -30323.557
Iteration 8: (EM) log likelihood = -30082.643
Iteration 9: (EM) log likelihood = -29908.453
Iteration 10: (EM) log likelihood = -29782.38
Iteration 11: (EM) log likelihood = -29682.651
Iteration 12: (EM) log likelihood = -29599.495
Iteration 13: (EM) log likelihood = -29527.307
Iteration 14: (EM) log likelihood = -29462.062
Iteration 15: (EM) log likelihood = -29402.101
Iteration 16: (EM) log likelihood = -29346.856
Iteration 17: (EM) log likelihood = -29296.099
Iteration 18: (EM) log likelihood = -29248.637
Iteration 19: (EM) log likelihood = -29208.456
Iteration 20: (EM) log likelihood = -29171.575
Iteration 21: (EM) log likelihood = -29141.423
Iteration 22: (EM) log likelihood = -29115.037
Iteration 23: (EM) log likelihood = -29090.531
Iteration 24: (EM) log likelihood = -29068.167
Iteration 25: (EM) log likelihood = -29048.111
Iteration 26: (EM) log likelihood = -29028.587
Iteration 27: (EM) log likelihood = -29012.637
Iteration 28: (EM) log likelihood = -28998.501
Iteration 29: (EM) log likelihood = -28984.16
Iteration 30: (EM) log likelihood = -28970.185
Iteration 31: (EM) log likelihood = -28956.447
Iteration 32: (EM) log likelihood = -28944.808
Iteration 33: (EM) log likelihood = -28934.41
Iteration 34: (EM) log likelihood = -28924.795
Iteration 35: (EM) log likelihood = -28915.91
Iteration 36: (EM) log likelihood = -28907.576
Iteration 37: (EM) log likelihood = -28899.82
Iteration 38: (EM) log likelihood = -28891.887
Iteration 39: (EM) log likelihood = -28885.731
Iteration 40: (EM) log likelihood = -28879.871
Iteration 41: (EM) log likelihood = -28874.637
Iteration 42: (EM) log likelihood = -28869.853
Iteration 43: (EM) log likelihood = -28865.723
Iteration 44: (EM) log likelihood = -28861.904
Iteration 45: (EM) log likelihood = -28858.338
Iteration 46: (EM) log likelihood = -28855.19
Iteration 47: (EM) log likelihood = -28852.149
Iteration 48: (EM) log likelihood = -28849.99
Iteration 49: (EM) log likelihood = -28847.852
Iteration 50: (EM) log likelihood = -28845.796
Iteration 51: (EM) log likelihood = -28844.238
Iteration 52: (EM) log likelihood = -28842.921
Iteration 53: (EM) log likelihood = -28842.312
Iteration 54: (EM) log likelihood = -28841.376
Iteration 55: (EM) log likelihood = -28840.693
Iteration 56: (EM) log likelihood = -28840.264
Iteration 57: (EM) log likelihood = -28840.025
Iteration 58: (EM) log likelihood = -28840.017
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.6228
Iteration 1: (class) log likelihood = -5251.6228
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.564
Iteration 1: (outcome) log likelihood = -28930.217
Iteration 2: (outcome) log likelihood = -28913.038
Iteration 3: (outcome) log likelihood = -28912.108
Iteration 4: (outcome) log likelihood = -28911.899
Iteration 5: (outcome) log likelihood = -28911.855
Iteration 6: (outcome) log likelihood = -28911.846
Iteration 7: (outcome) log likelihood = -28911.844
Iteration 8: (outcome) log likelihood = -28911.844
Iteration 9: (outcome) log likelihood = -28911.843 (not concave)
Iteration 10: (outcome) log likelihood = -28911.843 (not concave)
Iteration 11: (outcome) log likelihood = -28911.843 (not concave)
Iteration 12: (outcome) log likelihood = -28911.843 (not concave)
Iteration 13: (outcome) log likelihood = -28911.843 (not concave)
Iteration 14: (outcome) log likelihood = -28911.843 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34149.624
Iteration 1: (EM) log likelihood = -34091.615
Iteration 2: (EM) log likelihood = -33922.932
Iteration 3: (EM) log likelihood = -33471.375
Iteration 4: (EM) log likelihood = -32576.091
Iteration 5: (EM) log likelihood = -31591.356
Iteration 6: (EM) log likelihood = -30857.73
Iteration 7: (EM) log likelihood = -30353.943
Iteration 8: (EM) log likelihood = -30037.716
Iteration 9: (EM) log likelihood = -29845.275
Iteration 10: (EM) log likelihood = -29714.396
Iteration 11: (EM) log likelihood = -29610.58
Iteration 12: (EM) log likelihood = -29517.38
Iteration 13: (EM) log likelihood = -29424.646
Iteration 14: (EM) log likelihood = -29338.624
Iteration 15: (EM) log likelihood = -29258.77
Iteration 16: (EM) log likelihood = -29187.813
Iteration 17: (EM) log likelihood = -29128.306
Iteration 18: (EM) log likelihood = -29079.359
Iteration 19: (EM) log likelihood = -29035.639
Iteration 20: (EM) log likelihood = -28997.67
Iteration 21: (EM) log likelihood = -28967.457
Iteration 22: (EM) log likelihood = -28941.523
Iteration 23: (EM) log likelihood = -28918.794
Iteration 24: (EM) log likelihood = -28899.179
Iteration 25: (EM) log likelihood = -28883.013
Iteration 26: (EM) log likelihood = -28870.747
Iteration 27: (EM) log likelihood = -28860.07
Iteration 28: (EM) log likelihood = -28852.07
Iteration 29: (EM) log likelihood = -28845.761
Iteration 30: (EM) log likelihood = -28839.814
Iteration 31: (EM) log likelihood = -28835.376
Iteration 32: (EM) log likelihood = -28831.541
Iteration 33: (EM) log likelihood = -28828.042
Iteration 34: (EM) log likelihood = -28824.804
Iteration 35: (EM) log likelihood = -28821.686
Iteration 36: (EM) log likelihood = -28819.021
Iteration 37: (EM) log likelihood = -28816.119
Iteration 38: (EM) log likelihood = -28813.315
Iteration 39: (EM) log likelihood = -28810.308
Iteration 40: (EM) log likelihood = -28808.65
Iteration 41: (EM) log likelihood = -28806.977
Iteration 42: (EM) log likelihood = -28805.448
Iteration 43: (EM) log likelihood = -28804.177
Iteration 44: (EM) log likelihood = -28802.883
Iteration 45: (EM) log likelihood = -28801.509
Iteration 46: (EM) log likelihood = -28800.546
Iteration 47: (EM) log likelihood = -28799.673
Iteration 48: (EM) log likelihood = -28798.786
Iteration 49: (EM) log likelihood = -28797.936
Iteration 50: (EM) log likelihood = -28797.175
Iteration 51: (EM) log likelihood = -28796.353
Iteration 52: (EM) log likelihood = -28795.669
Iteration 53: (EM) log likelihood = -28794.991
Iteration 54: (EM) log likelihood = -28794.295
Iteration 55: (EM) log likelihood = -28793.542
Iteration 56: (EM) log likelihood = -28793.001
Iteration 57: (EM) log likelihood = -28792.46
Iteration 58: (EM) log likelihood = -28791.868
Iteration 59: (EM) log likelihood = -28791.284
Iteration 60: (EM) log likelihood = -28790.664
Iteration 61: (EM) log likelihood = -28790.045
Iteration 62: (EM) log likelihood = -28789.526
Iteration 63: (EM) log likelihood = -28788.783
Iteration 64: (EM) log likelihood = -28788.167
Iteration 65: (EM) log likelihood = -28787.519
Iteration 66: (EM) log likelihood = -28786.731
Iteration 67: (EM) log likelihood = -28785.968
Iteration 68: (EM) log likelihood = -28785.178
Iteration 69: (EM) log likelihood = -28784.368
Iteration 70: (EM) log likelihood = -28783.508
Iteration 71: (EM) log likelihood = -28781.695
Iteration 72: (EM) log likelihood = -28781.341
Iteration 73: (EM) log likelihood = -28780.465
Iteration 74: (EM) log likelihood = -28779.285
Iteration 75: (EM) log likelihood = -28777.997
Iteration 76: (EM) log likelihood = -28776.344
Iteration 77: (EM) log likelihood = -28774.748
Iteration 78: (EM) log likelihood = -28773.232
Iteration 79: (EM) log likelihood = -28771.639
Iteration 80: (EM) log likelihood = -28769.861
Iteration 81: (EM) log likelihood = -28768.46
Iteration 82: (EM) log likelihood = -28766.622
Iteration 83: (EM) log likelihood = -28764.753
Iteration 84: (EM) log likelihood = -28763.183
Iteration 85: (EM) log likelihood = -28761.284
Iteration 86: (EM) log likelihood = -28759.277
Iteration 87: (EM) log likelihood = -28757.143
Iteration 88: (EM) log likelihood = -28754.59
Iteration 89: (EM) log likelihood = -28752.216
Iteration 90: (EM) log likelihood = -28749.695
Iteration 91: (EM) log likelihood = -28747.078
Iteration 92: (EM) log likelihood = -28744.301
Iteration 93: (EM) log likelihood = -28741.398
Iteration 94: (EM) log likelihood = -28738.432
Iteration 95: (EM) log likelihood = -28735.394
Iteration 96: (EM) log likelihood = -28732.276
Iteration 97: (EM) log likelihood = -28729.042
Iteration 98: (EM) log likelihood = -28725.782
Iteration 99: (EM) log likelihood = -28722.108
Iteration 100: (EM) log likelihood = -28718.337
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4209
Iteration 1: (class) log likelihood = -5252.4209
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29140.097
Iteration 1: (outcome) log likelihood = -28984.882
Iteration 2: (outcome) log likelihood = -28908.32
Iteration 3: (outcome) log likelihood = -28899.733
Iteration 4: (outcome) log likelihood = -28899.04
Iteration 5: (outcome) log likelihood = -28898.958
Iteration 6: (outcome) log likelihood = -28898.944
Iteration 7: (outcome) log likelihood = -28898.941
Iteration 8: (outcome) log likelihood = -28898.94
Iteration 9: (outcome) log likelihood = -28898.94
Iteration 10: (outcome) log likelihood = -28898.94 (not concave)
Iteration 11: (outcome) log likelihood = -28898.94 (not concave)
Iteration 12: (outcome) log likelihood = -28898.94 (not concave)
Iteration 13: (outcome) log likelihood = -28898.94 (not concave)
Iteration 14: (outcome) log likelihood = -28898.94 (not concave)
Iteration 15: (outcome) log likelihood = -28898.94 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34136.969
Iteration 1: (EM) log likelihood = -34086.275
Iteration 2: (EM) log likelihood = -33961.986
Iteration 3: (EM) log likelihood = -33729.058
Iteration 4: (EM) log likelihood = -33314.338
Iteration 5: (EM) log likelihood = -32627.955
Iteration 6: (EM) log likelihood = -31833.65
Iteration 7: (EM) log likelihood = -31105.851
Iteration 8: (EM) log likelihood = -30421.479
Iteration 9: (EM) log likelihood = -29896.543
Iteration 10: (EM) log likelihood = -29556.392
Iteration 11: (EM) log likelihood = -29363.254
Iteration 12: (EM) log likelihood = -29259.888
Iteration 13: (EM) log likelihood = -29191.238
Iteration 14: (EM) log likelihood = -29132.578
Iteration 15: (EM) log likelihood = -29091.859
Iteration 16: (EM) log likelihood = -29056.192
Iteration 17: (EM) log likelihood = -29024.396
Iteration 18: (EM) log likelihood = -28994.798
Iteration 19: (EM) log likelihood = -28970.538
Iteration 20: (EM) log likelihood = -28946.157
Iteration 21: (EM) log likelihood = -28925.906
Iteration 22: (EM) log likelihood = -28902.061
Iteration 23: (EM) log likelihood = -28883.546
Iteration 24: (EM) log likelihood = -28867.142
Iteration 25: (EM) log likelihood = -28851.039
Iteration 26: (EM) log likelihood = -28831.696
Iteration 27: (EM) log likelihood = -28817.455
Iteration 28: (EM) log likelihood = -28803.675
Iteration 29: (EM) log likelihood = -28790.662
Iteration 30: (EM) log likelihood = -28777.629
Iteration 31: (EM) log likelihood = -28763.752
Iteration 32: (EM) log likelihood = -28749.423
Iteration 33: (EM) log likelihood = -28736.077
Iteration 34: (EM) log likelihood = -28720.91
Iteration 35: (EM) log likelihood = -28705.177
Iteration 36: (EM) log likelihood = -28692.015
Iteration 37: (EM) log likelihood = -28679.556
Iteration 38: (EM) log likelihood = -28664.351
Iteration 39: (EM) log likelihood = -28650.472
Iteration 40: (EM) log likelihood = -28639.191
Iteration 41: (EM) log likelihood = -28628.237
Iteration 42: (EM) log likelihood = -28619.278
Iteration 43: (EM) log likelihood = -28611.802
Iteration 44: (EM) log likelihood = -28604.972
Iteration 45: (EM) log likelihood = -28598.237
Iteration 46: (EM) log likelihood = -28591.778
Iteration 47: (EM) log likelihood = -28585.14
Iteration 48: (EM) log likelihood = -28578.119
Iteration 49: (EM) log likelihood = -28572.107
Iteration 50: (EM) log likelihood = -28566.59
Iteration 51: (EM) log likelihood = -28561.028
Iteration 52: (EM) log likelihood = -28555.591
Iteration 53: (EM) log likelihood = -28551.243
Iteration 54: (EM) log likelihood = -28545.576
Iteration 55: (EM) log likelihood = -28540.117
Iteration 56: (EM) log likelihood = -28535.029
Iteration 57: (EM) log likelihood = -28530.278
Iteration 58: (EM) log likelihood = -28524.646
Iteration 59: (EM) log likelihood = -28519.149
Iteration 60: (EM) log likelihood = -28514.453
Iteration 61: (EM) log likelihood = -28509.092
Iteration 62: (EM) log likelihood = -28503.484
Iteration 63: (EM) log likelihood = -28497.883
Iteration 64: (EM) log likelihood = -28492.171
Iteration 65: (EM) log likelihood = -28486.516
Iteration 66: (EM) log likelihood = -28480.095
Iteration 67: (EM) log likelihood = -28473.893
Iteration 68: (EM) log likelihood = -28467.425
Iteration 69: (EM) log likelihood = -28460.96
Iteration 70: (EM) log likelihood = -28453.204
Iteration 71: (EM) log likelihood = -28446.212
Iteration 72: (EM) log likelihood = -28437.951
Iteration 73: (EM) log likelihood = -28429.891
Iteration 74: (EM) log likelihood = -28420.266
Iteration 75: (EM) log likelihood = -28411.05
Iteration 76: (EM) log likelihood = -28401.002
Iteration 77: (EM) log likelihood = -28389.45
Iteration 78: (EM) log likelihood = -28378.025
Iteration 79: (EM) log likelihood = -28366.775
Iteration 80: (EM) log likelihood = -28355.873
Iteration 81: (EM) log likelihood = -28345.518
Iteration 82: (EM) log likelihood = -28336.246
Iteration 83: (EM) log likelihood = -28327.388
Iteration 84: (EM) log likelihood = -28319.98
Iteration 85: (EM) log likelihood = -28314.16
Iteration 86: (EM) log likelihood = -28308.78
Iteration 87: (EM) log likelihood = -28305.317
Iteration 88: (EM) log likelihood = -28300.811
Iteration 89: (EM) log likelihood = -28295.298
Iteration 90: (EM) log likelihood = -28291.746
Iteration 91: (EM) log likelihood = -28288.576
Iteration 92: (EM) log likelihood = -28285.63
Iteration 93: (EM) log likelihood = -28282.81
Iteration 94: (EM) log likelihood = -28280.21
Iteration 95: (EM) log likelihood = -28275.709
Iteration 96: (EM) log likelihood = -28266.555
Iteration 97: (EM) log likelihood = -28264.46
Iteration 98: (EM) log likelihood = -28261.622
Iteration 99: (EM) log likelihood = -28259.318
Iteration 100: (EM) log likelihood = -28257.547
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.3739
Iteration 1: (class) log likelihood = -5252.3739
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29135.234
Iteration 1: (outcome) log likelihood = -28933.728
Iteration 2: (outcome) log likelihood = -28911.15
Iteration 3: (outcome) log likelihood = -28909.286
Iteration 4: (outcome) log likelihood = -28909.038
Iteration 5: (outcome) log likelihood = -28908.992
Iteration 6: (outcome) log likelihood = -28908.982
Iteration 7: (outcome) log likelihood = -28908.98
Iteration 8: (outcome) log likelihood = -28908.979
Iteration 9: (outcome) log likelihood = -28908.979
Iteration 10: (outcome) log likelihood = -28908.979 (not concave)
Iteration 11: (outcome) log likelihood = -28908.979 (not concave)
Iteration 12: (outcome) log likelihood = -28908.979 (not concave)
Iteration 13: (outcome) log likelihood = -28908.979 (not concave)
Iteration 14: (outcome) log likelihood = -28908.979 (not concave)
Iteration 15: (outcome) log likelihood = -28908.979 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34120.153
Iteration 1: (EM) log likelihood = -33986.054
Iteration 2: (EM) log likelihood = -33611.457
Iteration 3: (EM) log likelihood = -32920.225
Iteration 4: (EM) log likelihood = -32112.923
Iteration 5: (EM) log likelihood = -31414.447
Iteration 6: (EM) log likelihood = -30820.769
Iteration 7: (EM) log likelihood = -30330.954
Iteration 8: (EM) log likelihood = -30007.617
Iteration 9: (EM) log likelihood = -29809.249
Iteration 10: (EM) log likelihood = -29660.841
Iteration 11: (EM) log likelihood = -29529.081
Iteration 12: (EM) log likelihood = -29403.586
Iteration 13: (EM) log likelihood = -29283.325
Iteration 14: (EM) log likelihood = -29170.831
Iteration 15: (EM) log likelihood = -29070.015
Iteration 16: (EM) log likelihood = -28981.942
Iteration 17: (EM) log likelihood = -28903.635
Iteration 18: (EM) log likelihood = -28838.863
Iteration 19: (EM) log likelihood = -28779.734
Iteration 20: (EM) log likelihood = -28723.836
Iteration 21: (EM) log likelihood = -28667.736
Iteration 22: (EM) log likelihood = -28616.296
Iteration 23: (EM) log likelihood = -28565.14
Iteration 24: (EM) log likelihood = -28516.858
Iteration 25: (EM) log likelihood = -28472.54
Iteration 26: (EM) log likelihood = -28430.992
Iteration 27: (EM) log likelihood = -28392.123
Iteration 28: (EM) log likelihood = -28355.275
Iteration 29: (EM) log likelihood = -28319.911
Iteration 30: (EM) log likelihood = -28290.24
Iteration 31: (EM) log likelihood = -28261.25
Iteration 32: (EM) log likelihood = -28236.13
Iteration 33: (EM) log likelihood = -28211.112
Iteration 34: (EM) log likelihood = -28189.902
Iteration 35: (EM) log likelihood = -28169.914
Iteration 36: (EM) log likelihood = -28150.574
Iteration 37: (EM) log likelihood = -28128.208
Iteration 38: (EM) log likelihood = -28109.964
Iteration 39: (EM) log likelihood = -28093.821
Iteration 40: (EM) log likelihood = -28079.092
Iteration 41: (EM) log likelihood = -28063.527
Iteration 42: (EM) log likelihood = -28047.25
Iteration 43: (EM) log likelihood = -28032.134
Iteration 44: (EM) log likelihood = -28019.674
Iteration 45: (EM) log likelihood = -28009.369
Iteration 46: (EM) log likelihood = -27998.745
Iteration 47: (EM) log likelihood = -27989.831
Iteration 48: (EM) log likelihood = -27980.719
Iteration 49: (EM) log likelihood = -27973.336
Iteration 50: (EM) log likelihood = -27968.067
Iteration 51: (EM) log likelihood = -27962.545
Iteration 52: (EM) log likelihood = -27956.518
Iteration 53: (EM) log likelihood = -27951.276
Iteration 54: (EM) log likelihood = -27947.488
Iteration 55: (EM) log likelihood = -27943.353
Iteration 56: (EM) log likelihood = -27939.363
Iteration 57: (EM) log likelihood = -27935.156
Iteration 58: (EM) log likelihood = -27931.907
Iteration 59: (EM) log likelihood = -27928.853
Iteration 60: (EM) log likelihood = -27925.864
Iteration 61: (EM) log likelihood = -27921.699
Iteration 62: (EM) log likelihood = -27917.209
Iteration 63: (EM) log likelihood = -27914.652
Iteration 64: (EM) log likelihood = -27911.57
Iteration 65: (EM) log likelihood = -27908.362
Iteration 66: (EM) log likelihood = -27904.918
Iteration 67: (EM) log likelihood = -27902.418
Iteration 68: (EM) log likelihood = -27900.084
Iteration 69: (EM) log likelihood = -27897.724
Iteration 70: (EM) log likelihood = -27895.246
Iteration 71: (EM) log likelihood = -27892.619
Iteration 72: (EM) log likelihood = -27889.818
Iteration 73: (EM) log likelihood = -27887.901
Iteration 74: (EM) log likelihood = -27885.998
Iteration 75: (EM) log likelihood = -27884.238
Iteration 76: (EM) log likelihood = -27882.699
Iteration 77: (EM) log likelihood = -27881.395
Iteration 78: (EM) log likelihood = -27879.821
Iteration 79: (EM) log likelihood = -27878.19
Iteration 80: (EM) log likelihood = -27876.782
Iteration 81: (EM) log likelihood = -27875.221
Iteration 82: (EM) log likelihood = -27873.878
Iteration 83: (EM) log likelihood = -27872.066
Iteration 84: (EM) log likelihood = -27870.693
Iteration 85: (EM) log likelihood = -27869.078
Iteration 86: (EM) log likelihood = -27867.714
Iteration 87: (EM) log likelihood = -27866.532
Iteration 88: (EM) log likelihood = -27865.353
Iteration 89: (EM) log likelihood = -27864.227
Iteration 90: (EM) log likelihood = -27863.103
Iteration 91: (EM) log likelihood = -27861.796
Iteration 92: (EM) log likelihood = -27860.757
Iteration 93: (EM) log likelihood = -27859.422
Iteration 94: (EM) log likelihood = -27853.606
Iteration 95: (EM) log likelihood = -27850.29
Iteration 96: (EM) log likelihood = -27848.759
Iteration 97: (EM) log likelihood = -27847.296
Iteration 98: (EM) log likelihood = -27846.176
Iteration 99: (EM) log likelihood = -27845.03
Iteration 100: (EM) log likelihood = -27843.743
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7494
Iteration 1: (class) log likelihood = -5251.7494
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29640.987
Iteration 1: (outcome) log likelihood = -29001.324
Iteration 2: (outcome) log likelihood = -28903.317
Iteration 3: (outcome) log likelihood = -28889.681
Iteration 4: (outcome) log likelihood = -28886.535
Iteration 5: (outcome) log likelihood = -28885.862
Iteration 6: (outcome) log likelihood = -28885.723
Iteration 7: (outcome) log likelihood = -28885.691
Iteration 8: (outcome) log likelihood = -28885.684
Iteration 9: (outcome) log likelihood = -28885.682 (not concave)
Iteration 10: (outcome) log likelihood = -28885.682 (not concave)
Iteration 11: (outcome) log likelihood = -28885.682 (not concave)
Iteration 12: (outcome) log likelihood = -28885.682 (not concave)
Iteration 13: (outcome) log likelihood = -28885.682 (not concave)
Iteration 14: (outcome) log likelihood = -28885.682 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34109.755
Iteration 1: (EM) log likelihood = -34002.503
Iteration 2: (EM) log likelihood = -33668.701
Iteration 3: (EM) log likelihood = -32932.269
Iteration 4: (EM) log likelihood = -31951.66
Iteration 5: (EM) log likelihood = -31023.54
Iteration 6: (EM) log likelihood = -30260.039
Iteration 7: (EM) log likelihood = -29721.565
Iteration 8: (EM) log likelihood = -29408.964
Iteration 9: (EM) log likelihood = -29237.729
Iteration 10: (EM) log likelihood = -29141.418
Iteration 11: (EM) log likelihood = -29084.145
Iteration 12: (EM) log likelihood = -29047.35
Iteration 13: (EM) log likelihood = -29022.914
Iteration 14: (EM) log likelihood = -29003.628
Iteration 15: (EM) log likelihood = -28990.147
Iteration 16: (EM) log likelihood = -28981.809
Iteration 17: (EM) log likelihood = -28974.448
Iteration 18: (EM) log likelihood = -28966.495
Iteration 19: (EM) log likelihood = -28958.449
Iteration 20: (EM) log likelihood = -28949.64
Iteration 21: (EM) log likelihood = -28942.001
Iteration 22: (EM) log likelihood = -28932.109
Iteration 23: (EM) log likelihood = -28920.22
Iteration 24: (EM) log likelihood = -28907.337
Iteration 25: (EM) log likelihood = -28892.524
Iteration 26: (EM) log likelihood = -28876.352
Iteration 27: (EM) log likelihood = -28857.858
Iteration 28: (EM) log likelihood = -28835.188
Iteration 29: (EM) log likelihood = -28811.38
Iteration 30: (EM) log likelihood = -28783.864
Iteration 31: (EM) log likelihood = -28753.015
Iteration 32: (EM) log likelihood = -28720.239
Iteration 33: (EM) log likelihood = -28682.722
Iteration 34: (EM) log likelihood = -28636.061
Iteration 35: (EM) log likelihood = -28598.588
Iteration 36: (EM) log likelihood = -28564.095
Iteration 37: (EM) log likelihood = -28529.559
Iteration 38: (EM) log likelihood = -28496.276
Iteration 39: (EM) log likelihood = -28465.33
Iteration 40: (EM) log likelihood = -28436.684
Iteration 41: (EM) log likelihood = -28409.172
Iteration 42: (EM) log likelihood = -28383.546
Iteration 43: (EM) log likelihood = -28359.228
Iteration 44: (EM) log likelihood = -28336.001
Iteration 45: (EM) log likelihood = -28314.463
Iteration 46: (EM) log likelihood = -28293.097
Iteration 47: (EM) log likelihood = -28272.885
Iteration 48: (EM) log likelihood = -28253.975
Iteration 49: (EM) log likelihood = -28236.895
Iteration 50: (EM) log likelihood = -28221.17
Iteration 51: (EM) log likelihood = -28206.865
Iteration 52: (EM) log likelihood = -28193.773
Iteration 53: (EM) log likelihood = -28181.765
Iteration 54: (EM) log likelihood = -28170.652
Iteration 55: (EM) log likelihood = -28160.461
Iteration 56: (EM) log likelihood = -28151.253
Iteration 57: (EM) log likelihood = -28142.609
Iteration 58: (EM) log likelihood = -28134.757
Iteration 59: (EM) log likelihood = -28127.537
Iteration 60: (EM) log likelihood = -28120.525
Iteration 61: (EM) log likelihood = -28113.909
Iteration 62: (EM) log likelihood = -28107.217
Iteration 63: (EM) log likelihood = -28100.761
Iteration 64: (EM) log likelihood = -28093.539
Iteration 65: (EM) log likelihood = -28084.246
Iteration 66: (EM) log likelihood = -28075.545
Iteration 67: (EM) log likelihood = -28067.32
Iteration 68: (EM) log likelihood = -28059.49
Iteration 69: (EM) log likelihood = -28052.125
Iteration 70: (EM) log likelihood = -28045.227
Iteration 71: (EM) log likelihood = -28038.622
Iteration 72: (EM) log likelihood = -28031.795
Iteration 73: (EM) log likelihood = -28025.781
Iteration 74: (EM) log likelihood = -28020.194
Iteration 75: (EM) log likelihood = -28014.957
Iteration 76: (EM) log likelihood = -28010.156
Iteration 77: (EM) log likelihood = -28005.523
Iteration 78: (EM) log likelihood = -28001.133
Iteration 79: (EM) log likelihood = -27996.941
Iteration 80: (EM) log likelihood = -27992.937
Iteration 81: (EM) log likelihood = -27989.033
Iteration 82: (EM) log likelihood = -27985.304
Iteration 83: (EM) log likelihood = -27981.35
Iteration 84: (EM) log likelihood = -27977.691
Iteration 85: (EM) log likelihood = -27974.189
Iteration 86: (EM) log likelihood = -27970.886
Iteration 87: (EM) log likelihood = -27967.606
Iteration 88: (EM) log likelihood = -27964.237
Iteration 89: (EM) log likelihood = -27961.3
Iteration 90: (EM) log likelihood = -27958.336
Iteration 91: (EM) log likelihood = -27955.166
Iteration 92: (EM) log likelihood = -27952.137
Iteration 93: (EM) log likelihood = -27948.836
Iteration 94: (EM) log likelihood = -27945.393
Iteration 95: (EM) log likelihood = -27942.351
Iteration 96: (EM) log likelihood = -27939.385
Iteration 97: (EM) log likelihood = -27936.244
Iteration 98: (EM) log likelihood = -27933.665
Iteration 99: (EM) log likelihood = -27931.267
Iteration 100: (EM) log likelihood = -27928.715
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.8235
Iteration 1: (class) log likelihood = -5249.8235
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.945
Iteration 1: (outcome) log likelihood = -28914.238
Iteration 2: (outcome) log likelihood = -28891.261
Iteration 3: (outcome) log likelihood = -28889.655
Iteration 4: (outcome) log likelihood = -28889.415
Iteration 5: (outcome) log likelihood = -28889.357
Iteration 6: (outcome) log likelihood = -28889.345
Iteration 7: (outcome) log likelihood = -28889.344
Iteration 8: (outcome) log likelihood = -28889.343
Iteration 9: (outcome) log likelihood = -28889.343 (not concave)
Iteration 10: (outcome) log likelihood = -28889.343 (not concave)
Iteration 11: (outcome) log likelihood = -28889.343 (not concave)
Iteration 12: (outcome) log likelihood = -28889.343 (not concave)
Iteration 13: (outcome) log likelihood = -28889.343 (not concave)
Iteration 14: (outcome) log likelihood = -28889.343 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34090.474
Iteration 1: (EM) log likelihood = -33930.712
Iteration 2: (EM) log likelihood = -33454.384
Iteration 3: (EM) log likelihood = -32447.787
Iteration 4: (EM) log likelihood = -31404.162
Iteration 5: (EM) log likelihood = -30733.066
Iteration 6: (EM) log likelihood = -30284.605
Iteration 7: (EM) log likelihood = -29963.456
Iteration 8: (EM) log likelihood = -29717.534
Iteration 9: (EM) log likelihood = -29515.563
Iteration 10: (EM) log likelihood = -29355.476
Iteration 11: (EM) log likelihood = -29222.484
Iteration 12: (EM) log likelihood = -29118.632
Iteration 13: (EM) log likelihood = -29040.219
Iteration 14: (EM) log likelihood = -28983.316
Iteration 15: (EM) log likelihood = -28934.804
Iteration 16: (EM) log likelihood = -28901.781
Iteration 17: (EM) log likelihood = -28875.713
Iteration 18: (EM) log likelihood = -28852.783
Iteration 19: (EM) log likelihood = -28833.926
Iteration 20: (EM) log likelihood = -28819.619
Iteration 21: (EM) log likelihood = -28806.034
Iteration 22: (EM) log likelihood = -28795.923
Iteration 23: (EM) log likelihood = -28787.128
Iteration 24: (EM) log likelihood = -28779.116
Iteration 25: (EM) log likelihood = -28771.745
Iteration 26: (EM) log likelihood = -28763.333
Iteration 27: (EM) log likelihood = -28756.538
Iteration 28: (EM) log likelihood = -28750.016
Iteration 29: (EM) log likelihood = -28740.553
Iteration 30: (EM) log likelihood = -28735.32
Iteration 31: (EM) log likelihood = -28725.526
Iteration 32: (EM) log likelihood = -28716.172
Iteration 33: (EM) log likelihood = -28708.478
Iteration 34: (EM) log likelihood = -28700.076
Iteration 35: (EM) log likelihood = -28690.617
Iteration 36: (EM) log likelihood = -28682.675
Iteration 37: (EM) log likelihood = -28674.163
Iteration 38: (EM) log likelihood = -28667.928
Iteration 39: (EM) log likelihood = -28660.137
Iteration 40: (EM) log likelihood = -28653.514
Iteration 41: (EM) log likelihood = -28647.944
Iteration 42: (EM) log likelihood = -28642.83
Iteration 43: (EM) log likelihood = -28639.85
Iteration 44: (EM) log likelihood = -28635.866
Iteration 45: (EM) log likelihood = -28630.879
Iteration 46: (EM) log likelihood = -28627.577
Iteration 47: (EM) log likelihood = -28624.781
Iteration 48: (EM) log likelihood = -28619.727
Iteration 49: (EM) log likelihood = -28616.198
Iteration 50: (EM) log likelihood = -28612.883
Iteration 51: (EM) log likelihood = -28610.27
Iteration 52: (EM) log likelihood = -28606.809
Iteration 53: (EM) log likelihood = -28603.306
Iteration 54: (EM) log likelihood = -28599.305
Iteration 55: (EM) log likelihood = -28596.753
Iteration 56: (EM) log likelihood = -28593.26
Iteration 57: (EM) log likelihood = -28589.718
Iteration 58: (EM) log likelihood = -28587.262
Iteration 59: (EM) log likelihood = -28584.718
Iteration 60: (EM) log likelihood = -28581.382
Iteration 61: (EM) log likelihood = -28578.647
Iteration 62: (EM) log likelihood = -28575.815
Iteration 63: (EM) log likelihood = -28572.847
Iteration 64: (EM) log likelihood = -28570.259
Iteration 65: (EM) log likelihood = -28568.182
Iteration 66: (EM) log likelihood = -28566.564
Iteration 67: (EM) log likelihood = -28563.715
Iteration 68: (EM) log likelihood = -28561.019
Iteration 69: (EM) log likelihood = -28558.178
Iteration 70: (EM) log likelihood = -28555.711
Iteration 71: (EM) log likelihood = -28553.294
Iteration 72: (EM) log likelihood = -28550.102
Iteration 73: (EM) log likelihood = -28547.758
Iteration 74: (EM) log likelihood = -28544.848
Iteration 75: (EM) log likelihood = -28541.576
Iteration 76: (EM) log likelihood = -28539.607
Iteration 77: (EM) log likelihood = -28536.636
Iteration 78: (EM) log likelihood = -28534.56
Iteration 79: (EM) log likelihood = -28532.263
Iteration 80: (EM) log likelihood = -28529.749
Iteration 81: (EM) log likelihood = -28529.119
Iteration 82: (EM) log likelihood = -28526.267
Iteration 83: (EM) log likelihood = -28522.89
Iteration 84: (EM) log likelihood = -28519.119
Iteration 85: (EM) log likelihood = -28517.234
Iteration 86: (EM) log likelihood = -28513.903
Iteration 87: (EM) log likelihood = -28510.573
Iteration 88: (EM) log likelihood = -28507.993
Iteration 89: (EM) log likelihood = -28505.327
Iteration 90: (EM) log likelihood = -28502.688
Iteration 91: (EM) log likelihood = -28499.998
Iteration 92: (EM) log likelihood = -28496.448
Iteration 93: (EM) log likelihood = -28492.288
Iteration 94: (EM) log likelihood = -28490.209
Iteration 95: (EM) log likelihood = -28488.116
Iteration 96: (EM) log likelihood = -28483.47
Iteration 97: (EM) log likelihood = -28481.1
Iteration 98: (EM) log likelihood = -28478.436
Iteration 99: (EM) log likelihood = -28474.763
Iteration 100: (EM) log likelihood = -28471.554
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.0777
Iteration 1: (class) log likelihood = -5252.0777
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.719
Iteration 1: (outcome) log likelihood = -28962.922
Iteration 2: (outcome) log likelihood = -28911.828
Iteration 3: (outcome) log likelihood = -28906.274
Iteration 4: (outcome) log likelihood = -28905.625
Iteration 5: (outcome) log likelihood = -28905.575
Iteration 6: (outcome) log likelihood = -28905.564
Iteration 7: (outcome) log likelihood = -28905.562
Iteration 8: (outcome) log likelihood = -28905.561
Iteration 9: (outcome) log likelihood = -28905.561
Iteration 10: (outcome) log likelihood = -28905.561 (not concave)
Iteration 11: (outcome) log likelihood = -28905.561 (not concave)
Iteration 12: (outcome) log likelihood = -28905.561 (not concave)
Iteration 13: (outcome) log likelihood = -28905.561 (not concave)
Iteration 14: (outcome) log likelihood = -28905.561 (not concave)
Iteration 15: (outcome) log likelihood = -28905.561 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34120.49
Iteration 1: (EM) log likelihood = -33996.129
Iteration 2: (EM) log likelihood = -33657.289
Iteration 3: (EM) log likelihood = -32877.701
Iteration 4: (EM) log likelihood = -31739.347
Iteration 5: (EM) log likelihood = -30837.544
Iteration 6: (EM) log likelihood = -30253.899
Iteration 7: (EM) log likelihood = -29890.261
Iteration 8: (EM) log likelihood = -29664.663
Iteration 9: (EM) log likelihood = -29513.037
Iteration 10: (EM) log likelihood = -29401.804
Iteration 11: (EM) log likelihood = -29318.561
Iteration 12: (EM) log likelihood = -29253.326
Iteration 13: (EM) log likelihood = -29200.025
Iteration 14: (EM) log likelihood = -29154.173
Iteration 15: (EM) log likelihood = -29120.587
Iteration 16: (EM) log likelihood = -29091.225
Iteration 17: (EM) log likelihood = -29064.941
Iteration 18: (EM) log likelihood = -29041.125
Iteration 19: (EM) log likelihood = -29018.785
Iteration 20: (EM) log likelihood = -28997.06
Iteration 21: (EM) log likelihood = -28976.774
Iteration 22: (EM) log likelihood = -28953.459
Iteration 23: (EM) log likelihood = -28934.896
Iteration 24: (EM) log likelihood = -28917.27
Iteration 25: (EM) log likelihood = -28896.027
Iteration 26: (EM) log likelihood = -28880.94
Iteration 27: (EM) log likelihood = -28866.519
Iteration 28: (EM) log likelihood = -28853.214
Iteration 29: (EM) log likelihood = -28841.228
Iteration 30: (EM) log likelihood = -28831.136
Iteration 31: (EM) log likelihood = -28820.105
Iteration 32: (EM) log likelihood = -28813.08
Iteration 33: (EM) log likelihood = -28806.043
Iteration 34: (EM) log likelihood = -28799.971
Iteration 35: (EM) log likelihood = -28794.555
Iteration 36: (EM) log likelihood = -28788.897
Iteration 37: (EM) log likelihood = -28783.907
Iteration 38: (EM) log likelihood = -28779.312
Iteration 39: (EM) log likelihood = -28775.015
Iteration 40: (EM) log likelihood = -28769.689
Iteration 41: (EM) log likelihood = -28766.198
Iteration 42: (EM) log likelihood = -28758.754
Iteration 43: (EM) log likelihood = -28756.189
Iteration 44: (EM) log likelihood = -28753.019
Iteration 45: (EM) log likelihood = -28750.231
Iteration 46: (EM) log likelihood = -28747.695
Iteration 47: (EM) log likelihood = -28745.959
Iteration 48: (EM) log likelihood = -28744.323
Iteration 49: (EM) log likelihood = -28742.683
Iteration 50: (EM) log likelihood = -28740.931
Iteration 51: (EM) log likelihood = -28737.758
Iteration 52: (EM) log likelihood = -28735.814
Iteration 53: (EM) log likelihood = -28734.554
Iteration 54: (EM) log likelihood = -28733.18
Iteration 55: (EM) log likelihood = -28731.438
Iteration 56: (EM) log likelihood = -28730.274
Iteration 57: (EM) log likelihood = -28728.67
Iteration 58: (EM) log likelihood = -28727.834
Iteration 59: (EM) log likelihood = -28725.282
Iteration 60: (EM) log likelihood = -28723.418
Iteration 61: (EM) log likelihood = -28721.782
Iteration 62: (EM) log likelihood = -28719.97
Iteration 63: (EM) log likelihood = -28717.335
Iteration 64: (EM) log likelihood = -28715.388
Iteration 65: (EM) log likelihood = -28712.215
Iteration 66: (EM) log likelihood = -28708.393
Iteration 67: (EM) log likelihood = -28705.213
Iteration 68: (EM) log likelihood = -28699.46
Iteration 69: (EM) log likelihood = -28694.484
Iteration 70: (EM) log likelihood = -28687.551
Iteration 71: (EM) log likelihood = -28679.144
Iteration 72: (EM) log likelihood = -28670.423
Iteration 73: (EM) log likelihood = -28658.306
Iteration 74: (EM) log likelihood = -28647.728
Iteration 75: (EM) log likelihood = -28635.835
Iteration 76: (EM) log likelihood = -28623.461
Iteration 77: (EM) log likelihood = -28613.098
Iteration 78: (EM) log likelihood = -28603.294
Iteration 79: (EM) log likelihood = -28593.565
Iteration 80: (EM) log likelihood = -28584.4
Iteration 81: (EM) log likelihood = -28576.857
Iteration 82: (EM) log likelihood = -28570.758
Iteration 83: (EM) log likelihood = -28563.034
Iteration 84: (EM) log likelihood = -28556.675
Iteration 85: (EM) log likelihood = -28549.729
Iteration 86: (EM) log likelihood = -28542.873
Iteration 87: (EM) log likelihood = -28536.563
Iteration 88: (EM) log likelihood = -28529.794
Iteration 89: (EM) log likelihood = -28524.487
Iteration 90: (EM) log likelihood = -28519.241
Iteration 91: (EM) log likelihood = -28514.2
Iteration 92: (EM) log likelihood = -28510.386
Iteration 93: (EM) log likelihood = -28503.664
Iteration 94: (EM) log likelihood = -28498.797
Iteration 95: (EM) log likelihood = -28494.016
Iteration 96: (EM) log likelihood = -28491.127
Iteration 97: (EM) log likelihood = -28488.589
Iteration 98: (EM) log likelihood = -28484.897
Iteration 99: (EM) log likelihood = -28481.197
Iteration 100: (EM) log likelihood = -28479.109
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4116
Iteration 1: (class) log likelihood = -5252.4116
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29765.766
Iteration 1: (outcome) log likelihood = -29150.561
Iteration 2: (outcome) log likelihood = -28931.844
Iteration 3: (outcome) log likelihood = -28902.134
Iteration 4: (outcome) log likelihood = -28896.076
Iteration 5: (outcome) log likelihood = -28894.999
Iteration 6: (outcome) log likelihood = -28894.821
Iteration 7: (outcome) log likelihood = -28894.779
Iteration 8: (outcome) log likelihood = -28894.769
Iteration 9: (outcome) log likelihood = -28894.767
Iteration 10: (outcome) log likelihood = -28894.767 (not concave)
Iteration 11: (outcome) log likelihood = -28894.767 (not concave)
Iteration 12: (outcome) log likelihood = -28894.767 (not concave)
Iteration 13: (outcome) log likelihood = -28894.767 (not concave)
Iteration 14: (outcome) log likelihood = -28894.767 (not concave)
Iteration 15: (outcome) log likelihood = -28894.767 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34125.194
Iteration 1: (EM) log likelihood = -34029.458
Iteration 2: (EM) log likelihood = -33724.222
Iteration 3: (EM) log likelihood = -33007.925
Iteration 4: (EM) log likelihood = -31967.044
Iteration 5: (EM) log likelihood = -31143.887
Iteration 6: (EM) log likelihood = -30611.691
Iteration 7: (EM) log likelihood = -30248.422
Iteration 8: (EM) log likelihood = -29991.409
Iteration 9: (EM) log likelihood = -29800.885
Iteration 10: (EM) log likelihood = -29649.894
Iteration 11: (EM) log likelihood = -29526.396
Iteration 12: (EM) log likelihood = -29423.488
Iteration 13: (EM) log likelihood = -29338.929
Iteration 14: (EM) log likelihood = -29275.481
Iteration 15: (EM) log likelihood = -29226.931
Iteration 16: (EM) log likelihood = -29190.935
Iteration 17: (EM) log likelihood = -29165.83
Iteration 18: (EM) log likelihood = -29144.399
Iteration 19: (EM) log likelihood = -29127.454
Iteration 20: (EM) log likelihood = -29112.332
Iteration 21: (EM) log likelihood = -29099.077
Iteration 22: (EM) log likelihood = -29086.963
Iteration 23: (EM) log likelihood = -29071.732
Iteration 24: (EM) log likelihood = -29055.64
Iteration 25: (EM) log likelihood = -29043.298
Iteration 26: (EM) log likelihood = -29030.056
Iteration 27: (EM) log likelihood = -29016.788
Iteration 28: (EM) log likelihood = -29003.64
Iteration 29: (EM) log likelihood = -28989.982
Iteration 30: (EM) log likelihood = -28976.628
Iteration 31: (EM) log likelihood = -28963.67
Iteration 32: (EM) log likelihood = -28951.016
Iteration 33: (EM) log likelihood = -28939.969
Iteration 34: (EM) log likelihood = -28931.434
Iteration 35: (EM) log likelihood = -28924.214
Iteration 36: (EM) log likelihood = -28917.442
Iteration 37: (EM) log likelihood = -28910.411
Iteration 38: (EM) log likelihood = -28903.632
Iteration 39: (EM) log likelihood = -28897.349
Iteration 40: (EM) log likelihood = -28892.69
Iteration 41: (EM) log likelihood = -28887.825
Iteration 42: (EM) log likelihood = -28882.548
Iteration 43: (EM) log likelihood = -28878.66
Iteration 44: (EM) log likelihood = -28873.173
Iteration 45: (EM) log likelihood = -28869.346
Iteration 46: (EM) log likelihood = -28865.267
Iteration 47: (EM) log likelihood = -28862.842
Iteration 48: (EM) log likelihood = -28859.925
Iteration 49: (EM) log likelihood = -28856.915
Iteration 50: (EM) log likelihood = -28853.172
Iteration 51: (EM) log likelihood = -28850.011
Iteration 52: (EM) log likelihood = -28847.164
Iteration 53: (EM) log likelihood = -28841.918
Iteration 54: (EM) log likelihood = -28837.775
Iteration 55: (EM) log likelihood = -28834.281
Iteration 56: (EM) log likelihood = -28827.59
Iteration 57: (EM) log likelihood = -28824.323
Iteration 58: (EM) log likelihood = -28819.867
Iteration 59: (EM) log likelihood = -28813.71
Iteration 60: (EM) log likelihood = -28810.417
Iteration 61: (EM) log likelihood = -28807.838
Iteration 62: (EM) log likelihood = -28805.497
Iteration 63: (EM) log likelihood = -28803.131
Iteration 64: (EM) log likelihood = -28799.712
Iteration 65: (EM) log likelihood = -28796.227
Iteration 66: (EM) log likelihood = -28792.381
Iteration 67: (EM) log likelihood = -28790.237
Iteration 68: (EM) log likelihood = -28787.902
Iteration 69: (EM) log likelihood = -28784.361
Iteration 70: (EM) log likelihood = -28782.118
Iteration 71: (EM) log likelihood = -28778.801
Iteration 72: (EM) log likelihood = -28776.798
Iteration 73: (EM) log likelihood = -28774.951
Iteration 74: (EM) log likelihood = -28772.645
Iteration 75: (EM) log likelihood = -28770.532
Iteration 76: (EM) log likelihood = -28764.913
Iteration 77: (EM) log likelihood = -28760.521
Iteration 78: (EM) log likelihood = -28758.402
Iteration 79: (EM) log likelihood = -28756.746
Iteration 80: (EM) log likelihood = -28755.195
Iteration 81: (EM) log likelihood = -28753.693
Iteration 82: (EM) log likelihood = -28752.046
Iteration 83: (EM) log likelihood = -28749.437
Iteration 84: (EM) log likelihood = -28743.63
Iteration 85: (EM) log likelihood = -28741.221
Iteration 86: (EM) log likelihood = -28738.875
Iteration 87: (EM) log likelihood = -28734.948
Iteration 88: (EM) log likelihood = -28732.422
Iteration 89: (EM) log likelihood = -28730.676
Iteration 90: (EM) log likelihood = -28726.688
Iteration 91: (EM) log likelihood = -28718.778
Iteration 92: (EM) log likelihood = -28717.698
Iteration 93: (EM) log likelihood = -28716.475
Iteration 94: (EM) log likelihood = -28715.188
Iteration 95: (EM) log likelihood = -28714.051
Iteration 96: (EM) log likelihood = -28712.951
Iteration 97: (EM) log likelihood = -28711.49
Iteration 98: (EM) log likelihood = -28708.751
Iteration 99: (EM) log likelihood = -28707.474
Iteration 100: (EM) log likelihood = -28704.785
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.207
Iteration 1: (class) log likelihood = -5251.207
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29136.001
Iteration 1: (outcome) log likelihood = -28934.632
Iteration 2: (outcome) log likelihood = -28900.574
Iteration 3: (outcome) log likelihood = -28897.496
Iteration 4: (outcome) log likelihood = -28897.208
Iteration 5: (outcome) log likelihood = -28897.144
Iteration 6: (outcome) log likelihood = -28897.131
Iteration 7: (outcome) log likelihood = -28897.129
Iteration 8: (outcome) log likelihood = -28897.128
Iteration 9: (outcome) log likelihood = -28897.128
Iteration 10: (outcome) log likelihood = -28897.128 (not concave)
Iteration 11: (outcome) log likelihood = -28897.128 (not concave)
Iteration 12: (outcome) log likelihood = -28897.128 (not concave)
Iteration 13: (outcome) log likelihood = -28897.128 (not concave)
Iteration 14: (outcome) log likelihood = -28897.128 (not concave)
Iteration 15: (outcome) log likelihood = -28897.128 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34124.657
Iteration 1: (EM) log likelihood = -34071.667
Iteration 2: (EM) log likelihood = -33966.942
Iteration 3: (EM) log likelihood = -33749.299
Iteration 4: (EM) log likelihood = -33279.406
Iteration 5: (EM) log likelihood = -32533.037
Iteration 6: (EM) log likelihood = -31812.764
Iteration 7: (EM) log likelihood = -31215.216
Iteration 8: (EM) log likelihood = -30639.038
Iteration 9: (EM) log likelihood = -30097.479
Iteration 10: (EM) log likelihood = -29674.868
Iteration 11: (EM) log likelihood = -29402.168
Iteration 12: (EM) log likelihood = -29220.78
Iteration 13: (EM) log likelihood = -29095.801
Iteration 14: (EM) log likelihood = -28999.365
Iteration 15: (EM) log likelihood = -28920.993
Iteration 16: (EM) log likelihood = -28852.756
Iteration 17: (EM) log likelihood = -28799.635
Iteration 18: (EM) log likelihood = -28750.036
Iteration 19: (EM) log likelihood = -28715.817
Iteration 20: (EM) log likelihood = -28686.884
Iteration 21: (EM) log likelihood = -28664.967
Iteration 22: (EM) log likelihood = -28644.562
Iteration 23: (EM) log likelihood = -28631.094
Iteration 24: (EM) log likelihood = -28619.647
Iteration 25: (EM) log likelihood = -28609.634
Iteration 26: (EM) log likelihood = -28596.669
Iteration 27: (EM) log likelihood = -28590.422
Iteration 28: (EM) log likelihood = -28584.095
Iteration 29: (EM) log likelihood = -28579.674
Iteration 30: (EM) log likelihood = -28575.093
Iteration 31: (EM) log likelihood = -28570.972
Iteration 32: (EM) log likelihood = -28566.549
Iteration 33: (EM) log likelihood = -28563.42
Iteration 34: (EM) log likelihood = -28559.385
Iteration 35: (EM) log likelihood = -28556.757
Iteration 36: (EM) log likelihood = -28551.848
Iteration 37: (EM) log likelihood = -28550.282
Iteration 38: (EM) log likelihood = -28548.89
Iteration 39: (EM) log likelihood = -28547.619
Iteration 40: (EM) log likelihood = -28546.69
Iteration 41: (EM) log likelihood = -28545.93
Iteration 42: (EM) log likelihood = -28545.162
Iteration 43: (EM) log likelihood = -28544.52
Iteration 44: (EM) log likelihood = -28543.821
Iteration 45: (EM) log likelihood = -28541.524
Iteration 46: (EM) log likelihood = -28540.756
Iteration 47: (EM) log likelihood = -28539.914
Iteration 48: (EM) log likelihood = -28539.346
Iteration 49: (EM) log likelihood = -28538.812
Iteration 50: (EM) log likelihood = -28538.331
Iteration 51: (EM) log likelihood = -28537.875
Iteration 52: (EM) log likelihood = -28537.294
Iteration 53: (EM) log likelihood = -28536.18
Iteration 54: (EM) log likelihood = -28535.652
Iteration 55: (EM) log likelihood = -28534.064
Iteration 56: (EM) log likelihood = -28533.644
Iteration 57: (EM) log likelihood = -28533.282
Iteration 58: (EM) log likelihood = -28532.89
Iteration 59: (EM) log likelihood = -28532.478
Iteration 60: (EM) log likelihood = -28532.181
Iteration 61: (EM) log likelihood = -28531.887
Iteration 62: (EM) log likelihood = -28531.576
Iteration 63: (EM) log likelihood = -28530.802
Iteration 64: (EM) log likelihood = -28530.589
Iteration 65: (EM) log likelihood = -28530.376
Iteration 66: (EM) log likelihood = -28530.059
Iteration 67: (EM) log likelihood = -28529.766
Iteration 68: (EM) log likelihood = -28529.511
Iteration 69: (EM) log likelihood = -28529.171
Iteration 70: (EM) log likelihood = -28528.928
Iteration 71: (EM) log likelihood = -28528.725
Iteration 72: (EM) log likelihood = -28528.438
Iteration 73: (EM) log likelihood = -28527.802
Iteration 74: (EM) log likelihood = -28527.652
Iteration 75: (EM) log likelihood = -28527.426
Iteration 76: (EM) log likelihood = -28526.765
Iteration 77: (EM) log likelihood = -28526.536
Iteration 78: (EM) log likelihood = -28526.221
Iteration 79: (EM) log likelihood = -28525.114
Iteration 80: (EM) log likelihood = -28524.841
Iteration 81: (EM) log likelihood = -28524.595
Iteration 82: (EM) log likelihood = -28524.388
Iteration 83: (EM) log likelihood = -28524.177
Iteration 84: (EM) log likelihood = -28524.005
Iteration 85: (EM) log likelihood = -28523.775
Iteration 86: (EM) log likelihood = -28523.629
Iteration 87: (EM) log likelihood = -28523.47
Iteration 88: (EM) log likelihood = -28523.302
Iteration 89: (EM) log likelihood = -28523.137
Iteration 90: (EM) log likelihood = -28522.978
Iteration 91: (EM) log likelihood = -28522.833
Iteration 92: (EM) log likelihood = -28522.703
Iteration 93: (EM) log likelihood = -28522.458
Iteration 94: (EM) log likelihood = -28522.27
Iteration 95: (EM) log likelihood = -28522.133
Iteration 96: (EM) log likelihood = -28522.011
Iteration 97: (EM) log likelihood = -28521.825
Iteration 98: (EM) log likelihood = -28521.718
Iteration 99: (EM) log likelihood = -28521.567
Iteration 100: (EM) log likelihood = -28521.4
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.3423
Iteration 1: (class) log likelihood = -5250.3423
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.261
Iteration 1: (outcome) log likelihood = -28910.989
Iteration 2: (outcome) log likelihood = -28888.689
Iteration 3: (outcome) log likelihood = -28887.481
Iteration 4: (outcome) log likelihood = -28887.238
Iteration 5: (outcome) log likelihood = -28887.179
Iteration 6: (outcome) log likelihood = -28887.167
Iteration 7: (outcome) log likelihood = -28887.165
Iteration 8: (outcome) log likelihood = -28887.165
Iteration 9: (outcome) log likelihood = -28887.165 (not concave)
Iteration 10: (outcome) log likelihood = -28887.165 (not concave)
Iteration 11: (outcome) log likelihood = -28887.165 (not concave)
Iteration 12: (outcome) log likelihood = -28887.165 (not concave)
Iteration 13: (outcome) log likelihood = -28887.165 (not concave)
Iteration 14: (outcome) log likelihood = -28887.165 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34080.015
Iteration 1: (EM) log likelihood = -33916.859
Iteration 2: (EM) log likelihood = -33503.772
Iteration 3: (EM) log likelihood = -32752.618
Iteration 4: (EM) log likelihood = -31841.496
Iteration 5: (EM) log likelihood = -31009.125
Iteration 6: (EM) log likelihood = -30351.272
Iteration 7: (EM) log likelihood = -29886.099
Iteration 8: (EM) log likelihood = -29582.411
Iteration 9: (EM) log likelihood = -29390.606
Iteration 10: (EM) log likelihood = -29267.201
Iteration 11: (EM) log likelihood = -29183.734
Iteration 12: (EM) log likelihood = -29127.553
Iteration 13: (EM) log likelihood = -29088.676
Iteration 14: (EM) log likelihood = -29061.538
Iteration 15: (EM) log likelihood = -29038.27
Iteration 16: (EM) log likelihood = -29013.832
Iteration 17: (EM) log likelihood = -28997.055
Iteration 18: (EM) log likelihood = -28980.128
Iteration 19: (EM) log likelihood = -28967.067
Iteration 20: (EM) log likelihood = -28954.047
Iteration 21: (EM) log likelihood = -28941.926
Iteration 22: (EM) log likelihood = -28929.744
Iteration 23: (EM) log likelihood = -28915.029
Iteration 24: (EM) log likelihood = -28897.364
Iteration 25: (EM) log likelihood = -28883.171
Iteration 26: (EM) log likelihood = -28869.123
Iteration 27: (EM) log likelihood = -28852.618
Iteration 28: (EM) log likelihood = -28837.597
Iteration 29: (EM) log likelihood = -28822.27
Iteration 30: (EM) log likelihood = -28805.139
Iteration 31: (EM) log likelihood = -28790.11
Iteration 32: (EM) log likelihood = -28772.403
Iteration 33: (EM) log likelihood = -28751.921
Iteration 34: (EM) log likelihood = -28734.258
Iteration 35: (EM) log likelihood = -28714.515
Iteration 36: (EM) log likelihood = -28698.415
Iteration 37: (EM) log likelihood = -28678.887
Iteration 38: (EM) log likelihood = -28662.707
Iteration 39: (EM) log likelihood = -28646.601
Iteration 40: (EM) log likelihood = -28628.051
Iteration 41: (EM) log likelihood = -28609.159
Iteration 42: (EM) log likelihood = -28594.138
Iteration 43: (EM) log likelihood = -28576.97
Iteration 44: (EM) log likelihood = -28561.954
Iteration 45: (EM) log likelihood = -28550.643
Iteration 46: (EM) log likelihood = -28540.333
Iteration 47: (EM) log likelihood = -28527.43
Iteration 48: (EM) log likelihood = -28514.283
Iteration 49: (EM) log likelihood = -28501.5
Iteration 50: (EM) log likelihood = -28490.743
Iteration 51: (EM) log likelihood = -28479.983
Iteration 52: (EM) log likelihood = -28472.623
Iteration 53: (EM) log likelihood = -28463.453
Iteration 54: (EM) log likelihood = -28455.612
Iteration 55: (EM) log likelihood = -28448.917
Iteration 56: (EM) log likelihood = -28441.306
Iteration 57: (EM) log likelihood = -28435.879
Iteration 58: (EM) log likelihood = -28428.493
Iteration 59: (EM) log likelihood = -28421.067
Iteration 60: (EM) log likelihood = -28412.204
Iteration 61: (EM) log likelihood = -28404.266
Iteration 62: (EM) log likelihood = -28398.34
Iteration 63: (EM) log likelihood = -28393.68
Iteration 64: (EM) log likelihood = -28389.494
Iteration 65: (EM) log likelihood = -28384.604
Iteration 66: (EM) log likelihood = -28380.111
Iteration 67: (EM) log likelihood = -28374.625
Iteration 68: (EM) log likelihood = -28369.986
Iteration 69: (EM) log likelihood = -28365.071
Iteration 70: (EM) log likelihood = -28361.295
Iteration 71: (EM) log likelihood = -28357.403
Iteration 72: (EM) log likelihood = -28353.337
Iteration 73: (EM) log likelihood = -28348.863
Iteration 74: (EM) log likelihood = -28344.457
Iteration 75: (EM) log likelihood = -28336.237
Iteration 76: (EM) log likelihood = -28329.945
Iteration 77: (EM) log likelihood = -28326.778
Iteration 78: (EM) log likelihood = -28320.202
Iteration 79: (EM) log likelihood = -28315.63
Iteration 80: (EM) log likelihood = -28310.939
Iteration 81: (EM) log likelihood = -28307.028
Iteration 82: (EM) log likelihood = -28303.481
Iteration 83: (EM) log likelihood = -28299.707
Iteration 84: (EM) log likelihood = -28297.301
Iteration 85: (EM) log likelihood = -28292.44
Iteration 86: (EM) log likelihood = -28287.235
Iteration 87: (EM) log likelihood = -28284.999
Iteration 88: (EM) log likelihood = -28282.375
Iteration 89: (EM) log likelihood = -28279.759
Iteration 90: (EM) log likelihood = -28277.965
Iteration 91: (EM) log likelihood = -28275.458
Iteration 92: (EM) log likelihood = -28273.521
Iteration 93: (EM) log likelihood = -28271.434
Iteration 94: (EM) log likelihood = -28269.451
Iteration 95: (EM) log likelihood = -28267.517
Iteration 96: (EM) log likelihood = -28265.273
Iteration 97: (EM) log likelihood = -28263.799
Iteration 98: (EM) log likelihood = -28261.787
Iteration 99: (EM) log likelihood = -28258.105
Iteration 100: (EM) log likelihood = -28255.408
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.2311
Iteration 1: (class) log likelihood = -5252.2311
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29417.402
Iteration 1: (outcome) log likelihood = -29004.083
Iteration 2: (outcome) log likelihood = -28912.31
Iteration 3: (outcome) log likelihood = -28899.678
Iteration 4: (outcome) log likelihood = -28896.916
Iteration 5: (outcome) log likelihood = -28896.349
Iteration 6: (outcome) log likelihood = -28896.254
Iteration 7: (outcome) log likelihood = -28896.232
Iteration 8: (outcome) log likelihood = -28896.227
Iteration 9: (outcome) log likelihood = -28896.226 (not concave)
Iteration 10: (outcome) log likelihood = -28896.226 (not concave)
Iteration 11: (outcome) log likelihood = -28896.226 (not concave)
Iteration 12: (outcome) log likelihood = -28896.226 (not concave)
Iteration 13: (outcome) log likelihood = -28896.226 (not concave)
Iteration 14: (outcome) log likelihood = -28896.226 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34097.869
Iteration 1: (EM) log likelihood = -33923.177
Iteration 2: (EM) log likelihood = -33409.815
Iteration 3: (EM) log likelihood = -32446.608
Iteration 4: (EM) log likelihood = -31458.25
Iteration 5: (EM) log likelihood = -30724.962
Iteration 6: (EM) log likelihood = -30232.663
Iteration 7: (EM) log likelihood = -29927.301
Iteration 8: (EM) log likelihood = -29724.191
Iteration 9: (EM) log likelihood = -29559.676
Iteration 10: (EM) log likelihood = -29415.465
Iteration 11: (EM) log likelihood = -29297.99
Iteration 12: (EM) log likelihood = -29209.209
Iteration 13: (EM) log likelihood = -29143.301
Iteration 14: (EM) log likelihood = -29097.362
Iteration 15: (EM) log likelihood = -29061.462
Iteration 16: (EM) log likelihood = -29030.214
Iteration 17: (EM) log likelihood = -29002.638
Iteration 18: (EM) log likelihood = -28979.96
Iteration 19: (EM) log likelihood = -28958.543
Iteration 20: (EM) log likelihood = -28936.679
Iteration 21: (EM) log likelihood = -28913.754
Iteration 22: (EM) log likelihood = -28889.847
Iteration 23: (EM) log likelihood = -28866.426
Iteration 24: (EM) log likelihood = -28845.248
Iteration 25: (EM) log likelihood = -28823.032
Iteration 26: (EM) log likelihood = -28804.465
Iteration 27: (EM) log likelihood = -28786.782
Iteration 28: (EM) log likelihood = -28769.61
Iteration 29: (EM) log likelihood = -28752.1
Iteration 30: (EM) log likelihood = -28735.559
Iteration 31: (EM) log likelihood = -28720.609
Iteration 32: (EM) log likelihood = -28707.064
Iteration 33: (EM) log likelihood = -28693.884
Iteration 34: (EM) log likelihood = -28680.31
Iteration 35: (EM) log likelihood = -28667.102
Iteration 36: (EM) log likelihood = -28654.734
Iteration 37: (EM) log likelihood = -28643.713
Iteration 38: (EM) log likelihood = -28631.229
Iteration 39: (EM) log likelihood = -28620.841
Iteration 40: (EM) log likelihood = -28610.11
Iteration 41: (EM) log likelihood = -28601.22
Iteration 42: (EM) log likelihood = -28591.862
Iteration 43: (EM) log likelihood = -28579.098
Iteration 44: (EM) log likelihood = -28563.786
Iteration 45: (EM) log likelihood = -28549.16
Iteration 46: (EM) log likelihood = -28537.533
Iteration 47: (EM) log likelihood = -28528.463
Iteration 48: (EM) log likelihood = -28520.482
Iteration 49: (EM) log likelihood = -28513.568
Iteration 50: (EM) log likelihood = -28507.293
Iteration 51: (EM) log likelihood = -28501.73
Iteration 52: (EM) log likelihood = -28496.272
Iteration 53: (EM) log likelihood = -28489.936
Iteration 54: (EM) log likelihood = -28482.796
Iteration 55: (EM) log likelihood = -28476.044
Iteration 56: (EM) log likelihood = -28469.972
Iteration 57: (EM) log likelihood = -28464.066
Iteration 58: (EM) log likelihood = -28458.752
Iteration 59: (EM) log likelihood = -28453.845
Iteration 60: (EM) log likelihood = -28449.239
Iteration 61: (EM) log likelihood = -28445.316
Iteration 62: (EM) log likelihood = -28441.884
Iteration 63: (EM) log likelihood = -28438.912
Iteration 64: (EM) log likelihood = -28436.29
Iteration 65: (EM) log likelihood = -28434.095
Iteration 66: (EM) log likelihood = -28432.397
Iteration 67: (EM) log likelihood = -28431.013
Iteration 68: (EM) log likelihood = -28429.872
Iteration 69: (EM) log likelihood = -28429.046
Iteration 70: (EM) log likelihood = -28428.221
Iteration 71: (EM) log likelihood = -28427.534
Iteration 72: (EM) log likelihood = -28426.971
Iteration 73: (EM) log likelihood = -28426.502
Iteration 74: (EM) log likelihood = -28426.209
Iteration 75: (EM) log likelihood = -28426.083
Iteration 76: (EM) log likelihood = -28425.745
Iteration 77: (EM) log likelihood = -28425.779
Iteration 78: (EM) log likelihood = -28425.79
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.0908
Iteration 1: (class) log likelihood = -5252.0908
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.015
Iteration 1: (outcome) log likelihood = -28948.73
Iteration 2: (outcome) log likelihood = -28912.351
Iteration 3: (outcome) log likelihood = -28907.924
Iteration 4: (outcome) log likelihood = -28907.391
Iteration 5: (outcome) log likelihood = -28907.314
Iteration 6: (outcome) log likelihood = -28907.301
Iteration 7: (outcome) log likelihood = -28907.298
Iteration 8: (outcome) log likelihood = -28907.297
Iteration 9: (outcome) log likelihood = -28907.297
Iteration 10: (outcome) log likelihood = -28907.297 (not concave)
Iteration 11: (outcome) log likelihood = -28907.297 (not concave)
Iteration 12: (outcome) log likelihood = -28907.297 (not concave)
Iteration 13: (outcome) log likelihood = -28907.297 (not concave)
Iteration 14: (outcome) log likelihood = -28907.297 (not concave)
Iteration 15: (outcome) log likelihood = -28907.297 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34131.53
Iteration 1: (EM) log likelihood = -34033.303
Iteration 2: (EM) log likelihood = -33726.607
Iteration 3: (EM) log likelihood = -32999.83
Iteration 4: (EM) log likelihood = -32032.499
Iteration 5: (EM) log likelihood = -31200.086
Iteration 6: (EM) log likelihood = -30569.482
Iteration 7: (EM) log likelihood = -30153.187
Iteration 8: (EM) log likelihood = -29912.034
Iteration 9: (EM) log likelihood = -29753.568
Iteration 10: (EM) log likelihood = -29631.088
Iteration 11: (EM) log likelihood = -29529.174
Iteration 12: (EM) log likelihood = -29442.456
Iteration 13: (EM) log likelihood = -29365.473
Iteration 14: (EM) log likelihood = -29293.926
Iteration 15: (EM) log likelihood = -29224.423
Iteration 16: (EM) log likelihood = -29154.558
Iteration 17: (EM) log likelihood = -29087.727
Iteration 18: (EM) log likelihood = -29025.857
Iteration 19: (EM) log likelihood = -28969.218
Iteration 20: (EM) log likelihood = -28916.919
Iteration 21: (EM) log likelihood = -28870.531
Iteration 22: (EM) log likelihood = -28827.251
Iteration 23: (EM) log likelihood = -28787.46
Iteration 24: (EM) log likelihood = -28750.059
Iteration 25: (EM) log likelihood = -28713.163
Iteration 26: (EM) log likelihood = -28680.469
Iteration 27: (EM) log likelihood = -28648.304
Iteration 28: (EM) log likelihood = -28618.998
Iteration 29: (EM) log likelihood = -28591.631
Iteration 30: (EM) log likelihood = -28566.22
Iteration 31: (EM) log likelihood = -28542.575
Iteration 32: (EM) log likelihood = -28521.503
Iteration 33: (EM) log likelihood = -28501.232
Iteration 34: (EM) log likelihood = -28482.523
Iteration 35: (EM) log likelihood = -28464.762
Iteration 36: (EM) log likelihood = -28449.105
Iteration 37: (EM) log likelihood = -28431.909
Iteration 38: (EM) log likelihood = -28418.103
Iteration 39: (EM) log likelihood = -28403.661
Iteration 40: (EM) log likelihood = -28392.711
Iteration 41: (EM) log likelihood = -28381.98
Iteration 42: (EM) log likelihood = -28372.761
Iteration 43: (EM) log likelihood = -28367.579
Iteration 44: (EM) log likelihood = -28359.239
Iteration 45: (EM) log likelihood = -28351.635
Iteration 46: (EM) log likelihood = -28345.166
Iteration 47: (EM) log likelihood = -28339.124
Iteration 48: (EM) log likelihood = -28333.78
Iteration 49: (EM) log likelihood = -28328.188
Iteration 50: (EM) log likelihood = -28322.502
Iteration 51: (EM) log likelihood = -28317.323
Iteration 52: (EM) log likelihood = -28312.619
Iteration 53: (EM) log likelihood = -28308.51
Iteration 54: (EM) log likelihood = -28304.421
Iteration 55: (EM) log likelihood = -28300.591
Iteration 56: (EM) log likelihood = -28296.691
Iteration 57: (EM) log likelihood = -28294.084
Iteration 58: (EM) log likelihood = -28291.006
Iteration 59: (EM) log likelihood = -28287.76
Iteration 60: (EM) log likelihood = -28284.471
Iteration 61: (EM) log likelihood = -28280.966
Iteration 62: (EM) log likelihood = -28277.977
Iteration 63: (EM) log likelihood = -28274.579
Iteration 64: (EM) log likelihood = -28271.538
Iteration 65: (EM) log likelihood = -28268.716
Iteration 66: (EM) log likelihood = -28265.503
Iteration 67: (EM) log likelihood = -28262.961
Iteration 68: (EM) log likelihood = -28260.344
Iteration 69: (EM) log likelihood = -28257.736
Iteration 70: (EM) log likelihood = -28255.186
Iteration 71: (EM) log likelihood = -28252.903
Iteration 72: (EM) log likelihood = -28250.743
Iteration 73: (EM) log likelihood = -28248.807
Iteration 74: (EM) log likelihood = -28246.505
Iteration 75: (EM) log likelihood = -28244.524
Iteration 76: (EM) log likelihood = -28242.708
Iteration 77: (EM) log likelihood = -28240.659
Iteration 78: (EM) log likelihood = -28237.328
Iteration 79: (EM) log likelihood = -28234.873
Iteration 80: (EM) log likelihood = -28232.697
Iteration 81: (EM) log likelihood = -28230.186
Iteration 82: (EM) log likelihood = -28228.428
Iteration 83: (EM) log likelihood = -28226.517
Iteration 84: (EM) log likelihood = -28225.154
Iteration 85: (EM) log likelihood = -28223.814
Iteration 86: (EM) log likelihood = -28222.419
Iteration 87: (EM) log likelihood = -28221.095
Iteration 88: (EM) log likelihood = -28219.66
Iteration 89: (EM) log likelihood = -28218.597
Iteration 90: (EM) log likelihood = -28217.484
Iteration 91: (EM) log likelihood = -28216.453
Iteration 92: (EM) log likelihood = -28215.011
Iteration 93: (EM) log likelihood = -28213.946
Iteration 94: (EM) log likelihood = -28210.15
Iteration 95: (EM) log likelihood = -28208.325
Iteration 96: (EM) log likelihood = -28206.913
Iteration 97: (EM) log likelihood = -28205.603
Iteration 98: (EM) log likelihood = -28204.533
Iteration 99: (EM) log likelihood = -28203.449
Iteration 100: (EM) log likelihood = -28199.324
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.9775
Iteration 1: (class) log likelihood = -5249.9775
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.694
Iteration 1: (outcome) log likelihood = -28943.329
Iteration 2: (outcome) log likelihood = -28926.596
Iteration 3: (outcome) log likelihood = -28926.079
Iteration 4: (outcome) log likelihood = -28925.986
Iteration 5: (outcome) log likelihood = -28925.975
Iteration 6: (outcome) log likelihood = -28925.973
Iteration 7: (outcome) log likelihood = -28925.973
Iteration 8: (outcome) log likelihood = -28925.973
Iteration 9: (outcome) log likelihood = -28925.973
Refining starting values:
Iteration 0: (EM) log likelihood = -34162.567
Iteration 1: (EM) log likelihood = -34109.744
Iteration 2: (EM) log likelihood = -33930.749
Iteration 3: (EM) log likelihood = -33397.38
Iteration 4: (EM) log likelihood = -32411.98
Iteration 5: (EM) log likelihood = -31473.781
Iteration 6: (EM) log likelihood = -30808.739
Iteration 7: (EM) log likelihood = -30340.4
Iteration 8: (EM) log likelihood = -30013.295
Iteration 9: (EM) log likelihood = -29790.335
Iteration 10: (EM) log likelihood = -29640.225
Iteration 11: (EM) log likelihood = -29532.334
Iteration 12: (EM) log likelihood = -29444.846
Iteration 13: (EM) log likelihood = -29366.035
Iteration 14: (EM) log likelihood = -29299.204
Iteration 15: (EM) log likelihood = -29234.96
Iteration 16: (EM) log likelihood = -29180.04
Iteration 17: (EM) log likelihood = -29128.484
Iteration 18: (EM) log likelihood = -29084.017
Iteration 19: (EM) log likelihood = -29047.517
Iteration 20: (EM) log likelihood = -29017.437
Iteration 21: (EM) log likelihood = -28993.417
Iteration 22: (EM) log likelihood = -28972.705
Iteration 23: (EM) log likelihood = -28956.167
Iteration 24: (EM) log likelihood = -28942.822
Iteration 25: (EM) log likelihood = -28931.003
Iteration 26: (EM) log likelihood = -28920.848
Iteration 27: (EM) log likelihood = -28908.767
Iteration 28: (EM) log likelihood = -28897.114
Iteration 29: (EM) log likelihood = -28886.636
Iteration 30: (EM) log likelihood = -28874.897
Iteration 31: (EM) log likelihood = -28861.452
Iteration 32: (EM) log likelihood = -28842.985
Iteration 33: (EM) log likelihood = -28827.249
Iteration 34: (EM) log likelihood = -28811.983
Iteration 35: (EM) log likelihood = -28796.88
Iteration 36: (EM) log likelihood = -28781.27
Iteration 37: (EM) log likelihood = -28769.376
Iteration 38: (EM) log likelihood = -28756.795
Iteration 39: (EM) log likelihood = -28744.761
Iteration 40: (EM) log likelihood = -28733.687
Iteration 41: (EM) log likelihood = -28725.312
Iteration 42: (EM) log likelihood = -28717.798
Iteration 43: (EM) log likelihood = -28709.101
Iteration 44: (EM) log likelihood = -28702.995
Iteration 45: (EM) log likelihood = -28697.073
Iteration 46: (EM) log likelihood = -28691.989
Iteration 47: (EM) log likelihood = -28688.781
Iteration 48: (EM) log likelihood = -28685.11
Iteration 49: (EM) log likelihood = -28683.153
Iteration 50: (EM) log likelihood = -28681.416
Iteration 51: (EM) log likelihood = -28679.62
Iteration 52: (EM) log likelihood = -28677.316
Iteration 53: (EM) log likelihood = -28676.547
Iteration 54: (EM) log likelihood = -28674.945
Iteration 55: (EM) log likelihood = -28673.707
Iteration 56: (EM) log likelihood = -28669.752
Iteration 57: (EM) log likelihood = -28668.249
Iteration 58: (EM) log likelihood = -28667.093
Iteration 59: (EM) log likelihood = -28665.953
Iteration 60: (EM) log likelihood = -28665.021
Iteration 61: (EM) log likelihood = -28664.208
Iteration 62: (EM) log likelihood = -28663.301
Iteration 63: (EM) log likelihood = -28662.49
Iteration 64: (EM) log likelihood = -28661.091
Iteration 65: (EM) log likelihood = -28660.309
Iteration 66: (EM) log likelihood = -28659.367
Iteration 67: (EM) log likelihood = -28658.645
Iteration 68: (EM) log likelihood = -28656.178
Iteration 69: (EM) log likelihood = -28655.392
Iteration 70: (EM) log likelihood = -28654.243
Iteration 71: (EM) log likelihood = -28652.561
Iteration 72: (EM) log likelihood = -28651.663
Iteration 73: (EM) log likelihood = -28650.945
Iteration 74: (EM) log likelihood = -28648.765
Iteration 75: (EM) log likelihood = -28648.138
Iteration 76: (EM) log likelihood = -28647.101
Iteration 77: (EM) log likelihood = -28646.649
Iteration 78: (EM) log likelihood = -28646.147
Iteration 79: (EM) log likelihood = -28643.041
Iteration 80: (EM) log likelihood = -28642.303
Iteration 81: (EM) log likelihood = -28640.751
Iteration 82: (EM) log likelihood = -28639.774
Iteration 83: (EM) log likelihood = -28638.284
Iteration 84: (EM) log likelihood = -28637.962
Iteration 85: (EM) log likelihood = -28637.481
Iteration 86: (EM) log likelihood = -28636.666
Iteration 87: (EM) log likelihood = -28636.467
Iteration 88: (EM) log likelihood = -28636.26
Iteration 89: (EM) log likelihood = -28635.869
Iteration 90: (EM) log likelihood = -28635.536
Iteration 91: (EM) log likelihood = -28635.189
Iteration 92: (EM) log likelihood = -28634.767
Iteration 93: (EM) log likelihood = -28634.382
Iteration 94: (EM) log likelihood = -28633.535
Iteration 95: (EM) log likelihood = -28633.174
Iteration 96: (EM) log likelihood = -28632.917
Iteration 97: (EM) log likelihood = -28632.552
Iteration 98: (EM) log likelihood = -28632.131
Iteration 99: (EM) log likelihood = -28631.867
Iteration 100: (EM) log likelihood = -28631.528
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.4346
Iteration 1: (class) log likelihood = -5249.4346
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29136.291
Iteration 1: (outcome) log likelihood = -28929.993
Iteration 2: (outcome) log likelihood = -28897.854
Iteration 3: (outcome) log likelihood = -28895.17
Iteration 4: (outcome) log likelihood = -28894.869
Iteration 5: (outcome) log likelihood = -28894.809
Iteration 6: (outcome) log likelihood = -28894.796
Iteration 7: (outcome) log likelihood = -28894.793
Iteration 8: (outcome) log likelihood = -28894.792
Iteration 9: (outcome) log likelihood = -28894.792 (not concave)
Iteration 10: (outcome) log likelihood = -28894.792 (not concave)
Iteration 11: (outcome) log likelihood = -28894.792 (not concave)
Iteration 12: (outcome) log likelihood = -28894.792 (not concave)
Iteration 13: (outcome) log likelihood = -28894.792 (not concave)
Iteration 14: (outcome) log likelihood = -28894.792 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34111.296
Iteration 1: (EM) log likelihood = -33963.603
Iteration 2: (EM) log likelihood = -33458.737
Iteration 3: (EM) log likelihood = -32469.041
Iteration 4: (EM) log likelihood = -31582.416
Iteration 5: (EM) log likelihood = -31052.227
Iteration 6: (EM) log likelihood = -30682.721
Iteration 7: (EM) log likelihood = -30355.54
Iteration 8: (EM) log likelihood = -30007.664
Iteration 9: (EM) log likelihood = -29667.194
Iteration 10: (EM) log likelihood = -29402.469
Iteration 11: (EM) log likelihood = -29218.685
Iteration 12: (EM) log likelihood = -29100.824
Iteration 13: (EM) log likelihood = -29016.574
Iteration 14: (EM) log likelihood = -28956.351
Iteration 15: (EM) log likelihood = -28908.336
Iteration 16: (EM) log likelihood = -28871.902
Iteration 17: (EM) log likelihood = -28841.064
Iteration 18: (EM) log likelihood = -28813.332
Iteration 19: (EM) log likelihood = -28784.689
Iteration 20: (EM) log likelihood = -28761.337
Iteration 21: (EM) log likelihood = -28737.552
Iteration 22: (EM) log likelihood = -28716.585
Iteration 23: (EM) log likelihood = -28693.726
Iteration 24: (EM) log likelihood = -28672.702
Iteration 25: (EM) log likelihood = -28649.155
Iteration 26: (EM) log likelihood = -28627.137
Iteration 27: (EM) log likelihood = -28608.538
Iteration 28: (EM) log likelihood = -28590.692
Iteration 29: (EM) log likelihood = -28574.06
Iteration 30: (EM) log likelihood = -28561.613
Iteration 31: (EM) log likelihood = -28544.726
Iteration 32: (EM) log likelihood = -28528.735
Iteration 33: (EM) log likelihood = -28513.349
Iteration 34: (EM) log likelihood = -28498.133
Iteration 35: (EM) log likelihood = -28481.936
Iteration 36: (EM) log likelihood = -28467.627
Iteration 37: (EM) log likelihood = -28454.12
Iteration 38: (EM) log likelihood = -28441.397
Iteration 39: (EM) log likelihood = -28430.006
Iteration 40: (EM) log likelihood = -28417.706
Iteration 41: (EM) log likelihood = -28408.763
Iteration 42: (EM) log likelihood = -28397.943
Iteration 43: (EM) log likelihood = -28391.149
Iteration 44: (EM) log likelihood = -28382.747
Iteration 45: (EM) log likelihood = -28372.424
Iteration 46: (EM) log likelihood = -28363.922
Iteration 47: (EM) log likelihood = -28356.682
Iteration 48: (EM) log likelihood = -28351.775
Iteration 49: (EM) log likelihood = -28344.892
Iteration 50: (EM) log likelihood = -28339.496
Iteration 51: (EM) log likelihood = -28334.626
Iteration 52: (EM) log likelihood = -28329.275
Iteration 53: (EM) log likelihood = -28323.492
Iteration 54: (EM) log likelihood = -28319.531
Iteration 55: (EM) log likelihood = -28316.57
Iteration 56: (EM) log likelihood = -28309.779
Iteration 57: (EM) log likelihood = -28305.577
Iteration 58: (EM) log likelihood = -28300.188
Iteration 59: (EM) log likelihood = -28297.249
Iteration 60: (EM) log likelihood = -28292.99
Iteration 61: (EM) log likelihood = -28287.851
Iteration 62: (EM) log likelihood = -28282.581
Iteration 63: (EM) log likelihood = -28278.232
Iteration 64: (EM) log likelihood = -28273.706
Iteration 65: (EM) log likelihood = -28268.079
Iteration 66: (EM) log likelihood = -28264.939
Iteration 67: (EM) log likelihood = -28260.97
Iteration 68: (EM) log likelihood = -28255.964
Iteration 69: (EM) log likelihood = -28252.001
Iteration 70: (EM) log likelihood = -28248.558
Iteration 71: (EM) log likelihood = -28244.829
Iteration 72: (EM) log likelihood = -28241.882
Iteration 73: (EM) log likelihood = -28236.865
Iteration 74: (EM) log likelihood = -28233.876
Iteration 75: (EM) log likelihood = -28230.693
Iteration 76: (EM) log likelihood = -28227.528
Iteration 77: (EM) log likelihood = -28223.847
Iteration 78: (EM) log likelihood = -28219.958
Iteration 79: (EM) log likelihood = -28216.119
Iteration 80: (EM) log likelihood = -28213.872
Iteration 81: (EM) log likelihood = -28211.07
Iteration 82: (EM) log likelihood = -28207.605
Iteration 83: (EM) log likelihood = -28205.144
Iteration 84: (EM) log likelihood = -28203.101
Iteration 85: (EM) log likelihood = -28200.873
Iteration 86: (EM) log likelihood = -28199.506
Iteration 87: (EM) log likelihood = -28197.432
Iteration 88: (EM) log likelihood = -28196.193
Iteration 89: (EM) log likelihood = -28194.297
Iteration 90: (EM) log likelihood = -28191.996
Iteration 91: (EM) log likelihood = -28189.373
Iteration 92: (EM) log likelihood = -28187.771
Iteration 93: (EM) log likelihood = -28185.876
Iteration 94: (EM) log likelihood = -28183.56
Iteration 95: (EM) log likelihood = -28181.98
Iteration 96: (EM) log likelihood = -28180.184
Iteration 97: (EM) log likelihood = -28178.45
Iteration 98: (EM) log likelihood = -28176.913
Iteration 99: (EM) log likelihood = -28175.647
Iteration 100: (EM) log likelihood = -28174.374
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.2391
Iteration 1: (class) log likelihood = -5252.2391
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29121.31
Iteration 1: (outcome) log likelihood = -28964.991
Iteration 2: (outcome) log likelihood = -28897.195
Iteration 3: (outcome) log likelihood = -28888.481
Iteration 4: (outcome) log likelihood = -28887.488
Iteration 5: (outcome) log likelihood = -28887.408
Iteration 6: (outcome) log likelihood = -28887.389
Iteration 7: (outcome) log likelihood = -28887.385
Iteration 8: (outcome) log likelihood = -28887.384
Iteration 9: (outcome) log likelihood = -28887.384
Iteration 10: (outcome) log likelihood = -28887.384 (not concave)
Iteration 11: (outcome) log likelihood = -28887.384 (not concave)
Iteration 12: (outcome) log likelihood = -28887.384 (not concave)
Iteration 13: (outcome) log likelihood = -28887.384 (not concave)
Iteration 14: (outcome) log likelihood = -28887.384 (not concave)
Iteration 15: (outcome) log likelihood = -28887.384 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34099.648
Iteration 1: (EM) log likelihood = -33929.994
Iteration 2: (EM) log likelihood = -33364.964
Iteration 3: (EM) log likelihood = -32246.809
Iteration 4: (EM) log likelihood = -31234.279
Iteration 5: (EM) log likelihood = -30569.772
Iteration 6: (EM) log likelihood = -30121.518
Iteration 7: (EM) log likelihood = -29824.231
Iteration 8: (EM) log likelihood = -29616.805
Iteration 9: (EM) log likelihood = -29462.741
Iteration 10: (EM) log likelihood = -29341.014
Iteration 11: (EM) log likelihood = -29248.77
Iteration 12: (EM) log likelihood = -29178.011
Iteration 13: (EM) log likelihood = -29121.186
Iteration 14: (EM) log likelihood = -29078.844
Iteration 15: (EM) log likelihood = -29046.13
Iteration 16: (EM) log likelihood = -29018.259
Iteration 17: (EM) log likelihood = -28990.375
Iteration 18: (EM) log likelihood = -28970.109
Iteration 19: (EM) log likelihood = -28950.186
Iteration 20: (EM) log likelihood = -28934.414
Iteration 21: (EM) log likelihood = -28916.311
Iteration 22: (EM) log likelihood = -28901.425
Iteration 23: (EM) log likelihood = -28890.154
Iteration 24: (EM) log likelihood = -28879.592
Iteration 25: (EM) log likelihood = -28868.004
Iteration 26: (EM) log likelihood = -28858.416
Iteration 27: (EM) log likelihood = -28847.553
Iteration 28: (EM) log likelihood = -28840.521
Iteration 29: (EM) log likelihood = -28831.71
Iteration 30: (EM) log likelihood = -28825.185
Iteration 31: (EM) log likelihood = -28819.339
Iteration 32: (EM) log likelihood = -28810.813
Iteration 33: (EM) log likelihood = -28804.41
Iteration 34: (EM) log likelihood = -28798.36
Iteration 35: (EM) log likelihood = -28794.259
Iteration 36: (EM) log likelihood = -28790.653
Iteration 37: (EM) log likelihood = -28786.035
Iteration 38: (EM) log likelihood = -28781.074
Iteration 39: (EM) log likelihood = -28775.605
Iteration 40: (EM) log likelihood = -28770.114
Iteration 41: (EM) log likelihood = -28765.373
Iteration 42: (EM) log likelihood = -28761.377
Iteration 43: (EM) log likelihood = -28757.242
Iteration 44: (EM) log likelihood = -28753.237
Iteration 45: (EM) log likelihood = -28750.686
Iteration 46: (EM) log likelihood = -28747.908
Iteration 47: (EM) log likelihood = -28744.917
Iteration 48: (EM) log likelihood = -28742.114
Iteration 49: (EM) log likelihood = -28740.431
Iteration 50: (EM) log likelihood = -28738.787
Iteration 51: (EM) log likelihood = -28733.619
Iteration 52: (EM) log likelihood = -28731.572
Iteration 53: (EM) log likelihood = -28729.835
Iteration 54: (EM) log likelihood = -28727.308
Iteration 55: (EM) log likelihood = -28725.648
Iteration 56: (EM) log likelihood = -28723.965
Iteration 57: (EM) log likelihood = -28721.717
Iteration 58: (EM) log likelihood = -28719.832
Iteration 59: (EM) log likelihood = -28717.784
Iteration 60: (EM) log likelihood = -28715.684
Iteration 61: (EM) log likelihood = -28714.123
Iteration 62: (EM) log likelihood = -28711.901
Iteration 63: (EM) log likelihood = -28709.854
Iteration 64: (EM) log likelihood = -28707.169
Iteration 65: (EM) log likelihood = -28704.681
Iteration 66: (EM) log likelihood = -28702.661
Iteration 67: (EM) log likelihood = -28701.486
Iteration 68: (EM) log likelihood = -28699.864
Iteration 69: (EM) log likelihood = -28699.262
Iteration 70: (EM) log likelihood = -28697.477
Iteration 71: (EM) log likelihood = -28694.742
Iteration 72: (EM) log likelihood = -28692.889
Iteration 73: (EM) log likelihood = -28690.121
Iteration 74: (EM) log likelihood = -28687.991
Iteration 75: (EM) log likelihood = -28685.819
Iteration 76: (EM) log likelihood = -28684.685
Iteration 77: (EM) log likelihood = -28682.57
Iteration 78: (EM) log likelihood = -28679.741
Iteration 79: (EM) log likelihood = -28678.255
Iteration 80: (EM) log likelihood = -28676.324
Iteration 81: (EM) log likelihood = -28674.059
Iteration 82: (EM) log likelihood = -28671.004
Iteration 83: (EM) log likelihood = -28669.079
Iteration 84: (EM) log likelihood = -28666.222
Iteration 85: (EM) log likelihood = -28662.869
Iteration 86: (EM) log likelihood = -28661.589
Iteration 87: (EM) log likelihood = -28659.537
Iteration 88: (EM) log likelihood = -28656.71
Iteration 89: (EM) log likelihood = -28654.575
Iteration 90: (EM) log likelihood = -28652.357
Iteration 91: (EM) log likelihood = -28648.82
Iteration 92: (EM) log likelihood = -28646.559
Iteration 93: (EM) log likelihood = -28644.467
Iteration 94: (EM) log likelihood = -28642.811
Iteration 95: (EM) log likelihood = -28641.275
Iteration 96: (EM) log likelihood = -28640.858
Iteration 97: (EM) log likelihood = -28637.619
Iteration 98: (EM) log likelihood = -28634.372
Iteration 99: (EM) log likelihood = -28632.834
Iteration 100: (EM) log likelihood = -28630.395
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.1752
Iteration 1: (class) log likelihood = -5251.1752
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29410.537
Iteration 1: (outcome) log likelihood = -29033.765
Iteration 2: (outcome) log likelihood = -28919.899
Iteration 3: (outcome) log likelihood = -28901.999
Iteration 4: (outcome) log likelihood = -28899.177
Iteration 5: (outcome) log likelihood = -28898.635
Iteration 6: (outcome) log likelihood = -28898.546
Iteration 7: (outcome) log likelihood = -28898.524
Iteration 8: (outcome) log likelihood = -28898.52
Iteration 9: (outcome) log likelihood = -28898.519 (not concave)
Iteration 10: (outcome) log likelihood = -28898.519 (not concave)
Iteration 11: (outcome) log likelihood = -28898.519 (not concave)
Iteration 12: (outcome) log likelihood = -28898.519 (not concave)
Iteration 13: (outcome) log likelihood = -28898.519 (not concave)
Iteration 14: (outcome) log likelihood = -28898.519 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.921
Iteration 1: (EM) log likelihood = -34060.765
Iteration 2: (EM) log likelihood = -33843.362
Iteration 3: (EM) log likelihood = -33305.755
Iteration 4: (EM) log likelihood = -32417.504
Iteration 5: (EM) log likelihood = -31524.391
Iteration 6: (EM) log likelihood = -30910.482
Iteration 7: (EM) log likelihood = -30524.435
Iteration 8: (EM) log likelihood = -30273.703
Iteration 9: (EM) log likelihood = -30069.869
Iteration 10: (EM) log likelihood = -29874.181
Iteration 11: (EM) log likelihood = -29671.676
Iteration 12: (EM) log likelihood = -29472.89
Iteration 13: (EM) log likelihood = -29300.828
Iteration 14: (EM) log likelihood = -29170.035
Iteration 15: (EM) log likelihood = -29076.06
Iteration 16: (EM) log likelihood = -29009.288
Iteration 17: (EM) log likelihood = -28963.509
Iteration 18: (EM) log likelihood = -28932.314
Iteration 19: (EM) log likelihood = -28906.776
Iteration 20: (EM) log likelihood = -28889.812
Iteration 21: (EM) log likelihood = -28874.655
Iteration 22: (EM) log likelihood = -28863.926
Iteration 23: (EM) log likelihood = -28853.518
Iteration 24: (EM) log likelihood = -28842.992
Iteration 25: (EM) log likelihood = -28831.984
Iteration 26: (EM) log likelihood = -28823.494
Iteration 27: (EM) log likelihood = -28814.825
Iteration 28: (EM) log likelihood = -28804.273
Iteration 29: (EM) log likelihood = -28794.065
Iteration 30: (EM) log likelihood = -28785.501
Iteration 31: (EM) log likelihood = -28774.971
Iteration 32: (EM) log likelihood = -28766.682
Iteration 33: (EM) log likelihood = -28756.069
Iteration 34: (EM) log likelihood = -28746.956
Iteration 35: (EM) log likelihood = -28735.292
Iteration 36: (EM) log likelihood = -28725.615
Iteration 37: (EM) log likelihood = -28716.652
Iteration 38: (EM) log likelihood = -28708.598
Iteration 39: (EM) log likelihood = -28699.277
Iteration 40: (EM) log likelihood = -28691.447
Iteration 41: (EM) log likelihood = -28683.047
Iteration 42: (EM) log likelihood = -28674.693
Iteration 43: (EM) log likelihood = -28666.933
Iteration 44: (EM) log likelihood = -28661.549
Iteration 45: (EM) log likelihood = -28655.159
Iteration 46: (EM) log likelihood = -28649.473
Iteration 47: (EM) log likelihood = -28644.076
Iteration 48: (EM) log likelihood = -28639.398
Iteration 49: (EM) log likelihood = -28633.992
Iteration 50: (EM) log likelihood = -28628.515
Iteration 51: (EM) log likelihood = -28624.459
Iteration 52: (EM) log likelihood = -28619.335
Iteration 53: (EM) log likelihood = -28614.872
Iteration 54: (EM) log likelihood = -28610.464
Iteration 55: (EM) log likelihood = -28606.44
Iteration 56: (EM) log likelihood = -28604.132
Iteration 57: (EM) log likelihood = -28600.267
Iteration 58: (EM) log likelihood = -28596.389
Iteration 59: (EM) log likelihood = -28594.328
Iteration 60: (EM) log likelihood = -28591.923
Iteration 61: (EM) log likelihood = -28587.139
Iteration 62: (EM) log likelihood = -28585.544
Iteration 63: (EM) log likelihood = -28581.878
Iteration 64: (EM) log likelihood = -28580.15
Iteration 65: (EM) log likelihood = -28577.9
Iteration 66: (EM) log likelihood = -28575.646
Iteration 67: (EM) log likelihood = -28572.838
Iteration 68: (EM) log likelihood = -28572.062
Iteration 69: (EM) log likelihood = -28569.925
Iteration 70: (EM) log likelihood = -28568.573
Iteration 71: (EM) log likelihood = -28566.951
Iteration 72: (EM) log likelihood = -28565.882
Iteration 73: (EM) log likelihood = -28564.639
Iteration 74: (EM) log likelihood = -28563.418
Iteration 75: (EM) log likelihood = -28562.225
Iteration 76: (EM) log likelihood = -28561.057
Iteration 77: (EM) log likelihood = -28560.383
Iteration 78: (EM) log likelihood = -28558.399
Iteration 79: (EM) log likelihood = -28557.32
Iteration 80: (EM) log likelihood = -28555.052
Iteration 81: (EM) log likelihood = -28553.239
Iteration 82: (EM) log likelihood = -28552.436
Iteration 83: (EM) log likelihood = -28550.513
Iteration 84: (EM) log likelihood = -28548.492
Iteration 85: (EM) log likelihood = -28546.067
Iteration 86: (EM) log likelihood = -28544.353
Iteration 87: (EM) log likelihood = -28543.802
Iteration 88: (EM) log likelihood = -28542.111
Iteration 89: (EM) log likelihood = -28541.317
Iteration 90: (EM) log likelihood = -28540.723
Iteration 91: (EM) log likelihood = -28539.873
Iteration 92: (EM) log likelihood = -28538.706
Iteration 93: (EM) log likelihood = -28537.427
Iteration 94: (EM) log likelihood = -28535.665
Iteration 95: (EM) log likelihood = -28534.081
Iteration 96: (EM) log likelihood = -28533.404
Iteration 97: (EM) log likelihood = -28533.059
Iteration 98: (EM) log likelihood = -28532.348
Iteration 99: (EM) log likelihood = -28531.157
Iteration 100: (EM) log likelihood = -28530.536
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.899
Iteration 1: (class) log likelihood = -5251.899
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29135.302
Iteration 1: (outcome) log likelihood = -28920.223
Iteration 2: (outcome) log likelihood = -28897.529
Iteration 3: (outcome) log likelihood = -28896.234
Iteration 4: (outcome) log likelihood = -28895.99
Iteration 5: (outcome) log likelihood = -28895.942
Iteration 6: (outcome) log likelihood = -28895.932
Iteration 7: (outcome) log likelihood = -28895.93
Iteration 8: (outcome) log likelihood = -28895.929
Iteration 9: (outcome) log likelihood = -28895.929 (not concave)
Iteration 10: (outcome) log likelihood = -28895.929 (not concave)
Iteration 11: (outcome) log likelihood = -28895.929 (not concave)
Iteration 12: (outcome) log likelihood = -28895.929 (not concave)
Iteration 13: (outcome) log likelihood = -28895.929 (not concave)
Iteration 14: (outcome) log likelihood = -28895.929 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34115.408
Iteration 1: (EM) log likelihood = -34011.242
Iteration 2: (EM) log likelihood = -33765.034
Iteration 3: (EM) log likelihood = -33312.802
Iteration 4: (EM) log likelihood = -32551.307
Iteration 5: (EM) log likelihood = -31706.53
Iteration 6: (EM) log likelihood = -30998.41
Iteration 7: (EM) log likelihood = -30411.503
Iteration 8: (EM) log likelihood = -29925.587
Iteration 9: (EM) log likelihood = -29529.262
Iteration 10: (EM) log likelihood = -29241.453
Iteration 11: (EM) log likelihood = -29069.115
Iteration 12: (EM) log likelihood = -28976.524
Iteration 13: (EM) log likelihood = -28924.504
Iteration 14: (EM) log likelihood = -28891.536
Iteration 15: (EM) log likelihood = -28868.315
Iteration 16: (EM) log likelihood = -28847.537
Iteration 17: (EM) log likelihood = -28828.207
Iteration 18: (EM) log likelihood = -28809.462
Iteration 19: (EM) log likelihood = -28791.481
Iteration 20: (EM) log likelihood = -28772.576
Iteration 21: (EM) log likelihood = -28752.553
Iteration 22: (EM) log likelihood = -28727.596
Iteration 23: (EM) log likelihood = -28705.282
Iteration 24: (EM) log likelihood = -28683.239
Iteration 25: (EM) log likelihood = -28665.319
Iteration 26: (EM) log likelihood = -28644.983
Iteration 27: (EM) log likelihood = -28626.9
Iteration 28: (EM) log likelihood = -28608.15
Iteration 29: (EM) log likelihood = -28590.862
Iteration 30: (EM) log likelihood = -28577.849
Iteration 31: (EM) log likelihood = -28565.584
Iteration 32: (EM) log likelihood = -28553.626
Iteration 33: (EM) log likelihood = -28543.242
Iteration 34: (EM) log likelihood = -28535.325
Iteration 35: (EM) log likelihood = -28528.698
Iteration 36: (EM) log likelihood = -28522.511
Iteration 37: (EM) log likelihood = -28517.054
Iteration 38: (EM) log likelihood = -28510.293
Iteration 39: (EM) log likelihood = -28505.632
Iteration 40: (EM) log likelihood = -28501.325
Iteration 41: (EM) log likelihood = -28498.104
Iteration 42: (EM) log likelihood = -28494.047
Iteration 43: (EM) log likelihood = -28491.567
Iteration 44: (EM) log likelihood = -28489.191
Iteration 45: (EM) log likelihood = -28487.286
Iteration 46: (EM) log likelihood = -28485.358
Iteration 47: (EM) log likelihood = -28484.286
Iteration 48: (EM) log likelihood = -28483.619
Iteration 49: (EM) log likelihood = -28482.866
Iteration 50: (EM) log likelihood = -28482.078
Iteration 51: (EM) log likelihood = -28481.326
Iteration 52: (EM) log likelihood = -28480.846
Iteration 53: (EM) log likelihood = -28480.344
Iteration 54: (EM) log likelihood = -28479.882
Iteration 55: (EM) log likelihood = -28479.537
Iteration 56: (EM) log likelihood = -28478.889
Iteration 57: (EM) log likelihood = -28478.359
Iteration 58: (EM) log likelihood = -28477.773
Iteration 59: (EM) log likelihood = -28477.496
Iteration 60: (EM) log likelihood = -28476.887
Iteration 61: (EM) log likelihood = -28475.572
Iteration 62: (EM) log likelihood = -28474.885
Iteration 63: (EM) log likelihood = -28471.944
Iteration 64: (EM) log likelihood = -28469.941
Iteration 65: (EM) log likelihood = -28468.188
Iteration 66: (EM) log likelihood = -28465.87
Iteration 67: (EM) log likelihood = -28463.077
Iteration 68: (EM) log likelihood = -28459.846
Iteration 69: (EM) log likelihood = -28457.227
Iteration 70: (EM) log likelihood = -28453.017
Iteration 71: (EM) log likelihood = -28450.721
Iteration 72: (EM) log likelihood = -28448.628
Iteration 73: (EM) log likelihood = -28446.712
Iteration 74: (EM) log likelihood = -28443.97
Iteration 75: (EM) log likelihood = -28441.896
Iteration 76: (EM) log likelihood = -28440.015
Iteration 77: (EM) log likelihood = -28439.088
Iteration 78: (EM) log likelihood = -28437.6
Iteration 79: (EM) log likelihood = -28435.663
Iteration 80: (EM) log likelihood = -28433.832
Iteration 81: (EM) log likelihood = -28432.874
Iteration 82: (EM) log likelihood = -28431.262
Iteration 83: (EM) log likelihood = -28429.4
Iteration 84: (EM) log likelihood = -28428.044
Iteration 85: (EM) log likelihood = -28426.767
Iteration 86: (EM) log likelihood = -28425.535
Iteration 87: (EM) log likelihood = -28424.461
Iteration 88: (EM) log likelihood = -28423.276
Iteration 89: (EM) log likelihood = -28422.929
Iteration 90: (EM) log likelihood = -28422.208
Iteration 91: (EM) log likelihood = -28421.41
Iteration 92: (EM) log likelihood = -28420.525
Iteration 93: (EM) log likelihood = -28418.918
Iteration 94: (EM) log likelihood = -28418.261
Iteration 95: (EM) log likelihood = -28417.726
Iteration 96: (EM) log likelihood = -28417.253
Iteration 97: (EM) log likelihood = -28416.688
Iteration 98: (EM) log likelihood = -28416.074
Iteration 99: (EM) log likelihood = -28415.516
Iteration 100: (EM) log likelihood = -28414.927
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4816
Iteration 1: (class) log likelihood = -5252.4816
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29396.511
Iteration 1: (outcome) log likelihood = -28992.506
Iteration 2: (outcome) log likelihood = -28904.219
Iteration 3: (outcome) log likelihood = -28892.238
Iteration 4: (outcome) log likelihood = -28889.689
Iteration 5: (outcome) log likelihood = -28889.116
Iteration 6: (outcome) log likelihood = -28889.021
Iteration 7: (outcome) log likelihood = -28889.01
Iteration 8: (outcome) log likelihood = -28889.008
Iteration 9: (outcome) log likelihood = -28889.008 (not concave)
Iteration 10: (outcome) log likelihood = -28889.008 (not concave)
Iteration 11: (outcome) log likelihood = -28889.008 (not concave)
Iteration 12: (outcome) log likelihood = -28889.008 (not concave)
Iteration 13: (outcome) log likelihood = -28889.008 (not concave)
Iteration 14: (outcome) log likelihood = -28889.008 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34088.54
Iteration 1: (EM) log likelihood = -33909.518
Iteration 2: (EM) log likelihood = -33436.355
Iteration 3: (EM) log likelihood = -32522.672
Iteration 4: (EM) log likelihood = -31486.436
Iteration 5: (EM) log likelihood = -30768.762
Iteration 6: (EM) log likelihood = -30265.07
Iteration 7: (EM) log likelihood = -29876.196
Iteration 8: (EM) log likelihood = -29595.463
Iteration 9: (EM) log likelihood = -29405.846
Iteration 10: (EM) log likelihood = -29276.024
Iteration 11: (EM) log likelihood = -29179.124
Iteration 12: (EM) log likelihood = -29112.08
Iteration 13: (EM) log likelihood = -29061.828
Iteration 14: (EM) log likelihood = -29022.135
Iteration 15: (EM) log likelihood = -28992.244
Iteration 16: (EM) log likelihood = -28965.953
Iteration 17: (EM) log likelihood = -28944.184
Iteration 18: (EM) log likelihood = -28926.35
Iteration 19: (EM) log likelihood = -28911.637
Iteration 20: (EM) log likelihood = -28899.065
Iteration 21: (EM) log likelihood = -28886.088
Iteration 22: (EM) log likelihood = -28876.169
Iteration 23: (EM) log likelihood = -28866.525
Iteration 24: (EM) log likelihood = -28859.799
Iteration 25: (EM) log likelihood = -28853.604
Iteration 26: (EM) log likelihood = -28846.331
Iteration 27: (EM) log likelihood = -28839.58
Iteration 28: (EM) log likelihood = -28832.841
Iteration 29: (EM) log likelihood = -28827.165
Iteration 30: (EM) log likelihood = -28820.142
Iteration 31: (EM) log likelihood = -28814.155
Iteration 32: (EM) log likelihood = -28810.363
Iteration 33: (EM) log likelihood = -28804.491
Iteration 34: (EM) log likelihood = -28800.119
Iteration 35: (EM) log likelihood = -28796.843
Iteration 36: (EM) log likelihood = -28793.922
Iteration 37: (EM) log likelihood = -28790.24
Iteration 38: (EM) log likelihood = -28787.791
Iteration 39: (EM) log likelihood = -28783.238
Iteration 40: (EM) log likelihood = -28780.627
Iteration 41: (EM) log likelihood = -28776.287
Iteration 42: (EM) log likelihood = -28771.177
Iteration 43: (EM) log likelihood = -28767.133
Iteration 44: (EM) log likelihood = -28761.554
Iteration 45: (EM) log likelihood = -28756.615
Iteration 46: (EM) log likelihood = -28754.857
Iteration 47: (EM) log likelihood = -28752.108
Iteration 48: (EM) log likelihood = -28750.871
Iteration 49: (EM) log likelihood = -28749.586
Iteration 50: (EM) log likelihood = -28747.283
Iteration 51: (EM) log likelihood = -28745.615
Iteration 52: (EM) log likelihood = -28744.635
Iteration 53: (EM) log likelihood = -28743.823
Iteration 54: (EM) log likelihood = -28743.285
Iteration 55: (EM) log likelihood = -28742.528
Iteration 56: (EM) log likelihood = -28742.008
Iteration 57: (EM) log likelihood = -28741.502
Iteration 58: (EM) log likelihood = -28741.21
Iteration 59: (EM) log likelihood = -28740.688
Iteration 60: (EM) log likelihood = -28739.674
Iteration 61: (EM) log likelihood = -28738.859
Iteration 62: (EM) log likelihood = -28738.445
Iteration 63: (EM) log likelihood = -28737.697
Iteration 64: (EM) log likelihood = -28737.307
Iteration 65: (EM) log likelihood = -28736.676
Iteration 66: (EM) log likelihood = -28735.24
Iteration 67: (EM) log likelihood = -28734.058
Iteration 68: (EM) log likelihood = -28733.162
Iteration 69: (EM) log likelihood = -28732.572
Iteration 70: (EM) log likelihood = -28731.999
Iteration 71: (EM) log likelihood = -28731.376
Iteration 72: (EM) log likelihood = -28730.156
Iteration 73: (EM) log likelihood = -28729.477
Iteration 74: (EM) log likelihood = -28728.463
Iteration 75: (EM) log likelihood = -28727.979
Iteration 76: (EM) log likelihood = -28726.907
Iteration 77: (EM) log likelihood = -28726.249
Iteration 78: (EM) log likelihood = -28725.487
Iteration 79: (EM) log likelihood = -28723.964
Iteration 80: (EM) log likelihood = -28722.957
Iteration 81: (EM) log likelihood = -28722.055
Iteration 82: (EM) log likelihood = -28721.246
Iteration 83: (EM) log likelihood = -28720.404
Iteration 84: (EM) log likelihood = -28719.369
Iteration 85: (EM) log likelihood = -28716.811
Iteration 86: (EM) log likelihood = -28715.025
Iteration 87: (EM) log likelihood = -28714.119
Iteration 88: (EM) log likelihood = -28712.264
Iteration 89: (EM) log likelihood = -28710.537
Iteration 90: (EM) log likelihood = -28705.93
Iteration 91: (EM) log likelihood = -28703.776
Iteration 92: (EM) log likelihood = -28702.141
Iteration 93: (EM) log likelihood = -28700.844
Iteration 94: (EM) log likelihood = -28697.826
Iteration 95: (EM) log likelihood = -28695.721
Iteration 96: (EM) log likelihood = -28693.482
Iteration 97: (EM) log likelihood = -28691.42
Iteration 98: (EM) log likelihood = -28690.005
Iteration 99: (EM) log likelihood = -28688.081
Iteration 100: (EM) log likelihood = -28686.065
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.5076
Iteration 1: (class) log likelihood = -5251.5076
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29129.86
Iteration 1: (outcome) log likelihood = -28923.959
Iteration 2: (outcome) log likelihood = -28906.288
Iteration 3: (outcome) log likelihood = -28905.276
Iteration 4: (outcome) log likelihood = -28905.07
Iteration 5: (outcome) log likelihood = -28905.026
Iteration 6: (outcome) log likelihood = -28905.017
Iteration 7: (outcome) log likelihood = -28905.015
Iteration 8: (outcome) log likelihood = -28905.014
Iteration 9: (outcome) log likelihood = -28905.014 (not concave)
Iteration 10: (outcome) log likelihood = -28905.014 (not concave)
Iteration 11: (outcome) log likelihood = -28905.014 (not concave)
Iteration 12: (outcome) log likelihood = -28905.014 (not concave)
Iteration 13: (outcome) log likelihood = -28905.014 (not concave)
Iteration 14: (outcome) log likelihood = -28905.014 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34133.265
Iteration 1: (EM) log likelihood = -34037.524
Iteration 2: (EM) log likelihood = -33735.392
Iteration 3: (EM) log likelihood = -33060.107
Iteration 4: (EM) log likelihood = -32130.376
Iteration 5: (EM) log likelihood = -31237.128
Iteration 6: (EM) log likelihood = -30491.316
Iteration 7: (EM) log likelihood = -29958.355
Iteration 8: (EM) log likelihood = -29642.98
Iteration 9: (EM) log likelihood = -29447.511
Iteration 10: (EM) log likelihood = -29314.65
Iteration 11: (EM) log likelihood = -29222.699
Iteration 12: (EM) log likelihood = -29158.552
Iteration 13: (EM) log likelihood = -29114.705
Iteration 14: (EM) log likelihood = -29083.388
Iteration 15: (EM) log likelihood = -29061.599
Iteration 16: (EM) log likelihood = -29047.34
Iteration 17: (EM) log likelihood = -29035.838
Iteration 18: (EM) log likelihood = -29025.017
Iteration 19: (EM) log likelihood = -29014.273
Iteration 20: (EM) log likelihood = -29001.55
Iteration 21: (EM) log likelihood = -28989.782
Iteration 22: (EM) log likelihood = -28979.899
Iteration 23: (EM) log likelihood = -28968.805
Iteration 24: (EM) log likelihood = -28956.932
Iteration 25: (EM) log likelihood = -28940.388
Iteration 26: (EM) log likelihood = -28922.872
Iteration 27: (EM) log likelihood = -28907.84
Iteration 28: (EM) log likelihood = -28886.224
Iteration 29: (EM) log likelihood = -28868.958
Iteration 30: (EM) log likelihood = -28852.393
Iteration 31: (EM) log likelihood = -28835.779
Iteration 32: (EM) log likelihood = -28818.674
Iteration 33: (EM) log likelihood = -28803.099
Iteration 34: (EM) log likelihood = -28787.045
Iteration 35: (EM) log likelihood = -28774.045
Iteration 36: (EM) log likelihood = -28762.453
Iteration 37: (EM) log likelihood = -28751.937
Iteration 38: (EM) log likelihood = -28740.528
Iteration 39: (EM) log likelihood = -28730.729
Iteration 40: (EM) log likelihood = -28722.881
Iteration 41: (EM) log likelihood = -28715.209
Iteration 42: (EM) log likelihood = -28706.815
Iteration 43: (EM) log likelihood = -28700.378
Iteration 44: (EM) log likelihood = -28695.091
Iteration 45: (EM) log likelihood = -28690.346
Iteration 46: (EM) log likelihood = -28686.431
Iteration 47: (EM) log likelihood = -28681.734
Iteration 48: (EM) log likelihood = -28678.27
Iteration 49: (EM) log likelihood = -28675.409
Iteration 50: (EM) log likelihood = -28671.979
Iteration 51: (EM) log likelihood = -28669.499
Iteration 52: (EM) log likelihood = -28667.214
Iteration 53: (EM) log likelihood = -28664.876
Iteration 54: (EM) log likelihood = -28662.942
Iteration 55: (EM) log likelihood = -28660.985
Iteration 56: (EM) log likelihood = -28659.277
Iteration 57: (EM) log likelihood = -28657.533
Iteration 58: (EM) log likelihood = -28655.572
Iteration 59: (EM) log likelihood = -28653.086
Iteration 60: (EM) log likelihood = -28651.879
Iteration 61: (EM) log likelihood = -28650.483
Iteration 62: (EM) log likelihood = -28649.325
Iteration 63: (EM) log likelihood = -28647.588
Iteration 64: (EM) log likelihood = -28646.515
Iteration 65: (EM) log likelihood = -28645.015
Iteration 66: (EM) log likelihood = -28643.825
Iteration 67: (EM) log likelihood = -28642.915
Iteration 68: (EM) log likelihood = -28641.726
Iteration 69: (EM) log likelihood = -28640.941
Iteration 70: (EM) log likelihood = -28639.912
Iteration 71: (EM) log likelihood = -28639.099
Iteration 72: (EM) log likelihood = -28638.457
Iteration 73: (EM) log likelihood = -28637.589
Iteration 74: (EM) log likelihood = -28636.852
Iteration 75: (EM) log likelihood = -28635.839
Iteration 76: (EM) log likelihood = -28628.929
Iteration 77: (EM) log likelihood = -28628.494
Iteration 78: (EM) log likelihood = -28627.809
Iteration 79: (EM) log likelihood = -28627.292
Iteration 80: (EM) log likelihood = -28625.942
Iteration 81: (EM) log likelihood = -28623.674
Iteration 82: (EM) log likelihood = -28620.969
Iteration 83: (EM) log likelihood = -28620.436
Iteration 84: (EM) log likelihood = -28619.852
Iteration 85: (EM) log likelihood = -28618.988
Iteration 86: (EM) log likelihood = -28618.544
Iteration 87: (EM) log likelihood = -28617.708
Iteration 88: (EM) log likelihood = -28616.897
Iteration 89: (EM) log likelihood = -28616.527
Iteration 90: (EM) log likelihood = -28616.083
Iteration 91: (EM) log likelihood = -28615.71
Iteration 92: (EM) log likelihood = -28615.117
Iteration 93: (EM) log likelihood = -28614.88
Iteration 94: (EM) log likelihood = -28614.542
Iteration 95: (EM) log likelihood = -28613.933
Iteration 96: (EM) log likelihood = -28613.454
Iteration 97: (EM) log likelihood = -28613.191
Iteration 98: (EM) log likelihood = -28612.93
Iteration 99: (EM) log likelihood = -28612.665
Iteration 100: (EM) log likelihood = -28612.113
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.3031
Iteration 1: (class) log likelihood = -5251.3031
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29134.611
Iteration 1: (outcome) log likelihood = -28940.005
Iteration 2: (outcome) log likelihood = -28899.45
Iteration 3: (outcome) log likelihood = -28895.221
Iteration 4: (outcome) log likelihood = -28894.778
Iteration 5: (outcome) log likelihood = -28894.728
Iteration 6: (outcome) log likelihood = -28894.719
Iteration 7: (outcome) log likelihood = -28894.717
Iteration 8: (outcome) log likelihood = -28894.716
Iteration 9: (outcome) log likelihood = -28894.716
Iteration 10: (outcome) log likelihood = -28894.716 (not concave)
Iteration 11: (outcome) log likelihood = -28894.716 (not concave)
Iteration 12: (outcome) log likelihood = -28894.716 (not concave)
Iteration 13: (outcome) log likelihood = -28894.716 (not concave)
Iteration 14: (outcome) log likelihood = -28894.716 (not concave)
Iteration 15: (outcome) log likelihood = -28894.716 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34113.871
Iteration 1: (EM) log likelihood = -34002.28
Iteration 2: (EM) log likelihood = -33684.578
Iteration 3: (EM) log likelihood = -32970.133
Iteration 4: (EM) log likelihood = -31948.492
Iteration 5: (EM) log likelihood = -31000.453
Iteration 6: (EM) log likelihood = -30293.794
Iteration 7: (EM) log likelihood = -29813.322
Iteration 8: (EM) log likelihood = -29512.198
Iteration 9: (EM) log likelihood = -29330.44
Iteration 10: (EM) log likelihood = -29208.825
Iteration 11: (EM) log likelihood = -29113.909
Iteration 12: (EM) log likelihood = -29042.045
Iteration 13: (EM) log likelihood = -28986.359
Iteration 14: (EM) log likelihood = -28942.743
Iteration 15: (EM) log likelihood = -28910.944
Iteration 16: (EM) log likelihood = -28885.51
Iteration 17: (EM) log likelihood = -28868.634
Iteration 18: (EM) log likelihood = -28856.496
Iteration 19: (EM) log likelihood = -28845.68
Iteration 20: (EM) log likelihood = -28837.653
Iteration 21: (EM) log likelihood = -28831.01
Iteration 22: (EM) log likelihood = -28825.39
Iteration 23: (EM) log likelihood = -28819.64
Iteration 24: (EM) log likelihood = -28815.368
Iteration 25: (EM) log likelihood = -28810.716
Iteration 26: (EM) log likelihood = -28806.828
Iteration 27: (EM) log likelihood = -28803.656
Iteration 28: (EM) log likelihood = -28800.718
Iteration 29: (EM) log likelihood = -28798.133
Iteration 30: (EM) log likelihood = -28796.033
Iteration 31: (EM) log likelihood = -28794.346
Iteration 32: (EM) log likelihood = -28792.638
Iteration 33: (EM) log likelihood = -28790.606
Iteration 34: (EM) log likelihood = -28788.653
Iteration 35: (EM) log likelihood = -28786.78
Iteration 36: (EM) log likelihood = -28784.809
Iteration 37: (EM) log likelihood = -28783.664
Iteration 38: (EM) log likelihood = -28782.761
Iteration 39: (EM) log likelihood = -28781.767
Iteration 40: (EM) log likelihood = -28780.513
Iteration 41: (EM) log likelihood = -28779.474
Iteration 42: (EM) log likelihood = -28777.985
Iteration 43: (EM) log likelihood = -28776.986
Iteration 44: (EM) log likelihood = -28775.847
Iteration 45: (EM) log likelihood = -28775.258
Iteration 46: (EM) log likelihood = -28773.741
Iteration 47: (EM) log likelihood = -28773.232
Iteration 48: (EM) log likelihood = -28771.187
Iteration 49: (EM) log likelihood = -28770.694
Iteration 50: (EM) log likelihood = -28769.23
Iteration 51: (EM) log likelihood = -28768.576
Iteration 52: (EM) log likelihood = -28767.674
Iteration 53: (EM) log likelihood = -28767.042
Iteration 54: (EM) log likelihood = -28766.516
Iteration 55: (EM) log likelihood = -28765.668
Iteration 56: (EM) log likelihood = -28765.065
Iteration 57: (EM) log likelihood = -28764.413
Iteration 58: (EM) log likelihood = -28763.797
Iteration 59: (EM) log likelihood = -28763.18
Iteration 60: (EM) log likelihood = -28762.298
Iteration 61: (EM) log likelihood = -28761.881
Iteration 62: (EM) log likelihood = -28761.262
Iteration 63: (EM) log likelihood = -28760.374
Iteration 64: (EM) log likelihood = -28759.912
Iteration 65: (EM) log likelihood = -28759.28
Iteration 66: (EM) log likelihood = -28758.485
Iteration 67: (EM) log likelihood = -28757.625
Iteration 68: (EM) log likelihood = -28756.793
Iteration 69: (EM) log likelihood = -28756.244
Iteration 70: (EM) log likelihood = -28755.164
Iteration 71: (EM) log likelihood = -28754.471
Iteration 72: (EM) log likelihood = -28753.729
Iteration 73: (EM) log likelihood = -28753.127
Iteration 74: (EM) log likelihood = -28752.303
Iteration 75: (EM) log likelihood = -28751.625
Iteration 76: (EM) log likelihood = -28750.681
Iteration 77: (EM) log likelihood = -28749.914
Iteration 78: (EM) log likelihood = -28749.271
Iteration 79: (EM) log likelihood = -28748.434
Iteration 80: (EM) log likelihood = -28747.797
Iteration 81: (EM) log likelihood = -28746.66
Iteration 82: (EM) log likelihood = -28745.969
Iteration 83: (EM) log likelihood = -28745.538
Iteration 84: (EM) log likelihood = -28744.357
Iteration 85: (EM) log likelihood = -28743.286
Iteration 86: (EM) log likelihood = -28742.38
Iteration 87: (EM) log likelihood = -28741.437
Iteration 88: (EM) log likelihood = -28739.936
Iteration 89: (EM) log likelihood = -28737.812
Iteration 90: (EM) log likelihood = -28736.189
Iteration 91: (EM) log likelihood = -28734.503
Iteration 92: (EM) log likelihood = -28732.265
Iteration 93: (EM) log likelihood = -28730.347
Iteration 94: (EM) log likelihood = -28728.666
Iteration 95: (EM) log likelihood = -28727.188
Iteration 96: (EM) log likelihood = -28725.048
Iteration 97: (EM) log likelihood = -28722.965
Iteration 98: (EM) log likelihood = -28720.99
Iteration 99: (EM) log likelihood = -28718.469
Iteration 100: (EM) log likelihood = -28715.383
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.8055
Iteration 1: (class) log likelihood = -5251.8055
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29131.643
Iteration 1: (outcome) log likelihood = -28921.76
Iteration 2: (outcome) log likelihood = -28898.51
Iteration 3: (outcome) log likelihood = -28897.277
Iteration 4: (outcome) log likelihood = -28897.181
Iteration 5: (outcome) log likelihood = -28897.159
Iteration 6: (outcome) log likelihood = -28897.154
Iteration 7: (outcome) log likelihood = -28897.153
Iteration 8: (outcome) log likelihood = -28897.152
Iteration 9: (outcome) log likelihood = -28897.152 (not concave)
Iteration 10: (outcome) log likelihood = -28897.152 (not concave)
Iteration 11: (outcome) log likelihood = -28897.152 (not concave)
Iteration 12: (outcome) log likelihood = -28897.152 (not concave)
Iteration 13: (outcome) log likelihood = -28897.152 (not concave)
Iteration 14: (outcome) log likelihood = -28897.152 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34103.895
Iteration 1: (EM) log likelihood = -33979.13
Iteration 2: (EM) log likelihood = -33623.426
Iteration 3: (EM) log likelihood = -32819.457
Iteration 4: (EM) log likelihood = -31741.918
Iteration 5: (EM) log likelihood = -30823.802
Iteration 6: (EM) log likelihood = -30169.193
Iteration 7: (EM) log likelihood = -29745.304
Iteration 8: (EM) log likelihood = -29492.98
Iteration 9: (EM) log likelihood = -29328.94
Iteration 10: (EM) log likelihood = -29210
Iteration 11: (EM) log likelihood = -29125.683
Iteration 12: (EM) log likelihood = -29064.314
Iteration 13: (EM) log likelihood = -29018.403
Iteration 14: (EM) log likelihood = -28984.755
Iteration 15: (EM) log likelihood = -28956.679
Iteration 16: (EM) log likelihood = -28933.626
Iteration 17: (EM) log likelihood = -28916.498
Iteration 18: (EM) log likelihood = -28899.641
Iteration 19: (EM) log likelihood = -28884.539
Iteration 20: (EM) log likelihood = -28866.467
Iteration 21: (EM) log likelihood = -28851.894
Iteration 22: (EM) log likelihood = -28839.803
Iteration 23: (EM) log likelihood = -28830.622
Iteration 24: (EM) log likelihood = -28820.319
Iteration 25: (EM) log likelihood = -28810.669
Iteration 26: (EM) log likelihood = -28803.73
Iteration 27: (EM) log likelihood = -28793.97
Iteration 28: (EM) log likelihood = -28784.285
Iteration 29: (EM) log likelihood = -28770.499
Iteration 30: (EM) log likelihood = -28762.267
Iteration 31: (EM) log likelihood = -28754.287
Iteration 32: (EM) log likelihood = -28747.536
Iteration 33: (EM) log likelihood = -28737.153
Iteration 34: (EM) log likelihood = -28726.284
Iteration 35: (EM) log likelihood = -28716.004
Iteration 36: (EM) log likelihood = -28706.767
Iteration 37: (EM) log likelihood = -28695.22
Iteration 38: (EM) log likelihood = -28684.873
Iteration 39: (EM) log likelihood = -28672.145
Iteration 40: (EM) log likelihood = -28661.052
Iteration 41: (EM) log likelihood = -28648.827
Iteration 42: (EM) log likelihood = -28635.258
Iteration 43: (EM) log likelihood = -28621.965
Iteration 44: (EM) log likelihood = -28606.51
Iteration 45: (EM) log likelihood = -28593.294
Iteration 46: (EM) log likelihood = -28578.018
Iteration 47: (EM) log likelihood = -28563.901
Iteration 48: (EM) log likelihood = -28550.372
Iteration 49: (EM) log likelihood = -28536.998
Iteration 50: (EM) log likelihood = -28526.263
Iteration 51: (EM) log likelihood = -28513.772
Iteration 52: (EM) log likelihood = -28501.857
Iteration 53: (EM) log likelihood = -28493.698
Iteration 54: (EM) log likelihood = -28482.628
Iteration 55: (EM) log likelihood = -28473.265
Iteration 56: (EM) log likelihood = -28463.629
Iteration 57: (EM) log likelihood = -28455.194
Iteration 58: (EM) log likelihood = -28447.355
Iteration 59: (EM) log likelihood = -28440.275
Iteration 60: (EM) log likelihood = -28433.632
Iteration 61: (EM) log likelihood = -28428.17
Iteration 62: (EM) log likelihood = -28419.77
Iteration 63: (EM) log likelihood = -28415.181
Iteration 64: (EM) log likelihood = -28409.507
Iteration 65: (EM) log likelihood = -28404.463
Iteration 66: (EM) log likelihood = -28399.767
Iteration 67: (EM) log likelihood = -28394.526
Iteration 68: (EM) log likelihood = -28388.96
Iteration 69: (EM) log likelihood = -28383.289
Iteration 70: (EM) log likelihood = -28379.375
Iteration 71: (EM) log likelihood = -28374.675
Iteration 72: (EM) log likelihood = -28370.074
Iteration 73: (EM) log likelihood = -28364.196
Iteration 74: (EM) log likelihood = -28360.157
Iteration 75: (EM) log likelihood = -28356.313
Iteration 76: (EM) log likelihood = -28353.116
Iteration 77: (EM) log likelihood = -28349.584
Iteration 78: (EM) log likelihood = -28345.7
Iteration 79: (EM) log likelihood = -28342.331
Iteration 80: (EM) log likelihood = -28340.001
Iteration 81: (EM) log likelihood = -28337.323
Iteration 82: (EM) log likelihood = -28333.781
Iteration 83: (EM) log likelihood = -28330.857
Iteration 84: (EM) log likelihood = -28329.018
Iteration 85: (EM) log likelihood = -28324.357
Iteration 86: (EM) log likelihood = -28322.676
Iteration 87: (EM) log likelihood = -28319.813
Iteration 88: (EM) log likelihood = -28317.101
Iteration 89: (EM) log likelihood = -28314.472
Iteration 90: (EM) log likelihood = -28312.148
Iteration 91: (EM) log likelihood = -28307.177
Iteration 92: (EM) log likelihood = -28304.046
Iteration 93: (EM) log likelihood = -28300.737
Iteration 94: (EM) log likelihood = -28297.632
Iteration 95: (EM) log likelihood = -28294.239
Iteration 96: (EM) log likelihood = -28292.701
Iteration 97: (EM) log likelihood = -28289.487
Iteration 98: (EM) log likelihood = -28286.234
Iteration 99: (EM) log likelihood = -28282.966
Iteration 100: (EM) log likelihood = -28281.111
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.0668
Iteration 1: (class) log likelihood = -5252.0668
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.286
Iteration 1: (outcome) log likelihood = -28945.122
Iteration 2: (outcome) log likelihood = -28913.791
Iteration 3: (outcome) log likelihood = -28910.47
Iteration 4: (outcome) log likelihood = -28910.087
Iteration 5: (outcome) log likelihood = -28910.039
Iteration 6: (outcome) log likelihood = -28910.031
Iteration 7: (outcome) log likelihood = -28910.029
Iteration 8: (outcome) log likelihood = -28910.029
Iteration 9: (outcome) log likelihood = -28910.028
Iteration 10: (outcome) log likelihood = -28910.028 (not concave)
Iteration 11: (outcome) log likelihood = -28910.028 (not concave)
Iteration 12: (outcome) log likelihood = -28910.028 (not concave)
Iteration 13: (outcome) log likelihood = -28910.028 (not concave)
Iteration 14: (outcome) log likelihood = -28910.028 (not concave)
Iteration 15: (outcome) log likelihood = -28910.028 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34142.576
Iteration 1: (EM) log likelihood = -34072.971
Iteration 2: (EM) log likelihood = -33901.572
Iteration 3: (EM) log likelihood = -33647.703
Iteration 4: (EM) log likelihood = -33198.287
Iteration 5: (EM) log likelihood = -32369.613
Iteration 6: (EM) log likelihood = -31348.736
Iteration 7: (EM) log likelihood = -30553.814
Iteration 8: (EM) log likelihood = -30031.567
Iteration 9: (EM) log likelihood = -29686.687
Iteration 10: (EM) log likelihood = -29453.032
Iteration 11: (EM) log likelihood = -29283.744
Iteration 12: (EM) log likelihood = -29163.312
Iteration 13: (EM) log likelihood = -29075.805
Iteration 14: (EM) log likelihood = -29012.945
Iteration 15: (EM) log likelihood = -28972.375
Iteration 16: (EM) log likelihood = -28941.961
Iteration 17: (EM) log likelihood = -28915.736
Iteration 18: (EM) log likelihood = -28890.541
Iteration 19: (EM) log likelihood = -28864.97
Iteration 20: (EM) log likelihood = -28842.351
Iteration 21: (EM) log likelihood = -28820.669
Iteration 22: (EM) log likelihood = -28799.897
Iteration 23: (EM) log likelihood = -28779.026
Iteration 24: (EM) log likelihood = -28759.585
Iteration 25: (EM) log likelihood = -28739.78
Iteration 26: (EM) log likelihood = -28713.507
Iteration 27: (EM) log likelihood = -28696.043
Iteration 28: (EM) log likelihood = -28680.7
Iteration 29: (EM) log likelihood = -28665.633
Iteration 30: (EM) log likelihood = -28651.178
Iteration 31: (EM) log likelihood = -28637.475
Iteration 32: (EM) log likelihood = -28623.639
Iteration 33: (EM) log likelihood = -28609.182
Iteration 34: (EM) log likelihood = -28597.893
Iteration 35: (EM) log likelihood = -28586.536
Iteration 36: (EM) log likelihood = -28573.523
Iteration 37: (EM) log likelihood = -28562.782
Iteration 38: (EM) log likelihood = -28551.581
Iteration 39: (EM) log likelihood = -28541.777
Iteration 40: (EM) log likelihood = -28533.219
Iteration 41: (EM) log likelihood = -28524.303
Iteration 42: (EM) log likelihood = -28510.728
Iteration 43: (EM) log likelihood = -28500.298
Iteration 44: (EM) log likelihood = -28490.234
Iteration 45: (EM) log likelihood = -28481.687
Iteration 46: (EM) log likelihood = -28473.51
Iteration 47: (EM) log likelihood = -28465.753
Iteration 48: (EM) log likelihood = -28458.699
Iteration 49: (EM) log likelihood = -28451.213
Iteration 50: (EM) log likelihood = -28444.814
Iteration 51: (EM) log likelihood = -28438.404
Iteration 52: (EM) log likelihood = -28432.242
Iteration 53: (EM) log likelihood = -28426.533
Iteration 54: (EM) log likelihood = -28420.807
Iteration 55: (EM) log likelihood = -28414.589
Iteration 56: (EM) log likelihood = -28408.802
Iteration 57: (EM) log likelihood = -28403.169
Iteration 58: (EM) log likelihood = -28397.908
Iteration 59: (EM) log likelihood = -28392.437
Iteration 60: (EM) log likelihood = -28387.623
Iteration 61: (EM) log likelihood = -28383.026
Iteration 62: (EM) log likelihood = -28378.719
Iteration 63: (EM) log likelihood = -28374.412
Iteration 64: (EM) log likelihood = -28370.014
Iteration 65: (EM) log likelihood = -28365.778
Iteration 66: (EM) log likelihood = -28361.977
Iteration 67: (EM) log likelihood = -28358.428
Iteration 68: (EM) log likelihood = -28354.953
Iteration 69: (EM) log likelihood = -28351.094
Iteration 70: (EM) log likelihood = -28346.734
Iteration 71: (EM) log likelihood = -28341.993
Iteration 72: (EM) log likelihood = -28338.045
Iteration 73: (EM) log likelihood = -28334.629
Iteration 74: (EM) log likelihood = -28331.669
Iteration 75: (EM) log likelihood = -28327.664
Iteration 76: (EM) log likelihood = -28324.558
Iteration 77: (EM) log likelihood = -28320.635
Iteration 78: (EM) log likelihood = -28317.196
Iteration 79: (EM) log likelihood = -28314.215
Iteration 80: (EM) log likelihood = -28311.467
Iteration 81: (EM) log likelihood = -28308.344
Iteration 82: (EM) log likelihood = -28305.912
Iteration 83: (EM) log likelihood = -28303.696
Iteration 84: (EM) log likelihood = -28301.358
Iteration 85: (EM) log likelihood = -28298.844
Iteration 86: (EM) log likelihood = -28296.847
Iteration 87: (EM) log likelihood = -28294.401
Iteration 88: (EM) log likelihood = -28292.367
Iteration 89: (EM) log likelihood = -28290.036
Iteration 90: (EM) log likelihood = -28287.609
Iteration 91: (EM) log likelihood = -28285.288
Iteration 92: (EM) log likelihood = -28283.127
Iteration 93: (EM) log likelihood = -28281.02
Iteration 94: (EM) log likelihood = -28278.52
Iteration 95: (EM) log likelihood = -28276.387
Iteration 96: (EM) log likelihood = -28274.507
Iteration 97: (EM) log likelihood = -28272.358
Iteration 98: (EM) log likelihood = -28270.644
Iteration 99: (EM) log likelihood = -28268.779
Iteration 100: (EM) log likelihood = -28267.168
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.5933
Iteration 1: (class) log likelihood = -5251.5933
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29129.308
Iteration 1: (outcome) log likelihood = -28917.559
Iteration 2: (outcome) log likelihood = -28899.529
Iteration 3: (outcome) log likelihood = -28898.949
Iteration 4: (outcome) log likelihood = -28898.83
Iteration 5: (outcome) log likelihood = -28898.8
Iteration 6: (outcome) log likelihood = -28898.794
Iteration 7: (outcome) log likelihood = -28898.793
Iteration 8: (outcome) log likelihood = -28898.793
Iteration 9: (outcome) log likelihood = -28898.793 (not concave)
Iteration 10: (outcome) log likelihood = -28898.793 (not concave)
Iteration 11: (outcome) log likelihood = -28898.793 (not concave)
Iteration 12: (outcome) log likelihood = -28898.793 (not concave)
Iteration 13: (outcome) log likelihood = -28898.793 (not concave)
Iteration 14: (outcome) log likelihood = -28898.793 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34102.064
Iteration 1: (EM) log likelihood = -33903.951
Iteration 2: (EM) log likelihood = -33308.431
Iteration 3: (EM) log likelihood = -32309.509
Iteration 4: (EM) log likelihood = -31462.601
Iteration 5: (EM) log likelihood = -30931.28
Iteration 6: (EM) log likelihood = -30554.383
Iteration 7: (EM) log likelihood = -30258.198
Iteration 8: (EM) log likelihood = -30034.198
Iteration 9: (EM) log likelihood = -29873
Iteration 10: (EM) log likelihood = -29755.102
Iteration 11: (EM) log likelihood = -29661.721
Iteration 12: (EM) log likelihood = -29582.28
Iteration 13: (EM) log likelihood = -29511.145
Iteration 14: (EM) log likelihood = -29445.902
Iteration 15: (EM) log likelihood = -29384.825
Iteration 16: (EM) log likelihood = -29328.617
Iteration 17: (EM) log likelihood = -29276.284
Iteration 18: (EM) log likelihood = -29227.104
Iteration 19: (EM) log likelihood = -29181.586
Iteration 20: (EM) log likelihood = -29138.654
Iteration 21: (EM) log likelihood = -29100.17
Iteration 22: (EM) log likelihood = -29063.239
Iteration 23: (EM) log likelihood = -29025.213
Iteration 24: (EM) log likelihood = -28988.844
Iteration 25: (EM) log likelihood = -28954.186
Iteration 26: (EM) log likelihood = -28920.757
Iteration 27: (EM) log likelihood = -28887.154
Iteration 28: (EM) log likelihood = -28854.755
Iteration 29: (EM) log likelihood = -28823.432
Iteration 30: (EM) log likelihood = -28794.226
Iteration 31: (EM) log likelihood = -28766.376
Iteration 32: (EM) log likelihood = -28740.203
Iteration 33: (EM) log likelihood = -28716.584
Iteration 34: (EM) log likelihood = -28692.764
Iteration 35: (EM) log likelihood = -28671.388
Iteration 36: (EM) log likelihood = -28652.405
Iteration 37: (EM) log likelihood = -28634.082
Iteration 38: (EM) log likelihood = -28617.472
Iteration 39: (EM) log likelihood = -28602.646
Iteration 40: (EM) log likelihood = -28589.349
Iteration 41: (EM) log likelihood = -28577.688
Iteration 42: (EM) log likelihood = -28566.684
Iteration 43: (EM) log likelihood = -28557.31
Iteration 44: (EM) log likelihood = -28548.999
Iteration 45: (EM) log likelihood = -28541.309
Iteration 46: (EM) log likelihood = -28534.507
Iteration 47: (EM) log likelihood = -28528.336
Iteration 48: (EM) log likelihood = -28522.57
Iteration 49: (EM) log likelihood = -28517.462
Iteration 50: (EM) log likelihood = -28512.796
Iteration 51: (EM) log likelihood = -28508.69
Iteration 52: (EM) log likelihood = -28504.539
Iteration 53: (EM) log likelihood = -28499.996
Iteration 54: (EM) log likelihood = -28496.531
Iteration 55: (EM) log likelihood = -28493.327
Iteration 56: (EM) log likelihood = -28490.254
Iteration 57: (EM) log likelihood = -28487.593
Iteration 58: (EM) log likelihood = -28484.994
Iteration 59: (EM) log likelihood = -28483.409
Iteration 60: (EM) log likelihood = -28482.258
Iteration 61: (EM) log likelihood = -28481.285
Iteration 62: (EM) log likelihood = -28480.227
Iteration 63: (EM) log likelihood = -28478.752
Iteration 64: (EM) log likelihood = -28478.193
Iteration 65: (EM) log likelihood = -28477.703
Iteration 66: (EM) log likelihood = -28477.457
Iteration 67: (EM) log likelihood = -28477.373
Iteration 68: (EM) log likelihood = -28477.324
Iteration 69: (EM) log likelihood = -28477.338
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.4321
Iteration 1: (class) log likelihood = -5251.4321
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29453.213
Iteration 1: (outcome) log likelihood = -29036.392
Iteration 2: (outcome) log likelihood = -28921.754
Iteration 3: (outcome) log likelihood = -28906.181
Iteration 4: (outcome) log likelihood = -28903.309
Iteration 5: (outcome) log likelihood = -28902.675
Iteration 6: (outcome) log likelihood = -28902.545
Iteration 7: (outcome) log likelihood = -28902.523
Iteration 8: (outcome) log likelihood = -28902.518
Iteration 9: (outcome) log likelihood = -28902.517
Iteration 10: (outcome) log likelihood = -28902.517 (not concave)
Iteration 11: (outcome) log likelihood = -28902.517 (not concave)
Iteration 12: (outcome) log likelihood = -28902.517 (not concave)
Iteration 13: (outcome) log likelihood = -28902.517 (not concave)
Iteration 14: (outcome) log likelihood = -28902.517 (not concave)
Iteration 15: (outcome) log likelihood = -28902.517 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34122.338
Iteration 1: (EM) log likelihood = -34010.754
Iteration 2: (EM) log likelihood = -33721.342
Iteration 3: (EM) log likelihood = -33101.203
Iteration 4: (EM) log likelihood = -32206.837
Iteration 5: (EM) log likelihood = -31433.299
Iteration 6: (EM) log likelihood = -30872.833
Iteration 7: (EM) log likelihood = -30439.695
Iteration 8: (EM) log likelihood = -30121.448
Iteration 9: (EM) log likelihood = -29900.676
Iteration 10: (EM) log likelihood = -29736.862
Iteration 11: (EM) log likelihood = -29596.109
Iteration 12: (EM) log likelihood = -29474.277
Iteration 13: (EM) log likelihood = -29369.859
Iteration 14: (EM) log likelihood = -29278.2
Iteration 15: (EM) log likelihood = -29201.313
Iteration 16: (EM) log likelihood = -29135.305
Iteration 17: (EM) log likelihood = -29079.061
Iteration 18: (EM) log likelihood = -29031.535
Iteration 19: (EM) log likelihood = -28990.446
Iteration 20: (EM) log likelihood = -28956.916
Iteration 21: (EM) log likelihood = -28926.316
Iteration 22: (EM) log likelihood = -28897.57
Iteration 23: (EM) log likelihood = -28872.536
Iteration 24: (EM) log likelihood = -28848.527
Iteration 25: (EM) log likelihood = -28822.788
Iteration 26: (EM) log likelihood = -28798.513
Iteration 27: (EM) log likelihood = -28776.737
Iteration 28: (EM) log likelihood = -28755.332
Iteration 29: (EM) log likelihood = -28736.037
Iteration 30: (EM) log likelihood = -28717.077
Iteration 31: (EM) log likelihood = -28698.096
Iteration 32: (EM) log likelihood = -28677.654
Iteration 33: (EM) log likelihood = -28654.138
Iteration 34: (EM) log likelihood = -28637.746
Iteration 35: (EM) log likelihood = -28621.761
Iteration 36: (EM) log likelihood = -28606.024
Iteration 37: (EM) log likelihood = -28590.913
Iteration 38: (EM) log likelihood = -28576.09
Iteration 39: (EM) log likelihood = -28558.38
Iteration 40: (EM) log likelihood = -28543.524
Iteration 41: (EM) log likelihood = -28528.089
Iteration 42: (EM) log likelihood = -28515.558
Iteration 43: (EM) log likelihood = -28503.332
Iteration 44: (EM) log likelihood = -28493.064
Iteration 45: (EM) log likelihood = -28483.744
Iteration 46: (EM) log likelihood = -28474.596
Iteration 47: (EM) log likelihood = -28465.26
Iteration 48: (EM) log likelihood = -28457.855
Iteration 49: (EM) log likelihood = -28450.159
Iteration 50: (EM) log likelihood = -28439.757
Iteration 51: (EM) log likelihood = -28431.851
Iteration 52: (EM) log likelihood = -28425.142
Iteration 53: (EM) log likelihood = -28418.559
Iteration 54: (EM) log likelihood = -28411.736
Iteration 55: (EM) log likelihood = -28404.26
Iteration 56: (EM) log likelihood = -28395.605
Iteration 57: (EM) log likelihood = -28388.065
Iteration 58: (EM) log likelihood = -28381.392
Iteration 59: (EM) log likelihood = -28374.895
Iteration 60: (EM) log likelihood = -28369.246
Iteration 61: (EM) log likelihood = -28364.157
Iteration 62: (EM) log likelihood = -28359.057
Iteration 63: (EM) log likelihood = -28350.122
Iteration 64: (EM) log likelihood = -28344.082
Iteration 65: (EM) log likelihood = -28339.183
Iteration 66: (EM) log likelihood = -28335.036
Iteration 67: (EM) log likelihood = -28330.909
Iteration 68: (EM) log likelihood = -28326.397
Iteration 69: (EM) log likelihood = -28321.62
Iteration 70: (EM) log likelihood = -28318.428
Iteration 71: (EM) log likelihood = -28314.881
Iteration 72: (EM) log likelihood = -28311.82
Iteration 73: (EM) log likelihood = -28308.911
Iteration 74: (EM) log likelihood = -28305.642
Iteration 75: (EM) log likelihood = -28302.524
Iteration 76: (EM) log likelihood = -28300.215
Iteration 77: (EM) log likelihood = -28297.242
Iteration 78: (EM) log likelihood = -28294.584
Iteration 79: (EM) log likelihood = -28291.738
Iteration 80: (EM) log likelihood = -28289.315
Iteration 81: (EM) log likelihood = -28286.985
Iteration 82: (EM) log likelihood = -28284.824
Iteration 83: (EM) log likelihood = -28282.466
Iteration 84: (EM) log likelihood = -28280.365
Iteration 85: (EM) log likelihood = -28278.125
Iteration 86: (EM) log likelihood = -28276.212
Iteration 87: (EM) log likelihood = -28273.801
Iteration 88: (EM) log likelihood = -28271.649
Iteration 89: (EM) log likelihood = -28269.889
Iteration 90: (EM) log likelihood = -28268.131
Iteration 91: (EM) log likelihood = -28265.873
Iteration 92: (EM) log likelihood = -28264.016
Iteration 93: (EM) log likelihood = -28262.751
Iteration 94: (EM) log likelihood = -28260.314
Iteration 95: (EM) log likelihood = -28258.79
Iteration 96: (EM) log likelihood = -28256.843
Iteration 97: (EM) log likelihood = -28254.683
Iteration 98: (EM) log likelihood = -28253.042
Iteration 99: (EM) log likelihood = -28251.35
Iteration 100: (EM) log likelihood = -28249.63
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.1234
Iteration 1: (class) log likelihood = -5252.1234
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29124.829
Iteration 1: (outcome) log likelihood = -28967.699
Iteration 2: (outcome) log likelihood = -28901.62
Iteration 3: (outcome) log likelihood = -28895.985
Iteration 4: (outcome) log likelihood = -28895.477
Iteration 5: (outcome) log likelihood = -28895.455
Iteration 6: (outcome) log likelihood = -28895.45
Iteration 7: (outcome) log likelihood = -28895.449
Iteration 8: (outcome) log likelihood = -28895.449
Iteration 9: (outcome) log likelihood = -28895.449 (not concave)
Iteration 10: (outcome) log likelihood = -28895.449 (not concave)
Iteration 11: (outcome) log likelihood = -28895.449 (not concave)
Iteration 12: (outcome) log likelihood = -28895.449 (not concave)
Iteration 13: (outcome) log likelihood = -28895.449 (not concave)
Iteration 14: (outcome) log likelihood = -28895.449 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34110.342
Iteration 1: (EM) log likelihood = -33984.701
Iteration 2: (EM) log likelihood = -33703.261
Iteration 3: (EM) log likelihood = -33188.314
Iteration 4: (EM) log likelihood = -32345.726
Iteration 5: (EM) log likelihood = -31447.067
Iteration 6: (EM) log likelihood = -30731.439
Iteration 7: (EM) log likelihood = -30187.386
Iteration 8: (EM) log likelihood = -29777.934
Iteration 9: (EM) log likelihood = -29497.172
Iteration 10: (EM) log likelihood = -29317.3
Iteration 11: (EM) log likelihood = -29197.18
Iteration 12: (EM) log likelihood = -29109.131
Iteration 13: (EM) log likelihood = -29040.037
Iteration 14: (EM) log likelihood = -28982.626
Iteration 15: (EM) log likelihood = -28940.614
Iteration 16: (EM) log likelihood = -28906.325
Iteration 17: (EM) log likelihood = -28875.818
Iteration 18: (EM) log likelihood = -28848.179
Iteration 19: (EM) log likelihood = -28824.447
Iteration 20: (EM) log likelihood = -28805.52
Iteration 21: (EM) log likelihood = -28786.983
Iteration 22: (EM) log likelihood = -28770.562
Iteration 23: (EM) log likelihood = -28755.569
Iteration 24: (EM) log likelihood = -28740.708
Iteration 25: (EM) log likelihood = -28727.032
Iteration 26: (EM) log likelihood = -28713.546
Iteration 27: (EM) log likelihood = -28699.878
Iteration 28: (EM) log likelihood = -28685.929
Iteration 29: (EM) log likelihood = -28671.316
Iteration 30: (EM) log likelihood = -28655.369
Iteration 31: (EM) log likelihood = -28638.827
Iteration 32: (EM) log likelihood = -28623.038
Iteration 33: (EM) log likelihood = -28606.027
Iteration 34: (EM) log likelihood = -28589.371
Iteration 35: (EM) log likelihood = -28573.276
Iteration 36: (EM) log likelihood = -28556.506
Iteration 37: (EM) log likelihood = -28539.704
Iteration 38: (EM) log likelihood = -28524.525
Iteration 39: (EM) log likelihood = -28509.671
Iteration 40: (EM) log likelihood = -28495.678
Iteration 41: (EM) log likelihood = -28484.181
Iteration 42: (EM) log likelihood = -28473.735
Iteration 43: (EM) log likelihood = -28464.245
Iteration 44: (EM) log likelihood = -28455.828
Iteration 45: (EM) log likelihood = -28448.81
Iteration 46: (EM) log likelihood = -28443.224
Iteration 47: (EM) log likelihood = -28437.557
Iteration 48: (EM) log likelihood = -28432.898
Iteration 49: (EM) log likelihood = -28428.275
Iteration 50: (EM) log likelihood = -28423.535
Iteration 51: (EM) log likelihood = -28420.343
Iteration 52: (EM) log likelihood = -28416.392
Iteration 53: (EM) log likelihood = -28413.254
Iteration 54: (EM) log likelihood = -28410.8
Iteration 55: (EM) log likelihood = -28408.623
Iteration 56: (EM) log likelihood = -28406.714
Iteration 57: (EM) log likelihood = -28404.568
Iteration 58: (EM) log likelihood = -28403.509
Iteration 59: (EM) log likelihood = -28401.096
Iteration 60: (EM) log likelihood = -28399.361
Iteration 61: (EM) log likelihood = -28398.219
Iteration 62: (EM) log likelihood = -28397.111
Iteration 63: (EM) log likelihood = -28395.512
Iteration 64: (EM) log likelihood = -28393.826
Iteration 65: (EM) log likelihood = -28392.937
Iteration 66: (EM) log likelihood = -28391.788
Iteration 67: (EM) log likelihood = -28390.622
Iteration 68: (EM) log likelihood = -28389.791
Iteration 69: (EM) log likelihood = -28388.973
Iteration 70: (EM) log likelihood = -28388.591
Iteration 71: (EM) log likelihood = -28387.499
Iteration 72: (EM) log likelihood = -28386.852
Iteration 73: (EM) log likelihood = -28386.044
Iteration 74: (EM) log likelihood = -28385.349
Iteration 75: (EM) log likelihood = -28384.683
Iteration 76: (EM) log likelihood = -28384.172
Iteration 77: (EM) log likelihood = -28383.575
Iteration 78: (EM) log likelihood = -28383.116
Iteration 79: (EM) log likelihood = -28382.396
Iteration 80: (EM) log likelihood = -28382.046
Iteration 81: (EM) log likelihood = -28381.577
Iteration 82: (EM) log likelihood = -28381.034
Iteration 83: (EM) log likelihood = -28380.584
Iteration 84: (EM) log likelihood = -28380.069
Iteration 85: (EM) log likelihood = -28379.929
Iteration 86: (EM) log likelihood = -28379.31
Iteration 87: (EM) log likelihood = -28378.905
Iteration 88: (EM) log likelihood = -28377.977
Iteration 89: (EM) log likelihood = -28377.564
Iteration 90: (EM) log likelihood = -28376.521
Iteration 91: (EM) log likelihood = -28376.053
Iteration 92: (EM) log likelihood = -28375.419
Iteration 93: (EM) log likelihood = -28374.722
Iteration 94: (EM) log likelihood = -28373.266
Iteration 95: (EM) log likelihood = -28373.023
Iteration 96: (EM) log likelihood = -28372.999
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.4307
Iteration 1: (class) log likelihood = -5252.4307
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.838
Iteration 1: (outcome) log likelihood = -28983.741
Iteration 2: (outcome) log likelihood = -28911.408
Iteration 3: (outcome) log likelihood = -28905.718
Iteration 4: (outcome) log likelihood = -28905.303
Iteration 5: (outcome) log likelihood = -28905.252
Iteration 6: (outcome) log likelihood = -28905.243
Iteration 7: (outcome) log likelihood = -28905.241
Iteration 8: (outcome) log likelihood = -28905.241
Iteration 9: (outcome) log likelihood = -28905.241 (not concave)
Iteration 10: (outcome) log likelihood = -28905.241 (not concave)
Iteration 11: (outcome) log likelihood = -28905.241 (not concave)
Iteration 12: (outcome) log likelihood = -28905.241 (not concave)
Iteration 13: (outcome) log likelihood = -28905.241 (not concave)
Iteration 14: (outcome) log likelihood = -28905.241 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34128.753
Iteration 1: (EM) log likelihood = -34019.687
Iteration 2: (EM) log likelihood = -33732.964
Iteration 3: (EM) log likelihood = -33128.5
Iteration 4: (EM) log likelihood = -32246.871
Iteration 5: (EM) log likelihood = -31398.49
Iteration 6: (EM) log likelihood = -30782.888
Iteration 7: (EM) log likelihood = -30368.555
Iteration 8: (EM) log likelihood = -30071.091
Iteration 9: (EM) log likelihood = -29827.654
Iteration 10: (EM) log likelihood = -29622.596
Iteration 11: (EM) log likelihood = -29470.124
Iteration 12: (EM) log likelihood = -29364.324
Iteration 13: (EM) log likelihood = -29293.001
Iteration 14: (EM) log likelihood = -29241.134
Iteration 15: (EM) log likelihood = -29203.368
Iteration 16: (EM) log likelihood = -29176.482
Iteration 17: (EM) log likelihood = -29151.167
Iteration 18: (EM) log likelihood = -29133.862
Iteration 19: (EM) log likelihood = -29119.907
Iteration 20: (EM) log likelihood = -29107.705
Iteration 21: (EM) log likelihood = -29098.169
Iteration 22: (EM) log likelihood = -29087.901
Iteration 23: (EM) log likelihood = -29080.893
Iteration 24: (EM) log likelihood = -29076.051
Iteration 25: (EM) log likelihood = -29071.958
Iteration 26: (EM) log likelihood = -29067.758
Iteration 27: (EM) log likelihood = -29064.402
Iteration 28: (EM) log likelihood = -29062.396
Iteration 29: (EM) log likelihood = -29060.715
Iteration 30: (EM) log likelihood = -29058.631
Iteration 31: (EM) log likelihood = -29056.169
Iteration 32: (EM) log likelihood = -29053.147
Iteration 33: (EM) log likelihood = -29050.743
Iteration 34: (EM) log likelihood = -29047.72
Iteration 35: (EM) log likelihood = -29044.689
Iteration 36: (EM) log likelihood = -29040.261
Iteration 37: (EM) log likelihood = -29035.745
Iteration 38: (EM) log likelihood = -29029.992
Iteration 39: (EM) log likelihood = -29022.485
Iteration 40: (EM) log likelihood = -29014.972
Iteration 41: (EM) log likelihood = -29006.833
Iteration 42: (EM) log likelihood = -28995.987
Iteration 43: (EM) log likelihood = -28985.083
Iteration 44: (EM) log likelihood = -28973.179
Iteration 45: (EM) log likelihood = -28960.572
Iteration 46: (EM) log likelihood = -28947.251
Iteration 47: (EM) log likelihood = -28934.306
Iteration 48: (EM) log likelihood = -28921.971
Iteration 49: (EM) log likelihood = -28909.53
Iteration 50: (EM) log likelihood = -28898.032
Iteration 51: (EM) log likelihood = -28887.343
Iteration 52: (EM) log likelihood = -28877.242
Iteration 53: (EM) log likelihood = -28867.751
Iteration 54: (EM) log likelihood = -28859.65
Iteration 55: (EM) log likelihood = -28852.182
Iteration 56: (EM) log likelihood = -28843.987
Iteration 57: (EM) log likelihood = -28836.799
Iteration 58: (EM) log likelihood = -28830.6
Iteration 59: (EM) log likelihood = -28824.709
Iteration 60: (EM) log likelihood = -28814.981
Iteration 61: (EM) log likelihood = -28810.451
Iteration 62: (EM) log likelihood = -28806.383
Iteration 63: (EM) log likelihood = -28802.642
Iteration 64: (EM) log likelihood = -28798.616
Iteration 65: (EM) log likelihood = -28793.233
Iteration 66: (EM) log likelihood = -28789.996
Iteration 67: (EM) log likelihood = -28786.351
Iteration 68: (EM) log likelihood = -28783.243
Iteration 69: (EM) log likelihood = -28780.361
Iteration 70: (EM) log likelihood = -28777.815
Iteration 71: (EM) log likelihood = -28773.974
Iteration 72: (EM) log likelihood = -28768.341
Iteration 73: (EM) log likelihood = -28764.865
Iteration 74: (EM) log likelihood = -28762.598
Iteration 75: (EM) log likelihood = -28759.39
Iteration 76: (EM) log likelihood = -28757.372
Iteration 77: (EM) log likelihood = -28755.481
Iteration 78: (EM) log likelihood = -28753.831
Iteration 79: (EM) log likelihood = -28752.325
Iteration 80: (EM) log likelihood = -28750.961
Iteration 81: (EM) log likelihood = -28749.467
Iteration 82: (EM) log likelihood = -28745.515
Iteration 83: (EM) log likelihood = -28744.427
Iteration 84: (EM) log likelihood = -28743.29
Iteration 85: (EM) log likelihood = -28742.145
Iteration 86: (EM) log likelihood = -28740.994
Iteration 87: (EM) log likelihood = -28740.129
Iteration 88: (EM) log likelihood = -28739.066
Iteration 89: (EM) log likelihood = -28738.104
Iteration 90: (EM) log likelihood = -28736.911
Iteration 91: (EM) log likelihood = -28735.974
Iteration 92: (EM) log likelihood = -28735.091
Iteration 93: (EM) log likelihood = -28734.255
Iteration 94: (EM) log likelihood = -28733.401
Iteration 95: (EM) log likelihood = -28732.654
Iteration 96: (EM) log likelihood = -28731.446
Iteration 97: (EM) log likelihood = -28728.39
Iteration 98: (EM) log likelihood = -28724.366
Iteration 99: (EM) log likelihood = -28721.591
Iteration 100: (EM) log likelihood = -28719.056
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.1376
Iteration 1: (class) log likelihood = -5252.1376
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.07
Iteration 1: (outcome) log likelihood = -28926.951
Iteration 2: (outcome) log likelihood = -28896.667
Iteration 3: (outcome) log likelihood = -28893.52
Iteration 4: (outcome) log likelihood = -28893.157
Iteration 5: (outcome) log likelihood = -28893.089
Iteration 6: (outcome) log likelihood = -28893.074
Iteration 7: (outcome) log likelihood = -28893.07
Iteration 8: (outcome) log likelihood = -28893.07
Iteration 9: (outcome) log likelihood = -28893.069
Iteration 10: (outcome) log likelihood = -28893.069 (not concave)
Iteration 11: (outcome) log likelihood = -28893.069 (not concave)
Iteration 12: (outcome) log likelihood = -28893.069 (not concave)
Iteration 13: (outcome) log likelihood = -28893.069 (not concave)
Iteration 14: (outcome) log likelihood = -28893.069 (not concave)
Iteration 15: (outcome) log likelihood = -28893.069 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34097.81
Iteration 1: (EM) log likelihood = -33907.507
Iteration 2: (EM) log likelihood = -33284.738
Iteration 3: (EM) log likelihood = -32196.733
Iteration 4: (EM) log likelihood = -31319.461
Iteration 5: (EM) log likelihood = -30771.88
Iteration 6: (EM) log likelihood = -30368.384
Iteration 7: (EM) log likelihood = -30030.074
Iteration 8: (EM) log likelihood = -29753.579
Iteration 9: (EM) log likelihood = -29538.641
Iteration 10: (EM) log likelihood = -29373.145
Iteration 11: (EM) log likelihood = -29259.913
Iteration 12: (EM) log likelihood = -29181.917
Iteration 13: (EM) log likelihood = -29125.924
Iteration 14: (EM) log likelihood = -29086.025
Iteration 15: (EM) log likelihood = -29048.99
Iteration 16: (EM) log likelihood = -29023.193
Iteration 17: (EM) log likelihood = -29000.76
Iteration 18: (EM) log likelihood = -28983.435
Iteration 19: (EM) log likelihood = -28965.151
Iteration 20: (EM) log likelihood = -28946.242
Iteration 21: (EM) log likelihood = -28931.369
Iteration 22: (EM) log likelihood = -28918.733
Iteration 23: (EM) log likelihood = -28906.504
Iteration 24: (EM) log likelihood = -28893.52
Iteration 25: (EM) log likelihood = -28882.772
Iteration 26: (EM) log likelihood = -28870.797
Iteration 27: (EM) log likelihood = -28862.191
Iteration 28: (EM) log likelihood = -28851.283
Iteration 29: (EM) log likelihood = -28843.585
Iteration 30: (EM) log likelihood = -28835.093
Iteration 31: (EM) log likelihood = -28828.127
Iteration 32: (EM) log likelihood = -28823.666
Iteration 33: (EM) log likelihood = -28817.884
Iteration 34: (EM) log likelihood = -28813.188
Iteration 35: (EM) log likelihood = -28808.563
Iteration 36: (EM) log likelihood = -28805.441
Iteration 37: (EM) log likelihood = -28801.78
Iteration 38: (EM) log likelihood = -28796.787
Iteration 39: (EM) log likelihood = -28792.218
Iteration 40: (EM) log likelihood = -28787.795
Iteration 41: (EM) log likelihood = -28782.267
Iteration 42: (EM) log likelihood = -28777.967
Iteration 43: (EM) log likelihood = -28772.827
Iteration 44: (EM) log likelihood = -28766.119
Iteration 45: (EM) log likelihood = -28758.2
Iteration 46: (EM) log likelihood = -28752.367
Iteration 47: (EM) log likelihood = -28745.65
Iteration 48: (EM) log likelihood = -28736.91
Iteration 49: (EM) log likelihood = -28729.416
Iteration 50: (EM) log likelihood = -28721.421
Iteration 51: (EM) log likelihood = -28714.673
Iteration 52: (EM) log likelihood = -28707.85
Iteration 53: (EM) log likelihood = -28699.093
Iteration 54: (EM) log likelihood = -28690.508
Iteration 55: (EM) log likelihood = -28684.503
Iteration 56: (EM) log likelihood = -28677.222
Iteration 57: (EM) log likelihood = -28670.256
Iteration 58: (EM) log likelihood = -28661.906
Iteration 59: (EM) log likelihood = -28653.889
Iteration 60: (EM) log likelihood = -28647.636
Iteration 61: (EM) log likelihood = -28641.774
Iteration 62: (EM) log likelihood = -28635.801
Iteration 63: (EM) log likelihood = -28627.729
Iteration 64: (EM) log likelihood = -28619.901
Iteration 65: (EM) log likelihood = -28613.933
Iteration 66: (EM) log likelihood = -28605.752
Iteration 67: (EM) log likelihood = -28598.548
Iteration 68: (EM) log likelihood = -28593.284
Iteration 69: (EM) log likelihood = -28587.613
Iteration 70: (EM) log likelihood = -28583.634
Iteration 71: (EM) log likelihood = -28578.91
Iteration 72: (EM) log likelihood = -28574.021
Iteration 73: (EM) log likelihood = -28568.73
Iteration 74: (EM) log likelihood = -28564.808
Iteration 75: (EM) log likelihood = -28560.059
Iteration 76: (EM) log likelihood = -28556.659
Iteration 77: (EM) log likelihood = -28551.936
Iteration 78: (EM) log likelihood = -28547.48
Iteration 79: (EM) log likelihood = -28544.45
Iteration 80: (EM) log likelihood = -28540.212
Iteration 81: (EM) log likelihood = -28535.513
Iteration 82: (EM) log likelihood = -28531.666
Iteration 83: (EM) log likelihood = -28528.855
Iteration 84: (EM) log likelihood = -28525.976
Iteration 85: (EM) log likelihood = -28522.241
Iteration 86: (EM) log likelihood = -28518.912
Iteration 87: (EM) log likelihood = -28515.616
Iteration 88: (EM) log likelihood = -28512.333
Iteration 89: (EM) log likelihood = -28509.849
Iteration 90: (EM) log likelihood = -28506.68
Iteration 91: (EM) log likelihood = -28503.698
Iteration 92: (EM) log likelihood = -28500.633
Iteration 93: (EM) log likelihood = -28498.83
Iteration 94: (EM) log likelihood = -28495.53
Iteration 95: (EM) log likelihood = -28493.831
Iteration 96: (EM) log likelihood = -28490.858
Iteration 97: (EM) log likelihood = -28488.069
Iteration 98: (EM) log likelihood = -28483.351
Iteration 99: (EM) log likelihood = -28482.088
Iteration 100: (EM) log likelihood = -28479.943
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.17
Iteration 1: (class) log likelihood = -5249.17
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.814
Iteration 1: (outcome) log likelihood = -28930.465
Iteration 2: (outcome) log likelihood = -28908.535
Iteration 3: (outcome) log likelihood = -28907.654
Iteration 4: (outcome) log likelihood = -28907.501
Iteration 5: (outcome) log likelihood = -28907.464
Iteration 6: (outcome) log likelihood = -28907.456
Iteration 7: (outcome) log likelihood = -28907.454
Iteration 8: (outcome) log likelihood = -28907.454
Iteration 9: (outcome) log likelihood = -28907.454 (not concave)
Iteration 10: (outcome) log likelihood = -28907.454 (not concave)
Iteration 11: (outcome) log likelihood = -28907.454 (not concave)
Iteration 12: (outcome) log likelihood = -28907.454 (not concave)
Iteration 13: (outcome) log likelihood = -28907.454 (not concave)
Iteration 14: (outcome) log likelihood = -28907.454 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34123.469
Iteration 1: (EM) log likelihood = -34027.341
Iteration 2: (EM) log likelihood = -33821.033
Iteration 3: (EM) log likelihood = -33425.583
Iteration 4: (EM) log likelihood = -32717.828
Iteration 5: (EM) log likelihood = -31864.742
Iteration 6: (EM) log likelihood = -31172.048
Iteration 7: (EM) log likelihood = -30683.742
Iteration 8: (EM) log likelihood = -30335.134
Iteration 9: (EM) log likelihood = -30086.341
Iteration 10: (EM) log likelihood = -29884.168
Iteration 11: (EM) log likelihood = -29712.897
Iteration 12: (EM) log likelihood = -29554.983
Iteration 13: (EM) log likelihood = -29421.023
Iteration 14: (EM) log likelihood = -29311.101
Iteration 15: (EM) log likelihood = -29213.153
Iteration 16: (EM) log likelihood = -29142.791
Iteration 17: (EM) log likelihood = -29075.079
Iteration 18: (EM) log likelihood = -29013.697
Iteration 19: (EM) log likelihood = -28958.953
Iteration 20: (EM) log likelihood = -28906.326
Iteration 21: (EM) log likelihood = -28859.95
Iteration 22: (EM) log likelihood = -28818.163
Iteration 23: (EM) log likelihood = -28781.095
Iteration 24: (EM) log likelihood = -28748.232
Iteration 25: (EM) log likelihood = -28716.113
Iteration 26: (EM) log likelihood = -28689.303
Iteration 27: (EM) log likelihood = -28666.536
Iteration 28: (EM) log likelihood = -28645.265
Iteration 29: (EM) log likelihood = -28625.867
Iteration 30: (EM) log likelihood = -28607.983
Iteration 31: (EM) log likelihood = -28590.959
Iteration 32: (EM) log likelihood = -28573.722
Iteration 33: (EM) log likelihood = -28557.343
Iteration 34: (EM) log likelihood = -28544.223
Iteration 35: (EM) log likelihood = -28533.318
Iteration 36: (EM) log likelihood = -28523.229
Iteration 37: (EM) log likelihood = -28512.251
Iteration 38: (EM) log likelihood = -28504.2
Iteration 39: (EM) log likelihood = -28497.166
Iteration 40: (EM) log likelihood = -28490.338
Iteration 41: (EM) log likelihood = -28483.781
Iteration 42: (EM) log likelihood = -28477.197
Iteration 43: (EM) log likelihood = -28471.824
Iteration 44: (EM) log likelihood = -28467.043
Iteration 45: (EM) log likelihood = -28462.129
Iteration 46: (EM) log likelihood = -28457.9
Iteration 47: (EM) log likelihood = -28453.989
Iteration 48: (EM) log likelihood = -28450.395
Iteration 49: (EM) log likelihood = -28446.953
Iteration 50: (EM) log likelihood = -28443.34
Iteration 51: (EM) log likelihood = -28438.795
Iteration 52: (EM) log likelihood = -28435.456
Iteration 53: (EM) log likelihood = -28432.21
Iteration 54: (EM) log likelihood = -28429.752
Iteration 55: (EM) log likelihood = -28426.656
Iteration 56: (EM) log likelihood = -28423.734
Iteration 57: (EM) log likelihood = -28421.071
Iteration 58: (EM) log likelihood = -28417.947
Iteration 59: (EM) log likelihood = -28415.201
Iteration 60: (EM) log likelihood = -28413.346
Iteration 61: (EM) log likelihood = -28411.793
Iteration 62: (EM) log likelihood = -28409.442
Iteration 63: (EM) log likelihood = -28406.612
Iteration 64: (EM) log likelihood = -28405.163
Iteration 65: (EM) log likelihood = -28403.109
Iteration 66: (EM) log likelihood = -28401.335
Iteration 67: (EM) log likelihood = -28399.944
Iteration 68: (EM) log likelihood = -28398.385
Iteration 69: (EM) log likelihood = -28397.19
Iteration 70: (EM) log likelihood = -28396.096
Iteration 71: (EM) log likelihood = -28395.049
Iteration 72: (EM) log likelihood = -28394.067
Iteration 73: (EM) log likelihood = -28392.992
Iteration 74: (EM) log likelihood = -28391.861
Iteration 75: (EM) log likelihood = -28390.591
Iteration 76: (EM) log likelihood = -28389.562
Iteration 77: (EM) log likelihood = -28388.458
Iteration 78: (EM) log likelihood = -28387.292
Iteration 79: (EM) log likelihood = -28386
Iteration 80: (EM) log likelihood = -28384.646
Iteration 81: (EM) log likelihood = -28383.678
Iteration 82: (EM) log likelihood = -28382.89
Iteration 83: (EM) log likelihood = -28381.835
Iteration 84: (EM) log likelihood = -28380.882
Iteration 85: (EM) log likelihood = -28379.749
Iteration 86: (EM) log likelihood = -28378.448
Iteration 87: (EM) log likelihood = -28377.517
Iteration 88: (EM) log likelihood = -28376.585
Iteration 89: (EM) log likelihood = -28375.561
Iteration 90: (EM) log likelihood = -28374.741
Iteration 91: (EM) log likelihood = -28373.935
Iteration 92: (EM) log likelihood = -28372.767
Iteration 93: (EM) log likelihood = -28371.78
Iteration 94: (EM) log likelihood = -28370.123
Iteration 95: (EM) log likelihood = -28368.391
Iteration 96: (EM) log likelihood = -28366.996
Iteration 97: (EM) log likelihood = -28365.81
Iteration 98: (EM) log likelihood = -28364.095
Iteration 99: (EM) log likelihood = -28363.467
Iteration 100: (EM) log likelihood = -28360.862
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.8467
Iteration 1: (class) log likelihood = -5249.8467
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29439.217
Iteration 1: (outcome) log likelihood = -29004.678
Iteration 2: (outcome) log likelihood = -28909.888
Iteration 3: (outcome) log likelihood = -28897.785
Iteration 4: (outcome) log likelihood = -28895.684
Iteration 5: (outcome) log likelihood = -28895.191
Iteration 6: (outcome) log likelihood = -28895.077
Iteration 7: (outcome) log likelihood = -28895.052
Iteration 8: (outcome) log likelihood = -28895.047
Iteration 9: (outcome) log likelihood = -28895.046
Iteration 10: (outcome) log likelihood = -28895.045 (not concave)
Iteration 11: (outcome) log likelihood = -28895.045 (not concave)
Iteration 12: (outcome) log likelihood = -28895.045 (not concave)
Iteration 13: (outcome) log likelihood = -28895.045 (not concave)
Iteration 14: (outcome) log likelihood = -28895.045 (not concave)
Iteration 15: (outcome) log likelihood = -28895.045 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34096.11
Iteration 1: (EM) log likelihood = -33981.739
Iteration 2: (EM) log likelihood = -33748.888
Iteration 3: (EM) log likelihood = -33296.479
Iteration 4: (EM) log likelihood = -32577.573
Iteration 5: (EM) log likelihood = -31733.218
Iteration 6: (EM) log likelihood = -30930.822
Iteration 7: (EM) log likelihood = -30226.084
Iteration 8: (EM) log likelihood = -29673.955
Iteration 9: (EM) log likelihood = -29288.004
Iteration 10: (EM) log likelihood = -29051.732
Iteration 11: (EM) log likelihood = -28925.933
Iteration 12: (EM) log likelihood = -28861.23
Iteration 13: (EM) log likelihood = -28827.28
Iteration 14: (EM) log likelihood = -28805.03
Iteration 15: (EM) log likelihood = -28786.272
Iteration 16: (EM) log likelihood = -28770.481
Iteration 17: (EM) log likelihood = -28755.534
Iteration 18: (EM) log likelihood = -28738.526
Iteration 19: (EM) log likelihood = -28722.05
Iteration 20: (EM) log likelihood = -28702.97
Iteration 21: (EM) log likelihood = -28682.444
Iteration 22: (EM) log likelihood = -28662.419
Iteration 23: (EM) log likelihood = -28639.362
Iteration 24: (EM) log likelihood = -28621.083
Iteration 25: (EM) log likelihood = -28602.252
Iteration 26: (EM) log likelihood = -28583.45
Iteration 27: (EM) log likelihood = -28565.73
Iteration 28: (EM) log likelihood = -28550.618
Iteration 29: (EM) log likelihood = -28536.247
Iteration 30: (EM) log likelihood = -28521.466
Iteration 31: (EM) log likelihood = -28509.645
Iteration 32: (EM) log likelihood = -28498.822
Iteration 33: (EM) log likelihood = -28487.334
Iteration 34: (EM) log likelihood = -28477.03
Iteration 35: (EM) log likelihood = -28467.501
Iteration 36: (EM) log likelihood = -28458.481
Iteration 37: (EM) log likelihood = -28451.662
Iteration 38: (EM) log likelihood = -28444.757
Iteration 39: (EM) log likelihood = -28439.027
Iteration 40: (EM) log likelihood = -28433.862
Iteration 41: (EM) log likelihood = -28430.009
Iteration 42: (EM) log likelihood = -28426.182
Iteration 43: (EM) log likelihood = -28423.255
Iteration 44: (EM) log likelihood = -28420.608
Iteration 45: (EM) log likelihood = -28418.859
Iteration 46: (EM) log likelihood = -28416.865
Iteration 47: (EM) log likelihood = -28415.167
Iteration 48: (EM) log likelihood = -28413.839
Iteration 49: (EM) log likelihood = -28412.735
Iteration 50: (EM) log likelihood = -28411.856
Iteration 51: (EM) log likelihood = -28410.767
Iteration 52: (EM) log likelihood = -28409.824
Iteration 53: (EM) log likelihood = -28408.999
Iteration 54: (EM) log likelihood = -28408.397
Iteration 55: (EM) log likelihood = -28407.838
Iteration 56: (EM) log likelihood = -28407.302
Iteration 57: (EM) log likelihood = -28407.144
Iteration 58: (EM) log likelihood = -28406.569
Iteration 59: (EM) log likelihood = -28405.583
Iteration 60: (EM) log likelihood = -28404.501
Iteration 61: (EM) log likelihood = -28401.865
Iteration 62: (EM) log likelihood = -28398.896
Iteration 63: (EM) log likelihood = -28394.846
Iteration 64: (EM) log likelihood = -28391.475
Iteration 65: (EM) log likelihood = -28388.407
Iteration 66: (EM) log likelihood = -28385.791
Iteration 67: (EM) log likelihood = -28383.582
Iteration 68: (EM) log likelihood = -28381.147
Iteration 69: (EM) log likelihood = -28378.991
Iteration 70: (EM) log likelihood = -28377.196
Iteration 71: (EM) log likelihood = -28375.945
Iteration 72: (EM) log likelihood = -28373.697
Iteration 73: (EM) log likelihood = -28373.032
Iteration 74: (EM) log likelihood = -28372.075
Iteration 75: (EM) log likelihood = -28371.552
Iteration 76: (EM) log likelihood = -28370.986
Iteration 77: (EM) log likelihood = -28370.276
Iteration 78: (EM) log likelihood = -28370.092
Iteration 79: (EM) log likelihood = -28369.473
Iteration 80: (EM) log likelihood = -28368.079
Iteration 81: (EM) log likelihood = -28367.318
Iteration 82: (EM) log likelihood = -28366.165
Iteration 83: (EM) log likelihood = -28364.412
Iteration 84: (EM) log likelihood = -28362.043
Iteration 85: (EM) log likelihood = -28358.489
Iteration 86: (EM) log likelihood = -28354.541
Iteration 87: (EM) log likelihood = -28350.739
Iteration 88: (EM) log likelihood = -28347.434
Iteration 89: (EM) log likelihood = -28344.56
Iteration 90: (EM) log likelihood = -28341.425
Iteration 91: (EM) log likelihood = -28339.003
Iteration 92: (EM) log likelihood = -28337.472
Iteration 93: (EM) log likelihood = -28336.027
Iteration 94: (EM) log likelihood = -28334.639
Iteration 95: (EM) log likelihood = -28333.015
Iteration 96: (EM) log likelihood = -28331.624
Iteration 97: (EM) log likelihood = -28330.697
Iteration 98: (EM) log likelihood = -28329.818
Iteration 99: (EM) log likelihood = -28328.828
Iteration 100: (EM) log likelihood = -28327.712
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.2434
Iteration 1: (class) log likelihood = -5250.2434
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29439.387
Iteration 1: (outcome) log likelihood = -29005.903
Iteration 2: (outcome) log likelihood = -28899.298
Iteration 3: (outcome) log likelihood = -28886.286
Iteration 4: (outcome) log likelihood = -28883.939
Iteration 5: (outcome) log likelihood = -28883.385
Iteration 6: (outcome) log likelihood = -28883.265
Iteration 7: (outcome) log likelihood = -28883.236
Iteration 8: (outcome) log likelihood = -28883.23
Iteration 9: (outcome) log likelihood = -28883.229
Iteration 10: (outcome) log likelihood = -28883.229 (not concave)
Iteration 11: (outcome) log likelihood = -28883.229 (not concave)
Iteration 12: (outcome) log likelihood = -28883.229 (not concave)
Iteration 13: (outcome) log likelihood = -28883.229 (not concave)
Iteration 14: (outcome) log likelihood = -28883.229 (not concave)
Iteration 15: (outcome) log likelihood = -28883.229 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34076.845
Iteration 1: (EM) log likelihood = -33885.36
Iteration 2: (EM) log likelihood = -33344.749
Iteration 3: (EM) log likelihood = -32383.362
Iteration 4: (EM) log likelihood = -31429.952
Iteration 5: (EM) log likelihood = -30709.221
Iteration 6: (EM) log likelihood = -30195.051
Iteration 7: (EM) log likelihood = -29861.734
Iteration 8: (EM) log likelihood = -29646.897
Iteration 9: (EM) log likelihood = -29497.1
Iteration 10: (EM) log likelihood = -29391.9
Iteration 11: (EM) log likelihood = -29303.072
Iteration 12: (EM) log likelihood = -29237.678
Iteration 13: (EM) log likelihood = -29191.753
Iteration 14: (EM) log likelihood = -29154.413
Iteration 15: (EM) log likelihood = -29123.985
Iteration 16: (EM) log likelihood = -29097.889
Iteration 17: (EM) log likelihood = -29071.58
Iteration 18: (EM) log likelihood = -29049.134
Iteration 19: (EM) log likelihood = -29033.157
Iteration 20: (EM) log likelihood = -29016.953
Iteration 21: (EM) log likelihood = -29005.546
Iteration 22: (EM) log likelihood = -28995.171
Iteration 23: (EM) log likelihood = -28985.775
Iteration 24: (EM) log likelihood = -28977.332
Iteration 25: (EM) log likelihood = -28969.644
Iteration 26: (EM) log likelihood = -28962.176
Iteration 27: (EM) log likelihood = -28956.172
Iteration 28: (EM) log likelihood = -28948.52
Iteration 29: (EM) log likelihood = -28938.99
Iteration 30: (EM) log likelihood = -28935.796
Iteration 31: (EM) log likelihood = -28931.328
Iteration 32: (EM) log likelihood = -28926.762
Iteration 33: (EM) log likelihood = -28923.796
Iteration 34: (EM) log likelihood = -28921.326
Iteration 35: (EM) log likelihood = -28917.458
Iteration 36: (EM) log likelihood = -28915.321
Iteration 37: (EM) log likelihood = -28912.784
Iteration 38: (EM) log likelihood = -28908.513
Iteration 39: (EM) log likelihood = -28905.104
Iteration 40: (EM) log likelihood = -28903.016
Iteration 41: (EM) log likelihood = -28900.434
Iteration 42: (EM) log likelihood = -28897.589
Iteration 43: (EM) log likelihood = -28895.804
Iteration 44: (EM) log likelihood = -28894.158
Iteration 45: (EM) log likelihood = -28893.223
Iteration 46: (EM) log likelihood = -28892.932
Iteration 47: (EM) log likelihood = -28892.323
Iteration 48: (EM) log likelihood = -28891.975
Iteration 49: (EM) log likelihood = -28891.478
Iteration 50: (EM) log likelihood = -28890.987
Iteration 51: (EM) log likelihood = -28890.531
Iteration 52: (EM) log likelihood = -28889.729
Iteration 53: (EM) log likelihood = -28888.747
Iteration 54: (EM) log likelihood = -28886.692
Iteration 55: (EM) log likelihood = -28886.207
Iteration 56: (EM) log likelihood = -28884.688
Iteration 57: (EM) log likelihood = -28883.67
Iteration 58: (EM) log likelihood = -28881.965
Iteration 59: (EM) log likelihood = -28880.26
Iteration 60: (EM) log likelihood = -28878.591
Iteration 61: (EM) log likelihood = -28876.382
Iteration 62: (EM) log likelihood = -28874.61
Iteration 63: (EM) log likelihood = -28872.262
Iteration 64: (EM) log likelihood = -28870.044
Iteration 65: (EM) log likelihood = -28866.916
Iteration 66: (EM) log likelihood = -28863.397
Iteration 67: (EM) log likelihood = -28857.989
Iteration 68: (EM) log likelihood = -28853.698
Iteration 69: (EM) log likelihood = -28847.971
Iteration 70: (EM) log likelihood = -28842.128
Iteration 71: (EM) log likelihood = -28837.158
Iteration 72: (EM) log likelihood = -28831.857
Iteration 73: (EM) log likelihood = -28826.681
Iteration 74: (EM) log likelihood = -28820.911
Iteration 75: (EM) log likelihood = -28812.464
Iteration 76: (EM) log likelihood = -28807.907
Iteration 77: (EM) log likelihood = -28803.924
Iteration 78: (EM) log likelihood = -28798.963
Iteration 79: (EM) log likelihood = -28794.062
Iteration 80: (EM) log likelihood = -28788.279
Iteration 81: (EM) log likelihood = -28782.723
Iteration 82: (EM) log likelihood = -28777.374
Iteration 83: (EM) log likelihood = -28772.326
Iteration 84: (EM) log likelihood = -28769.678
Iteration 85: (EM) log likelihood = -28764.606
Iteration 86: (EM) log likelihood = -28759.48
Iteration 87: (EM) log likelihood = -28754.212
Iteration 88: (EM) log likelihood = -28745.813
Iteration 89: (EM) log likelihood = -28735.406
Iteration 90: (EM) log likelihood = -28724.467
Iteration 91: (EM) log likelihood = -28712.29
Iteration 92: (EM) log likelihood = -28700.212
Iteration 93: (EM) log likelihood = -28691.693
Iteration 94: (EM) log likelihood = -28681.608
Iteration 95: (EM) log likelihood = -28673.174
Iteration 96: (EM) log likelihood = -28667.168
Iteration 97: (EM) log likelihood = -28659.361
Iteration 98: (EM) log likelihood = -28653.221
Iteration 99: (EM) log likelihood = -28645.593
Iteration 100: (EM) log likelihood = -28636.253
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.531
Iteration 1: (class) log likelihood = -5249.531
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29137.283
Iteration 1: (outcome) log likelihood = -28930.024
Iteration 2: (outcome) log likelihood = -28903.638
Iteration 3: (outcome) log likelihood = -28901.908
Iteration 4: (outcome) log likelihood = -28901.714
Iteration 5: (outcome) log likelihood = -28901.668
Iteration 6: (outcome) log likelihood = -28901.659
Iteration 7: (outcome) log likelihood = -28901.657
Iteration 8: (outcome) log likelihood = -28901.657
Iteration 9: (outcome) log likelihood = -28901.657 (not concave)
Iteration 10: (outcome) log likelihood = -28901.657 (not concave)
Iteration 11: (outcome) log likelihood = -28901.657 (not concave)
Iteration 12: (outcome) log likelihood = -28901.657 (not concave)
Iteration 13: (outcome) log likelihood = -28901.657 (not concave)
Iteration 14: (outcome) log likelihood = -28901.657 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34114.464
Iteration 1: (EM) log likelihood = -34005.351
Iteration 2: (EM) log likelihood = -33743.927
Iteration 3: (EM) log likelihood = -33231.278
Iteration 4: (EM) log likelihood = -32362.95
Iteration 5: (EM) log likelihood = -31390.562
Iteration 6: (EM) log likelihood = -30725.648
Iteration 7: (EM) log likelihood = -30273.769
Iteration 8: (EM) log likelihood = -29894.831
Iteration 9: (EM) log likelihood = -29568.671
Iteration 10: (EM) log likelihood = -29322.122
Iteration 11: (EM) log likelihood = -29147.922
Iteration 12: (EM) log likelihood = -29024.769
Iteration 13: (EM) log likelihood = -28932.81
Iteration 14: (EM) log likelihood = -28867.152
Iteration 15: (EM) log likelihood = -28814.32
Iteration 16: (EM) log likelihood = -28775.122
Iteration 17: (EM) log likelihood = -28747.166
Iteration 18: (EM) log likelihood = -28723.535
Iteration 19: (EM) log likelihood = -28700.08
Iteration 20: (EM) log likelihood = -28678.487
Iteration 21: (EM) log likelihood = -28661.697
Iteration 22: (EM) log likelihood = -28645.918
Iteration 23: (EM) log likelihood = -28629.955
Iteration 24: (EM) log likelihood = -28609.028
Iteration 25: (EM) log likelihood = -28592.589
Iteration 26: (EM) log likelihood = -28577.928
Iteration 27: (EM) log likelihood = -28561.775
Iteration 28: (EM) log likelihood = -28546.682
Iteration 29: (EM) log likelihood = -28529.66
Iteration 30: (EM) log likelihood = -28514.054
Iteration 31: (EM) log likelihood = -28501.275
Iteration 32: (EM) log likelihood = -28486.239
Iteration 33: (EM) log likelihood = -28471.634
Iteration 34: (EM) log likelihood = -28458.7
Iteration 35: (EM) log likelihood = -28443.654
Iteration 36: (EM) log likelihood = -28429.715
Iteration 37: (EM) log likelihood = -28417.748
Iteration 38: (EM) log likelihood = -28402.04
Iteration 39: (EM) log likelihood = -28389.107
Iteration 40: (EM) log likelihood = -28374.305
Iteration 41: (EM) log likelihood = -28360.304
Iteration 42: (EM) log likelihood = -28342.703
Iteration 43: (EM) log likelihood = -28325.027
Iteration 44: (EM) log likelihood = -28310.477
Iteration 45: (EM) log likelihood = -28292.373
Iteration 46: (EM) log likelihood = -28274.652
Iteration 47: (EM) log likelihood = -28257.37
Iteration 48: (EM) log likelihood = -28240.937
Iteration 49: (EM) log likelihood = -28228.032
Iteration 50: (EM) log likelihood = -28215.114
Iteration 51: (EM) log likelihood = -28203.133
Iteration 52: (EM) log likelihood = -28189.636
Iteration 53: (EM) log likelihood = -28181.122
Iteration 54: (EM) log likelihood = -28172.028
Iteration 55: (EM) log likelihood = -28163.569
Iteration 56: (EM) log likelihood = -28156.815
Iteration 57: (EM) log likelihood = -28151.588
Iteration 58: (EM) log likelihood = -28142.183
Iteration 59: (EM) log likelihood = -28136.014
Iteration 60: (EM) log likelihood = -28132.172
Iteration 61: (EM) log likelihood = -28126.146
Iteration 62: (EM) log likelihood = -28121.371
Iteration 63: (EM) log likelihood = -28113.961
Iteration 64: (EM) log likelihood = -28107.393
Iteration 65: (EM) log likelihood = -28100.521
Iteration 66: (EM) log likelihood = -28095.205
Iteration 67: (EM) log likelihood = -28088.773
Iteration 68: (EM) log likelihood = -28084.31
Iteration 69: (EM) log likelihood = -28082.352
Iteration 70: (EM) log likelihood = -28078.442
Iteration 71: (EM) log likelihood = -28074.809
Iteration 72: (EM) log likelihood = -28071.676
Iteration 73: (EM) log likelihood = -28066.55
Iteration 74: (EM) log likelihood = -28062.494
Iteration 75: (EM) log likelihood = -28056.538
Iteration 76: (EM) log likelihood = -28052.316
Iteration 77: (EM) log likelihood = -28046.804
Iteration 78: (EM) log likelihood = -28042.942
Iteration 79: (EM) log likelihood = -28039.117
Iteration 80: (EM) log likelihood = -28035.455
Iteration 81: (EM) log likelihood = -28032.222
Iteration 82: (EM) log likelihood = -28029.587
Iteration 83: (EM) log likelihood = -28026.589
Iteration 84: (EM) log likelihood = -28023.675
Iteration 85: (EM) log likelihood = -28020.771
Iteration 86: (EM) log likelihood = -28018.549
Iteration 87: (EM) log likelihood = -28013.905
Iteration 88: (EM) log likelihood = -28011.275
Iteration 89: (EM) log likelihood = -28008.51
Iteration 90: (EM) log likelihood = -28006.099
Iteration 91: (EM) log likelihood = -28001.901
Iteration 92: (EM) log likelihood = -27998.964
Iteration 93: (EM) log likelihood = -27996.004
Iteration 94: (EM) log likelihood = -27994.31
Iteration 95: (EM) log likelihood = -27991.444
Iteration 96: (EM) log likelihood = -27988.777
Iteration 97: (EM) log likelihood = -27987.25
Iteration 98: (EM) log likelihood = -27985.109
Iteration 99: (EM) log likelihood = -27982.575
Iteration 100: (EM) log likelihood = -27980.448
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5248.8618
Iteration 1: (class) log likelihood = -5248.8618
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.905
Iteration 1: (outcome) log likelihood = -28951.669
Iteration 2: (outcome) log likelihood = -28909.688
Iteration 3: (outcome) log likelihood = -28905.017
Iteration 4: (outcome) log likelihood = -28904.468
Iteration 5: (outcome) log likelihood = -28904.412
Iteration 6: (outcome) log likelihood = -28904.401
Iteration 7: (outcome) log likelihood = -28904.398
Iteration 8: (outcome) log likelihood = -28904.398
Iteration 9: (outcome) log likelihood = -28904.397
Iteration 10: (outcome) log likelihood = -28904.397 (not concave)
Iteration 11: (outcome) log likelihood = -28904.397 (not concave)
Iteration 12: (outcome) log likelihood = -28904.397 (not concave)
Iteration 13: (outcome) log likelihood = -28904.397 (not concave)
Iteration 14: (outcome) log likelihood = -28904.397 (not concave)
Iteration 15: (outcome) log likelihood = -28904.397 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34134.222
Iteration 1: (EM) log likelihood = -34089.02
Iteration 2: (EM) log likelihood = -33993.201
Iteration 3: (EM) log likelihood = -33822.611
Iteration 4: (EM) log likelihood = -33561.207
Iteration 5: (EM) log likelihood = -33109.234
Iteration 6: (EM) log likelihood = -32395.513
Iteration 7: (EM) log likelihood = -31626.247
Iteration 8: (EM) log likelihood = -30946.075
Iteration 9: (EM) log likelihood = -30324.836
Iteration 10: (EM) log likelihood = -29782.214
Iteration 11: (EM) log likelihood = -29361.079
Iteration 12: (EM) log likelihood = -29103.686
Iteration 13: (EM) log likelihood = -28972.562
Iteration 14: (EM) log likelihood = -28896
Iteration 15: (EM) log likelihood = -28842.379
Iteration 16: (EM) log likelihood = -28795.579
Iteration 17: (EM) log likelihood = -28752.796
Iteration 18: (EM) log likelihood = -28716.07
Iteration 19: (EM) log likelihood = -28682.787
Iteration 20: (EM) log likelihood = -28652.435
Iteration 21: (EM) log likelihood = -28622.957
Iteration 22: (EM) log likelihood = -28594.113
Iteration 23: (EM) log likelihood = -28566.605
Iteration 24: (EM) log likelihood = -28544.424
Iteration 25: (EM) log likelihood = -28526.531
Iteration 26: (EM) log likelihood = -28509.675
Iteration 27: (EM) log likelihood = -28497.156
Iteration 28: (EM) log likelihood = -28487.277
Iteration 29: (EM) log likelihood = -28477.556
Iteration 30: (EM) log likelihood = -28469.806
Iteration 31: (EM) log likelihood = -28462.641
Iteration 32: (EM) log likelihood = -28457
Iteration 33: (EM) log likelihood = -28450.135
Iteration 34: (EM) log likelihood = -28445.469
Iteration 35: (EM) log likelihood = -28440.174
Iteration 36: (EM) log likelihood = -28436.211
Iteration 37: (EM) log likelihood = -28431.91
Iteration 38: (EM) log likelihood = -28427.216
Iteration 39: (EM) log likelihood = -28423.526
Iteration 40: (EM) log likelihood = -28419.482
Iteration 41: (EM) log likelihood = -28416.08
Iteration 42: (EM) log likelihood = -28412.642
Iteration 43: (EM) log likelihood = -28408.353
Iteration 44: (EM) log likelihood = -28405.169
Iteration 45: (EM) log likelihood = -28402.105
Iteration 46: (EM) log likelihood = -28398.749
Iteration 47: (EM) log likelihood = -28395.445
Iteration 48: (EM) log likelihood = -28392.85
Iteration 49: (EM) log likelihood = -28390.265
Iteration 50: (EM) log likelihood = -28388.083
Iteration 51: (EM) log likelihood = -28385.945
Iteration 52: (EM) log likelihood = -28383.964
Iteration 53: (EM) log likelihood = -28381.927
Iteration 54: (EM) log likelihood = -28380.502
Iteration 55: (EM) log likelihood = -28378.804
Iteration 56: (EM) log likelihood = -28377.028
Iteration 57: (EM) log likelihood = -28374.634
Iteration 58: (EM) log likelihood = -28373.188
Iteration 59: (EM) log likelihood = -28372.001
Iteration 60: (EM) log likelihood = -28370.379
Iteration 61: (EM) log likelihood = -28368.911
Iteration 62: (EM) log likelihood = -28367.602
Iteration 63: (EM) log likelihood = -28366.439
Iteration 64: (EM) log likelihood = -28365.538
Iteration 65: (EM) log likelihood = -28364.339
Iteration 66: (EM) log likelihood = -28363.331
Iteration 67: (EM) log likelihood = -28362.246
Iteration 68: (EM) log likelihood = -28361.379
Iteration 69: (EM) log likelihood = -28360.543
Iteration 70: (EM) log likelihood = -28359.5
Iteration 71: (EM) log likelihood = -28358.2
Iteration 72: (EM) log likelihood = -28357.385
Iteration 73: (EM) log likelihood = -28356.893
Iteration 74: (EM) log likelihood = -28356.05
Iteration 75: (EM) log likelihood = -28355.242
Iteration 76: (EM) log likelihood = -28354.424
Iteration 77: (EM) log likelihood = -28353.568
Iteration 78: (EM) log likelihood = -28352.535
Iteration 79: (EM) log likelihood = -28351.973
Iteration 80: (EM) log likelihood = -28351.557
Iteration 81: (EM) log likelihood = -28350.819
Iteration 82: (EM) log likelihood = -28350.024
Iteration 83: (EM) log likelihood = -28349.479
Iteration 84: (EM) log likelihood = -28348.42
Iteration 85: (EM) log likelihood = -28347.832
Iteration 86: (EM) log likelihood = -28347.101
Iteration 87: (EM) log likelihood = -28346.457
Iteration 88: (EM) log likelihood = -28345.926
Iteration 89: (EM) log likelihood = -28345.395
Iteration 90: (EM) log likelihood = -28344.881
Iteration 91: (EM) log likelihood = -28344.386
Iteration 92: (EM) log likelihood = -28343.861
Iteration 93: (EM) log likelihood = -28343.377
Iteration 94: (EM) log likelihood = -28342.906
Iteration 95: (EM) log likelihood = -28341.048
Iteration 96: (EM) log likelihood = -28341.328
Iteration 97: (EM) log likelihood = -28340.863
Iteration 98: (EM) log likelihood = -28340.476
Iteration 99: (EM) log likelihood = -28340.065
Iteration 100: (EM) log likelihood = -28337.149
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.6961
Iteration 1: (class) log likelihood = -5250.6961
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29146.115
Iteration 1: (outcome) log likelihood = -28955.734
Iteration 2: (outcome) log likelihood = -28905.765
Iteration 3: (outcome) log likelihood = -28900.435
Iteration 4: (outcome) log likelihood = -28899.896
Iteration 5: (outcome) log likelihood = -28899.822
Iteration 6: (outcome) log likelihood = -28899.81
Iteration 7: (outcome) log likelihood = -28899.807
Iteration 8: (outcome) log likelihood = -28899.807
Iteration 9: (outcome) log likelihood = -28899.807 (not concave)
Iteration 10: (outcome) log likelihood = -28899.807 (not concave)
Iteration 11: (outcome) log likelihood = -28899.807 (not concave)
Iteration 12: (outcome) log likelihood = -28899.807 (not concave)
Iteration 13: (outcome) log likelihood = -28899.807 (not concave)
Iteration 14: (outcome) log likelihood = -28899.807 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.178
Iteration 1: (EM) log likelihood = -34057.833
Iteration 2: (EM) log likelihood = -33848.294
Iteration 3: (EM) log likelihood = -33346.453
Iteration 4: (EM) log likelihood = -32495.348
Iteration 5: (EM) log likelihood = -31493.64
Iteration 6: (EM) log likelihood = -30604.635
Iteration 7: (EM) log likelihood = -29996.416
Iteration 8: (EM) log likelihood = -29646.397
Iteration 9: (EM) log likelihood = -29437.599
Iteration 10: (EM) log likelihood = -29299.337
Iteration 11: (EM) log likelihood = -29207.019
Iteration 12: (EM) log likelihood = -29145.942
Iteration 13: (EM) log likelihood = -29104.646
Iteration 14: (EM) log likelihood = -29075.995
Iteration 15: (EM) log likelihood = -29054.34
Iteration 16: (EM) log likelihood = -29037.022
Iteration 17: (EM) log likelihood = -29022.763
Iteration 18: (EM) log likelihood = -29007.682
Iteration 19: (EM) log likelihood = -28995.032
Iteration 20: (EM) log likelihood = -28984.65
Iteration 21: (EM) log likelihood = -28973.998
Iteration 22: (EM) log likelihood = -28964.132
Iteration 23: (EM) log likelihood = -28954.772
Iteration 24: (EM) log likelihood = -28944.588
Iteration 25: (EM) log likelihood = -28931.648
Iteration 26: (EM) log likelihood = -28921.082
Iteration 27: (EM) log likelihood = -28906.737
Iteration 28: (EM) log likelihood = -28893.336
Iteration 29: (EM) log likelihood = -28879.203
Iteration 30: (EM) log likelihood = -28863.044
Iteration 31: (EM) log likelihood = -28843.739
Iteration 32: (EM) log likelihood = -28825.021
Iteration 33: (EM) log likelihood = -28805.581
Iteration 34: (EM) log likelihood = -28786.01
Iteration 35: (EM) log likelihood = -28764.945
Iteration 36: (EM) log likelihood = -28745.105
Iteration 37: (EM) log likelihood = -28727.427
Iteration 38: (EM) log likelihood = -28710.085
Iteration 39: (EM) log likelihood = -28694.681
Iteration 40: (EM) log likelihood = -28681.561
Iteration 41: (EM) log likelihood = -28669.463
Iteration 42: (EM) log likelihood = -28658.847
Iteration 43: (EM) log likelihood = -28650.136
Iteration 44: (EM) log likelihood = -28641.729
Iteration 45: (EM) log likelihood = -28634.294
Iteration 46: (EM) log likelihood = -28628.216
Iteration 47: (EM) log likelihood = -28622.769
Iteration 48: (EM) log likelihood = -28618.159
Iteration 49: (EM) log likelihood = -28613.65
Iteration 50: (EM) log likelihood = -28610.122
Iteration 51: (EM) log likelihood = -28607.31
Iteration 52: (EM) log likelihood = -28604.861
Iteration 53: (EM) log likelihood = -28602.954
Iteration 54: (EM) log likelihood = -28601.156
Iteration 55: (EM) log likelihood = -28599.695
Iteration 56: (EM) log likelihood = -28598.818
Iteration 57: (EM) log likelihood = -28597.863
Iteration 58: (EM) log likelihood = -28596.999
Iteration 59: (EM) log likelihood = -28596.141
Iteration 60: (EM) log likelihood = -28595.425
Iteration 61: (EM) log likelihood = -28594.77
Iteration 62: (EM) log likelihood = -28594.11
Iteration 63: (EM) log likelihood = -28593.549
Iteration 64: (EM) log likelihood = -28592.956
Iteration 65: (EM) log likelihood = -28592.271
Iteration 66: (EM) log likelihood = -28591.635
Iteration 67: (EM) log likelihood = -28590.813
Iteration 68: (EM) log likelihood = -28590.334
Iteration 69: (EM) log likelihood = -28589.85
Iteration 70: (EM) log likelihood = -28589.261
Iteration 71: (EM) log likelihood = -28588.814
Iteration 72: (EM) log likelihood = -28588.471
Iteration 73: (EM) log likelihood = -28588.07
Iteration 74: (EM) log likelihood = -28587.656
Iteration 75: (EM) log likelihood = -28587.222
Iteration 76: (EM) log likelihood = -28586.811
Iteration 77: (EM) log likelihood = -28585.903
Iteration 78: (EM) log likelihood = -28585.381
Iteration 79: (EM) log likelihood = -28584.962
Iteration 80: (EM) log likelihood = -28584.497
Iteration 81: (EM) log likelihood = -28584.003
Iteration 82: (EM) log likelihood = -28583.651
Iteration 83: (EM) log likelihood = -28583.295
Iteration 84: (EM) log likelihood = -28582.963
Iteration 85: (EM) log likelihood = -28582.603
Iteration 86: (EM) log likelihood = -28582.325
Iteration 87: (EM) log likelihood = -28581.896
Iteration 88: (EM) log likelihood = -28581.597
Iteration 89: (EM) log likelihood = -28581.198
Iteration 90: (EM) log likelihood = -28580.901
Iteration 91: (EM) log likelihood = -28580.608
Iteration 92: (EM) log likelihood = -28580.243
Iteration 93: (EM) log likelihood = -28579.727
Iteration 94: (EM) log likelihood = -28579.434
Iteration 95: (EM) log likelihood = -28579.125
Iteration 96: (EM) log likelihood = -28578.711
Iteration 97: (EM) log likelihood = -28578.423
Iteration 98: (EM) log likelihood = -28578.157
Iteration 99: (EM) log likelihood = -28577.926
Iteration 100: (EM) log likelihood = -28577.702
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.3763
Iteration 1: (class) log likelihood = -5252.3763
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.716
Iteration 1: (outcome) log likelihood = -28983.347
Iteration 2: (outcome) log likelihood = -28902.669
Iteration 3: (outcome) log likelihood = -28893.851
Iteration 4: (outcome) log likelihood = -28892.992
Iteration 5: (outcome) log likelihood = -28892.93
Iteration 6: (outcome) log likelihood = -28892.916
Iteration 7: (outcome) log likelihood = -28892.913
Iteration 8: (outcome) log likelihood = -28892.913
Iteration 9: (outcome) log likelihood = -28892.913
Iteration 10: (outcome) log likelihood = -28892.913 (not concave)
Iteration 11: (outcome) log likelihood = -28892.913 (not concave)
Iteration 12: (outcome) log likelihood = -28892.913 (not concave)
Iteration 13: (outcome) log likelihood = -28892.913 (not concave)
Iteration 14: (outcome) log likelihood = -28892.913 (not concave)
Iteration 15: (outcome) log likelihood = -28892.913 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34105.908
Iteration 1: (EM) log likelihood = -33969.65
Iteration 2: (EM) log likelihood = -33550.537
Iteration 3: (EM) log likelihood = -32662.374
Iteration 4: (EM) log likelihood = -31663.345
Iteration 5: (EM) log likelihood = -31009.222
Iteration 6: (EM) log likelihood = -30638.247
Iteration 7: (EM) log likelihood = -30399.696
Iteration 8: (EM) log likelihood = -30191.769
Iteration 9: (EM) log likelihood = -29972.017
Iteration 10: (EM) log likelihood = -29750.298
Iteration 11: (EM) log likelihood = -29563.26
Iteration 12: (EM) log likelihood = -29424.652
Iteration 13: (EM) log likelihood = -29321.372
Iteration 14: (EM) log likelihood = -29243.776
Iteration 15: (EM) log likelihood = -29178.058
Iteration 16: (EM) log likelihood = -29116.523
Iteration 17: (EM) log likelihood = -29062.136
Iteration 18: (EM) log likelihood = -29012.172
Iteration 19: (EM) log likelihood = -28965.69
Iteration 20: (EM) log likelihood = -28923.763
Iteration 21: (EM) log likelihood = -28885.222
Iteration 22: (EM) log likelihood = -28853.202
Iteration 23: (EM) log likelihood = -28828.427
Iteration 24: (EM) log likelihood = -28804.738
Iteration 25: (EM) log likelihood = -28784.248
Iteration 26: (EM) log likelihood = -28766.102
Iteration 27: (EM) log likelihood = -28749.088
Iteration 28: (EM) log likelihood = -28732.047
Iteration 29: (EM) log likelihood = -28717.277
Iteration 30: (EM) log likelihood = -28701.737
Iteration 31: (EM) log likelihood = -28688.199
Iteration 32: (EM) log likelihood = -28674.081
Iteration 33: (EM) log likelihood = -28660.024
Iteration 34: (EM) log likelihood = -28643.663
Iteration 35: (EM) log likelihood = -28628.31
Iteration 36: (EM) log likelihood = -28612.582
Iteration 37: (EM) log likelihood = -28597.52
Iteration 38: (EM) log likelihood = -28577.823
Iteration 39: (EM) log likelihood = -28564.188
Iteration 40: (EM) log likelihood = -28546.28
Iteration 41: (EM) log likelihood = -28532.757
Iteration 42: (EM) log likelihood = -28515.266
Iteration 43: (EM) log likelihood = -28498.922
Iteration 44: (EM) log likelihood = -28481.618
Iteration 45: (EM) log likelihood = -28466.853
Iteration 46: (EM) log likelihood = -28450.765
Iteration 47: (EM) log likelihood = -28435.863
Iteration 48: (EM) log likelihood = -28422.398
Iteration 49: (EM) log likelihood = -28407.741
Iteration 50: (EM) log likelihood = -28394.33
Iteration 51: (EM) log likelihood = -28383.087
Iteration 52: (EM) log likelihood = -28371.311
Iteration 53: (EM) log likelihood = -28359.368
Iteration 54: (EM) log likelihood = -28349.695
Iteration 55: (EM) log likelihood = -28341.323
Iteration 56: (EM) log likelihood = -28328.415
Iteration 57: (EM) log likelihood = -28315.386
Iteration 58: (EM) log likelihood = -28307.544
Iteration 59: (EM) log likelihood = -28299.283
Iteration 60: (EM) log likelihood = -28290.92
Iteration 61: (EM) log likelihood = -28283.307
Iteration 62: (EM) log likelihood = -28275.676
Iteration 63: (EM) log likelihood = -28268.367
Iteration 64: (EM) log likelihood = -28261.992
Iteration 65: (EM) log likelihood = -28257.323
Iteration 66: (EM) log likelihood = -28252.67
Iteration 67: (EM) log likelihood = -28245.56
Iteration 68: (EM) log likelihood = -28235.675
Iteration 69: (EM) log likelihood = -28226.204
Iteration 70: (EM) log likelihood = -28220.772
Iteration 71: (EM) log likelihood = -28213.662
Iteration 72: (EM) log likelihood = -28209.189
Iteration 73: (EM) log likelihood = -28204.201
Iteration 74: (EM) log likelihood = -28199.588
Iteration 75: (EM) log likelihood = -28195.247
Iteration 76: (EM) log likelihood = -28191.961
Iteration 77: (EM) log likelihood = -28188.39
Iteration 78: (EM) log likelihood = -28183.233
Iteration 79: (EM) log likelihood = -28179.264
Iteration 80: (EM) log likelihood = -28174.911
Iteration 81: (EM) log likelihood = -28170.529
Iteration 82: (EM) log likelihood = -28167.369
Iteration 83: (EM) log likelihood = -28163.26
Iteration 84: (EM) log likelihood = -28159.091
Iteration 85: (EM) log likelihood = -28156.135
Iteration 86: (EM) log likelihood = -28153.64
Iteration 87: (EM) log likelihood = -28152.168
Iteration 88: (EM) log likelihood = -28150.054
Iteration 89: (EM) log likelihood = -28146.596
Iteration 90: (EM) log likelihood = -28144.711
Iteration 91: (EM) log likelihood = -28142.669
Iteration 92: (EM) log likelihood = -28139.672
Iteration 93: (EM) log likelihood = -28137.608
Iteration 94: (EM) log likelihood = -28135.839
Iteration 95: (EM) log likelihood = -28134.044
Iteration 96: (EM) log likelihood = -28130.841
Iteration 97: (EM) log likelihood = -28128.798
Iteration 98: (EM) log likelihood = -28126.91
Iteration 99: (EM) log likelihood = -28125.011
Iteration 100: (EM) log likelihood = -28123.289
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7356
Iteration 1: (class) log likelihood = -5251.7356
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29129.289
Iteration 1: (outcome) log likelihood = -28932.389
Iteration 2: (outcome) log likelihood = -28899.807
Iteration 3: (outcome) log likelihood = -28896.102
Iteration 4: (outcome) log likelihood = -28895.705
Iteration 5: (outcome) log likelihood = -28895.684
Iteration 6: (outcome) log likelihood = -28895.679
Iteration 7: (outcome) log likelihood = -28895.678
Iteration 8: (outcome) log likelihood = -28895.678
Iteration 9: (outcome) log likelihood = -28895.678 (not concave)
Iteration 10: (outcome) log likelihood = -28895.678 (not concave)
Iteration 11: (outcome) log likelihood = -28895.678 (not concave)
Iteration 12: (outcome) log likelihood = -28895.678 (not concave)
Iteration 13: (outcome) log likelihood = -28895.678 (not concave)
Iteration 14: (outcome) log likelihood = -28895.678 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34098.615
Iteration 1: (EM) log likelihood = -33934.382
Iteration 2: (EM) log likelihood = -33424.709
Iteration 3: (EM) log likelihood = -32347.438
Iteration 4: (EM) log likelihood = -31232.526
Iteration 5: (EM) log likelihood = -30511.783
Iteration 6: (EM) log likelihood = -30084.87
Iteration 7: (EM) log likelihood = -29834.088
Iteration 8: (EM) log likelihood = -29662.346
Iteration 9: (EM) log likelihood = -29524.874
Iteration 10: (EM) log likelihood = -29403.862
Iteration 11: (EM) log likelihood = -29298.669
Iteration 12: (EM) log likelihood = -29209.414
Iteration 13: (EM) log likelihood = -29135.049
Iteration 14: (EM) log likelihood = -29069.607
Iteration 15: (EM) log likelihood = -29008.141
Iteration 16: (EM) log likelihood = -28950.959
Iteration 17: (EM) log likelihood = -28897.49
Iteration 18: (EM) log likelihood = -28846.937
Iteration 19: (EM) log likelihood = -28800.383
Iteration 20: (EM) log likelihood = -28757.375
Iteration 21: (EM) log likelihood = -28716.434
Iteration 22: (EM) log likelihood = -28678.502
Iteration 23: (EM) log likelihood = -28644.748
Iteration 24: (EM) log likelihood = -28612.869
Iteration 25: (EM) log likelihood = -28585.079
Iteration 26: (EM) log likelihood = -28557.814
Iteration 27: (EM) log likelihood = -28529.456
Iteration 28: (EM) log likelihood = -28508.144
Iteration 29: (EM) log likelihood = -28485.001
Iteration 30: (EM) log likelihood = -28464.208
Iteration 31: (EM) log likelihood = -28447.256
Iteration 32: (EM) log likelihood = -28431.883
Iteration 33: (EM) log likelihood = -28417.774
Iteration 34: (EM) log likelihood = -28402.377
Iteration 35: (EM) log likelihood = -28388.375
Iteration 36: (EM) log likelihood = -28375.452
Iteration 37: (EM) log likelihood = -28356.876
Iteration 38: (EM) log likelihood = -28342.078
Iteration 39: (EM) log likelihood = -28326.024
Iteration 40: (EM) log likelihood = -28311.918
Iteration 41: (EM) log likelihood = -28298.883
Iteration 42: (EM) log likelihood = -28284.866
Iteration 43: (EM) log likelihood = -28274.153
Iteration 44: (EM) log likelihood = -28263.398
Iteration 45: (EM) log likelihood = -28247.006
Iteration 46: (EM) log likelihood = -28232.018
Iteration 47: (EM) log likelihood = -28227.389
Iteration 48: (EM) log likelihood = -28219.645
Iteration 49: (EM) log likelihood = -28215.774
Iteration 50: (EM) log likelihood = -28211.967
Iteration 51: (EM) log likelihood = -28202.85
Iteration 52: (EM) log likelihood = -28197.898
Iteration 53: (EM) log likelihood = -28194.991
Iteration 54: (EM) log likelihood = -28192.634
Iteration 55: (EM) log likelihood = -28190.411
Iteration 56: (EM) log likelihood = -28188.418
Iteration 57: (EM) log likelihood = -28185.946
Iteration 58: (EM) log likelihood = -28182.579
Iteration 59: (EM) log likelihood = -28177.853
Iteration 60: (EM) log likelihood = -28175.973
Iteration 61: (EM) log likelihood = -28173.963
Iteration 62: (EM) log likelihood = -28172.177
Iteration 63: (EM) log likelihood = -28168.996
Iteration 64: (EM) log likelihood = -28165.864
Iteration 65: (EM) log likelihood = -28164.13
Iteration 66: (EM) log likelihood = -28162.377
Iteration 67: (EM) log likelihood = -28160.326
Iteration 68: (EM) log likelihood = -28159.126
Iteration 69: (EM) log likelihood = -28157.73
Iteration 70: (EM) log likelihood = -28156.576
Iteration 71: (EM) log likelihood = -28155.721
Iteration 72: (EM) log likelihood = -28154.769
Iteration 73: (EM) log likelihood = -28153.196
Iteration 74: (EM) log likelihood = -28152.049
Iteration 75: (EM) log likelihood = -28151.206
Iteration 76: (EM) log likelihood = -28150.382
Iteration 77: (EM) log likelihood = -28149.593
Iteration 78: (EM) log likelihood = -28148.875
Iteration 79: (EM) log likelihood = -28148.248
Iteration 80: (EM) log likelihood = -28147.636
Iteration 81: (EM) log likelihood = -28146.924
Iteration 82: (EM) log likelihood = -28146.321
Iteration 83: (EM) log likelihood = -28145.784
Iteration 84: (EM) log likelihood = -28145.08
Iteration 85: (EM) log likelihood = -28144.056
Iteration 86: (EM) log likelihood = -28143.439
Iteration 87: (EM) log likelihood = -28142.931
Iteration 88: (EM) log likelihood = -28142.248
Iteration 89: (EM) log likelihood = -28140.501
Iteration 90: (EM) log likelihood = -28139.764
Iteration 91: (EM) log likelihood = -28139.185
Iteration 92: (EM) log likelihood = -28138.742
Iteration 93: (EM) log likelihood = -28138.211
Iteration 94: (EM) log likelihood = -28137.301
Iteration 95: (EM) log likelihood = -28136.979
Iteration 96: (EM) log likelihood = -28136.519
Iteration 97: (EM) log likelihood = -28136.225
Iteration 98: (EM) log likelihood = -28135.789
Iteration 99: (EM) log likelihood = -28135.435
Iteration 100: (EM) log likelihood = -28134.603
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.5487
Iteration 1: (class) log likelihood = -5251.5487
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29133.664
Iteration 1: (outcome) log likelihood = -28941.506
Iteration 2: (outcome) log likelihood = -28904.153
Iteration 3: (outcome) log likelihood = -28900.785
Iteration 4: (outcome) log likelihood = -28900.582
Iteration 5: (outcome) log likelihood = -28900.55
Iteration 6: (outcome) log likelihood = -28900.542
Iteration 7: (outcome) log likelihood = -28900.54
Iteration 8: (outcome) log likelihood = -28900.54
Iteration 9: (outcome) log likelihood = -28900.54
Iteration 10: (outcome) log likelihood = -28900.54 (not concave)
Iteration 11: (outcome) log likelihood = -28900.54 (not concave)
Iteration 12: (outcome) log likelihood = -28900.54 (not concave)
Iteration 13: (outcome) log likelihood = -28900.54 (not concave)
Iteration 14: (outcome) log likelihood = -28900.54 (not concave)
Iteration 15: (outcome) log likelihood = -28900.54 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34121.07
Iteration 1: (EM) log likelihood = -34044.928
Iteration 2: (EM) log likelihood = -33854.853
Iteration 3: (EM) log likelihood = -33415.272
Iteration 4: (EM) log likelihood = -32687.271
Iteration 5: (EM) log likelihood = -31824.965
Iteration 6: (EM) log likelihood = -31042.186
Iteration 7: (EM) log likelihood = -30447.006
Iteration 8: (EM) log likelihood = -30039.265
Iteration 9: (EM) log likelihood = -29759.108
Iteration 10: (EM) log likelihood = -29534.449
Iteration 11: (EM) log likelihood = -29348.915
Iteration 12: (EM) log likelihood = -29217.273
Iteration 13: (EM) log likelihood = -29132.469
Iteration 14: (EM) log likelihood = -29074.202
Iteration 15: (EM) log likelihood = -29033.268
Iteration 16: (EM) log likelihood = -29006.446
Iteration 17: (EM) log likelihood = -28982.643
Iteration 18: (EM) log likelihood = -28969.205
Iteration 19: (EM) log likelihood = -28957.722
Iteration 20: (EM) log likelihood = -28946.421
Iteration 21: (EM) log likelihood = -28938.12
Iteration 22: (EM) log likelihood = -28929.716
Iteration 23: (EM) log likelihood = -28924.204
Iteration 24: (EM) log likelihood = -28917.985
Iteration 25: (EM) log likelihood = -28912.799
Iteration 26: (EM) log likelihood = -28907.579
Iteration 27: (EM) log likelihood = -28902.28
Iteration 28: (EM) log likelihood = -28899.112
Iteration 29: (EM) log likelihood = -28896.491
Iteration 30: (EM) log likelihood = -28894.275
Iteration 31: (EM) log likelihood = -28891.269
Iteration 32: (EM) log likelihood = -28889.758
Iteration 33: (EM) log likelihood = -28884.742
Iteration 34: (EM) log likelihood = -28880.587
Iteration 35: (EM) log likelihood = -28877.093
Iteration 36: (EM) log likelihood = -28874.074
Iteration 37: (EM) log likelihood = -28870.317
Iteration 38: (EM) log likelihood = -28867.215
Iteration 39: (EM) log likelihood = -28862.46
Iteration 40: (EM) log likelihood = -28857.585
Iteration 41: (EM) log likelihood = -28852.974
Iteration 42: (EM) log likelihood = -28849.355
Iteration 43: (EM) log likelihood = -28845.225
Iteration 44: (EM) log likelihood = -28840.384
Iteration 45: (EM) log likelihood = -28834.177
Iteration 46: (EM) log likelihood = -28830.152
Iteration 47: (EM) log likelihood = -28825.946
Iteration 48: (EM) log likelihood = -28823.122
Iteration 49: (EM) log likelihood = -28817.558
Iteration 50: (EM) log likelihood = -28813.637
Iteration 51: (EM) log likelihood = -28808.163
Iteration 52: (EM) log likelihood = -28803.686
Iteration 53: (EM) log likelihood = -28798.385
Iteration 54: (EM) log likelihood = -28793.894
Iteration 55: (EM) log likelihood = -28789.634
Iteration 56: (EM) log likelihood = -28784.837
Iteration 57: (EM) log likelihood = -28779.063
Iteration 58: (EM) log likelihood = -28773.888
Iteration 59: (EM) log likelihood = -28770.214
Iteration 60: (EM) log likelihood = -28763.408
Iteration 61: (EM) log likelihood = -28756.396
Iteration 62: (EM) log likelihood = -28751.3
Iteration 63: (EM) log likelihood = -28747.08
Iteration 64: (EM) log likelihood = -28740.889
Iteration 65: (EM) log likelihood = -28735.88
Iteration 66: (EM) log likelihood = -28729.837
Iteration 67: (EM) log likelihood = -28723.566
Iteration 68: (EM) log likelihood = -28719.827
Iteration 69: (EM) log likelihood = -28715.7
Iteration 70: (EM) log likelihood = -28711.465
Iteration 71: (EM) log likelihood = -28707.044
Iteration 72: (EM) log likelihood = -28702.915
Iteration 73: (EM) log likelihood = -28697.35
Iteration 74: (EM) log likelihood = -28691.697
Iteration 75: (EM) log likelihood = -28686.61
Iteration 76: (EM) log likelihood = -28680.553
Iteration 77: (EM) log likelihood = -28672.775
Iteration 78: (EM) log likelihood = -28668.827
Iteration 79: (EM) log likelihood = -28664.396
Iteration 80: (EM) log likelihood = -28658.287
Iteration 81: (EM) log likelihood = -28653.248
Iteration 82: (EM) log likelihood = -28647.672
Iteration 83: (EM) log likelihood = -28642.99
Iteration 84: (EM) log likelihood = -28636.84
Iteration 85: (EM) log likelihood = -28632.649
Iteration 86: (EM) log likelihood = -28626.321
Iteration 87: (EM) log likelihood = -28620.748
Iteration 88: (EM) log likelihood = -28616.394
Iteration 89: (EM) log likelihood = -28612.623
Iteration 90: (EM) log likelihood = -28606.831
Iteration 91: (EM) log likelihood = -28602.152
Iteration 92: (EM) log likelihood = -28597.383
Iteration 93: (EM) log likelihood = -28592.015
Iteration 94: (EM) log likelihood = -28588.831
Iteration 95: (EM) log likelihood = -28582.238
Iteration 96: (EM) log likelihood = -28577.8
Iteration 97: (EM) log likelihood = -28574.671
Iteration 98: (EM) log likelihood = -28568.248
Iteration 99: (EM) log likelihood = -28564.928
Iteration 100: (EM) log likelihood = -28560.776
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7171
Iteration 1: (class) log likelihood = -5251.7171
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.819
Iteration 1: (outcome) log likelihood = -28917.989
Iteration 2: (outcome) log likelihood = -28894.92
Iteration 3: (outcome) log likelihood = -28893.79
Iteration 4: (outcome) log likelihood = -28893.613
Iteration 5: (outcome) log likelihood = -28893.569
Iteration 6: (outcome) log likelihood = -28893.56
Iteration 7: (outcome) log likelihood = -28893.558
Iteration 8: (outcome) log likelihood = -28893.557
Iteration 9: (outcome) log likelihood = -28893.557
Iteration 10: (outcome) log likelihood = -28893.557 (not concave)
Iteration 11: (outcome) log likelihood = -28893.557 (not concave)
Iteration 12: (outcome) log likelihood = -28893.557 (not concave)
Iteration 13: (outcome) log likelihood = -28893.557 (not concave)
Iteration 14: (outcome) log likelihood = -28893.557 (not concave)
Iteration 15: (outcome) log likelihood = -28893.557 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34127.541
Iteration 1: (EM) log likelihood = -34082.426
Iteration 2: (EM) log likelihood = -33980.5
Iteration 3: (EM) log likelihood = -33709.044
Iteration 4: (EM) log likelihood = -33038.184
Iteration 5: (EM) log likelihood = -32003.587
Iteration 6: (EM) log likelihood = -31048.337
Iteration 7: (EM) log likelihood = -30289.06
Iteration 8: (EM) log likelihood = -29732.601
Iteration 9: (EM) log likelihood = -29385.297
Iteration 10: (EM) log likelihood = -29178.989
Iteration 11: (EM) log likelihood = -29056.676
Iteration 12: (EM) log likelihood = -28980.901
Iteration 13: (EM) log likelihood = -28933.443
Iteration 14: (EM) log likelihood = -28899.673
Iteration 15: (EM) log likelihood = -28870.914
Iteration 16: (EM) log likelihood = -28846.243
Iteration 17: (EM) log likelihood = -28829.751
Iteration 18: (EM) log likelihood = -28813.295
Iteration 19: (EM) log likelihood = -28796.83
Iteration 20: (EM) log likelihood = -28783.049
Iteration 21: (EM) log likelihood = -28772.231
Iteration 22: (EM) log likelihood = -28760.998
Iteration 23: (EM) log likelihood = -28742.867
Iteration 24: (EM) log likelihood = -28730.636
Iteration 25: (EM) log likelihood = -28717.87
Iteration 26: (EM) log likelihood = -28704.736
Iteration 27: (EM) log likelihood = -28690.954
Iteration 28: (EM) log likelihood = -28676.125
Iteration 29: (EM) log likelihood = -28664.533
Iteration 30: (EM) log likelihood = -28650.203
Iteration 31: (EM) log likelihood = -28636.005
Iteration 32: (EM) log likelihood = -28623.254
Iteration 33: (EM) log likelihood = -28607.96
Iteration 34: (EM) log likelihood = -28597.552
Iteration 35: (EM) log likelihood = -28583.705
Iteration 36: (EM) log likelihood = -28570.851
Iteration 37: (EM) log likelihood = -28557.892
Iteration 38: (EM) log likelihood = -28545.885
Iteration 39: (EM) log likelihood = -28534.707
Iteration 40: (EM) log likelihood = -28524.082
Iteration 41: (EM) log likelihood = -28513.856
Iteration 42: (EM) log likelihood = -28504.101
Iteration 43: (EM) log likelihood = -28495.842
Iteration 44: (EM) log likelihood = -28486.54
Iteration 45: (EM) log likelihood = -28478.378
Iteration 46: (EM) log likelihood = -28469.848
Iteration 47: (EM) log likelihood = -28463.808
Iteration 48: (EM) log likelihood = -28457.865
Iteration 49: (EM) log likelihood = -28451.885
Iteration 50: (EM) log likelihood = -28447.055
Iteration 51: (EM) log likelihood = -28441.023
Iteration 52: (EM) log likelihood = -28436.474
Iteration 53: (EM) log likelihood = -28429.128
Iteration 54: (EM) log likelihood = -28423.416
Iteration 55: (EM) log likelihood = -28418.208
Iteration 56: (EM) log likelihood = -28413.209
Iteration 57: (EM) log likelihood = -28408.864
Iteration 58: (EM) log likelihood = -28404.918
Iteration 59: (EM) log likelihood = -28401.395
Iteration 60: (EM) log likelihood = -28397.322
Iteration 61: (EM) log likelihood = -28394.231
Iteration 62: (EM) log likelihood = -28391.166
Iteration 63: (EM) log likelihood = -28388.176
Iteration 64: (EM) log likelihood = -28383.62
Iteration 65: (EM) log likelihood = -28377.087
Iteration 66: (EM) log likelihood = -28375.144
Iteration 67: (EM) log likelihood = -28372.791
Iteration 68: (EM) log likelihood = -28370.325
Iteration 69: (EM) log likelihood = -28367.524
Iteration 70: (EM) log likelihood = -28366.052
Iteration 71: (EM) log likelihood = -28364.666
Iteration 72: (EM) log likelihood = -28362.365
Iteration 73: (EM) log likelihood = -28357.924
Iteration 74: (EM) log likelihood = -28356.274
Iteration 75: (EM) log likelihood = -28354.142
Iteration 76: (EM) log likelihood = -28351.369
Iteration 77: (EM) log likelihood = -28348.793
Iteration 78: (EM) log likelihood = -28346.509
Iteration 79: (EM) log likelihood = -28344.812
Iteration 80: (EM) log likelihood = -28342.623
Iteration 81: (EM) log likelihood = -28340.621
Iteration 82: (EM) log likelihood = -28338.788
Iteration 83: (EM) log likelihood = -28338.122
Iteration 84: (EM) log likelihood = -28334.406
Iteration 85: (EM) log likelihood = -28333.24
Iteration 86: (EM) log likelihood = -28332.543
Iteration 87: (EM) log likelihood = -28332.274
Iteration 88: (EM) log likelihood = -28330.189
Iteration 89: (EM) log likelihood = -28328.31
Iteration 90: (EM) log likelihood = -28325.704
Iteration 91: (EM) log likelihood = -28323.728
Iteration 92: (EM) log likelihood = -28322.44
Iteration 93: (EM) log likelihood = -28320.38
Iteration 94: (EM) log likelihood = -28317.611
Iteration 95: (EM) log likelihood = -28315.058
Iteration 96: (EM) log likelihood = -28313.189
Iteration 97: (EM) log likelihood = -28311.646
Iteration 98: (EM) log likelihood = -28309.273
Iteration 99: (EM) log likelihood = -28308.074
Iteration 100: (EM) log likelihood = -28306.384
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.4793
Iteration 1: (class) log likelihood = -5250.4793
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.768
Iteration 1: (outcome) log likelihood = -28939.491
Iteration 2: (outcome) log likelihood = -28919.162
Iteration 3: (outcome) log likelihood = -28918.48
Iteration 4: (outcome) log likelihood = -28918.406
Iteration 5: (outcome) log likelihood = -28918.389
Iteration 6: (outcome) log likelihood = -28918.385
Iteration 7: (outcome) log likelihood = -28918.384
Iteration 8: (outcome) log likelihood = -28918.384
Iteration 9: (outcome) log likelihood = -28918.384
Iteration 10: (outcome) log likelihood = -28918.384 (not concave)
Iteration 11: (outcome) log likelihood = -28918.384 (not concave)
Iteration 12: (outcome) log likelihood = -28918.384 (not concave)
Iteration 13: (outcome) log likelihood = -28918.384 (not concave)
Iteration 14: (outcome) log likelihood = -28918.384 (not concave)
Iteration 15: (outcome) log likelihood = -28918.384 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34142.917
Iteration 1: (EM) log likelihood = -34029.064
Iteration 2: (EM) log likelihood = -33612.624
Iteration 3: (EM) log likelihood = -32615.264
Iteration 4: (EM) log likelihood = -31585.732
Iteration 5: (EM) log likelihood = -30982.049
Iteration 6: (EM) log likelihood = -30576.552
Iteration 7: (EM) log likelihood = -30254.582
Iteration 8: (EM) log likelihood = -29998.953
Iteration 9: (EM) log likelihood = -29809.123
Iteration 10: (EM) log likelihood = -29668.961
Iteration 11: (EM) log likelihood = -29557.597
Iteration 12: (EM) log likelihood = -29462.013
Iteration 13: (EM) log likelihood = -29387.189
Iteration 14: (EM) log likelihood = -29330.181
Iteration 15: (EM) log likelihood = -29280.558
Iteration 16: (EM) log likelihood = -29238.107
Iteration 17: (EM) log likelihood = -29199.174
Iteration 18: (EM) log likelihood = -29165.286
Iteration 19: (EM) log likelihood = -29129.944
Iteration 20: (EM) log likelihood = -29092.916
Iteration 21: (EM) log likelihood = -29055.787
Iteration 22: (EM) log likelihood = -29015.62
Iteration 23: (EM) log likelihood = -28972.827
Iteration 24: (EM) log likelihood = -28927.17
Iteration 25: (EM) log likelihood = -28881.422
Iteration 26: (EM) log likelihood = -28836.446
Iteration 27: (EM) log likelihood = -28791.889
Iteration 28: (EM) log likelihood = -28747.97
Iteration 29: (EM) log likelihood = -28704.161
Iteration 30: (EM) log likelihood = -28661.039
Iteration 31: (EM) log likelihood = -28620.238
Iteration 32: (EM) log likelihood = -28581.611
Iteration 33: (EM) log likelihood = -28544.115
Iteration 34: (EM) log likelihood = -28507.494
Iteration 35: (EM) log likelihood = -28471.945
Iteration 36: (EM) log likelihood = -28437.533
Iteration 37: (EM) log likelihood = -28403.599
Iteration 38: (EM) log likelihood = -28372.198
Iteration 39: (EM) log likelihood = -28342.03
Iteration 40: (EM) log likelihood = -28314.479
Iteration 41: (EM) log likelihood = -28287.547
Iteration 42: (EM) log likelihood = -28262.688
Iteration 43: (EM) log likelihood = -28239.409
Iteration 44: (EM) log likelihood = -28217.909
Iteration 45: (EM) log likelihood = -28198.809
Iteration 46: (EM) log likelihood = -28180.276
Iteration 47: (EM) log likelihood = -28162.82
Iteration 48: (EM) log likelihood = -28147.196
Iteration 49: (EM) log likelihood = -28132.523
Iteration 50: (EM) log likelihood = -28118.322
Iteration 51: (EM) log likelihood = -28105.604
Iteration 52: (EM) log likelihood = -28093.962
Iteration 53: (EM) log likelihood = -28083.525
Iteration 54: (EM) log likelihood = -28074.007
Iteration 55: (EM) log likelihood = -28065.361
Iteration 56: (EM) log likelihood = -28057.389
Iteration 57: (EM) log likelihood = -28050.046
Iteration 58: (EM) log likelihood = -28043.175
Iteration 59: (EM) log likelihood = -28036.579
Iteration 60: (EM) log likelihood = -28030.193
Iteration 61: (EM) log likelihood = -28024.136
Iteration 62: (EM) log likelihood = -28018.549
Iteration 63: (EM) log likelihood = -28013.055
Iteration 64: (EM) log likelihood = -28007.762
Iteration 65: (EM) log likelihood = -28002.664
Iteration 66: (EM) log likelihood = -27997.728
Iteration 67: (EM) log likelihood = -27993.093
Iteration 68: (EM) log likelihood = -27988.742
Iteration 69: (EM) log likelihood = -27984.614
Iteration 70: (EM) log likelihood = -27980.547
Iteration 71: (EM) log likelihood = -27976.407
Iteration 72: (EM) log likelihood = -27972.282
Iteration 73: (EM) log likelihood = -27968.328
Iteration 74: (EM) log likelihood = -27964.437
Iteration 75: (EM) log likelihood = -27960.495
Iteration 76: (EM) log likelihood = -27956.327
Iteration 77: (EM) log likelihood = -27952.465
Iteration 78: (EM) log likelihood = -27948.865
Iteration 79: (EM) log likelihood = -27945.486
Iteration 80: (EM) log likelihood = -27941.961
Iteration 81: (EM) log likelihood = -27937.453
Iteration 82: (EM) log likelihood = -27933.187
Iteration 83: (EM) log likelihood = -27929.301
Iteration 84: (EM) log likelihood = -27925.779
Iteration 85: (EM) log likelihood = -27922.415
Iteration 86: (EM) log likelihood = -27919.226
Iteration 87: (EM) log likelihood = -27916.189
Iteration 88: (EM) log likelihood = -27913.174
Iteration 89: (EM) log likelihood = -27910.38
Iteration 90: (EM) log likelihood = -27907.757
Iteration 91: (EM) log likelihood = -27905.279
Iteration 92: (EM) log likelihood = -27902.791
Iteration 93: (EM) log likelihood = -27900.498
Iteration 94: (EM) log likelihood = -27898.253
Iteration 95: (EM) log likelihood = -27896.152
Iteration 96: (EM) log likelihood = -27894.408
Iteration 97: (EM) log likelihood = -27892.2
Iteration 98: (EM) log likelihood = -27890.005
Iteration 99: (EM) log likelihood = -27887.925
Iteration 100: (EM) log likelihood = -27885.944
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.9602
Iteration 1: (class) log likelihood = -5250.9602
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.311
Iteration 1: (outcome) log likelihood = -28972.989
Iteration 2: (outcome) log likelihood = -28907.678
Iteration 3: (outcome) log likelihood = -28901.132
Iteration 4: (outcome) log likelihood = -28900.269
Iteration 5: (outcome) log likelihood = -28900.195
Iteration 6: (outcome) log likelihood = -28900.179
Iteration 7: (outcome) log likelihood = -28900.176
Iteration 8: (outcome) log likelihood = -28900.175
Iteration 9: (outcome) log likelihood = -28900.175
Iteration 10: (outcome) log likelihood = -28900.175 (not concave)
Iteration 11: (outcome) log likelihood = -28900.175 (not concave)
Iteration 12: (outcome) log likelihood = -28900.175 (not concave)
Iteration 13: (outcome) log likelihood = -28900.175 (not concave)
Iteration 14: (outcome) log likelihood = -28900.175 (not concave)
Iteration 15: (outcome) log likelihood = -28900.175 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34109.739
Iteration 1: (EM) log likelihood = -33996.843
Iteration 2: (EM) log likelihood = -33818.828
Iteration 3: (EM) log likelihood = -33528.072
Iteration 4: (EM) log likelihood = -32982.137
Iteration 5: (EM) log likelihood = -32252.2
Iteration 6: (EM) log likelihood = -31558.688
Iteration 7: (EM) log likelihood = -30956.821
Iteration 8: (EM) log likelihood = -30415.335
Iteration 9: (EM) log likelihood = -29973.959
Iteration 10: (EM) log likelihood = -29675.227
Iteration 11: (EM) log likelihood = -29487.014
Iteration 12: (EM) log likelihood = -29361.281
Iteration 13: (EM) log likelihood = -29273.419
Iteration 14: (EM) log likelihood = -29212.532
Iteration 15: (EM) log likelihood = -29169.804
Iteration 16: (EM) log likelihood = -29139.947
Iteration 17: (EM) log likelihood = -29116.302
Iteration 18: (EM) log likelihood = -29100.212
Iteration 19: (EM) log likelihood = -29085.008
Iteration 20: (EM) log likelihood = -29070.769
Iteration 21: (EM) log likelihood = -29056.798
Iteration 22: (EM) log likelihood = -29040.072
Iteration 23: (EM) log likelihood = -29022.896
Iteration 24: (EM) log likelihood = -29002.821
Iteration 25: (EM) log likelihood = -28981.642
Iteration 26: (EM) log likelihood = -28964.385
Iteration 27: (EM) log likelihood = -28946.663
Iteration 28: (EM) log likelihood = -28930.692
Iteration 29: (EM) log likelihood = -28916.315
Iteration 30: (EM) log likelihood = -28901.695
Iteration 31: (EM) log likelihood = -28889.98
Iteration 32: (EM) log likelihood = -28881.18
Iteration 33: (EM) log likelihood = -28874.813
Iteration 34: (EM) log likelihood = -28867.479
Iteration 35: (EM) log likelihood = -28860.782
Iteration 36: (EM) log likelihood = -28853.446
Iteration 37: (EM) log likelihood = -28847.489
Iteration 38: (EM) log likelihood = -28837.86
Iteration 39: (EM) log likelihood = -28828.296
Iteration 40: (EM) log likelihood = -28820.53
Iteration 41: (EM) log likelihood = -28810.359
Iteration 42: (EM) log likelihood = -28800.18
Iteration 43: (EM) log likelihood = -28790.79
Iteration 44: (EM) log likelihood = -28778.844
Iteration 45: (EM) log likelihood = -28766.779
Iteration 46: (EM) log likelihood = -28756.167
Iteration 47: (EM) log likelihood = -28747.602
Iteration 48: (EM) log likelihood = -28737.261
Iteration 49: (EM) log likelihood = -28728.734
Iteration 50: (EM) log likelihood = -28716.573
Iteration 51: (EM) log likelihood = -28707.701
Iteration 52: (EM) log likelihood = -28698.67
Iteration 53: (EM) log likelihood = -28684.377
Iteration 54: (EM) log likelihood = -28673.37
Iteration 55: (EM) log likelihood = -28663.4
Iteration 56: (EM) log likelihood = -28653.374
Iteration 57: (EM) log likelihood = -28645.023
Iteration 58: (EM) log likelihood = -28634.798
Iteration 59: (EM) log likelihood = -28629.687
Iteration 60: (EM) log likelihood = -28621.773
Iteration 61: (EM) log likelihood = -28613.079
Iteration 62: (EM) log likelihood = -28606.487
Iteration 63: (EM) log likelihood = -28602.709
Iteration 64: (EM) log likelihood = -28596.707
Iteration 65: (EM) log likelihood = -28593.218
Iteration 66: (EM) log likelihood = -28588.7
Iteration 67: (EM) log likelihood = -28583.367
Iteration 68: (EM) log likelihood = -28576.568
Iteration 69: (EM) log likelihood = -28572.289
Iteration 70: (EM) log likelihood = -28563.132
Iteration 71: (EM) log likelihood = -28559.687
Iteration 72: (EM) log likelihood = -28555.469
Iteration 73: (EM) log likelihood = -28554.627
Iteration 74: (EM) log likelihood = -28549.527
Iteration 75: (EM) log likelihood = -28545.809
Iteration 76: (EM) log likelihood = -28542.584
Iteration 77: (EM) log likelihood = -28539.176
Iteration 78: (EM) log likelihood = -28536.255
Iteration 79: (EM) log likelihood = -28535.409
Iteration 80: (EM) log likelihood = -28534.783
Iteration 81: (EM) log likelihood = -28531.91
Iteration 82: (EM) log likelihood = -28529.48
Iteration 83: (EM) log likelihood = -28527.375
Iteration 84: (EM) log likelihood = -28525.347
Iteration 85: (EM) log likelihood = -28523.264
Iteration 86: (EM) log likelihood = -28521.93
Iteration 87: (EM) log likelihood = -28519.805
Iteration 88: (EM) log likelihood = -28514.973
Iteration 89: (EM) log likelihood = -28513.252
Iteration 90: (EM) log likelihood = -28511.842
Iteration 91: (EM) log likelihood = -28510.763
Iteration 92: (EM) log likelihood = -28510.429
Iteration 93: (EM) log likelihood = -28509.384
Iteration 94: (EM) log likelihood = -28508.636
Iteration 95: (EM) log likelihood = -28506.655
Iteration 96: (EM) log likelihood = -28505.637
Iteration 97: (EM) log likelihood = -28504.524
Iteration 98: (EM) log likelihood = -28503.904
Iteration 99: (EM) log likelihood = -28502.736
Iteration 100: (EM) log likelihood = -28501.155
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.1622
Iteration 1: (class) log likelihood = -5252.1622
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29139.433
Iteration 1: (outcome) log likelihood = -28943.566
Iteration 2: (outcome) log likelihood = -28918.09
Iteration 3: (outcome) log likelihood = -28917.222
Iteration 4: (outcome) log likelihood = -28917.062
Iteration 5: (outcome) log likelihood = -28917.024
Iteration 6: (outcome) log likelihood = -28917.015
Iteration 7: (outcome) log likelihood = -28917.014
Iteration 8: (outcome) log likelihood = -28917.013
Iteration 9: (outcome) log likelihood = -28917.013 (not concave)
Iteration 10: (outcome) log likelihood = -28917.013 (not concave)
Iteration 11: (outcome) log likelihood = -28917.013 (not concave)
Iteration 12: (outcome) log likelihood = -28917.013 (not concave)
Iteration 13: (outcome) log likelihood = -28917.013 (not concave)
Iteration 14: (outcome) log likelihood = -28917.013 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34154.266
Iteration 1: (EM) log likelihood = -34092.283
Iteration 2: (EM) log likelihood = -33915.861
Iteration 3: (EM) log likelihood = -33404.914
Iteration 4: (EM) log likelihood = -32336.233
Iteration 5: (EM) log likelihood = -31172.943
Iteration 6: (EM) log likelihood = -30407.352
Iteration 7: (EM) log likelihood = -29964.384
Iteration 8: (EM) log likelihood = -29714.797
Iteration 9: (EM) log likelihood = -29561.198
Iteration 10: (EM) log likelihood = -29452.765
Iteration 11: (EM) log likelihood = -29371.645
Iteration 12: (EM) log likelihood = -29310.399
Iteration 13: (EM) log likelihood = -29263.462
Iteration 14: (EM) log likelihood = -29226.857
Iteration 15: (EM) log likelihood = -29195.04
Iteration 16: (EM) log likelihood = -29170.317
Iteration 17: (EM) log likelihood = -29149.117
Iteration 18: (EM) log likelihood = -29128.346
Iteration 19: (EM) log likelihood = -29113.67
Iteration 20: (EM) log likelihood = -29100.22
Iteration 21: (EM) log likelihood = -29088.569
Iteration 22: (EM) log likelihood = -29076.907
Iteration 23: (EM) log likelihood = -29068.091
Iteration 24: (EM) log likelihood = -29060.863
Iteration 25: (EM) log likelihood = -29054.636
Iteration 26: (EM) log likelihood = -29049.391
Iteration 27: (EM) log likelihood = -29043.7
Iteration 28: (EM) log likelihood = -29040.049
Iteration 29: (EM) log likelihood = -29036.764
Iteration 30: (EM) log likelihood = -29032.367
Iteration 31: (EM) log likelihood = -29029.05
Iteration 32: (EM) log likelihood = -29024.68
Iteration 33: (EM) log likelihood = -29021.361
Iteration 34: (EM) log likelihood = -29018.275
Iteration 35: (EM) log likelihood = -29014.846
Iteration 36: (EM) log likelihood = -29011.702
Iteration 37: (EM) log likelihood = -29008.54
Iteration 38: (EM) log likelihood = -29004.781
Iteration 39: (EM) log likelihood = -29000.608
Iteration 40: (EM) log likelihood = -28996.328
Iteration 41: (EM) log likelihood = -28990.874
Iteration 42: (EM) log likelihood = -28985.344
Iteration 43: (EM) log likelihood = -28979.914
Iteration 44: (EM) log likelihood = -28973.005
Iteration 45: (EM) log likelihood = -28964.906
Iteration 46: (EM) log likelihood = -28957.249
Iteration 47: (EM) log likelihood = -28948.978
Iteration 48: (EM) log likelihood = -28939.597
Iteration 49: (EM) log likelihood = -28930.096
Iteration 50: (EM) log likelihood = -28920.349
Iteration 51: (EM) log likelihood = -28910.69
Iteration 52: (EM) log likelihood = -28899.919
Iteration 53: (EM) log likelihood = -28889.166
Iteration 54: (EM) log likelihood = -28878.325
Iteration 55: (EM) log likelihood = -28868.363
Iteration 56: (EM) log likelihood = -28857.817
Iteration 57: (EM) log likelihood = -28847.717
Iteration 58: (EM) log likelihood = -28837.627
Iteration 59: (EM) log likelihood = -28826.885
Iteration 60: (EM) log likelihood = -28816.803
Iteration 61: (EM) log likelihood = -28806.782
Iteration 62: (EM) log likelihood = -28797.639
Iteration 63: (EM) log likelihood = -28788.266
Iteration 64: (EM) log likelihood = -28779.534
Iteration 65: (EM) log likelihood = -28771.054
Iteration 66: (EM) log likelihood = -28762.853
Iteration 67: (EM) log likelihood = -28754.966
Iteration 68: (EM) log likelihood = -28748.44
Iteration 69: (EM) log likelihood = -28742.09
Iteration 70: (EM) log likelihood = -28736.276
Iteration 71: (EM) log likelihood = -28730.56
Iteration 72: (EM) log likelihood = -28724.906
Iteration 73: (EM) log likelihood = -28719.903
Iteration 74: (EM) log likelihood = -28715.357
Iteration 75: (EM) log likelihood = -28710.772
Iteration 76: (EM) log likelihood = -28706.028
Iteration 77: (EM) log likelihood = -28701.736
Iteration 78: (EM) log likelihood = -28697.609
Iteration 79: (EM) log likelihood = -28692.058
Iteration 80: (EM) log likelihood = -28689.369
Iteration 81: (EM) log likelihood = -28686.441
Iteration 82: (EM) log likelihood = -28683.649
Iteration 83: (EM) log likelihood = -28680.897
Iteration 84: (EM) log likelihood = -28676.706
Iteration 85: (EM) log likelihood = -28673.9
Iteration 86: (EM) log likelihood = -28671.105
Iteration 87: (EM) log likelihood = -28667.376
Iteration 88: (EM) log likelihood = -28662.624
Iteration 89: (EM) log likelihood = -28658.643
Iteration 90: (EM) log likelihood = -28654.723
Iteration 91: (EM) log likelihood = -28651.204
Iteration 92: (EM) log likelihood = -28647.261
Iteration 93: (EM) log likelihood = -28643.631
Iteration 94: (EM) log likelihood = -28640.092
Iteration 95: (EM) log likelihood = -28636.49
Iteration 96: (EM) log likelihood = -28632.947
Iteration 97: (EM) log likelihood = -28629.182
Iteration 98: (EM) log likelihood = -28626.017
Iteration 99: (EM) log likelihood = -28623.409
Iteration 100: (EM) log likelihood = -28619.697
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.9553
Iteration 1: (class) log likelihood = -5251.9553
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.824
Iteration 1: (outcome) log likelihood = -28956.296
Iteration 2: (outcome) log likelihood = -28913.149
Iteration 3: (outcome) log likelihood = -28908.455
Iteration 4: (outcome) log likelihood = -28908.011
Iteration 5: (outcome) log likelihood = -28907.956
Iteration 6: (outcome) log likelihood = -28907.946
Iteration 7: (outcome) log likelihood = -28907.944
Iteration 8: (outcome) log likelihood = -28907.943
Iteration 9: (outcome) log likelihood = -28907.943 (not concave)
Iteration 10: (outcome) log likelihood = -28907.943 (not concave)
Iteration 11: (outcome) log likelihood = -28907.943 (not concave)
Iteration 12: (outcome) log likelihood = -28907.943 (not concave)
Iteration 13: (outcome) log likelihood = -28907.943 (not concave)
Iteration 14: (outcome) log likelihood = -28907.943 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34118.641
Iteration 1: (EM) log likelihood = -33985.717
Iteration 2: (EM) log likelihood = -33652.379
Iteration 3: (EM) log likelihood = -32983.141
Iteration 4: (EM) log likelihood = -31936.958
Iteration 5: (EM) log likelihood = -30940.034
Iteration 6: (EM) log likelihood = -30298.519
Iteration 7: (EM) log likelihood = -29933.194
Iteration 8: (EM) log likelihood = -29720.647
Iteration 9: (EM) log likelihood = -29576.347
Iteration 10: (EM) log likelihood = -29459.852
Iteration 11: (EM) log likelihood = -29374.937
Iteration 12: (EM) log likelihood = -29306.901
Iteration 13: (EM) log likelihood = -29256.977
Iteration 14: (EM) log likelihood = -29219.131
Iteration 15: (EM) log likelihood = -29186.915
Iteration 16: (EM) log likelihood = -29158.152
Iteration 17: (EM) log likelihood = -29133.151
Iteration 18: (EM) log likelihood = -29110.426
Iteration 19: (EM) log likelihood = -29087.474
Iteration 20: (EM) log likelihood = -29061.99
Iteration 21: (EM) log likelihood = -29035.622
Iteration 22: (EM) log likelihood = -29010.366
Iteration 23: (EM) log likelihood = -28985.177
Iteration 24: (EM) log likelihood = -28962.196
Iteration 25: (EM) log likelihood = -28937.572
Iteration 26: (EM) log likelihood = -28915.453
Iteration 27: (EM) log likelihood = -28893.267
Iteration 28: (EM) log likelihood = -28875.763
Iteration 29: (EM) log likelihood = -28857.364
Iteration 30: (EM) log likelihood = -28841.574
Iteration 31: (EM) log likelihood = -28828.291
Iteration 32: (EM) log likelihood = -28816.356
Iteration 33: (EM) log likelihood = -28809.953
Iteration 34: (EM) log likelihood = -28802.974
Iteration 35: (EM) log likelihood = -28798.158
Iteration 36: (EM) log likelihood = -28793.418
Iteration 37: (EM) log likelihood = -28789.327
Iteration 38: (EM) log likelihood = -28786.379
Iteration 39: (EM) log likelihood = -28783.825
Iteration 40: (EM) log likelihood = -28781.55
Iteration 41: (EM) log likelihood = -28779.696
Iteration 42: (EM) log likelihood = -28778.512
Iteration 43: (EM) log likelihood = -28778.219
Iteration 44: (EM) log likelihood = -28777.19
Iteration 45: (EM) log likelihood = -28777.187
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.6363
Iteration 1: (class) log likelihood = -5252.6363
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29671.08
Iteration 1: (outcome) log likelihood = -29041.464
Iteration 2: (outcome) log likelihood = -28921.574
Iteration 3: (outcome) log likelihood = -28901.753
Iteration 4: (outcome) log likelihood = -28898.038
Iteration 5: (outcome) log likelihood = -28897.263
Iteration 6: (outcome) log likelihood = -28897.104
Iteration 7: (outcome) log likelihood = -28897.07
Iteration 8: (outcome) log likelihood = -28897.062
Iteration 9: (outcome) log likelihood = -28897.06
Iteration 10: (outcome) log likelihood = -28897.06 (not concave)
Iteration 11: (outcome) log likelihood = -28897.06 (not concave)
Iteration 12: (outcome) log likelihood = -28897.06 (not concave)
Iteration 13: (outcome) log likelihood = -28897.06 (not concave)
Iteration 14: (outcome) log likelihood = -28897.06 (not concave)
Iteration 15: (outcome) log likelihood = -28897.06 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34115.267
Iteration 1: (EM) log likelihood = -34021.711
Iteration 2: (EM) log likelihood = -33821.255
Iteration 3: (EM) log likelihood = -33424.584
Iteration 4: (EM) log likelihood = -32660.224
Iteration 5: (EM) log likelihood = -31656.927
Iteration 6: (EM) log likelihood = -30858.528
Iteration 7: (EM) log likelihood = -30342.103
Iteration 8: (EM) log likelihood = -30025.652
Iteration 9: (EM) log likelihood = -29838.822
Iteration 10: (EM) log likelihood = -29712.872
Iteration 11: (EM) log likelihood = -29598.689
Iteration 12: (EM) log likelihood = -29472.36
Iteration 13: (EM) log likelihood = -29329.682
Iteration 14: (EM) log likelihood = -29191.738
Iteration 15: (EM) log likelihood = -29079.017
Iteration 16: (EM) log likelihood = -28993.397
Iteration 17: (EM) log likelihood = -28928.257
Iteration 18: (EM) log likelihood = -28871.94
Iteration 19: (EM) log likelihood = -28834.666
Iteration 20: (EM) log likelihood = -28804.757
Iteration 21: (EM) log likelihood = -28782.083
Iteration 22: (EM) log likelihood = -28763.93
Iteration 23: (EM) log likelihood = -28749.022
Iteration 24: (EM) log likelihood = -28737.539
Iteration 25: (EM) log likelihood = -28724.322
Iteration 26: (EM) log likelihood = -28714.733
Iteration 27: (EM) log likelihood = -28705.155
Iteration 28: (EM) log likelihood = -28697.545
Iteration 29: (EM) log likelihood = -28692.097
Iteration 30: (EM) log likelihood = -28684.906
Iteration 31: (EM) log likelihood = -28675.914
Iteration 32: (EM) log likelihood = -28669.883
Iteration 33: (EM) log likelihood = -28663.25
Iteration 34: (EM) log likelihood = -28658.442
Iteration 35: (EM) log likelihood = -28653.686
Iteration 36: (EM) log likelihood = -28649.966
Iteration 37: (EM) log likelihood = -28645.257
Iteration 38: (EM) log likelihood = -28640.989
Iteration 39: (EM) log likelihood = -28636.482
Iteration 40: (EM) log likelihood = -28631.657
Iteration 41: (EM) log likelihood = -28625.986
Iteration 42: (EM) log likelihood = -28620.27
Iteration 43: (EM) log likelihood = -28615.556
Iteration 44: (EM) log likelihood = -28610.044
Iteration 45: (EM) log likelihood = -28604.694
Iteration 46: (EM) log likelihood = -28600.489
Iteration 47: (EM) log likelihood = -28597.569
Iteration 48: (EM) log likelihood = -28592.658
Iteration 49: (EM) log likelihood = -28590.036
Iteration 50: (EM) log likelihood = -28587.847
Iteration 51: (EM) log likelihood = -28585.725
Iteration 52: (EM) log likelihood = -28583.847
Iteration 53: (EM) log likelihood = -28581.952
Iteration 54: (EM) log likelihood = -28578.935
Iteration 55: (EM) log likelihood = -28576.206
Iteration 56: (EM) log likelihood = -28575.17
Iteration 57: (EM) log likelihood = -28573.72
Iteration 58: (EM) log likelihood = -28571.896
Iteration 59: (EM) log likelihood = -28570.628
Iteration 60: (EM) log likelihood = -28569.66
Iteration 61: (EM) log likelihood = -28568.73
Iteration 62: (EM) log likelihood = -28567.795
Iteration 63: (EM) log likelihood = -28567.104
Iteration 64: (EM) log likelihood = -28566.444
Iteration 65: (EM) log likelihood = -28565.876
Iteration 66: (EM) log likelihood = -28565.225
Iteration 67: (EM) log likelihood = -28564.603
Iteration 68: (EM) log likelihood = -28563.864
Iteration 69: (EM) log likelihood = -28563.397
Iteration 70: (EM) log likelihood = -28562.644
Iteration 71: (EM) log likelihood = -28561.893
Iteration 72: (EM) log likelihood = -28561.616
Iteration 73: (EM) log likelihood = -28560.732
Iteration 74: (EM) log likelihood = -28560.395
Iteration 75: (EM) log likelihood = -28559.905
Iteration 76: (EM) log likelihood = -28559.488
Iteration 77: (EM) log likelihood = -28559.131
Iteration 78: (EM) log likelihood = -28558.543
Iteration 79: (EM) log likelihood = -28558.227
Iteration 80: (EM) log likelihood = -28557.844
Iteration 81: (EM) log likelihood = -28557.488
Iteration 82: (EM) log likelihood = -28557.137
Iteration 83: (EM) log likelihood = -28556.779
Iteration 84: (EM) log likelihood = -28556.156
Iteration 85: (EM) log likelihood = -28555.665
Iteration 86: (EM) log likelihood = -28555.346
Iteration 87: (EM) log likelihood = -28555
Iteration 88: (EM) log likelihood = -28554.698
Iteration 89: (EM) log likelihood = -28554.453
Iteration 90: (EM) log likelihood = -28554.129
Iteration 91: (EM) log likelihood = -28553.261
Iteration 92: (EM) log likelihood = -28552.913
Iteration 93: (EM) log likelihood = -28552.482
Iteration 94: (EM) log likelihood = -28551.615
Iteration 95: (EM) log likelihood = -28551.217
Iteration 96: (EM) log likelihood = -28550.834
Iteration 97: (EM) log likelihood = -28550.406
Iteration 98: (EM) log likelihood = -28550.145
Iteration 99: (EM) log likelihood = -28549.846
Iteration 100: (EM) log likelihood = -28549.452
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5249.5455
Iteration 1: (class) log likelihood = -5249.5455
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29149.007
Iteration 1: (outcome) log likelihood = -28943.034
Iteration 2: (outcome) log likelihood = -28914.573
Iteration 3: (outcome) log likelihood = -28912.13
Iteration 4: (outcome) log likelihood = -28911.967
Iteration 5: (outcome) log likelihood = -28911.93
Iteration 6: (outcome) log likelihood = -28911.922
Iteration 7: (outcome) log likelihood = -28911.92
Iteration 8: (outcome) log likelihood = -28911.92
Iteration 9: (outcome) log likelihood = -28911.92 (not concave)
Iteration 10: (outcome) log likelihood = -28911.92 (not concave)
Iteration 11: (outcome) log likelihood = -28911.92 (not concave)
Iteration 12: (outcome) log likelihood = -28911.92 (not concave)
Iteration 13: (outcome) log likelihood = -28911.92 (not concave)
Iteration 14: (outcome) log likelihood = -28911.92 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34122
Iteration 1: (EM) log likelihood = -34002.56
Iteration 2: (EM) log likelihood = -33661.971
Iteration 3: (EM) log likelihood = -32868.846
Iteration 4: (EM) log likelihood = -31804.147
Iteration 5: (EM) log likelihood = -31022.639
Iteration 6: (EM) log likelihood = -30497.388
Iteration 7: (EM) log likelihood = -30143.204
Iteration 8: (EM) log likelihood = -29925.691
Iteration 9: (EM) log likelihood = -29783.883
Iteration 10: (EM) log likelihood = -29663.806
Iteration 11: (EM) log likelihood = -29551.17
Iteration 12: (EM) log likelihood = -29444.511
Iteration 13: (EM) log likelihood = -29349.655
Iteration 14: (EM) log likelihood = -29274.217
Iteration 15: (EM) log likelihood = -29212.489
Iteration 16: (EM) log likelihood = -29170.485
Iteration 17: (EM) log likelihood = -29139.331
Iteration 18: (EM) log likelihood = -29113.204
Iteration 19: (EM) log likelihood = -29089.239
Iteration 20: (EM) log likelihood = -29068.936
Iteration 21: (EM) log likelihood = -29053.89
Iteration 22: (EM) log likelihood = -29038.043
Iteration 23: (EM) log likelihood = -29024.194
Iteration 24: (EM) log likelihood = -29010.914
Iteration 25: (EM) log likelihood = -28996.914
Iteration 26: (EM) log likelihood = -28983.476
Iteration 27: (EM) log likelihood = -28970.226
Iteration 28: (EM) log likelihood = -28957.099
Iteration 29: (EM) log likelihood = -28945.317
Iteration 30: (EM) log likelihood = -28929.641
Iteration 31: (EM) log likelihood = -28914.655
Iteration 32: (EM) log likelihood = -28900.551
Iteration 33: (EM) log likelihood = -28886.68
Iteration 34: (EM) log likelihood = -28876.256
Iteration 35: (EM) log likelihood = -28863.434
Iteration 36: (EM) log likelihood = -28851.314
Iteration 37: (EM) log likelihood = -28840.41
Iteration 38: (EM) log likelihood = -28831.664
Iteration 39: (EM) log likelihood = -28820.667
Iteration 40: (EM) log likelihood = -28811.91
Iteration 41: (EM) log likelihood = -28804.065
Iteration 42: (EM) log likelihood = -28796.071
Iteration 43: (EM) log likelihood = -28789.8
Iteration 44: (EM) log likelihood = -28783.819
Iteration 45: (EM) log likelihood = -28778.79
Iteration 46: (EM) log likelihood = -28773.941
Iteration 47: (EM) log likelihood = -28769.022
Iteration 48: (EM) log likelihood = -28766.063
Iteration 49: (EM) log likelihood = -28762.333
Iteration 50: (EM) log likelihood = -28759.808
Iteration 51: (EM) log likelihood = -28755.944
Iteration 52: (EM) log likelihood = -28755.354
Iteration 53: (EM) log likelihood = -28751.431
Iteration 54: (EM) log likelihood = -28744.873
Iteration 55: (EM) log likelihood = -28739.842
Iteration 56: (EM) log likelihood = -28736.311
Iteration 57: (EM) log likelihood = -28731.105
Iteration 58: (EM) log likelihood = -28726.576
Iteration 59: (EM) log likelihood = -28722.486
Iteration 60: (EM) log likelihood = -28717.681
Iteration 61: (EM) log likelihood = -28713.836
Iteration 62: (EM) log likelihood = -28710.318
Iteration 63: (EM) log likelihood = -28707.517
Iteration 64: (EM) log likelihood = -28703.196
Iteration 65: (EM) log likelihood = -28700.27
Iteration 66: (EM) log likelihood = -28696.527
Iteration 67: (EM) log likelihood = -28694.044
Iteration 68: (EM) log likelihood = -28691.636
Iteration 69: (EM) log likelihood = -28687.926
Iteration 70: (EM) log likelihood = -28685.838
Iteration 71: (EM) log likelihood = -28682.795
Iteration 72: (EM) log likelihood = -28680.176
Iteration 73: (EM) log likelihood = -28675.16
Iteration 74: (EM) log likelihood = -28672.125
Iteration 75: (EM) log likelihood = -28670.705
Iteration 76: (EM) log likelihood = -28667.913
Iteration 77: (EM) log likelihood = -28665.239
Iteration 78: (EM) log likelihood = -28662.764
Iteration 79: (EM) log likelihood = -28659.351
Iteration 80: (EM) log likelihood = -28656.755
Iteration 81: (EM) log likelihood = -28653.566
Iteration 82: (EM) log likelihood = -28649.349
Iteration 83: (EM) log likelihood = -28646.595
Iteration 84: (EM) log likelihood = -28643.336
Iteration 85: (EM) log likelihood = -28640.517
Iteration 86: (EM) log likelihood = -28637.878
Iteration 87: (EM) log likelihood = -28635.255
Iteration 88: (EM) log likelihood = -28633.359
Iteration 89: (EM) log likelihood = -28630.294
Iteration 90: (EM) log likelihood = -28627.45
Iteration 91: (EM) log likelihood = -28624.688
Iteration 92: (EM) log likelihood = -28623.331
Iteration 93: (EM) log likelihood = -28619.48
Iteration 94: (EM) log likelihood = -28617.216
Iteration 95: (EM) log likelihood = -28614.785
Iteration 96: (EM) log likelihood = -28612.855
Iteration 97: (EM) log likelihood = -28608.832
Iteration 98: (EM) log likelihood = -28606.615
Iteration 99: (EM) log likelihood = -28603.689
Iteration 100: (EM) log likelihood = -28603.812
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.2077
Iteration 1: (class) log likelihood = -5252.2077
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29697.568
Iteration 1: (outcome) log likelihood = -29027.508
Iteration 2: (outcome) log likelihood = -28914.122
Iteration 3: (outcome) log likelihood = -28894.606
Iteration 4: (outcome) log likelihood = -28891.183
Iteration 5: (outcome) log likelihood = -28890.382
Iteration 6: (outcome) log likelihood = -28890.19
Iteration 7: (outcome) log likelihood = -28890.15
Iteration 8: (outcome) log likelihood = -28890.141
Iteration 9: (outcome) log likelihood = -28890.139
Iteration 10: (outcome) log likelihood = -28890.139 (not concave)
Iteration 11: (outcome) log likelihood = -28890.139 (not concave)
Iteration 12: (outcome) log likelihood = -28890.139 (not concave)
Iteration 13: (outcome) log likelihood = -28890.139 (not concave)
Iteration 14: (outcome) log likelihood = -28890.139 (not concave)
Iteration 15: (outcome) log likelihood = -28890.139 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34099.267
Iteration 1: (EM) log likelihood = -33937.268
Iteration 2: (EM) log likelihood = -33395.536
Iteration 3: (EM) log likelihood = -32378.555
Iteration 4: (EM) log likelihood = -31453.854
Iteration 5: (EM) log likelihood = -30855.593
Iteration 6: (EM) log likelihood = -30405.821
Iteration 7: (EM) log likelihood = -30062.043
Iteration 8: (EM) log likelihood = -29821.379
Iteration 9: (EM) log likelihood = -29652.389
Iteration 10: (EM) log likelihood = -29519.888
Iteration 11: (EM) log likelihood = -29406.064
Iteration 12: (EM) log likelihood = -29310.675
Iteration 13: (EM) log likelihood = -29237.174
Iteration 14: (EM) log likelihood = -29180.87
Iteration 15: (EM) log likelihood = -29138.265
Iteration 16: (EM) log likelihood = -29100.664
Iteration 17: (EM) log likelihood = -29068.741
Iteration 18: (EM) log likelihood = -29040.236
Iteration 19: (EM) log likelihood = -29018.235
Iteration 20: (EM) log likelihood = -28997.718
Iteration 21: (EM) log likelihood = -28976.796
Iteration 22: (EM) log likelihood = -28955.913
Iteration 23: (EM) log likelihood = -28935.493
Iteration 24: (EM) log likelihood = -28915.137
Iteration 25: (EM) log likelihood = -28893.293
Iteration 26: (EM) log likelihood = -28870.644
Iteration 27: (EM) log likelihood = -28848.251
Iteration 28: (EM) log likelihood = -28824.337
Iteration 29: (EM) log likelihood = -28800.294
Iteration 30: (EM) log likelihood = -28776.47
Iteration 31: (EM) log likelihood = -28752.168
Iteration 32: (EM) log likelihood = -28727.624
Iteration 33: (EM) log likelihood = -28701.638
Iteration 34: (EM) log likelihood = -28674.983
Iteration 35: (EM) log likelihood = -28648.304
Iteration 36: (EM) log likelihood = -28623.136
Iteration 37: (EM) log likelihood = -28597.939
Iteration 38: (EM) log likelihood = -28572.192
Iteration 39: (EM) log likelihood = -28548.973
Iteration 40: (EM) log likelihood = -28526.456
Iteration 41: (EM) log likelihood = -28504.627
Iteration 42: (EM) log likelihood = -28484.086
Iteration 43: (EM) log likelihood = -28464.645
Iteration 44: (EM) log likelihood = -28444.375
Iteration 45: (EM) log likelihood = -28423.984
Iteration 46: (EM) log likelihood = -28406.195
Iteration 47: (EM) log likelihood = -28388.221
Iteration 48: (EM) log likelihood = -28372.505
Iteration 49: (EM) log likelihood = -28357.827
Iteration 50: (EM) log likelihood = -28342.827
Iteration 51: (EM) log likelihood = -28328.666
Iteration 52: (EM) log likelihood = -28316.418
Iteration 53: (EM) log likelihood = -28303.876
Iteration 54: (EM) log likelihood = -28293.441
Iteration 55: (EM) log likelihood = -28280.919
Iteration 56: (EM) log likelihood = -28271.031
Iteration 57: (EM) log likelihood = -28261.808
Iteration 58: (EM) log likelihood = -28251.355
Iteration 59: (EM) log likelihood = -28244.536
Iteration 60: (EM) log likelihood = -28236.266
Iteration 61: (EM) log likelihood = -28230.973
Iteration 62: (EM) log likelihood = -28225.966
Iteration 63: (EM) log likelihood = -28221.43
Iteration 64: (EM) log likelihood = -28217.139
Iteration 65: (EM) log likelihood = -28213.931
Iteration 66: (EM) log likelihood = -28210.245
Iteration 67: (EM) log likelihood = -28207.447
Iteration 68: (EM) log likelihood = -28204.323
Iteration 69: (EM) log likelihood = -28202.459
Iteration 70: (EM) log likelihood = -28199.263
Iteration 71: (EM) log likelihood = -28196.742
Iteration 72: (EM) log likelihood = -28194.867
Iteration 73: (EM) log likelihood = -28192.728
Iteration 74: (EM) log likelihood = -28190.909
Iteration 75: (EM) log likelihood = -28188.745
Iteration 76: (EM) log likelihood = -28186.033
Iteration 77: (EM) log likelihood = -28182.653
Iteration 78: (EM) log likelihood = -28177.816
Iteration 79: (EM) log likelihood = -28173.132
Iteration 80: (EM) log likelihood = -28168.731
Iteration 81: (EM) log likelihood = -28164.363
Iteration 82: (EM) log likelihood = -28159.896
Iteration 83: (EM) log likelihood = -28155.562
Iteration 84: (EM) log likelihood = -28151.292
Iteration 85: (EM) log likelihood = -28146.474
Iteration 86: (EM) log likelihood = -28142.32
Iteration 87: (EM) log likelihood = -28138.422
Iteration 88: (EM) log likelihood = -28134.514
Iteration 89: (EM) log likelihood = -28130.558
Iteration 90: (EM) log likelihood = -28126.736
Iteration 91: (EM) log likelihood = -28123.155
Iteration 92: (EM) log likelihood = -28119.831
Iteration 93: (EM) log likelihood = -28116.73
Iteration 94: (EM) log likelihood = -28113.769
Iteration 95: (EM) log likelihood = -28110.958
Iteration 96: (EM) log likelihood = -28108.202
Iteration 97: (EM) log likelihood = -28105.649
Iteration 98: (EM) log likelihood = -28103.174
Iteration 99: (EM) log likelihood = -28100.937
Iteration 100: (EM) log likelihood = -28098.735
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.299
Iteration 1: (class) log likelihood = -5250.299
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29138.263
Iteration 1: (outcome) log likelihood = -28926.803
Iteration 2: (outcome) log likelihood = -28904.45
Iteration 3: (outcome) log likelihood = -28903.187
Iteration 4: (outcome) log likelihood = -28902.922
Iteration 5: (outcome) log likelihood = -28902.866
Iteration 6: (outcome) log likelihood = -28902.854
Iteration 7: (outcome) log likelihood = -28902.852
Iteration 8: (outcome) log likelihood = -28902.851
Iteration 9: (outcome) log likelihood = -28902.851
Iteration 10: (outcome) log likelihood = -28902.851 (not concave)
Iteration 11: (outcome) log likelihood = -28902.851 (not concave)
Iteration 12: (outcome) log likelihood = -28902.851 (not concave)
Iteration 13: (outcome) log likelihood = -28902.851 (not concave)
Iteration 14: (outcome) log likelihood = -28902.851 (not concave)
Iteration 15: (outcome) log likelihood = -28902.851 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34109.834
Iteration 1: (EM) log likelihood = -33954.083
Iteration 2: (EM) log likelihood = -33577.364
Iteration 3: (EM) log likelihood = -32895.463
Iteration 4: (EM) log likelihood = -32028.965
Iteration 5: (EM) log likelihood = -31186.884
Iteration 6: (EM) log likelihood = -30463.988
Iteration 7: (EM) log likelihood = -29911.979
Iteration 8: (EM) log likelihood = -29531.657
Iteration 9: (EM) log likelihood = -29308.658
Iteration 10: (EM) log likelihood = -29185.192
Iteration 11: (EM) log likelihood = -29108.487
Iteration 12: (EM) log likelihood = -29051.602
Iteration 13: (EM) log likelihood = -29003.848
Iteration 14: (EM) log likelihood = -28960.712
Iteration 15: (EM) log likelihood = -28922.387
Iteration 16: (EM) log likelihood = -28886.876
Iteration 17: (EM) log likelihood = -28854.643
Iteration 18: (EM) log likelihood = -28824.507
Iteration 19: (EM) log likelihood = -28795.102
Iteration 20: (EM) log likelihood = -28769.051
Iteration 21: (EM) log likelihood = -28744.398
Iteration 22: (EM) log likelihood = -28719.597
Iteration 23: (EM) log likelihood = -28693.843
Iteration 24: (EM) log likelihood = -28671.521
Iteration 25: (EM) log likelihood = -28648.471
Iteration 26: (EM) log likelihood = -28627.899
Iteration 27: (EM) log likelihood = -28610.051
Iteration 28: (EM) log likelihood = -28593.02
Iteration 29: (EM) log likelihood = -28577.995
Iteration 30: (EM) log likelihood = -28563.439
Iteration 31: (EM) log likelihood = -28550.499
Iteration 32: (EM) log likelihood = -28535.956
Iteration 33: (EM) log likelihood = -28525.256
Iteration 34: (EM) log likelihood = -28514.718
Iteration 35: (EM) log likelihood = -28504.664
Iteration 36: (EM) log likelihood = -28494.883
Iteration 37: (EM) log likelihood = -28485.765
Iteration 38: (EM) log likelihood = -28476.149
Iteration 39: (EM) log likelihood = -28467.078
Iteration 40: (EM) log likelihood = -28457.802
Iteration 41: (EM) log likelihood = -28448.821
Iteration 42: (EM) log likelihood = -28440.509
Iteration 43: (EM) log likelihood = -28432.989
Iteration 44: (EM) log likelihood = -28425.486
Iteration 45: (EM) log likelihood = -28417.977
Iteration 46: (EM) log likelihood = -28410.536
Iteration 47: (EM) log likelihood = -28403.026
Iteration 48: (EM) log likelihood = -28395.681
Iteration 49: (EM) log likelihood = -28388.548
Iteration 50: (EM) log likelihood = -28381.511
Iteration 51: (EM) log likelihood = -28374.582
Iteration 52: (EM) log likelihood = -28367.744
Iteration 53: (EM) log likelihood = -28360.595
Iteration 54: (EM) log likelihood = -28353.648
Iteration 55: (EM) log likelihood = -28346.367
Iteration 56: (EM) log likelihood = -28340.099
Iteration 57: (EM) log likelihood = -28333.446
Iteration 58: (EM) log likelihood = -28327.952
Iteration 59: (EM) log likelihood = -28322.971
Iteration 60: (EM) log likelihood = -28317.958
Iteration 61: (EM) log likelihood = -28313.489
Iteration 62: (EM) log likelihood = -28308.99
Iteration 63: (EM) log likelihood = -28304.991
Iteration 64: (EM) log likelihood = -28301.009
Iteration 65: (EM) log likelihood = -28297.334
Iteration 66: (EM) log likelihood = -28293.863
Iteration 67: (EM) log likelihood = -28291.586
Iteration 68: (EM) log likelihood = -28287.943
Iteration 69: (EM) log likelihood = -28285.817
Iteration 70: (EM) log likelihood = -28283.358
Iteration 71: (EM) log likelihood = -28280.97
Iteration 72: (EM) log likelihood = -28278.893
Iteration 73: (EM) log likelihood = -28276.835
Iteration 74: (EM) log likelihood = -28274.773
Iteration 75: (EM) log likelihood = -28272.651
Iteration 76: (EM) log likelihood = -28270.665
Iteration 77: (EM) log likelihood = -28268.745
Iteration 78: (EM) log likelihood = -28266.792
Iteration 79: (EM) log likelihood = -28265.145
Iteration 80: (EM) log likelihood = -28263.919
Iteration 81: (EM) log likelihood = -28262.198
Iteration 82: (EM) log likelihood = -28260.589
Iteration 83: (EM) log likelihood = -28259.049
Iteration 84: (EM) log likelihood = -28257.51
Iteration 85: (EM) log likelihood = -28256.123
Iteration 86: (EM) log likelihood = -28254.51
Iteration 87: (EM) log likelihood = -28252.976
Iteration 88: (EM) log likelihood = -28251.238
Iteration 89: (EM) log likelihood = -28249.288
Iteration 90: (EM) log likelihood = -28247.421
Iteration 91: (EM) log likelihood = -28245.822
Iteration 92: (EM) log likelihood = -28243.814
Iteration 93: (EM) log likelihood = -28241.782
Iteration 94: (EM) log likelihood = -28239.981
Iteration 95: (EM) log likelihood = -28239.359
Iteration 96: (EM) log likelihood = -28237.618
Iteration 97: (EM) log likelihood = -28236.215
Iteration 98: (EM) log likelihood = -28234.509
Iteration 99: (EM) log likelihood = -28233.139
Iteration 100: (EM) log likelihood = -28231.978
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.6218
Iteration 1: (class) log likelihood = -5250.6218
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29144.896
Iteration 1: (outcome) log likelihood = -28973.866
Iteration 2: (outcome) log likelihood = -28925.207
Iteration 3: (outcome) log likelihood = -28919.916
Iteration 4: (outcome) log likelihood = -28919.449
Iteration 5: (outcome) log likelihood = -28919.398
Iteration 6: (outcome) log likelihood = -28919.389
Iteration 7: (outcome) log likelihood = -28919.387
Iteration 8: (outcome) log likelihood = -28919.386
Iteration 9: (outcome) log likelihood = -28919.386
Iteration 10: (outcome) log likelihood = -28919.386 (not concave)
Iteration 11: (outcome) log likelihood = -28919.386 (not concave)
Iteration 12: (outcome) log likelihood = -28919.386 (not concave)
Iteration 13: (outcome) log likelihood = -28919.386 (not concave)
Iteration 14: (outcome) log likelihood = -28919.386 (not concave)
Iteration 15: (outcome) log likelihood = -28919.386 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34147.284
Iteration 1: (EM) log likelihood = -34083.002
Iteration 2: (EM) log likelihood = -33935.505
Iteration 3: (EM) log likelihood = -33670.59
Iteration 4: (EM) log likelihood = -33198.746
Iteration 5: (EM) log likelihood = -32414.247
Iteration 6: (EM) log likelihood = -31506.388
Iteration 7: (EM) log likelihood = -30679.069
Iteration 8: (EM) log likelihood = -30015.425
Iteration 9: (EM) log likelihood = -29537.24
Iteration 10: (EM) log likelihood = -29244.594
Iteration 11: (EM) log likelihood = -29086.255
Iteration 12: (EM) log likelihood = -28997.62
Iteration 13: (EM) log likelihood = -28938.437
Iteration 14: (EM) log likelihood = -28893.217
Iteration 15: (EM) log likelihood = -28853.298
Iteration 16: (EM) log likelihood = -28817.933
Iteration 17: (EM) log likelihood = -28788.05
Iteration 18: (EM) log likelihood = -28759.887
Iteration 19: (EM) log likelihood = -28734.47
Iteration 20: (EM) log likelihood = -28720.354
Iteration 21: (EM) log likelihood = -28709.224
Iteration 22: (EM) log likelihood = -28700.226
Iteration 23: (EM) log likelihood = -28693.847
Iteration 24: (EM) log likelihood = -28687.864
Iteration 25: (EM) log likelihood = -28677.146
Iteration 26: (EM) log likelihood = -28672.87
Iteration 27: (EM) log likelihood = -28664.324
Iteration 28: (EM) log likelihood = -28659.604
Iteration 29: (EM) log likelihood = -28652.485
Iteration 30: (EM) log likelihood = -28641.907
Iteration 31: (EM) log likelihood = -28633.491
Iteration 32: (EM) log likelihood = -28628.292
Iteration 33: (EM) log likelihood = -28620.792
Iteration 34: (EM) log likelihood = -28614.845
Iteration 35: (EM) log likelihood = -28607.297
Iteration 36: (EM) log likelihood = -28598.294
Iteration 37: (EM) log likelihood = -28591.146
Iteration 38: (EM) log likelihood = -28581.977
Iteration 39: (EM) log likelihood = -28573.096
Iteration 40: (EM) log likelihood = -28562.793
Iteration 41: (EM) log likelihood = -28552.603
Iteration 42: (EM) log likelihood = -28541.514
Iteration 43: (EM) log likelihood = -28531.179
Iteration 44: (EM) log likelihood = -28521.057
Iteration 45: (EM) log likelihood = -28512.715
Iteration 46: (EM) log likelihood = -28505.143
Iteration 47: (EM) log likelihood = -28497.86
Iteration 48: (EM) log likelihood = -28489.81
Iteration 49: (EM) log likelihood = -28483.234
Iteration 50: (EM) log likelihood = -28477.374
Iteration 51: (EM) log likelihood = -28470.855
Iteration 52: (EM) log likelihood = -28466.42
Iteration 53: (EM) log likelihood = -28462.637
Iteration 54: (EM) log likelihood = -28458.351
Iteration 55: (EM) log likelihood = -28453.951
Iteration 56: (EM) log likelihood = -28451.104
Iteration 57: (EM) log likelihood = -28448.617
Iteration 58: (EM) log likelihood = -28446.348
Iteration 59: (EM) log likelihood = -28444.429
Iteration 60: (EM) log likelihood = -28442.606
Iteration 61: (EM) log likelihood = -28441.516
Iteration 62: (EM) log likelihood = -28439.978
Iteration 63: (EM) log likelihood = -28438.82
Iteration 64: (EM) log likelihood = -28437.478
Iteration 65: (EM) log likelihood = -28436.522
Iteration 66: (EM) log likelihood = -28435.203
Iteration 67: (EM) log likelihood = -28433.853
Iteration 68: (EM) log likelihood = -28432.262
Iteration 69: (EM) log likelihood = -28430.699
Iteration 70: (EM) log likelihood = -28428.901
Iteration 71: (EM) log likelihood = -28427.314
Iteration 72: (EM) log likelihood = -28425.882
Iteration 73: (EM) log likelihood = -28424.445
Iteration 74: (EM) log likelihood = -28423.181
Iteration 75: (EM) log likelihood = -28422.059
Iteration 76: (EM) log likelihood = -28421.104
Iteration 77: (EM) log likelihood = -28420.206
Iteration 78: (EM) log likelihood = -28419.493
Iteration 79: (EM) log likelihood = -28418.791
Iteration 80: (EM) log likelihood = -28418.051
Iteration 81: (EM) log likelihood = -28417.35
Iteration 82: (EM) log likelihood = -28416.59
Iteration 83: (EM) log likelihood = -28415.87
Iteration 84: (EM) log likelihood = -28415.14
Iteration 85: (EM) log likelihood = -28414.442
Iteration 86: (EM) log likelihood = -28413.813
Iteration 87: (EM) log likelihood = -28413.153
Iteration 88: (EM) log likelihood = -28412.595
Iteration 89: (EM) log likelihood = -28411.894
Iteration 90: (EM) log likelihood = -28411.103
Iteration 91: (EM) log likelihood = -28410.311
Iteration 92: (EM) log likelihood = -28409.517
Iteration 93: (EM) log likelihood = -28408.774
Iteration 94: (EM) log likelihood = -28407.977
Iteration 95: (EM) log likelihood = -28407.004
Iteration 96: (EM) log likelihood = -28406.188
Iteration 97: (EM) log likelihood = -28405.224
Iteration 98: (EM) log likelihood = -28404.561
Iteration 99: (EM) log likelihood = -28403.637
Iteration 100: (EM) log likelihood = -28402.394
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.4853
Iteration 1: (class) log likelihood = -5250.4853
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30019.393
Iteration 1: (outcome) log likelihood = -29133.439
Iteration 2: (outcome) log likelihood = -28953.125
Iteration 3: (outcome) log likelihood = -28925.062
Iteration 4: (outcome) log likelihood = -28919.299
Iteration 5: (outcome) log likelihood = -28917.94
Iteration 6: (outcome) log likelihood = -28917.647
Iteration 7: (outcome) log likelihood = -28917.608
Iteration 8: (outcome) log likelihood = -28917.603
Iteration 9: (outcome) log likelihood = -28917.602 (not concave)
Iteration 10: (outcome) log likelihood = -28917.602 (not concave)
Iteration 11: (outcome) log likelihood = -28917.602 (not concave)
Iteration 12: (outcome) log likelihood = -28917.602 (not concave)
Iteration 13: (outcome) log likelihood = -28917.602 (not concave)
Iteration 14: (outcome) log likelihood = -28917.602 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34154.628
Iteration 1: (EM) log likelihood = -34103.781
Iteration 2: (EM) log likelihood = -33960.785
Iteration 3: (EM) log likelihood = -33624.514
Iteration 4: (EM) log likelihood = -32900.71
Iteration 5: (EM) log likelihood = -31925.613
Iteration 6: (EM) log likelihood = -31258.513
Iteration 7: (EM) log likelihood = -30889.308
Iteration 8: (EM) log likelihood = -30667.591
Iteration 9: (EM) log likelihood = -30515.289
Iteration 10: (EM) log likelihood = -30373.775
Iteration 11: (EM) log likelihood = -30232.181
Iteration 12: (EM) log likelihood = -30070.028
Iteration 13: (EM) log likelihood = -29878.752
Iteration 14: (EM) log likelihood = -29672.238
Iteration 15: (EM) log likelihood = -29480.475
Iteration 16: (EM) log likelihood = -29335.556
Iteration 17: (EM) log likelihood = -29236.217
Iteration 18: (EM) log likelihood = -29169.713
Iteration 19: (EM) log likelihood = -29120.364
Iteration 20: (EM) log likelihood = -29080.758
Iteration 21: (EM) log likelihood = -29048.376
Iteration 22: (EM) log likelihood = -29018.238
Iteration 23: (EM) log likelihood = -28993.829
Iteration 24: (EM) log likelihood = -28973.354
Iteration 25: (EM) log likelihood = -28957.247
Iteration 26: (EM) log likelihood = -28944.454
Iteration 27: (EM) log likelihood = -28935.149
Iteration 28: (EM) log likelihood = -28923.183
Iteration 29: (EM) log likelihood = -28913.86
Iteration 30: (EM) log likelihood = -28905.672
Iteration 31: (EM) log likelihood = -28896.867
Iteration 32: (EM) log likelihood = -28888.018
Iteration 33: (EM) log likelihood = -28879.416
Iteration 34: (EM) log likelihood = -28871.786
Iteration 35: (EM) log likelihood = -28863.987
Iteration 36: (EM) log likelihood = -28855.665
Iteration 37: (EM) log likelihood = -28846.927
Iteration 38: (EM) log likelihood = -28839.132
Iteration 39: (EM) log likelihood = -28831.695
Iteration 40: (EM) log likelihood = -28823.767
Iteration 41: (EM) log likelihood = -28814.58
Iteration 42: (EM) log likelihood = -28808.228
Iteration 43: (EM) log likelihood = -28802.812
Iteration 44: (EM) log likelihood = -28798.2
Iteration 45: (EM) log likelihood = -28793.048
Iteration 46: (EM) log likelihood = -28787.765
Iteration 47: (EM) log likelihood = -28783.512
Iteration 48: (EM) log likelihood = -28778.621
Iteration 49: (EM) log likelihood = -28774.89
Iteration 50: (EM) log likelihood = -28770.256
Iteration 51: (EM) log likelihood = -28765.976
Iteration 52: (EM) log likelihood = -28763.569
Iteration 53: (EM) log likelihood = -28760.221
Iteration 54: (EM) log likelihood = -28756.803
Iteration 55: (EM) log likelihood = -28753.899
Iteration 56: (EM) log likelihood = -28750.583
Iteration 57: (EM) log likelihood = -28746.023
Iteration 58: (EM) log likelihood = -28741.749
Iteration 59: (EM) log likelihood = -28738.907
Iteration 60: (EM) log likelihood = -28736.078
Iteration 61: (EM) log likelihood = -28733.893
Iteration 62: (EM) log likelihood = -28731.651
Iteration 63: (EM) log likelihood = -28729.562
Iteration 64: (EM) log likelihood = -28727.828
Iteration 65: (EM) log likelihood = -28726.607
Iteration 66: (EM) log likelihood = -28725.194
Iteration 67: (EM) log likelihood = -28723.974
Iteration 68: (EM) log likelihood = -28722.364
Iteration 69: (EM) log likelihood = -28721.014
Iteration 70: (EM) log likelihood = -28719.444
Iteration 71: (EM) log likelihood = -28718.173
Iteration 72: (EM) log likelihood = -28717.045
Iteration 73: (EM) log likelihood = -28715.95
Iteration 74: (EM) log likelihood = -28714.315
Iteration 75: (EM) log likelihood = -28713.618
Iteration 76: (EM) log likelihood = -28712.459
Iteration 77: (EM) log likelihood = -28711.598
Iteration 78: (EM) log likelihood = -28710.709
Iteration 79: (EM) log likelihood = -28709.83
Iteration 80: (EM) log likelihood = -28709.019
Iteration 81: (EM) log likelihood = -28708.153
Iteration 82: (EM) log likelihood = -28707.454
Iteration 83: (EM) log likelihood = -28706.515
Iteration 84: (EM) log likelihood = -28705.722
Iteration 85: (EM) log likelihood = -28704.999
Iteration 86: (EM) log likelihood = -28704.325
Iteration 87: (EM) log likelihood = -28703.317
Iteration 88: (EM) log likelihood = -28702.623
Iteration 89: (EM) log likelihood = -28701.997
Iteration 90: (EM) log likelihood = -28700.864
Iteration 91: (EM) log likelihood = -28696.601
Iteration 92: (EM) log likelihood = -28696.416
Iteration 93: (EM) log likelihood = -28695.749
Iteration 94: (EM) log likelihood = -28695.025
Iteration 95: (EM) log likelihood = -28694.486
Iteration 96: (EM) log likelihood = -28694.029
Iteration 97: (EM) log likelihood = -28693.473
Iteration 98: (EM) log likelihood = -28692.923
Iteration 99: (EM) log likelihood = -28692.278
Iteration 100: (EM) log likelihood = -28691.911
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.662
Iteration 1: (class) log likelihood = -5250.662
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.854
Iteration 1: (outcome) log likelihood = -28932.718
Iteration 2: (outcome) log likelihood = -28915.281
Iteration 3: (outcome) log likelihood = -28914.389
Iteration 4: (outcome) log likelihood = -28914.213
Iteration 5: (outcome) log likelihood = -28914.17
Iteration 6: (outcome) log likelihood = -28914.161
Iteration 7: (outcome) log likelihood = -28914.159
Iteration 8: (outcome) log likelihood = -28914.159
Iteration 9: (outcome) log likelihood = -28914.159 (not concave)
Iteration 10: (outcome) log likelihood = -28914.159 (not concave)
Iteration 11: (outcome) log likelihood = -28914.159 (not concave)
Iteration 12: (outcome) log likelihood = -28914.159 (not concave)
Iteration 13: (outcome) log likelihood = -28914.159 (not concave)
Iteration 14: (outcome) log likelihood = -28914.159 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.159
Iteration 1: (EM) log likelihood = -33998.095
Iteration 2: (EM) log likelihood = -33550.32
Iteration 3: (EM) log likelihood = -32576.285
Iteration 4: (EM) log likelihood = -31522.677
Iteration 5: (EM) log likelihood = -30770.23
Iteration 6: (EM) log likelihood = -30249.932
Iteration 7: (EM) log likelihood = -29924.639
Iteration 8: (EM) log likelihood = -29727.159
Iteration 9: (EM) log likelihood = -29577.672
Iteration 10: (EM) log likelihood = -29438.461
Iteration 11: (EM) log likelihood = -29316.827
Iteration 12: (EM) log likelihood = -29216.392
Iteration 13: (EM) log likelihood = -29140.542
Iteration 14: (EM) log likelihood = -29086.262
Iteration 15: (EM) log likelihood = -29042.539
Iteration 16: (EM) log likelihood = -29014.52
Iteration 17: (EM) log likelihood = -28994.005
Iteration 18: (EM) log likelihood = -28975.398
Iteration 19: (EM) log likelihood = -28959.764
Iteration 20: (EM) log likelihood = -28947.597
Iteration 21: (EM) log likelihood = -28935.372
Iteration 22: (EM) log likelihood = -28923.087
Iteration 23: (EM) log likelihood = -28911.014
Iteration 24: (EM) log likelihood = -28900.012
Iteration 25: (EM) log likelihood = -28890.605
Iteration 26: (EM) log likelihood = -28884.054
Iteration 27: (EM) log likelihood = -28877.903
Iteration 28: (EM) log likelihood = -28869.609
Iteration 29: (EM) log likelihood = -28862.907
Iteration 30: (EM) log likelihood = -28855.917
Iteration 31: (EM) log likelihood = -28850.159
Iteration 32: (EM) log likelihood = -28844.388
Iteration 33: (EM) log likelihood = -28838.405
Iteration 34: (EM) log likelihood = -28830.129
Iteration 35: (EM) log likelihood = -28822.873
Iteration 36: (EM) log likelihood = -28816.442
Iteration 37: (EM) log likelihood = -28806.273
Iteration 38: (EM) log likelihood = -28793.337
Iteration 39: (EM) log likelihood = -28780.323
Iteration 40: (EM) log likelihood = -28767.199
Iteration 41: (EM) log likelihood = -28755.207
Iteration 42: (EM) log likelihood = -28741.81
Iteration 43: (EM) log likelihood = -28726.093
Iteration 44: (EM) log likelihood = -28711.304
Iteration 45: (EM) log likelihood = -28694.228
Iteration 46: (EM) log likelihood = -28678.176
Iteration 47: (EM) log likelihood = -28663.012
Iteration 48: (EM) log likelihood = -28645.812
Iteration 49: (EM) log likelihood = -28627.996
Iteration 50: (EM) log likelihood = -28614.514
Iteration 51: (EM) log likelihood = -28594.162
Iteration 52: (EM) log likelihood = -28582.046
Iteration 53: (EM) log likelihood = -28569.027
Iteration 54: (EM) log likelihood = -28558.951
Iteration 55: (EM) log likelihood = -28548.575
Iteration 56: (EM) log likelihood = -28538.281
Iteration 57: (EM) log likelihood = -28529.444
Iteration 58: (EM) log likelihood = -28521.371
Iteration 59: (EM) log likelihood = -28513.058
Iteration 60: (EM) log likelihood = -28503.972
Iteration 61: (EM) log likelihood = -28497.553
Iteration 62: (EM) log likelihood = -28492.539
Iteration 63: (EM) log likelihood = -28488.225
Iteration 64: (EM) log likelihood = -28483.91
Iteration 65: (EM) log likelihood = -28479.615
Iteration 66: (EM) log likelihood = -28473.426
Iteration 67: (EM) log likelihood = -28469.255
Iteration 68: (EM) log likelihood = -28466.435
Iteration 69: (EM) log likelihood = -28463.435
Iteration 70: (EM) log likelihood = -28461.357
Iteration 71: (EM) log likelihood = -28459.303
Iteration 72: (EM) log likelihood = -28457.663
Iteration 73: (EM) log likelihood = -28455.888
Iteration 74: (EM) log likelihood = -28453.894
Iteration 75: (EM) log likelihood = -28451.962
Iteration 76: (EM) log likelihood = -28448.882
Iteration 77: (EM) log likelihood = -28446.752
Iteration 78: (EM) log likelihood = -28444.823
Iteration 79: (EM) log likelihood = -28443.467
Iteration 80: (EM) log likelihood = -28441.237
Iteration 81: (EM) log likelihood = -28438.308
Iteration 82: (EM) log likelihood = -28437.128
Iteration 83: (EM) log likelihood = -28436.121
Iteration 84: (EM) log likelihood = -28435.103
Iteration 85: (EM) log likelihood = -28434.004
Iteration 86: (EM) log likelihood = -28432.985
Iteration 87: (EM) log likelihood = -28431.638
Iteration 88: (EM) log likelihood = -28429.01
Iteration 89: (EM) log likelihood = -28428.236
Iteration 90: (EM) log likelihood = -28427.601
Iteration 91: (EM) log likelihood = -28426.926
Iteration 92: (EM) log likelihood = -28425.848
Iteration 93: (EM) log likelihood = -28424.767
Iteration 94: (EM) log likelihood = -28424.019
Iteration 95: (EM) log likelihood = -28423.066
Iteration 96: (EM) log likelihood = -28419.754
Iteration 97: (EM) log likelihood = -28418.815
Iteration 98: (EM) log likelihood = -28418.025
Iteration 99: (EM) log likelihood = -28417.281
Iteration 100: (EM) log likelihood = -28416.362
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.1387
Iteration 1: (class) log likelihood = -5251.1387
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.889
Iteration 1: (outcome) log likelihood = -28932.682
Iteration 2: (outcome) log likelihood = -28910.047
Iteration 3: (outcome) log likelihood = -28908.961
Iteration 4: (outcome) log likelihood = -28908.81
Iteration 5: (outcome) log likelihood = -28908.775
Iteration 6: (outcome) log likelihood = -28908.766
Iteration 7: (outcome) log likelihood = -28908.765
Iteration 8: (outcome) log likelihood = -28908.764
Iteration 9: (outcome) log likelihood = -28908.764 (not concave)
Iteration 10: (outcome) log likelihood = -28908.764 (not concave)
Iteration 11: (outcome) log likelihood = -28908.764 (not concave)
Iteration 12: (outcome) log likelihood = -28908.764 (not concave)
Iteration 13: (outcome) log likelihood = -28908.764 (not concave)
Iteration 14: (outcome) log likelihood = -28908.764 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34123.595
Iteration 1: (EM) log likelihood = -34009.75
Iteration 2: (EM) log likelihood = -33710.648
Iteration 3: (EM) log likelihood = -33087.448
Iteration 4: (EM) log likelihood = -32139.698
Iteration 5: (EM) log likelihood = -31246.536
Iteration 6: (EM) log likelihood = -30600.787
Iteration 7: (EM) log likelihood = -30175.766
Iteration 8: (EM) log likelihood = -29922.202
Iteration 9: (EM) log likelihood = -29764.243
Iteration 10: (EM) log likelihood = -29643.083
Iteration 11: (EM) log likelihood = -29535.095
Iteration 12: (EM) log likelihood = -29434.136
Iteration 13: (EM) log likelihood = -29341.413
Iteration 14: (EM) log likelihood = -29257.847
Iteration 15: (EM) log likelihood = -29192.115
Iteration 16: (EM) log likelihood = -29139.557
Iteration 17: (EM) log likelihood = -29092.618
Iteration 18: (EM) log likelihood = -29051.194
Iteration 19: (EM) log likelihood = -29012.337
Iteration 20: (EM) log likelihood = -28975.469
Iteration 21: (EM) log likelihood = -28939.67
Iteration 22: (EM) log likelihood = -28900.643
Iteration 23: (EM) log likelihood = -28861.779
Iteration 24: (EM) log likelihood = -28831.58
Iteration 25: (EM) log likelihood = -28805.497
Iteration 26: (EM) log likelihood = -28779.46
Iteration 27: (EM) log likelihood = -28756.405
Iteration 28: (EM) log likelihood = -28734.912
Iteration 29: (EM) log likelihood = -28714.299
Iteration 30: (EM) log likelihood = -28697.42
Iteration 31: (EM) log likelihood = -28680.104
Iteration 32: (EM) log likelihood = -28660.29
Iteration 33: (EM) log likelihood = -28642.309
Iteration 34: (EM) log likelihood = -28628.381
Iteration 35: (EM) log likelihood = -28614.163
Iteration 36: (EM) log likelihood = -28604.244
Iteration 37: (EM) log likelihood = -28593.802
Iteration 38: (EM) log likelihood = -28583.178
Iteration 39: (EM) log likelihood = -28572.513
Iteration 40: (EM) log likelihood = -28565.191
Iteration 41: (EM) log likelihood = -28557.486
Iteration 42: (EM) log likelihood = -28549.038
Iteration 43: (EM) log likelihood = -28541.97
Iteration 44: (EM) log likelihood = -28535.701
Iteration 45: (EM) log likelihood = -28529.962
Iteration 46: (EM) log likelihood = -28524.916
Iteration 47: (EM) log likelihood = -28519.764
Iteration 48: (EM) log likelihood = -28515.685
Iteration 49: (EM) log likelihood = -28511.692
Iteration 50: (EM) log likelihood = -28507.778
Iteration 51: (EM) log likelihood = -28502.902
Iteration 52: (EM) log likelihood = -28498.999
Iteration 53: (EM) log likelihood = -28494.86
Iteration 54: (EM) log likelihood = -28491.455
Iteration 55: (EM) log likelihood = -28488.241
Iteration 56: (EM) log likelihood = -28485.938
Iteration 57: (EM) log likelihood = -28483.267
Iteration 58: (EM) log likelihood = -28480.564
Iteration 59: (EM) log likelihood = -28478.187
Iteration 60: (EM) log likelihood = -28475.976
Iteration 61: (EM) log likelihood = -28473.908
Iteration 62: (EM) log likelihood = -28472.144
Iteration 63: (EM) log likelihood = -28470.219
Iteration 64: (EM) log likelihood = -28468.112
Iteration 65: (EM) log likelihood = -28466.416
Iteration 66: (EM) log likelihood = -28464.464
Iteration 67: (EM) log likelihood = -28462.377
Iteration 68: (EM) log likelihood = -28459.926
Iteration 69: (EM) log likelihood = -28458.225
Iteration 70: (EM) log likelihood = -28456.492
Iteration 71: (EM) log likelihood = -28454.946
Iteration 72: (EM) log likelihood = -28453.396
Iteration 73: (EM) log likelihood = -28451.888
Iteration 74: (EM) log likelihood = -28450.642
Iteration 75: (EM) log likelihood = -28449.226
Iteration 76: (EM) log likelihood = -28447.764
Iteration 77: (EM) log likelihood = -28446.359
Iteration 78: (EM) log likelihood = -28444.742
Iteration 79: (EM) log likelihood = -28443.018
Iteration 80: (EM) log likelihood = -28441.675
Iteration 81: (EM) log likelihood = -28439.57
Iteration 82: (EM) log likelihood = -28437.703
Iteration 83: (EM) log likelihood = -28435.718
Iteration 84: (EM) log likelihood = -28433.758
Iteration 85: (EM) log likelihood = -28431.895
Iteration 86: (EM) log likelihood = -28429.967
Iteration 87: (EM) log likelihood = -28428.256
Iteration 88: (EM) log likelihood = -28426.518
Iteration 89: (EM) log likelihood = -28424.896
Iteration 90: (EM) log likelihood = -28423.226
Iteration 91: (EM) log likelihood = -28421.65
Iteration 92: (EM) log likelihood = -28419.998
Iteration 93: (EM) log likelihood = -28418.742
Iteration 94: (EM) log likelihood = -28416.997
Iteration 95: (EM) log likelihood = -28415.436
Iteration 96: (EM) log likelihood = -28413.486
Iteration 97: (EM) log likelihood = -28411.617
Iteration 98: (EM) log likelihood = -28409.637
Iteration 99: (EM) log likelihood = -28407.586
Iteration 100: (EM) log likelihood = -28405.925
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.3818
Iteration 1: (class) log likelihood = -5252.3818
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29126.452
Iteration 1: (outcome) log likelihood = -28947.962
Iteration 2: (outcome) log likelihood = -28900.34
Iteration 3: (outcome) log likelihood = -28895.388
Iteration 4: (outcome) log likelihood = -28894.944
Iteration 5: (outcome) log likelihood = -28894.896
Iteration 6: (outcome) log likelihood = -28894.887
Iteration 7: (outcome) log likelihood = -28894.885
Iteration 8: (outcome) log likelihood = -28894.885
Iteration 9: (outcome) log likelihood = -28894.885 (not concave)
Iteration 10: (outcome) log likelihood = -28894.885 (not concave)
Iteration 11: (outcome) log likelihood = -28894.885 (not concave)
Iteration 12: (outcome) log likelihood = -28894.885 (not concave)
Iteration 13: (outcome) log likelihood = -28894.885 (not concave)
Iteration 14: (outcome) log likelihood = -28894.885 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34130.063
Iteration 1: (EM) log likelihood = -34051.295
Iteration 2: (EM) log likelihood = -33794.004
Iteration 3: (EM) log likelihood = -33161.458
Iteration 4: (EM) log likelihood = -32152.694
Iteration 5: (EM) log likelihood = -31302.279
Iteration 6: (EM) log likelihood = -30761.589
Iteration 7: (EM) log likelihood = -30364.288
Iteration 8: (EM) log likelihood = -30078.108
Iteration 9: (EM) log likelihood = -29897.33
Iteration 10: (EM) log likelihood = -29785.836
Iteration 11: (EM) log likelihood = -29712.081
Iteration 12: (EM) log likelihood = -29654.618
Iteration 13: (EM) log likelihood = -29602.522
Iteration 14: (EM) log likelihood = -29553.357
Iteration 15: (EM) log likelihood = -29498.789
Iteration 16: (EM) log likelihood = -29446.912
Iteration 17: (EM) log likelihood = -29391.14
Iteration 18: (EM) log likelihood = -29335.042
Iteration 19: (EM) log likelihood = -29277.794
Iteration 20: (EM) log likelihood = -29218.162
Iteration 21: (EM) log likelihood = -29157.87
Iteration 22: (EM) log likelihood = -29099.672
Iteration 23: (EM) log likelihood = -29042.749
Iteration 24: (EM) log likelihood = -28997.329
Iteration 25: (EM) log likelihood = -28958.88
Iteration 26: (EM) log likelihood = -28927.272
Iteration 27: (EM) log likelihood = -28901.502
Iteration 28: (EM) log likelihood = -28879.918
Iteration 29: (EM) log likelihood = -28863.762
Iteration 30: (EM) log likelihood = -28850.443
Iteration 31: (EM) log likelihood = -28838.093
Iteration 32: (EM) log likelihood = -28828.967
Iteration 33: (EM) log likelihood = -28819.425
Iteration 34: (EM) log likelihood = -28811.383
Iteration 35: (EM) log likelihood = -28803.597
Iteration 36: (EM) log likelihood = -28796.399
Iteration 37: (EM) log likelihood = -28790.597
Iteration 38: (EM) log likelihood = -28783.966
Iteration 39: (EM) log likelihood = -28777.749
Iteration 40: (EM) log likelihood = -28772.627
Iteration 41: (EM) log likelihood = -28768.135
Iteration 42: (EM) log likelihood = -28763.6
Iteration 43: (EM) log likelihood = -28759.785
Iteration 44: (EM) log likelihood = -28756.819
Iteration 45: (EM) log likelihood = -28753.528
Iteration 46: (EM) log likelihood = -28750.65
Iteration 47: (EM) log likelihood = -28748.754
Iteration 48: (EM) log likelihood = -28745.434
Iteration 49: (EM) log likelihood = -28742.888
Iteration 50: (EM) log likelihood = -28740.906
Iteration 51: (EM) log likelihood = -28738.885
Iteration 52: (EM) log likelihood = -28737.961
Iteration 53: (EM) log likelihood = -28736.662
Iteration 54: (EM) log likelihood = -28735.891
Iteration 55: (EM) log likelihood = -28734.537
Iteration 56: (EM) log likelihood = -28733.944
Iteration 57: (EM) log likelihood = -28733.388
Iteration 58: (EM) log likelihood = -28732.811
Iteration 59: (EM) log likelihood = -28732.082
Iteration 60: (EM) log likelihood = -28731.406
Iteration 61: (EM) log likelihood = -28730.953
Iteration 62: (EM) log likelihood = -28730.429
Iteration 63: (EM) log likelihood = -28729.578
Iteration 64: (EM) log likelihood = -28729.602
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.5336
Iteration 1: (class) log likelihood = -5251.5336
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.411
Iteration 1: (outcome) log likelihood = -28955.023
Iteration 2: (outcome) log likelihood = -28912.688
Iteration 3: (outcome) log likelihood = -28907.813
Iteration 4: (outcome) log likelihood = -28907.225
Iteration 5: (outcome) log likelihood = -28907.168
Iteration 6: (outcome) log likelihood = -28907.156
Iteration 7: (outcome) log likelihood = -28907.153
Iteration 8: (outcome) log likelihood = -28907.153
Iteration 9: (outcome) log likelihood = -28907.153 (not concave)
Iteration 10: (outcome) log likelihood = -28907.153 (not concave)
Iteration 11: (outcome) log likelihood = -28907.153 (not concave)
Iteration 12: (outcome) log likelihood = -28907.153 (not concave)
Iteration 13: (outcome) log likelihood = -28907.153 (not concave)
Iteration 14: (outcome) log likelihood = -28907.153 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34129.912
Iteration 1: (EM) log likelihood = -34035.291
Iteration 2: (EM) log likelihood = -33752.181
Iteration 3: (EM) log likelihood = -33095.359
Iteration 4: (EM) log likelihood = -32135.607
Iteration 5: (EM) log likelihood = -31249.68
Iteration 6: (EM) log likelihood = -30593.278
Iteration 7: (EM) log likelihood = -30166.863
Iteration 8: (EM) log likelihood = -29905.543
Iteration 9: (EM) log likelihood = -29727.836
Iteration 10: (EM) log likelihood = -29589.642
Iteration 11: (EM) log likelihood = -29469.591
Iteration 12: (EM) log likelihood = -29364.691
Iteration 13: (EM) log likelihood = -29271.784
Iteration 14: (EM) log likelihood = -29194.695
Iteration 15: (EM) log likelihood = -29132.859
Iteration 16: (EM) log likelihood = -29083.877
Iteration 17: (EM) log likelihood = -29045.437
Iteration 18: (EM) log likelihood = -29014.501
Iteration 19: (EM) log likelihood = -28984.391
Iteration 20: (EM) log likelihood = -28960.968
Iteration 21: (EM) log likelihood = -28938.042
Iteration 22: (EM) log likelihood = -28912.707
Iteration 23: (EM) log likelihood = -28888.874
Iteration 24: (EM) log likelihood = -28863.278
Iteration 25: (EM) log likelihood = -28834.41
Iteration 26: (EM) log likelihood = -28807.617
Iteration 27: (EM) log likelihood = -28778.575
Iteration 28: (EM) log likelihood = -28751.372
Iteration 29: (EM) log likelihood = -28722.484
Iteration 30: (EM) log likelihood = -28697.02
Iteration 31: (EM) log likelihood = -28672.51
Iteration 32: (EM) log likelihood = -28647.604
Iteration 33: (EM) log likelihood = -28623.502
Iteration 34: (EM) log likelihood = -28604.103
Iteration 35: (EM) log likelihood = -28582.31
Iteration 36: (EM) log likelihood = -28565.205
Iteration 37: (EM) log likelihood = -28549.758
Iteration 38: (EM) log likelihood = -28536.258
Iteration 39: (EM) log likelihood = -28523.061
Iteration 40: (EM) log likelihood = -28508.081
Iteration 41: (EM) log likelihood = -28495.986
Iteration 42: (EM) log likelihood = -28484.335
Iteration 43: (EM) log likelihood = -28474.11
Iteration 44: (EM) log likelihood = -28464.732
Iteration 45: (EM) log likelihood = -28457.414
Iteration 46: (EM) log likelihood = -28449.794
Iteration 47: (EM) log likelihood = -28443.596
Iteration 48: (EM) log likelihood = -28437.639
Iteration 49: (EM) log likelihood = -28432.453
Iteration 50: (EM) log likelihood = -28427.528
Iteration 51: (EM) log likelihood = -28422.813
Iteration 52: (EM) log likelihood = -28417.542
Iteration 53: (EM) log likelihood = -28412.883
Iteration 54: (EM) log likelihood = -28407.799
Iteration 55: (EM) log likelihood = -28402.07
Iteration 56: (EM) log likelihood = -28397.35
Iteration 57: (EM) log likelihood = -28392.054
Iteration 58: (EM) log likelihood = -28387.556
Iteration 59: (EM) log likelihood = -28383.158
Iteration 60: (EM) log likelihood = -28379.021
Iteration 61: (EM) log likelihood = -28374.839
Iteration 62: (EM) log likelihood = -28368.373
Iteration 63: (EM) log likelihood = -28364.403
Iteration 64: (EM) log likelihood = -28360.072
Iteration 65: (EM) log likelihood = -28355.882
Iteration 66: (EM) log likelihood = -28352
Iteration 67: (EM) log likelihood = -28348.895
Iteration 68: (EM) log likelihood = -28345.898
Iteration 69: (EM) log likelihood = -28342.962
Iteration 70: (EM) log likelihood = -28340.021
Iteration 71: (EM) log likelihood = -28337.146
Iteration 72: (EM) log likelihood = -28333.652
Iteration 73: (EM) log likelihood = -28330.924
Iteration 74: (EM) log likelihood = -28326.768
Iteration 75: (EM) log likelihood = -28323.287
Iteration 76: (EM) log likelihood = -28319.789
Iteration 77: (EM) log likelihood = -28316.307
Iteration 78: (EM) log likelihood = -28312.752
Iteration 79: (EM) log likelihood = -28309.464
Iteration 80: (EM) log likelihood = -28307.037
Iteration 81: (EM) log likelihood = -28303.643
Iteration 82: (EM) log likelihood = -28299.881
Iteration 83: (EM) log likelihood = -28296.72
Iteration 84: (EM) log likelihood = -28293.858
Iteration 85: (EM) log likelihood = -28290.661
Iteration 86: (EM) log likelihood = -28286.316
Iteration 87: (EM) log likelihood = -28278.248
Iteration 88: (EM) log likelihood = -28271.373
Iteration 89: (EM) log likelihood = -28265.089
Iteration 90: (EM) log likelihood = -28260.413
Iteration 91: (EM) log likelihood = -28256.417
Iteration 92: (EM) log likelihood = -28252.565
Iteration 93: (EM) log likelihood = -28249.313
Iteration 94: (EM) log likelihood = -28246.017
Iteration 95: (EM) log likelihood = -28242.267
Iteration 96: (EM) log likelihood = -28239.05
Iteration 97: (EM) log likelihood = -28235.541
Iteration 98: (EM) log likelihood = -28232.367
Iteration 99: (EM) log likelihood = -28229.726
Iteration 100: (EM) log likelihood = -28226.493
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.0876
Iteration 1: (class) log likelihood = -5250.0876
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29672.372
Iteration 1: (outcome) log likelihood = -29057.956
Iteration 2: (outcome) log likelihood = -28939.474
Iteration 3: (outcome) log likelihood = -28917.409
Iteration 4: (outcome) log likelihood = -28913.435
Iteration 5: (outcome) log likelihood = -28912.629
Iteration 6: (outcome) log likelihood = -28912.459
Iteration 7: (outcome) log likelihood = -28912.419
Iteration 8: (outcome) log likelihood = -28912.413
Iteration 9: (outcome) log likelihood = -28912.412 (not concave)
Iteration 10: (outcome) log likelihood = -28912.412 (not concave)
Iteration 11: (outcome) log likelihood = -28912.412 (not concave)
Iteration 12: (outcome) log likelihood = -28912.412 (not concave)
Iteration 13: (outcome) log likelihood = -28912.412 (not concave)
Iteration 14: (outcome) log likelihood = -28912.412 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34135.322
Iteration 1: (EM) log likelihood = -34059.88
Iteration 2: (EM) log likelihood = -33840.707
Iteration 3: (EM) log likelihood = -33310.596
Iteration 4: (EM) log likelihood = -32493.294
Iteration 5: (EM) log likelihood = -31689.946
Iteration 6: (EM) log likelihood = -31027.999
Iteration 7: (EM) log likelihood = -30478.026
Iteration 8: (EM) log likelihood = -30022.666
Iteration 9: (EM) log likelihood = -29678.372
Iteration 10: (EM) log likelihood = -29447.2
Iteration 11: (EM) log likelihood = -29276.078
Iteration 12: (EM) log likelihood = -29129.33
Iteration 13: (EM) log likelihood = -29007.475
Iteration 14: (EM) log likelihood = -28917.532
Iteration 15: (EM) log likelihood = -28866.624
Iteration 16: (EM) log likelihood = -28833.071
Iteration 17: (EM) log likelihood = -28809.533
Iteration 18: (EM) log likelihood = -28789.577
Iteration 19: (EM) log likelihood = -28772.836
Iteration 20: (EM) log likelihood = -28760.381
Iteration 21: (EM) log likelihood = -28748.705
Iteration 22: (EM) log likelihood = -28739.355
Iteration 23: (EM) log likelihood = -28729.041
Iteration 24: (EM) log likelihood = -28720.359
Iteration 25: (EM) log likelihood = -28713.406
Iteration 26: (EM) log likelihood = -28707.46
Iteration 27: (EM) log likelihood = -28702.034
Iteration 28: (EM) log likelihood = -28696.281
Iteration 29: (EM) log likelihood = -28691.414
Iteration 30: (EM) log likelihood = -28686.895
Iteration 31: (EM) log likelihood = -28682.35
Iteration 32: (EM) log likelihood = -28678.16
Iteration 33: (EM) log likelihood = -28673.88
Iteration 34: (EM) log likelihood = -28669.845
Iteration 35: (EM) log likelihood = -28666.18
Iteration 36: (EM) log likelihood = -28663.002
Iteration 37: (EM) log likelihood = -28659.412
Iteration 38: (EM) log likelihood = -28656.306
Iteration 39: (EM) log likelihood = -28653.041
Iteration 40: (EM) log likelihood = -28650.241
Iteration 41: (EM) log likelihood = -28647.521
Iteration 42: (EM) log likelihood = -28644.729
Iteration 43: (EM) log likelihood = -28641.88
Iteration 44: (EM) log likelihood = -28639.056
Iteration 45: (EM) log likelihood = -28636.118
Iteration 46: (EM) log likelihood = -28632.904
Iteration 47: (EM) log likelihood = -28629.491
Iteration 48: (EM) log likelihood = -28625.874
Iteration 49: (EM) log likelihood = -28622.668
Iteration 50: (EM) log likelihood = -28619.532
Iteration 51: (EM) log likelihood = -28616.264
Iteration 52: (EM) log likelihood = -28613.044
Iteration 53: (EM) log likelihood = -28609.503
Iteration 54: (EM) log likelihood = -28606.093
Iteration 55: (EM) log likelihood = -28602.229
Iteration 56: (EM) log likelihood = -28599.136
Iteration 57: (EM) log likelihood = -28596.715
Iteration 58: (EM) log likelihood = -28594.575
Iteration 59: (EM) log likelihood = -28592.458
Iteration 60: (EM) log likelihood = -28589.898
Iteration 61: (EM) log likelihood = -28588.039
Iteration 62: (EM) log likelihood = -28585.807
Iteration 63: (EM) log likelihood = -28583.816
Iteration 64: (EM) log likelihood = -28581.551
Iteration 65: (EM) log likelihood = -28579.73
Iteration 66: (EM) log likelihood = -28578.192
Iteration 67: (EM) log likelihood = -28576.479
Iteration 68: (EM) log likelihood = -28575.068
Iteration 69: (EM) log likelihood = -28573.522
Iteration 70: (EM) log likelihood = -28571.945
Iteration 71: (EM) log likelihood = -28570.193
Iteration 72: (EM) log likelihood = -28569.102
Iteration 73: (EM) log likelihood = -28567.437
Iteration 74: (EM) log likelihood = -28565.91
Iteration 75: (EM) log likelihood = -28564.614
Iteration 76: (EM) log likelihood = -28563.273
Iteration 77: (EM) log likelihood = -28561.316
Iteration 78: (EM) log likelihood = -28559.958
Iteration 79: (EM) log likelihood = -28558.541
Iteration 80: (EM) log likelihood = -28556.971
Iteration 81: (EM) log likelihood = -28555.619
Iteration 82: (EM) log likelihood = -28554.316
Iteration 83: (EM) log likelihood = -28552.987
Iteration 84: (EM) log likelihood = -28551.777
Iteration 85: (EM) log likelihood = -28550.472
Iteration 86: (EM) log likelihood = -28549.334
Iteration 87: (EM) log likelihood = -28547.865
Iteration 88: (EM) log likelihood = -28546.709
Iteration 89: (EM) log likelihood = -28545.553
Iteration 90: (EM) log likelihood = -28544.329
Iteration 91: (EM) log likelihood = -28542.974
Iteration 92: (EM) log likelihood = -28541.744
Iteration 93: (EM) log likelihood = -28540.728
Iteration 94: (EM) log likelihood = -28539.106
Iteration 95: (EM) log likelihood = -28538.123
Iteration 96: (EM) log likelihood = -28536.993
Iteration 97: (EM) log likelihood = -28535.676
Iteration 98: (EM) log likelihood = -28534.257
Iteration 99: (EM) log likelihood = -28533.079
Iteration 100: (EM) log likelihood = -28531.79
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.5919
Iteration 1: (class) log likelihood = -5252.5919
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29123.133
Iteration 1: (outcome) log likelihood = -28930.716
Iteration 2: (outcome) log likelihood = -28879.986
Iteration 3: (outcome) log likelihood = -28876.077
Iteration 4: (outcome) log likelihood = -28875.757
Iteration 5: (outcome) log likelihood = -28875.702
Iteration 6: (outcome) log likelihood = -28875.689
Iteration 7: (outcome) log likelihood = -28875.686
Iteration 8: (outcome) log likelihood = -28875.686
Iteration 9: (outcome) log likelihood = -28875.686 (not concave)
Iteration 10: (outcome) log likelihood = -28875.686 (not concave)
Iteration 11: (outcome) log likelihood = -28875.686 (not concave)
Iteration 12: (outcome) log likelihood = -28875.686 (not concave)
Iteration 13: (outcome) log likelihood = -28875.686 (not concave)
Iteration 14: (outcome) log likelihood = -28875.686 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34064.662
Iteration 1: (EM) log likelihood = -33911.663
Iteration 2: (EM) log likelihood = -33615.973
Iteration 3: (EM) log likelihood = -33164.391
Iteration 4: (EM) log likelihood = -32587.366
Iteration 5: (EM) log likelihood = -31869.496
Iteration 6: (EM) log likelihood = -31086.659
Iteration 7: (EM) log likelihood = -30414.434
Iteration 8: (EM) log likelihood = -29938.841
Iteration 9: (EM) log likelihood = -29620.383
Iteration 10: (EM) log likelihood = -29393.689
Iteration 11: (EM) log likelihood = -29226.361
Iteration 12: (EM) log likelihood = -29105.255
Iteration 13: (EM) log likelihood = -29014.634
Iteration 14: (EM) log likelihood = -28940.321
Iteration 15: (EM) log likelihood = -28870.265
Iteration 16: (EM) log likelihood = -28797.349
Iteration 17: (EM) log likelihood = -28716.929
Iteration 18: (EM) log likelihood = -28634.13
Iteration 19: (EM) log likelihood = -28558.384
Iteration 20: (EM) log likelihood = -28497.665
Iteration 21: (EM) log likelihood = -28451.013
Iteration 22: (EM) log likelihood = -28414.478
Iteration 23: (EM) log likelihood = -28384.836
Iteration 24: (EM) log likelihood = -28358.627
Iteration 25: (EM) log likelihood = -28335.326
Iteration 26: (EM) log likelihood = -28314.637
Iteration 27: (EM) log likelihood = -28297.38
Iteration 28: (EM) log likelihood = -28283.464
Iteration 29: (EM) log likelihood = -28272.819
Iteration 30: (EM) log likelihood = -28264.183
Iteration 31: (EM) log likelihood = -28257.884
Iteration 32: (EM) log likelihood = -28252.755
Iteration 33: (EM) log likelihood = -28249.062
Iteration 34: (EM) log likelihood = -28245.655
Iteration 35: (EM) log likelihood = -28242.802
Iteration 36: (EM) log likelihood = -28240.188
Iteration 37: (EM) log likelihood = -28237.964
Iteration 38: (EM) log likelihood = -28236.093
Iteration 39: (EM) log likelihood = -28235.193
Iteration 40: (EM) log likelihood = -28234.893
Iteration 41: (EM) log likelihood = -28234.851
Iteration 42: (EM) log likelihood = -28234.985
Iteration 43: (EM) log likelihood = -28235
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5248.7623
Iteration 1: (class) log likelihood = -5248.7623
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30052.813
Iteration 1: (outcome) log likelihood = -29086.918
Iteration 2: (outcome) log likelihood = -28938.539
Iteration 3: (outcome) log likelihood = -28909.139
Iteration 4: (outcome) log likelihood = -28902.76
Iteration 5: (outcome) log likelihood = -28901.387
Iteration 6: (outcome) log likelihood = -28901.16
Iteration 7: (outcome) log likelihood = -28901.106
Iteration 8: (outcome) log likelihood = -28901.094
Iteration 9: (outcome) log likelihood = -28901.091 (not concave)
Iteration 10: (outcome) log likelihood = -28901.091 (not concave)
Iteration 11: (outcome) log likelihood = -28901.091 (not concave)
Iteration 12: (outcome) log likelihood = -28901.091 (not concave)
Iteration 13: (outcome) log likelihood = -28901.091 (not concave)
Iteration 14: (outcome) log likelihood = -28901.091 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34105.35
Iteration 1: (EM) log likelihood = -34004.352
Iteration 2: (EM) log likelihood = -33805.953
Iteration 3: (EM) log likelihood = -33463.909
Iteration 4: (EM) log likelihood = -32817.689
Iteration 5: (EM) log likelihood = -31774.991
Iteration 6: (EM) log likelihood = -30719.933
Iteration 7: (EM) log likelihood = -29978.381
Iteration 8: (EM) log likelihood = -29515.748
Iteration 9: (EM) log likelihood = -29228.72
Iteration 10: (EM) log likelihood = -29059.218
Iteration 11: (EM) log likelihood = -28955.034
Iteration 12: (EM) log likelihood = -28878.807
Iteration 13: (EM) log likelihood = -28814.436
Iteration 14: (EM) log likelihood = -28759.536
Iteration 15: (EM) log likelihood = -28712.092
Iteration 16: (EM) log likelihood = -28667.278
Iteration 17: (EM) log likelihood = -28630.54
Iteration 18: (EM) log likelihood = -28596.302
Iteration 19: (EM) log likelihood = -28567.664
Iteration 20: (EM) log likelihood = -28540.19
Iteration 21: (EM) log likelihood = -28519.432
Iteration 22: (EM) log likelihood = -28501.978
Iteration 23: (EM) log likelihood = -28484.893
Iteration 24: (EM) log likelihood = -28469.774
Iteration 25: (EM) log likelihood = -28457.883
Iteration 26: (EM) log likelihood = -28448.266
Iteration 27: (EM) log likelihood = -28440.281
Iteration 28: (EM) log likelihood = -28432.278
Iteration 29: (EM) log likelihood = -28426.688
Iteration 30: (EM) log likelihood = -28421.423
Iteration 31: (EM) log likelihood = -28415.765
Iteration 32: (EM) log likelihood = -28410.442
Iteration 33: (EM) log likelihood = -28406.345
Iteration 34: (EM) log likelihood = -28403.079
Iteration 35: (EM) log likelihood = -28400.456
Iteration 36: (EM) log likelihood = -28398.009
Iteration 37: (EM) log likelihood = -28395.372
Iteration 38: (EM) log likelihood = -28393.015
Iteration 39: (EM) log likelihood = -28388.567
Iteration 40: (EM) log likelihood = -28386.003
Iteration 41: (EM) log likelihood = -28382.801
Iteration 42: (EM) log likelihood = -28381.033
Iteration 43: (EM) log likelihood = -28379.534
Iteration 44: (EM) log likelihood = -28377.748
Iteration 45: (EM) log likelihood = -28375.628
Iteration 46: (EM) log likelihood = -28373.808
Iteration 47: (EM) log likelihood = -28371.702
Iteration 48: (EM) log likelihood = -28370.358
Iteration 49: (EM) log likelihood = -28368.498
Iteration 50: (EM) log likelihood = -28367.502
Iteration 51: (EM) log likelihood = -28366.399
Iteration 52: (EM) log likelihood = -28365.666
Iteration 53: (EM) log likelihood = -28364.808
Iteration 54: (EM) log likelihood = -28362.401
Iteration 55: (EM) log likelihood = -28361.198
Iteration 56: (EM) log likelihood = -28360.076
Iteration 57: (EM) log likelihood = -28359.004
Iteration 58: (EM) log likelihood = -28357.93
Iteration 59: (EM) log likelihood = -28357.189
Iteration 60: (EM) log likelihood = -28356.364
Iteration 61: (EM) log likelihood = -28354.916
Iteration 62: (EM) log likelihood = -28352.899
Iteration 63: (EM) log likelihood = -28351.449
Iteration 64: (EM) log likelihood = -28350.761
Iteration 65: (EM) log likelihood = -28350.184
Iteration 66: (EM) log likelihood = -28349.625
Iteration 67: (EM) log likelihood = -28348.732
Iteration 68: (EM) log likelihood = -28348.056
Iteration 69: (EM) log likelihood = -28347.252
Iteration 70: (EM) log likelihood = -28346.821
Iteration 71: (EM) log likelihood = -28346.058
Iteration 72: (EM) log likelihood = -28345.246
Iteration 73: (EM) log likelihood = -28343.271
Iteration 74: (EM) log likelihood = -28341.695
Iteration 75: (EM) log likelihood = -28341.033
Iteration 76: (EM) log likelihood = -28340.427
Iteration 77: (EM) log likelihood = -28339.678
Iteration 78: (EM) log likelihood = -28338.962
Iteration 79: (EM) log likelihood = -28337.921
Iteration 80: (EM) log likelihood = -28337.183
Iteration 81: (EM) log likelihood = -28336.675
Iteration 82: (EM) log likelihood = -28336.107
Iteration 83: (EM) log likelihood = -28335.534
Iteration 84: (EM) log likelihood = -28334.948
Iteration 85: (EM) log likelihood = -28333.886
Iteration 86: (EM) log likelihood = -28331.964
Iteration 87: (EM) log likelihood = -28331.376
Iteration 88: (EM) log likelihood = -28330.715
Iteration 89: (EM) log likelihood = -28330.025
Iteration 90: (EM) log likelihood = -28329.51
Iteration 91: (EM) log likelihood = -28328.818
Iteration 92: (EM) log likelihood = -28328.366
Iteration 93: (EM) log likelihood = -28327.792
Iteration 94: (EM) log likelihood = -28327.275
Iteration 95: (EM) log likelihood = -28326.94
Iteration 96: (EM) log likelihood = -28326.458
Iteration 97: (EM) log likelihood = -28325.919
Iteration 98: (EM) log likelihood = -28325.379
Iteration 99: (EM) log likelihood = -28324.953
Iteration 100: (EM) log likelihood = -28324.57
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.6873
Iteration 1: (class) log likelihood = -5251.6873
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29147.434
Iteration 1: (outcome) log likelihood = -28935.81
Iteration 2: (outcome) log likelihood = -28912.763
Iteration 3: (outcome) log likelihood = -28911.69
Iteration 4: (outcome) log likelihood = -28911.599
Iteration 5: (outcome) log likelihood = -28911.578
Iteration 6: (outcome) log likelihood = -28911.573
Iteration 7: (outcome) log likelihood = -28911.572
Iteration 8: (outcome) log likelihood = -28911.572
Iteration 9: (outcome) log likelihood = -28911.572
Iteration 10: (outcome) log likelihood = -28911.572 (not concave)
Iteration 11: (outcome) log likelihood = -28911.572 (not concave)
Iteration 12: (outcome) log likelihood = -28911.572 (not concave)
Iteration 13: (outcome) log likelihood = -28911.572 (not concave)
Iteration 14: (outcome) log likelihood = -28911.572 (not concave)
Iteration 15: (outcome) log likelihood = -28911.572 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34147.508
Iteration 1: (EM) log likelihood = -34118.346
Iteration 2: (EM) log likelihood = -34060.006
Iteration 3: (EM) log likelihood = -33946.929
Iteration 4: (EM) log likelihood = -33721.235
Iteration 5: (EM) log likelihood = -33238.284
Iteration 6: (EM) log likelihood = -32303.972
Iteration 7: (EM) log likelihood = -31198.979
Iteration 8: (EM) log likelihood = -30425.477
Iteration 9: (EM) log likelihood = -29951.894
Iteration 10: (EM) log likelihood = -29661.754
Iteration 11: (EM) log likelihood = -29485.411
Iteration 12: (EM) log likelihood = -29369.977
Iteration 13: (EM) log likelihood = -29288.284
Iteration 14: (EM) log likelihood = -29224.295
Iteration 15: (EM) log likelihood = -29178.921
Iteration 16: (EM) log likelihood = -29142.709
Iteration 17: (EM) log likelihood = -29112.009
Iteration 18: (EM) log likelihood = -29086.953
Iteration 19: (EM) log likelihood = -29063.909
Iteration 20: (EM) log likelihood = -29042.111
Iteration 21: (EM) log likelihood = -29025.259
Iteration 22: (EM) log likelihood = -29009.948
Iteration 23: (EM) log likelihood = -28997.594
Iteration 24: (EM) log likelihood = -28985.513
Iteration 25: (EM) log likelihood = -28975.037
Iteration 26: (EM) log likelihood = -28965.406
Iteration 27: (EM) log likelihood = -28956.441
Iteration 28: (EM) log likelihood = -28948.174
Iteration 29: (EM) log likelihood = -28941.451
Iteration 30: (EM) log likelihood = -28935.235
Iteration 31: (EM) log likelihood = -28928.376
Iteration 32: (EM) log likelihood = -28921.965
Iteration 33: (EM) log likelihood = -28916.28
Iteration 34: (EM) log likelihood = -28910.641
Iteration 35: (EM) log likelihood = -28904.989
Iteration 36: (EM) log likelihood = -28899.814
Iteration 37: (EM) log likelihood = -28894.411
Iteration 38: (EM) log likelihood = -28889.114
Iteration 39: (EM) log likelihood = -28883.619
Iteration 40: (EM) log likelihood = -28879.266
Iteration 41: (EM) log likelihood = -28874.188
Iteration 42: (EM) log likelihood = -28868.125
Iteration 43: (EM) log likelihood = -28860.913
Iteration 44: (EM) log likelihood = -28853.906
Iteration 45: (EM) log likelihood = -28845.616
Iteration 46: (EM) log likelihood = -28835.334
Iteration 47: (EM) log likelihood = -28823.643
Iteration 48: (EM) log likelihood = -28813.211
Iteration 49: (EM) log likelihood = -28800.723
Iteration 50: (EM) log likelihood = -28789.652
Iteration 51: (EM) log likelihood = -28779.413
Iteration 52: (EM) log likelihood = -28769
Iteration 53: (EM) log likelihood = -28760.842
Iteration 54: (EM) log likelihood = -28749.735
Iteration 55: (EM) log likelihood = -28741.903
Iteration 56: (EM) log likelihood = -28735.006
Iteration 57: (EM) log likelihood = -28728.142
Iteration 58: (EM) log likelihood = -28719.694
Iteration 59: (EM) log likelihood = -28712.761
Iteration 60: (EM) log likelihood = -28706.098
Iteration 61: (EM) log likelihood = -28699.314
Iteration 62: (EM) log likelihood = -28688
Iteration 63: (EM) log likelihood = -28680.274
Iteration 64: (EM) log likelihood = -28671.224
Iteration 65: (EM) log likelihood = -28657.873
Iteration 66: (EM) log likelihood = -28645.967
Iteration 67: (EM) log likelihood = -28633.841
Iteration 68: (EM) log likelihood = -28622.741
Iteration 69: (EM) log likelihood = -28609.761
Iteration 70: (EM) log likelihood = -28597.719
Iteration 71: (EM) log likelihood = -28585.558
Iteration 72: (EM) log likelihood = -28571.905
Iteration 73: (EM) log likelihood = -28560.304
Iteration 74: (EM) log likelihood = -28549.267
Iteration 75: (EM) log likelihood = -28538.787
Iteration 76: (EM) log likelihood = -28526.3
Iteration 77: (EM) log likelihood = -28519.032
Iteration 78: (EM) log likelihood = -28513.338
Iteration 79: (EM) log likelihood = -28507.455
Iteration 80: (EM) log likelihood = -28501.744
Iteration 81: (EM) log likelihood = -28497.043
Iteration 82: (EM) log likelihood = -28492.824
Iteration 83: (EM) log likelihood = -28489.238
Iteration 84: (EM) log likelihood = -28486.804
Iteration 85: (EM) log likelihood = -28483.858
Iteration 86: (EM) log likelihood = -28481.803
Iteration 87: (EM) log likelihood = -28478.684
Iteration 88: (EM) log likelihood = -28477.088
Iteration 89: (EM) log likelihood = -28475.683
Iteration 90: (EM) log likelihood = -28473.281
Iteration 91: (EM) log likelihood = -28472.269
Iteration 92: (EM) log likelihood = -28470.728
Iteration 93: (EM) log likelihood = -28469.967
Iteration 94: (EM) log likelihood = -28468.441
Iteration 95: (EM) log likelihood = -28467.235
Iteration 96: (EM) log likelihood = -28465.113
Iteration 97: (EM) log likelihood = -28463.227
Iteration 98: (EM) log likelihood = -28461.75
Iteration 99: (EM) log likelihood = -28460.632
Iteration 100: (EM) log likelihood = -28458.972
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5252.3956
Iteration 1: (class) log likelihood = -5252.3956
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29140.074
Iteration 1: (outcome) log likelihood = -28955.68
Iteration 2: (outcome) log likelihood = -28902.019
Iteration 3: (outcome) log likelihood = -28896.587
Iteration 4: (outcome) log likelihood = -28896.089
Iteration 5: (outcome) log likelihood = -28896.038
Iteration 6: (outcome) log likelihood = -28896.029
Iteration 7: (outcome) log likelihood = -28896.027
Iteration 8: (outcome) log likelihood = -28896.027
Iteration 9: (outcome) log likelihood = -28896.027
Iteration 10: (outcome) log likelihood = -28896.027 (not concave)
Iteration 11: (outcome) log likelihood = -28896.027 (not concave)
Iteration 12: (outcome) log likelihood = -28896.027 (not concave)
Iteration 13: (outcome) log likelihood = -28896.027 (not concave)
Iteration 14: (outcome) log likelihood = -28896.027 (not concave)
Iteration 15: (outcome) log likelihood = -28896.027 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34106.265
Iteration 1: (EM) log likelihood = -33985.295
Iteration 2: (EM) log likelihood = -33665.724
Iteration 3: (EM) log likelihood = -32938.434
Iteration 4: (EM) log likelihood = -31956.113
Iteration 5: (EM) log likelihood = -31248.942
Iteration 6: (EM) log likelihood = -30815.469
Iteration 7: (EM) log likelihood = -30500.302
Iteration 8: (EM) log likelihood = -30245.277
Iteration 9: (EM) log likelihood = -30029.853
Iteration 10: (EM) log likelihood = -29860.009
Iteration 11: (EM) log likelihood = -29735.79
Iteration 12: (EM) log likelihood = -29646.48
Iteration 13: (EM) log likelihood = -29575.272
Iteration 14: (EM) log likelihood = -29511.888
Iteration 15: (EM) log likelihood = -29449.156
Iteration 16: (EM) log likelihood = -29385.118
Iteration 17: (EM) log likelihood = -29321.031
Iteration 18: (EM) log likelihood = -29259.019
Iteration 19: (EM) log likelihood = -29202.897
Iteration 20: (EM) log likelihood = -29153.491
Iteration 21: (EM) log likelihood = -29112.256
Iteration 22: (EM) log likelihood = -29077.743
Iteration 23: (EM) log likelihood = -29047.208
Iteration 24: (EM) log likelihood = -29025.179
Iteration 25: (EM) log likelihood = -29004.931
Iteration 26: (EM) log likelihood = -28983.23
Iteration 27: (EM) log likelihood = -28967.06
Iteration 28: (EM) log likelihood = -28953.621
Iteration 29: (EM) log likelihood = -28940.701
Iteration 30: (EM) log likelihood = -28928.837
Iteration 31: (EM) log likelihood = -28916.505
Iteration 32: (EM) log likelihood = -28903.219
Iteration 33: (EM) log likelihood = -28896.178
Iteration 34: (EM) log likelihood = -28889.69
Iteration 35: (EM) log likelihood = -28883.421
Iteration 36: (EM) log likelihood = -28876.94
Iteration 37: (EM) log likelihood = -28867.14
Iteration 38: (EM) log likelihood = -28861.661
Iteration 39: (EM) log likelihood = -28858.635
Iteration 40: (EM) log likelihood = -28856.469
Iteration 41: (EM) log likelihood = -28856.051
Iteration 42: (EM) log likelihood = -28855.441
Iteration 43: (EM) log likelihood = -28855.234
Iteration 44: (EM) log likelihood = -28854.854
Iteration 45: (EM) log likelihood = -28855.031
Iteration 46: (EM) log likelihood = -28854.978
Iteration 47: (EM) log likelihood = -28855.235
Iteration 48: (EM) log likelihood = -28855.665
Iteration 49: (EM) log likelihood = -28855.696
Iteration 50: (EM) log likelihood = -28855.586
Iteration 51: (EM) log likelihood = -28855.748
Iteration 52: (EM) log likelihood = -28856
Iteration 53: (EM) log likelihood = -28856.141
Iteration 54: (EM) log likelihood = -28856.053
Iteration 55: (EM) log likelihood = -28856.148
Iteration 56: (EM) log likelihood = -28855.212
Iteration 57: (EM) log likelihood = -28853.633
Iteration 58: (EM) log likelihood = -28853.32
Iteration 59: (EM) log likelihood = -28852.384
Iteration 60: (EM) log likelihood = -28851.638
Iteration 61: (EM) log likelihood = -28850.071
Iteration 62: (EM) log likelihood = -28848.859
Iteration 63: (EM) log likelihood = -28847.775
Iteration 64: (EM) log likelihood = -28844.913
Iteration 65: (EM) log likelihood = -28842.948
Iteration 66: (EM) log likelihood = -28841.631
Iteration 67: (EM) log likelihood = -28840.202
Iteration 68: (EM) log likelihood = -28837.763
Iteration 69: (EM) log likelihood = -28836.169
Iteration 70: (EM) log likelihood = -28834.417
Iteration 71: (EM) log likelihood = -28832.294
Iteration 72: (EM) log likelihood = -28830.184
Iteration 73: (EM) log likelihood = -28828.437
Iteration 74: (EM) log likelihood = -28826.56
Iteration 75: (EM) log likelihood = -28824.746
Iteration 76: (EM) log likelihood = -28822.394
Iteration 77: (EM) log likelihood = -28820.372
Iteration 78: (EM) log likelihood = -28817.938
Iteration 79: (EM) log likelihood = -28815.894
Iteration 80: (EM) log likelihood = -28812.926
Iteration 81: (EM) log likelihood = -28810.428
Iteration 82: (EM) log likelihood = -28808.266
Iteration 83: (EM) log likelihood = -28805.943
Iteration 84: (EM) log likelihood = -28802.939
Iteration 85: (EM) log likelihood = -28800.674
Iteration 86: (EM) log likelihood = -28798.48
Iteration 87: (EM) log likelihood = -28796.99
Iteration 88: (EM) log likelihood = -28795.187
Iteration 89: (EM) log likelihood = -28793.167
Iteration 90: (EM) log likelihood = -28791.28
Iteration 91: (EM) log likelihood = -28789.193
Iteration 92: (EM) log likelihood = -28787.707
Iteration 93: (EM) log likelihood = -28786.25
Iteration 94: (EM) log likelihood = -28784.802
Iteration 95: (EM) log likelihood = -28783.419
Iteration 96: (EM) log likelihood = -28781.268
Iteration 97: (EM) log likelihood = -28778.982
Iteration 98: (EM) log likelihood = -28777.322
Iteration 99: (EM) log likelihood = -28775.809
Iteration 100: (EM) log likelihood = -28774.086
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.7949
Iteration 1: (class) log likelihood = -5251.7949
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29141.112
Iteration 1: (outcome) log likelihood = -28938.26
Iteration 2: (outcome) log likelihood = -28902.015
Iteration 3: (outcome) log likelihood = -28897.249
Iteration 4: (outcome) log likelihood = -28896.624
Iteration 5: (outcome) log likelihood = -28896.532
Iteration 6: (outcome) log likelihood = -28896.517
Iteration 7: (outcome) log likelihood = -28896.513
Iteration 8: (outcome) log likelihood = -28896.512
Iteration 9: (outcome) log likelihood = -28896.512
Iteration 10: (outcome) log likelihood = -28896.512 (not concave)
Iteration 11: (outcome) log likelihood = -28896.512 (not concave)
Iteration 12: (outcome) log likelihood = -28896.512 (not concave)
Iteration 13: (outcome) log likelihood = -28896.512 (not concave)
Iteration 14: (outcome) log likelihood = -28896.512 (not concave)
Iteration 15: (outcome) log likelihood = -28896.512 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34089.755
Iteration 1: (EM) log likelihood = -33926.876
Iteration 2: (EM) log likelihood = -33604.107
Iteration 3: (EM) log likelihood = -32872.222
Iteration 4: (EM) log likelihood = -31803.821
Iteration 5: (EM) log likelihood = -30988.783
Iteration 6: (EM) log likelihood = -30480.673
Iteration 7: (EM) log likelihood = -30166.842
Iteration 8: (EM) log likelihood = -29980.351
Iteration 9: (EM) log likelihood = -29855.573
Iteration 10: (EM) log likelihood = -29755.478
Iteration 11: (EM) log likelihood = -29667.538
Iteration 12: (EM) log likelihood = -29580.439
Iteration 13: (EM) log likelihood = -29491.618
Iteration 14: (EM) log likelihood = -29409.2
Iteration 15: (EM) log likelihood = -29332.45
Iteration 16: (EM) log likelihood = -29268.655
Iteration 17: (EM) log likelihood = -29214.977
Iteration 18: (EM) log likelihood = -29167.414
Iteration 19: (EM) log likelihood = -29127.753
Iteration 20: (EM) log likelihood = -29090.434
Iteration 21: (EM) log likelihood = -29057.8
Iteration 22: (EM) log likelihood = -29027.496
Iteration 23: (EM) log likelihood = -28998.951
Iteration 24: (EM) log likelihood = -28970.635
Iteration 25: (EM) log likelihood = -28944.265
Iteration 26: (EM) log likelihood = -28918.977
Iteration 27: (EM) log likelihood = -28894.453
Iteration 28: (EM) log likelihood = -28871.324
Iteration 29: (EM) log likelihood = -28848.672
Iteration 30: (EM) log likelihood = -28825.472
Iteration 31: (EM) log likelihood = -28804.796
Iteration 32: (EM) log likelihood = -28785.554
Iteration 33: (EM) log likelihood = -28767.574
Iteration 34: (EM) log likelihood = -28750.036
Iteration 35: (EM) log likelihood = -28734.079
Iteration 36: (EM) log likelihood = -28718.302
Iteration 37: (EM) log likelihood = -28704.023
Iteration 38: (EM) log likelihood = -28690.949
Iteration 39: (EM) log likelihood = -28678.835
Iteration 40: (EM) log likelihood = -28667.41
Iteration 41: (EM) log likelihood = -28656.931
Iteration 42: (EM) log likelihood = -28645.935
Iteration 43: (EM) log likelihood = -28635.053
Iteration 44: (EM) log likelihood = -28624.419
Iteration 45: (EM) log likelihood = -28613.762
Iteration 46: (EM) log likelihood = -28603.703
Iteration 47: (EM) log likelihood = -28593.694
Iteration 48: (EM) log likelihood = -28583.454
Iteration 49: (EM) log likelihood = -28572.644
Iteration 50: (EM) log likelihood = -28560.033
Iteration 51: (EM) log likelihood = -28551.602
Iteration 52: (EM) log likelihood = -28543.356
Iteration 53: (EM) log likelihood = -28535.539
Iteration 54: (EM) log likelihood = -28527.9
Iteration 55: (EM) log likelihood = -28521.735
Iteration 56: (EM) log likelihood = -28516.463
Iteration 57: (EM) log likelihood = -28511.833
Iteration 58: (EM) log likelihood = -28506.92
Iteration 59: (EM) log likelihood = -28502.504
Iteration 60: (EM) log likelihood = -28499.73
Iteration 61: (EM) log likelihood = -28496.968
Iteration 62: (EM) log likelihood = -28494.747
Iteration 63: (EM) log likelihood = -28492.669
Iteration 64: (EM) log likelihood = -28491.052
Iteration 65: (EM) log likelihood = -28489.189
Iteration 66: (EM) log likelihood = -28488.294
Iteration 67: (EM) log likelihood = -28487.538
Iteration 68: (EM) log likelihood = -28486.941
Iteration 69: (EM) log likelihood = -28486.454
Iteration 70: (EM) log likelihood = -28486.06
Iteration 71: (EM) log likelihood = -28485.721
Iteration 72: (EM) log likelihood = -28485.429
Iteration 73: (EM) log likelihood = -28485.241
Iteration 74: (EM) log likelihood = -28485.082
Iteration 75: (EM) log likelihood = -28484.959
Iteration 76: (EM) log likelihood = -28484.869
Iteration 77: (EM) log likelihood = -28484.799
Iteration 78: (EM) log likelihood = -28484.761
Iteration 79: (EM) log likelihood = -28484.722
Iteration 80: (EM) log likelihood = -28484.678
Iteration 81: (EM) log likelihood = -28484.651
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5248.113
Iteration 1: (class) log likelihood = -5248.113
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29143.728
Iteration 1: (outcome) log likelihood = -28932.295
Iteration 2: (outcome) log likelihood = -28904.893
Iteration 3: (outcome) log likelihood = -28903.721
Iteration 4: (outcome) log likelihood = -28903.47
Iteration 5: (outcome) log likelihood = -28903.41
Iteration 6: (outcome) log likelihood = -28903.398
Iteration 7: (outcome) log likelihood = -28903.396
Iteration 8: (outcome) log likelihood = -28903.395
Iteration 9: (outcome) log likelihood = -28903.395 (not concave)
Iteration 10: (outcome) log likelihood = -28903.395 (not concave)
Iteration 11: (outcome) log likelihood = -28903.395 (not concave)
Iteration 12: (outcome) log likelihood = -28903.395 (not concave)
Iteration 13: (outcome) log likelihood = -28903.395 (not concave)
Iteration 14: (outcome) log likelihood = -28903.395 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34140.228
Iteration 1: (EM) log likelihood = -34078.078
Iteration 2: (EM) log likelihood = -33859.195
Iteration 3: (EM) log likelihood = -33263.9
Iteration 4: (EM) log likelihood = -32316.637
Iteration 5: (EM) log likelihood = -31428.186
Iteration 6: (EM) log likelihood = -30726.181
Iteration 7: (EM) log likelihood = -30187.505
Iteration 8: (EM) log likelihood = -29812.125
Iteration 9: (EM) log likelihood = -29585.716
Iteration 10: (EM) log likelihood = -29445.947
Iteration 11: (EM) log likelihood = -29351.393
Iteration 12: (EM) log likelihood = -29277.978
Iteration 13: (EM) log likelihood = -29219.069
Iteration 14: (EM) log likelihood = -29168.853
Iteration 15: (EM) log likelihood = -29119.82
Iteration 16: (EM) log likelihood = -29066.246
Iteration 17: (EM) log likelihood = -29023.948
Iteration 18: (EM) log likelihood = -28985.005
Iteration 19: (EM) log likelihood = -28949.217
Iteration 20: (EM) log likelihood = -28918.936
Iteration 21: (EM) log likelihood = -28891.674
Iteration 22: (EM) log likelihood = -28867.827
Iteration 23: (EM) log likelihood = -28849.483
Iteration 24: (EM) log likelihood = -28834.858
Iteration 25: (EM) log likelihood = -28822.388
Iteration 26: (EM) log likelihood = -28810.919
Iteration 27: (EM) log likelihood = -28800.738
Iteration 28: (EM) log likelihood = -28791.239
Iteration 29: (EM) log likelihood = -28783.245
Iteration 30: (EM) log likelihood = -28775.27
Iteration 31: (EM) log likelihood = -28769.399
Iteration 32: (EM) log likelihood = -28763.035
Iteration 33: (EM) log likelihood = -28760.419
Iteration 34: (EM) log likelihood = -28756.08
Iteration 35: (EM) log likelihood = -28751.904
Iteration 36: (EM) log likelihood = -28749.468
Iteration 37: (EM) log likelihood = -28746.952
Iteration 38: (EM) log likelihood = -28744.575
Iteration 39: (EM) log likelihood = -28742.767
Iteration 40: (EM) log likelihood = -28740.182
Iteration 41: (EM) log likelihood = -28738.353
Iteration 42: (EM) log likelihood = -28735.458
Iteration 43: (EM) log likelihood = -28732.788
Iteration 44: (EM) log likelihood = -28730.043
Iteration 45: (EM) log likelihood = -28728.414
Iteration 46: (EM) log likelihood = -28725.054
Iteration 47: (EM) log likelihood = -28723.752
Iteration 48: (EM) log likelihood = -28722.372
Iteration 49: (EM) log likelihood = -28720.722
Iteration 50: (EM) log likelihood = -28718.646
Iteration 51: (EM) log likelihood = -28717.161
Iteration 52: (EM) log likelihood = -28715.02
Iteration 53: (EM) log likelihood = -28713.137
Iteration 54: (EM) log likelihood = -28711.745
Iteration 55: (EM) log likelihood = -28711.081
Iteration 56: (EM) log likelihood = -28709.665
Iteration 57: (EM) log likelihood = -28708.324
Iteration 58: (EM) log likelihood = -28707.09
Iteration 59: (EM) log likelihood = -28705.076
Iteration 60: (EM) log likelihood = -28703.501
Iteration 61: (EM) log likelihood = -28702.102
Iteration 62: (EM) log likelihood = -28701.122
Iteration 63: (EM) log likelihood = -28699.634
Iteration 64: (EM) log likelihood = -28698.818
Iteration 65: (EM) log likelihood = -28696.827
Iteration 66: (EM) log likelihood = -28695.255
Iteration 67: (EM) log likelihood = -28692.839
Iteration 68: (EM) log likelihood = -28691.494
Iteration 69: (EM) log likelihood = -28689.021
Iteration 70: (EM) log likelihood = -28687.55
Iteration 71: (EM) log likelihood = -28686.252
Iteration 72: (EM) log likelihood = -28684.288
Iteration 73: (EM) log likelihood = -28682.163
Iteration 74: (EM) log likelihood = -28680.538
Iteration 75: (EM) log likelihood = -28678.943
Iteration 76: (EM) log likelihood = -28677.267
Iteration 77: (EM) log likelihood = -28675.819
Iteration 78: (EM) log likelihood = -28674.766
Iteration 79: (EM) log likelihood = -28672.967
Iteration 80: (EM) log likelihood = -28672.612
Iteration 81: (EM) log likelihood = -28670.863
Iteration 82: (EM) log likelihood = -28668.983
Iteration 83: (EM) log likelihood = -28667.258
Iteration 84: (EM) log likelihood = -28666.493
Iteration 85: (EM) log likelihood = -28664.532
Iteration 86: (EM) log likelihood = -28662.894
Iteration 87: (EM) log likelihood = -28661.573
Iteration 88: (EM) log likelihood = -28659.997
Iteration 89: (EM) log likelihood = -28659.079
Iteration 90: (EM) log likelihood = -28657.746
Iteration 91: (EM) log likelihood = -28656.425
Iteration 92: (EM) log likelihood = -28655.798
Iteration 93: (EM) log likelihood = -28653.81
Iteration 94: (EM) log likelihood = -28652.286
Iteration 95: (EM) log likelihood = -28650.593
Iteration 96: (EM) log likelihood = -28648.783
Iteration 97: (EM) log likelihood = -28647.905
Iteration 98: (EM) log likelihood = -28647.096
Iteration 99: (EM) log likelihood = -28645.528
Iteration 100: (EM) log likelihood = -28644.316
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.2534
Iteration 1: (class) log likelihood = -5251.2534
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29136.66
Iteration 1: (outcome) log likelihood = -28923.27
Iteration 2: (outcome) log likelihood = -28899.982
Iteration 3: (outcome) log likelihood = -28898.542
Iteration 4: (outcome) log likelihood = -28898.34
Iteration 5: (outcome) log likelihood = -28898.299
Iteration 6: (outcome) log likelihood = -28898.291
Iteration 7: (outcome) log likelihood = -28898.289
Iteration 8: (outcome) log likelihood = -28898.288
Iteration 9: (outcome) log likelihood = -28898.288 (not concave)
Iteration 10: (outcome) log likelihood = -28898.288 (not concave)
Iteration 11: (outcome) log likelihood = -28898.288 (not concave)
Iteration 12: (outcome) log likelihood = -28898.288 (not concave)
Iteration 13: (outcome) log likelihood = -28898.288 (not concave)
Iteration 14: (outcome) log likelihood = -28898.288 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34109.202
Iteration 1: (EM) log likelihood = -33982.396
Iteration 2: (EM) log likelihood = -33629.64
Iteration 3: (EM) log likelihood = -32920.364
Iteration 4: (EM) log likelihood = -31931.684
Iteration 5: (EM) log likelihood = -31055.249
Iteration 6: (EM) log likelihood = -30411.631
Iteration 7: (EM) log likelihood = -29954.205
Iteration 8: (EM) log likelihood = -29669.235
Iteration 9: (EM) log likelihood = -29488.84
Iteration 10: (EM) log likelihood = -29360.311
Iteration 11: (EM) log likelihood = -29256.509
Iteration 12: (EM) log likelihood = -29164.411
Iteration 13: (EM) log likelihood = -29077.537
Iteration 14: (EM) log likelihood = -29004.426
Iteration 15: (EM) log likelihood = -28941.904
Iteration 16: (EM) log likelihood = -28889.524
Iteration 17: (EM) log likelihood = -28843.898
Iteration 18: (EM) log likelihood = -28808.379
Iteration 19: (EM) log likelihood = -28775.012
Iteration 20: (EM) log likelihood = -28751.361
Iteration 21: (EM) log likelihood = -28729.149
Iteration 22: (EM) log likelihood = -28710.798
Iteration 23: (EM) log likelihood = -28694.138
Iteration 24: (EM) log likelihood = -28681.423
Iteration 25: (EM) log likelihood = -28670.048
Iteration 26: (EM) log likelihood = -28657.588
Iteration 27: (EM) log likelihood = -28647.639
Iteration 28: (EM) log likelihood = -28640.044
Iteration 29: (EM) log likelihood = -28630.507
Iteration 30: (EM) log likelihood = -28623.478
Iteration 31: (EM) log likelihood = -28616.868
Iteration 32: (EM) log likelihood = -28612.512
Iteration 33: (EM) log likelihood = -28608.458
Iteration 34: (EM) log likelihood = -28604.815
Iteration 35: (EM) log likelihood = -28601.4
Iteration 36: (EM) log likelihood = -28596.796
Iteration 37: (EM) log likelihood = -28593.247
Iteration 38: (EM) log likelihood = -28590.402
Iteration 39: (EM) log likelihood = -28585.614
Iteration 40: (EM) log likelihood = -28581.512
Iteration 41: (EM) log likelihood = -28579.674
Iteration 42: (EM) log likelihood = -28577.475
Iteration 43: (EM) log likelihood = -28574.731
Iteration 44: (EM) log likelihood = -28573.178
Iteration 45: (EM) log likelihood = -28571.409
Iteration 46: (EM) log likelihood = -28569.983
Iteration 47: (EM) log likelihood = -28568.763
Iteration 48: (EM) log likelihood = -28567.522
Iteration 49: (EM) log likelihood = -28566.132
Iteration 50: (EM) log likelihood = -28563.125
Iteration 51: (EM) log likelihood = -28560.955
Iteration 52: (EM) log likelihood = -28559.972
Iteration 53: (EM) log likelihood = -28559.046
Iteration 54: (EM) log likelihood = -28557.809
Iteration 55: (EM) log likelihood = -28556.948
Iteration 56: (EM) log likelihood = -28554.797
Iteration 57: (EM) log likelihood = -28554.177
Iteration 58: (EM) log likelihood = -28553.669
Iteration 59: (EM) log likelihood = -28552.688
Iteration 60: (EM) log likelihood = -28552.092
Iteration 61: (EM) log likelihood = -28551.764
Iteration 62: (EM) log likelihood = -28551.493
Iteration 63: (EM) log likelihood = -28551.255
Iteration 64: (EM) log likelihood = -28551.058
Iteration 65: (EM) log likelihood = -28550.86
Iteration 66: (EM) log likelihood = -28550.687
Iteration 67: (EM) log likelihood = -28550.508
Iteration 68: (EM) log likelihood = -28550.35
Iteration 69: (EM) log likelihood = -28550.188
Iteration 70: (EM) log likelihood = -28550.021
Iteration 71: (EM) log likelihood = -28549.872
Iteration 72: (EM) log likelihood = -28549.715
Iteration 73: (EM) log likelihood = -28549.573
Iteration 74: (EM) log likelihood = -28549.414
Iteration 75: (EM) log likelihood = -28549.232
Iteration 76: (EM) log likelihood = -28548.533
Iteration 77: (EM) log likelihood = -28547.378
Iteration 78: (EM) log likelihood = -28547.157
Iteration 79: (EM) log likelihood = -28546.964
Iteration 80: (EM) log likelihood = -28546.803
Iteration 81: (EM) log likelihood = -28546.644
Iteration 82: (EM) log likelihood = -28546.502
Iteration 83: (EM) log likelihood = -28546.339
Iteration 84: (EM) log likelihood = -28546.182
Iteration 85: (EM) log likelihood = -28546.029
Iteration 86: (EM) log likelihood = -28545.569
Iteration 87: (EM) log likelihood = -28543.996
Iteration 88: (EM) log likelihood = -28543.829
Iteration 89: (EM) log likelihood = -28543.553
Iteration 90: (EM) log likelihood = -28541.754
Iteration 91: (EM) log likelihood = -28541.704
Iteration 92: (EM) log likelihood = -28541.403
Iteration 93: (EM) log likelihood = -28541.063
Iteration 94: (EM) log likelihood = -28540.614
Iteration 95: (EM) log likelihood = -28539.898
Iteration 96: (EM) log likelihood = -28539.534
Iteration 97: (EM) log likelihood = -28539.081
Iteration 98: (EM) log likelihood = -28539.264
Iteration 99: (EM) log likelihood = -28538.725
Iteration 100: (EM) log likelihood = -28537.777
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5250.4608
Iteration 1: (class) log likelihood = -5250.4608
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29122.369
Iteration 1: (outcome) log likelihood = -28907.287
Iteration 2: (outcome) log likelihood = -28882.871
Iteration 3: (outcome) log likelihood = -28881.596
Iteration 4: (outcome) log likelihood = -28881.443
Iteration 5: (outcome) log likelihood = -28881.406
Iteration 6: (outcome) log likelihood = -28881.398
Iteration 7: (outcome) log likelihood = -28881.396
Iteration 8: (outcome) log likelihood = -28881.396
Iteration 9: (outcome) log likelihood = -28881.396 (not concave)
Iteration 10: (outcome) log likelihood = -28881.396 (not concave)
Iteration 11: (outcome) log likelihood = -28881.396 (not concave)
Iteration 12: (outcome) log likelihood = -28881.396 (not concave)
Iteration 13: (outcome) log likelihood = -28881.396 (not concave)
Iteration 14: (outcome) log likelihood = -28881.396 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34087.335
Iteration 1: (EM) log likelihood = -33950.472
Iteration 2: (EM) log likelihood = -33629.119
Iteration 3: (EM) log likelihood = -33029.984
Iteration 4: (EM) log likelihood = -32217.634
Iteration 5: (EM) log likelihood = -31473.457
Iteration 6: (EM) log likelihood = -30887.646
Iteration 7: (EM) log likelihood = -30396.756
Iteration 8: (EM) log likelihood = -29985.637
Iteration 9: (EM) log likelihood = -29658.683
Iteration 10: (EM) log likelihood = -29405.389
Iteration 11: (EM) log likelihood = -29204.401
Iteration 12: (EM) log likelihood = -29044.502
Iteration 13: (EM) log likelihood = -28920.682
Iteration 14: (EM) log likelihood = -28826.682
Iteration 15: (EM) log likelihood = -28748.05
Iteration 16: (EM) log likelihood = -28699.92
Iteration 17: (EM) log likelihood = -28663.51
Iteration 18: (EM) log likelihood = -28634.983
Iteration 19: (EM) log likelihood = -28613.102
Iteration 20: (EM) log likelihood = -28596.678
Iteration 21: (EM) log likelihood = -28584.448
Iteration 22: (EM) log likelihood = -28577.056
Iteration 23: (EM) log likelihood = -28570.676
Iteration 24: (EM) log likelihood = -28563.344
Iteration 25: (EM) log likelihood = -28559.446
Iteration 26: (EM) log likelihood = -28555.371
Iteration 27: (EM) log likelihood = -28550.779
Iteration 28: (EM) log likelihood = -28547.017
Iteration 29: (EM) log likelihood = -28544.252
Iteration 30: (EM) log likelihood = -28541.751
Iteration 31: (EM) log likelihood = -28539.745
Iteration 32: (EM) log likelihood = -28537.884
Iteration 33: (EM) log likelihood = -28536.095
Iteration 34: (EM) log likelihood = -28533.282
Iteration 35: (EM) log likelihood = -28531.035
Iteration 36: (EM) log likelihood = -28529.206
Iteration 37: (EM) log likelihood = -28527.815
Iteration 38: (EM) log likelihood = -28526.037
Iteration 39: (EM) log likelihood = -28524.966
Iteration 40: (EM) log likelihood = -28523.913
Iteration 41: (EM) log likelihood = -28522.845
Iteration 42: (EM) log likelihood = -28521.911
Iteration 43: (EM) log likelihood = -28520.954
Iteration 44: (EM) log likelihood = -28519.965
Iteration 45: (EM) log likelihood = -28518.828
Iteration 46: (EM) log likelihood = -28518.016
Iteration 47: (EM) log likelihood = -28517.161
Iteration 48: (EM) log likelihood = -28516.389
Iteration 49: (EM) log likelihood = -28514.709
Iteration 50: (EM) log likelihood = -28514.357
Iteration 51: (EM) log likelihood = -28514.087
Iteration 52: (EM) log likelihood = -28513.831
Iteration 53: (EM) log likelihood = -28513.626
Iteration 54: (EM) log likelihood = -28513.42
Iteration 55: (EM) log likelihood = -28513.252
Iteration 56: (EM) log likelihood = -28513.082
Iteration 57: (EM) log likelihood = -28512.858
Iteration 58: (EM) log likelihood = -28512.659
Iteration 59: (EM) log likelihood = -28511.746
Iteration 60: (EM) log likelihood = -28511.463
Iteration 61: (EM) log likelihood = -28511.263
Iteration 62: (EM) log likelihood = -28511.1
Iteration 63: (EM) log likelihood = -28510.941
Iteration 64: (EM) log likelihood = -28510.731
Iteration 65: (EM) log likelihood = -28510.455
Iteration 66: (EM) log likelihood = -28510.16
Iteration 67: (EM) log likelihood = -28510.059
Iteration 68: (EM) log likelihood = -28509.667
Iteration 69: (EM) log likelihood = -28509.535
Iteration 70: (EM) log likelihood = -28509.445
Iteration 71: (EM) log likelihood = -28509.336
Iteration 72: (EM) log likelihood = -28509.321
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -5251.2546
Iteration 1: (class) log likelihood = -5251.2546
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29425.699
Iteration 1: (outcome) log likelihood = -29005.9
Iteration 2: (outcome) log likelihood = -28916.11
Iteration 3: (outcome) log likelihood = -28904.227
Iteration 4: (outcome) log likelihood = -28901.352
Iteration 5: (outcome) log likelihood = -28900.769
Iteration 6: (outcome) log likelihood = -28900.645
Iteration 7: (outcome) log likelihood = -28900.616
Iteration 8: (outcome) log likelihood = -28900.609
Iteration 9: (outcome) log likelihood = -28900.608
Iteration 10: (outcome) log likelihood = -28900.608 (not concave)
Iteration 11: (outcome) log likelihood = -28900.608 (not concave)
Iteration 12: (outcome) log likelihood = -28900.608 (not concave)
Iteration 13: (outcome) log likelihood = -28900.608 (not concave)
Iteration 14: (outcome) log likelihood = -28900.608 (not concave)
Iteration 15: (outcome) log likelihood = -28900.608 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34124.206
Iteration 1: (EM) log likelihood = -34028.126
Iteration 2: (EM) log likelihood = -33710.427
Iteration 3: (EM) log likelihood = -32966.809
Iteration 4: (EM) log likelihood = -32005.445
Iteration 5: (EM) log likelihood = -31218.963
Iteration 6: (EM) log likelihood = -30637.808
Iteration 7: (EM) log likelihood = -30228.898
Iteration 8: (EM) log likelihood = -29972.823
Iteration 9: (EM) log likelihood = -29810.522
Iteration 10: (EM) log likelihood = -29698.058
Iteration 11: (EM) log likelihood = -29607.226
Iteration 12: (EM) log likelihood = -29518.968
Iteration 13: (EM) log likelihood = -29423.121
Iteration 14: (EM) log likelihood = -29313.036
Iteration 15: (EM) log likelihood = -29192.794
Iteration 16: (EM) log likelihood = -29071.098
Iteration 17: (EM) log likelihood = -28957.966
Iteration 18: (EM) log likelihood = -28859.006
Iteration 19: (EM) log likelihood = -28772.876
Iteration 20: (EM) log likelihood = -28698.14
Iteration 21: (EM) log likelihood = -28633.303
Iteration 22: (EM) log likelihood = -28573.858
Iteration 23: (EM) log likelihood = -28519.402
Iteration 24: (EM) log likelihood = -28467.541
Iteration 25: (EM) log likelihood = -28419.582
Iteration 26: (EM) log likelihood = -28372.758
Iteration 27: (EM) log likelihood = -28327.648
Iteration 28: (EM) log likelihood = -28284.264
Iteration 29: (EM) log likelihood = -28245.014
Iteration 30: (EM) log likelihood = -28208.432
Iteration 31: (EM) log likelihood = -28173.738
Iteration 32: (EM) log likelihood = -28144.909
Iteration 33: (EM) log likelihood = -28117.065
Iteration 34: (EM) log likelihood = -28093.425
Iteration 35: (EM) log likelihood = -28072.837
Iteration 36: (EM) log likelihood = -28053.812
Iteration 37: (EM) log likelihood = -28036.828
Iteration 38: (EM) log likelihood = -28024.36
Iteration 39: (EM) log likelihood = -28013.122
Iteration 40: (EM) log likelihood = -28002.785
Iteration 41: (EM) log likelihood = -27991.651
Iteration 42: (EM) log likelihood = -27983.254
Iteration 43: (EM) log likelihood = -27974.421
Iteration 44: (EM) log likelihood = -27965.196
Iteration 45: (EM) log likelihood = -27956.501
Iteration 46: (EM) log likelihood = -27949.118
Iteration 47: (EM) log likelihood = -27943.776
Iteration 48: (EM) log likelihood = -27939.026
Iteration 49: (EM) log likelihood = -27932.471
Iteration 50: (EM) log likelihood = -27927.858
Iteration 51: (EM) log likelihood = -27923.489
Iteration 52: (EM) log likelihood = -27918.516
Iteration 53: (EM) log likelihood = -27913.519
Iteration 54: (EM) log likelihood = -27909.406
Iteration 55: (EM) log likelihood = -27905.629
Iteration 56: (EM) log likelihood = -27901.791
Iteration 57: (EM) log likelihood = -27898.128
Iteration 58: (EM) log likelihood = -27894.157
Iteration 59: (EM) log likelihood = -27890.768
Iteration 60: (EM) log likelihood = -27886.913
Iteration 61: (EM) log likelihood = -27883.257
Iteration 62: (EM) log likelihood = -27879.081
Iteration 63: (EM) log likelihood = -27875.468
Iteration 64: (EM) log likelihood = -27871.56
Iteration 65: (EM) log likelihood = -27868.914
Iteration 66: (EM) log likelihood = -27864.809
Iteration 67: (EM) log likelihood = -27861.729
Iteration 68: (EM) log likelihood = -27858.764
Iteration 69: (EM) log likelihood = -27855.667
Iteration 70: (EM) log likelihood = -27852.809
Iteration 71: (EM) log likelihood = -27850.216
Iteration 72: (EM) log likelihood = -27847.794
Iteration 73: (EM) log likelihood = -27844.669
Iteration 74: (EM) log likelihood = -27842.008
Iteration 75: (EM) log likelihood = -27839.533
Iteration 76: (EM) log likelihood = -27837.063
Iteration 77: (EM) log likelihood = -27833.908
Iteration 78: (EM) log likelihood = -27831.144
Iteration 79: (EM) log likelihood = -27828.561
Iteration 80: (EM) log likelihood = -27825.043
Iteration 81: (EM) log likelihood = -27822.421
Iteration 82: (EM) log likelihood = -27819.659
Iteration 83: (EM) log likelihood = -27817.019
Iteration 84: (EM) log likelihood = -27814.228
Iteration 85: (EM) log likelihood = -27811.565
Iteration 86: (EM) log likelihood = -27808.823
Iteration 87: (EM) log likelihood = -27805.19
Iteration 88: (EM) log likelihood = -27802.204
Iteration 89: (EM) log likelihood = -27799.77
Iteration 90: (EM) log likelihood = -27797.504
Iteration 91: (EM) log likelihood = -27795.352
Iteration 92: (EM) log likelihood = -27793.268
Iteration 93: (EM) log likelihood = -27791.257
Iteration 94: (EM) log likelihood = -27789.306
Iteration 95: (EM) log likelihood = -27787.379
Iteration 96: (EM) log likelihood = -27785.631
Iteration 97: (EM) log likelihood = -27783.783
Iteration 98: (EM) log likelihood = -27781.901
Iteration 99: (EM) log likelihood = -27780.095
Iteration 100: (EM) log likelihood = -27778.436
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -27013.24 (not concave)
Iteration 1: log likelihood = -27013.206 (not concave)
Iteration 2: log likelihood = -27013.175 (not concave)
Iteration 3: log likelihood = -27013.149 (not concave)
Iteration 4: log likelihood = -27013.123 (not concave)
Iteration 5: log likelihood = -27013.109 (not concave)
Iteration 6: log likelihood = -27013.047 (not concave)
Iteration 7: log likelihood = -27012.968 (not concave)
Iteration 8: log likelihood = -27012.957 (not concave)
Iteration 9: log likelihood = -27012.949 (not concave)
Iteration 10: log likelihood = -27012.943 (not concave)
Iteration 11: log likelihood = -27012.936 (not concave)
Iteration 12: log likelihood = -27012.929 (not concave)
Iteration 13: log likelihood = -27012.922 (not concave)
Iteration 14: log likelihood = -27012.916 (not concave)
Iteration 15: log likelihood = -27012.909 (not concave)
Iteration 16: log likelihood = -27012.903 (not concave)
Iteration 17: log likelihood = -27012.896 (not concave)
Iteration 18: log likelihood = -27012.89 (not concave)
Iteration 19: log likelihood = -27012.883 (not concave)
Iteration 20: log likelihood = -27012.877 (not concave)
Iteration 21: log likelihood = -27012.87 (not concave)
Iteration 22: log likelihood = -27012.864 (not concave)
Iteration 23: log likelihood = -27012.858 (not concave)
Iteration 24: log likelihood = -27012.851 (not concave)
Iteration 25: log likelihood = -27012.845 (not concave)
Iteration 26: log likelihood = -27012.839 (not concave)
Iteration 27: log likelihood = -27012.833 (not concave)
Iteration 28: log likelihood = -27012.827 (not concave)
Iteration 29: log likelihood = -27012.821 (not concave)
Iteration 30: log likelihood = -27012.814 (not concave)
Iteration 31: log likelihood = -27012.808 (not concave)
Iteration 32: log likelihood = -27012.802 (not concave)
Iteration 33: log likelihood = -27012.796 (not concave)
Iteration 34: log likelihood = -27012.79 (not concave)
Iteration 35: log likelihood = -27012.784 (not concave)
Iteration 36: log likelihood = -27012.778 (not concave)
Iteration 37: log likelihood = -27012.772 (not concave)
Iteration 38: log likelihood = -27012.766 (not concave)
Iteration 39: log likelihood = -27012.761 (not concave)
Iteration 40: log likelihood = -27012.755 (not concave)
Iteration 41: log likelihood = -27012.749 (not concave)
Iteration 42: log likelihood = -27012.743 (not concave)
Iteration 43: log likelihood = -27012.737 (not concave)
Iteration 44: log likelihood = -27012.731 (not concave)
Iteration 45: log likelihood = -27012.726 (not concave)
Iteration 46: log likelihood = -27012.72 (not concave)
Iteration 47: log likelihood = -27012.714 (not concave)
Iteration 48: log likelihood = -27012.709 (not concave)
Iteration 49: log likelihood = -27012.703 (not concave)
Iteration 50: log likelihood = -27012.697 (not concave)
Iteration 51: log likelihood = -27012.692 (not concave)
Iteration 52: log likelihood = -27012.686 (not concave)
Iteration 53: log likelihood = -27012.68 (not concave)
Iteration 54: log likelihood = -27012.675 (not concave)
Iteration 55: log likelihood = -27012.669 (not concave)
Iteration 56: log likelihood = -27012.664 (not concave)
Iteration 57: log likelihood = -27012.658 (not concave)
Iteration 58: log likelihood = -27012.653 (not concave)
Iteration 59: log likelihood = -27012.647 (not concave)
Iteration 60: log likelihood = -27012.642 (not concave)
Iteration 61: log likelihood = -27012.636 (not concave)
Iteration 62: log likelihood = -27012.631 (not concave)
Iteration 63: log likelihood = -27012.626 (not concave)
Iteration 64: log likelihood = -27012.62 (not concave)
Iteration 65: log likelihood = -27012.615 (not concave)
Iteration 66: log likelihood = -27012.61 (not concave)
Iteration 67: log likelihood = -27012.604 (not concave)
Iteration 68: log likelihood = -27012.599 (not concave)
Iteration 69: log likelihood = -27012.594 (not concave)
Iteration 70: log likelihood = -27012.588 (not concave)
Iteration 71: log likelihood = -27012.583 (not concave)
Iteration 72: log likelihood = -27012.578 (not concave)
Iteration 73: log likelihood = -27012.573 (not concave)
Iteration 74: log likelihood = -27012.568 (not concave)
Iteration 75: log likelihood = -27012.562 (not concave)
Iteration 76: log likelihood = -27012.557 (not concave)
Iteration 77: log likelihood = -27012.552 (not concave)
Iteration 78: log likelihood = -27012.547 (not concave)
Iteration 79: log likelihood = -27012.542 (not concave)
Iteration 80: log likelihood = -27012.537 (not concave)
Iteration 81: log likelihood = -27012.532 (not concave)
Iteration 82: log likelihood = -27012.527 (not concave)
Iteration 83: log likelihood = -27012.522 (not concave)
Iteration 84: log likelihood = -27012.517 (not concave)
Iteration 85: log likelihood = -27012.512 (not concave)
Iteration 86: log likelihood = -27012.507 (not concave)
Iteration 87: log likelihood = -27012.502 (not concave)
Iteration 88: log likelihood = -27012.497 (not concave)
Iteration 89: log likelihood = -27012.492 (not concave)
Iteration 90: log likelihood = -27012.487 (not concave)
Iteration 91: log likelihood = -27012.482 (not concave)
Iteration 92: log likelihood = -27012.477 (not concave)
Iteration 93: log likelihood = -27012.472 (not concave)
Iteration 94: log likelihood = -27012.467 (not concave)
Iteration 95: log likelihood = -27012.462 (not concave)
Iteration 96: log likelihood = -27012.457 (not concave)
Iteration 97: log likelihood = -27012.453 (not concave)
Iteration 98: log likelihood = -27012.448 (not concave)
Iteration 99: log likelihood = -27012.443 (not concave)
Iteration 100: log likelihood = -27012.438 (not concave)
Iteration 101: log likelihood = -27012.433 (not concave)
Iteration 102: log likelihood = -27012.429 (not concave)
Iteration 103: log likelihood = -27012.424 (not concave)
Iteration 104: log likelihood = -27012.419 (not concave)
Iteration 105: log likelihood = -27012.415 (not concave)
Iteration 106: log likelihood = -27012.41 (not concave)
Iteration 107: log likelihood = -27012.405 (not concave)
Iteration 108: log likelihood = -27012.401 (not concave)
Iteration 109: log likelihood = -27012.396 (not concave)
Iteration 110: log likelihood = -27012.391 (not concave)
Iteration 111: log likelihood = -27012.387 (not concave)
Iteration 112: log likelihood = -27012.382 (not concave)
Iteration 113: log likelihood = -27012.378 (not concave)
Iteration 114: log likelihood = -27012.373 (not concave)
Iteration 115: log likelihood = -27012.368 (not concave)
Iteration 116: log likelihood = -27012.364 (not concave)
Iteration 117: log likelihood = -27012.359 (not concave)
Iteration 118: log likelihood = -27012.355 (not concave)
Iteration 119: log likelihood = -27012.35 (not concave)
Iteration 120: log likelihood = -27012.346 (not concave)
Iteration 121: log likelihood = -27012.341 (not concave)
Iteration 122: log likelihood = -27012.337 (not concave)
Iteration 123: log likelihood = -27012.332 (not concave)
Iteration 124: log likelihood = -27012.328 (not concave)
Iteration 125: log likelihood = -27012.324 (not concave)
Iteration 126: log likelihood = -27012.319 (not concave)
Iteration 127: log likelihood = -27012.315 (not concave)
Iteration 128: log likelihood = -27012.31 (not concave)
Iteration 129: log likelihood = -27012.306 (not concave)
Iteration 130: log likelihood = -27012.302 (not concave)
Iteration 131: log likelihood = -27012.297 (not concave)
Iteration 132: log likelihood = -27012.293 (not concave)
Iteration 133: log likelihood = -27012.289 (not concave)
Iteration 134: log likelihood = -27012.285 (not concave)
Iteration 135: log likelihood = -27012.28 (not concave)
Iteration 136: log likelihood = -27012.276 (not concave)
Iteration 137: log likelihood = -27012.272 (not concave)
Iteration 138: log likelihood = -27012.267 (not concave)
Iteration 139: log likelihood = -27012.263 (not concave)
Iteration 140: log likelihood = -27012.259 (not concave)
Iteration 141: log likelihood = -27012.255 (not concave)
Iteration 142: log likelihood = -27012.251 (not concave)
Iteration 143: log likelihood = -27012.246 (not concave)
Iteration 144: log likelihood = -27012.242 (not concave)
Iteration 145: log likelihood = -27012.238 (not concave)
Iteration 146: log likelihood = -27012.234 (not concave)
Iteration 147: log likelihood = -27012.23 (not concave)
Iteration 148: log likelihood = -27012.226 (not concave)
Iteration 149: log likelihood = -27012.222 (not concave)
Iteration 150: log likelihood = -27012.218 (not concave)
Iteration 151: log likelihood = -27012.213 (not concave)
Iteration 152: log likelihood = -27012.209 (not concave)
Iteration 153: log likelihood = -27012.205 (not concave)
Iteration 154: log likelihood = -27012.201 (not concave)
Iteration 155: log likelihood = -27012.197 (not concave)
Iteration 156: log likelihood = -27012.193 (not concave)
Iteration 157: log likelihood = -27012.189 (not concave)
Iteration 158: log likelihood = -27012.185 (not concave)
Iteration 159: log likelihood = -27012.181 (not concave)
Iteration 160: log likelihood = -27012.177 (not concave)
Iteration 161: log likelihood = -27012.173 (not concave)
Iteration 162: log likelihood = -27012.169 (not concave)
Iteration 163: log likelihood = -27012.166 (not concave)
Iteration 164: log likelihood = -27012.162 (not concave)
Iteration 165: log likelihood = -27012.158 (not concave)
Iteration 166: log likelihood = -27012.154 (not concave)
Iteration 167: log likelihood = -27012.15 (not concave)
Iteration 168: log likelihood = -27012.146 (not concave)
Iteration 169: log likelihood = -27012.142 (not concave)
Iteration 170: log likelihood = -27012.138 (not concave)
Iteration 171: log likelihood = -27012.134 (not concave)
Iteration 172: log likelihood = -27012.131 (not concave)
Iteration 173: log likelihood = -27012.127 (not concave)
Iteration 174: log likelihood = -27012.123 (not concave)
Iteration 175: log likelihood = -27012.119 (not concave)
Iteration 176: log likelihood = -27012.115 (not concave)
Iteration 177: log likelihood = -27012.112 (not concave)
Iteration 178: log likelihood = -27012.108 (not concave)
Iteration 179: log likelihood = -27012.104 (not concave)
Iteration 180: log likelihood = -27012.1 (not concave)
Iteration 181: log likelihood = -27012.097 (not concave)
Iteration 182: log likelihood = -27012.093 (not concave)
Iteration 183: log likelihood = -27012.089 (not concave)
Iteration 184: log likelihood = -27012.086 (not concave)
Iteration 185: log likelihood = -27012.082 (not concave)
Iteration 186: log likelihood = -27012.078 (not concave)
Iteration 187: log likelihood = -27012.075 (not concave)
Iteration 188: log likelihood = -27012.071 (not concave)
Iteration 189: log likelihood = -27012.067 (not concave)
Iteration 190: log likelihood = -27012.064 (not concave)
Iteration 191: log likelihood = -27012.06 (not concave)
Iteration 192: log likelihood = -27012.057 (not concave)
Iteration 193: log likelihood = -27012.053 (not concave)
Iteration 194: log likelihood = -27012.049 (not concave)
Iteration 195: log likelihood = -27012.046 (not concave)
Iteration 196: log likelihood = -27012.042 (not concave)
Iteration 197: log likelihood = -27012.039 (not concave)
Iteration 198: log likelihood = -27012.035 (not concave)
Iteration 199: log likelihood = -27012.032 (not concave)
Iteration 200: log likelihood = -27012.028 (not concave)
Iteration 201: log likelihood = -27012.025 (not concave)
Iteration 202: log likelihood = -27012.021 (not concave)
Iteration 203: log likelihood = -27012.018 (not concave)
Iteration 204: log likelihood = -27012.014 (not concave)
Iteration 205: log likelihood = -27012.011 (not concave)
Iteration 206: log likelihood = -27012.007 (not concave)
Iteration 207: log likelihood = -27012.004 (not concave)
Iteration 208: log likelihood = -27012 (not concave)
Iteration 209: log likelihood = -27011.997 (not concave)
Iteration 210: log likelihood = -27011.993 (not concave)
Iteration 211: log likelihood = -27011.99 (not concave)
Iteration 212: log likelihood = -27011.987 (not concave)
Iteration 213: log likelihood = -27011.983 (not concave)
Iteration 214: log likelihood = -27011.98 (not concave)
Iteration 215: log likelihood = -27011.977 (not concave)
Iteration 216: log likelihood = -27011.973 (not concave)
Iteration 217: log likelihood = -27011.97 (not concave)
Iteration 218: log likelihood = -27011.967 (not concave)
Iteration 219: log likelihood = -27011.963 (not concave)
Iteration 220: log likelihood = -27011.96 (not concave)
Iteration 221: log likelihood = -27011.957 (not concave)
Iteration 222: log likelihood = -27011.953 (not concave)
Iteration 223: log likelihood = -27011.95 (not concave)
Iteration 224: log likelihood = -27011.947 (not concave)
Iteration 225: log likelihood = -27011.943 (not concave)
Iteration 226: log likelihood = -27011.94 (not concave)
Iteration 227: log likelihood = -27011.937 (not concave)
Iteration 228: log likelihood = -27011.934 (not concave)
Iteration 229: log likelihood = -27011.93 (not concave)
Iteration 230: log likelihood = -27011.927 (not concave)
Iteration 231: log likelihood = -27011.924 (not concave)
Iteration 232: log likelihood = -27011.921 (not concave)
Iteration 233: log likelihood = -27011.918 (not concave)
Iteration 234: log likelihood = -27011.914 (not concave)
Iteration 235: log likelihood = -27011.911 (not concave)
Iteration 236: log likelihood = -27011.908 (not concave)
Iteration 237: log likelihood = -27011.905 (not concave)
Iteration 238: log likelihood = -27011.902 (not concave)
Iteration 239: log likelihood = -27011.899 (not concave)
Iteration 240: log likelihood = -27011.896 (not concave)
Iteration 241: log likelihood = -27011.892 (not concave)
Iteration 242: log likelihood = -27011.889 (not concave)
Iteration 243: log likelihood = -27011.886 (not concave)
Iteration 244: log likelihood = -27011.883 (not concave)
Iteration 245: log likelihood = -27011.88 (not concave)
Iteration 246: log likelihood = -27011.877 (not concave)
Iteration 247: log likelihood = -27011.874 (not concave)
Iteration 248: log likelihood = -27011.871 (not concave)
Iteration 249: log likelihood = -27011.868 (not concave)
Iteration 250: log likelihood = -27011.865 (not concave)
Iteration 251: log likelihood = -27011.862 (not concave)
Iteration 252: log likelihood = -27011.859 (not concave)
Iteration 253: log likelihood = -27011.856 (not concave)
Iteration 254: log likelihood = -27011.853 (not concave)
Iteration 255: log likelihood = -27011.85 (not concave)
Iteration 256: log likelihood = -27011.847 (not concave)
Iteration 257: log likelihood = -27011.844 (not concave)
Iteration 258: log likelihood = -27011.841 (not concave)
Iteration 259: log likelihood = -27011.838 (not concave)
Iteration 260: log likelihood = -27011.835 (not concave)
Iteration 261: log likelihood = -27011.832 (not concave)
Iteration 262: log likelihood = -27011.829 (not concave)
Iteration 263: log likelihood = -27011.826 (not concave)
Iteration 264: log likelihood = -27011.823 (not concave)
Iteration 265: log likelihood = -27011.82 (not concave)
Iteration 266: log likelihood = -27011.817 (not concave)
Iteration 267: log likelihood = -27011.815 (not concave)
Iteration 268: log likelihood = -27011.812 (not concave)
Iteration 269: log likelihood = -27011.809 (not concave)
Iteration 270: log likelihood = -27011.806 (not concave)
Iteration 271: log likelihood = -27011.803 (not concave)
Iteration 272: log likelihood = -27011.8 (not concave)
Iteration 273: log likelihood = -27011.797 (not concave)
Iteration 274: log likelihood = -27011.795 (not concave)
Iteration 275: log likelihood = -27011.792 (not concave)
Iteration 276: log likelihood = -27011.789 (not concave)
Iteration 277: log likelihood = -27011.786 (not concave)
Iteration 278: log likelihood = -27011.783 (not concave)
Iteration 279: log likelihood = -27011.781 (not concave)
Iteration 280: log likelihood = -27011.778 (not concave)
Iteration 281: log likelihood = -27011.775 (not concave)
Iteration 282: log likelihood = -27011.772 (not concave)
Iteration 283: log likelihood = -27011.769 (not concave)
Iteration 284: log likelihood = -27011.767 (not concave)
Iteration 285: log likelihood = -27011.764 (not concave)
Iteration 286: log likelihood = -27011.761 (not concave)
Iteration 287: log likelihood = -27011.758 (not concave)
Iteration 288: log likelihood = -27011.756 (not concave)
Iteration 289: log likelihood = -27011.753 (not concave)
Iteration 290: log likelihood = -27011.75 (not concave)
Iteration 291: log likelihood = -27011.748 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -27011.748
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | .5929608 .08473 7.00 0.000 .426893 .7590285
-------------+----------------------------------------------------------------
3.C |
_cons | 1.128959 .1128689 10.00 0.000 .9077406 1.350178
-------------+----------------------------------------------------------------
4.C |
_cons | .967412 .1324102 7.31 0.000 .7078928 1.226931
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 4.580952 .1663311 27.54 0.000 4.254949 4.906955
_cons | -6.76019 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -38.31662 3755.315 -0.01 0.992 -7398.599 7321.966
_cons | 57.35509 5632.993 0.01 0.992 -10983.11 11097.82
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -24.84549 10.03512 -2.48 0.013 -44.51395 -5.177023
_cons | 46.78039 14.88704 3.14 0.002 17.60232 75.95845
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.66092 6.451859 -2.43 0.015 -28.30633 -3.015506
_cons | 35.40444 12.77345 2.77 0.006 10.36894 60.43995
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.88725 6.463159 -2.15 0.032 -26.55481 -1.219694
_cons | 33.10852 12.79352 2.59 0.010 8.033682 58.18335
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.51965 6.456826 -2.09 0.036 -26.1748 -.864506
_cons | 33.02901 12.78018 2.58 0.010 7.980312 58.07771
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -10.54492 .9311579 -11.32 0.000 -12.36996 -8.719887
_cons | 24.97045 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .0055276 .4367435 0.01 0.990 -.850474 .8615292
_cons | 1.91917 .8255783 2.32 0.020 .3010666 3.537274
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -8.917492 23.92114 -0.37 0.709 -55.80206 37.96708
_cons | 7.662896 23.96145 0.32 0.749 -39.30068 54.62647
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.636427 17.53056 0.15 0.880 -31.72285 36.9957
_cons | 5.805371 24.56324 0.24 0.813 -42.33769 53.94843
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 1.644199 17.53414 0.09 0.925 -32.72208 36.01047
_cons | 5.248955 24.5706 0.21 0.831 -42.90854 53.40645
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.059764 1.688658 -2.40 0.016 -7.369473 -.7500547
_cons | 7.769925 2.579923 3.01 0.003 2.713369 12.82648
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .9372922 1.325509 0.71 0.479 -1.660658 3.535242
_cons | 2.404886 2.36682 1.02 0.310 -2.233997 7.043768
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.468872 2.305034 1.94 0.053 -.048911 8.986656
_cons | -5.534934 4.450909 -1.24 0.214 -14.25855 3.188687
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.940947 4.69843 1.05 0.293 -4.267807 14.1497
_cons | -7.739102 9.313661 -0.83 0.406 -25.99354 10.51534
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.797843 10.6579 0.45 0.653 -16.09126 25.68695
_cons | -9.299512 21.26372 -0.44 0.662 -50.97564 32.37662
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .3189306 5.080483 0.06 0.950 -9.638632 10.27649
_cons | 5.302082 9.947487 0.53 0.594 -14.19463 24.7988
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -1.894999 5.081587 -0.37 0.709 -11.85473 8.064729
_cons | 7.80586 9.944713 0.78 0.432 -11.68542 27.29714
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -2.088631 5.084468 -0.41 0.681 -12.05401 7.876743
_cons | 7.774883 9.948686 0.78 0.435 -11.72418 27.27395
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -1.584115 5.090251 -0.31 0.756 -11.56082 8.392593
_cons | 6.738653 9.960356 0.68 0.499 -12.78329 26.26059
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -1.950926 5.085005 -0.38 0.701 -11.91735 8.015501
_cons | 7.551094 9.950077 0.76 0.448 -11.9507 27.05289
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 5.508241 11.50349 0.48 0.632 -17.03819 28.05467
_cons | -1.587515 16.68539 -0.10 0.924 -34.29028 31.11525
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -5.037105 12.34022 -0.41 0.683 -29.2235 19.14929
_cons | 12.79301 17.19228 0.74 0.457 -20.90324 46.48926
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.703264 11.48126 0.15 0.882 -20.79958 24.20611
_cons | 3.95608 16.59971 0.24 0.812 -28.57876 36.49092
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -6.243468 35.52503 -0.18 0.860 -75.87125 63.38432
_cons | 10.10806 37.52684 0.27 0.788 -63.44319 83.65932
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -7.470065 49.58171 -0.15 0.880 -104.6484 89.7083
_cons | 9.152773 49.57744 0.18 0.854 -88.01722 106.3228
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 16.82108 28.50975 0.59 0.555 -39.05701 72.69916
_cons | -26.10737 49.63669 -0.53 0.599 -123.3935 71.17876
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -11.79856 .5020364 -23.50 0.000 -12.78253 -10.81458
_cons | 28.87355 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.31801 1.093536 -13.09 0.000 -16.4613 -12.17471
_cons | 34.04653 1.940971 17.54 0.000 30.2423 37.85076
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.26184 1.129118 -12.63 0.000 -16.47487 -12.04881
_cons | 33.58347 2.019515 16.63 0.000 29.62529 37.54164
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -15.95763 1.14292 -13.96 0.000 -18.19771 -13.71755
_cons | 36.32556 2.04619 17.75 0.000 32.31511 40.33602
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -16.57511 1.142408 -14.51 0.000 -18.81419 -14.33603
_cons | 35.92597 2.007568 17.90 0.000 31.99121 39.86073
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .3863937 .3227319 1.20 0.231 -.2461491 1.018937
_cons | .9114024 .6174304 1.48 0.140 -.298739 2.121544
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.0627346 .5788506 -0.11 0.914 -1.197261 1.071792
_cons | -1.122027 1.098385 -1.02 0.307 -3.274822 1.030768
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 3.800449 1.617776 2.35 0.019 .6296671 6.971231
_cons | -.6676068 2.139555 -0.31 0.755 -4.861058 3.525844
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 2.968932 1.569126 1.89 0.058 -.1064984 6.044363
_cons | -.2480129 1.985604 -0.12 0.901 -4.139725 3.6437
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.271379 3.24696 1.32 0.188 -2.092545 10.6353
_cons | -4.178424 6.459779 -0.65 0.518 -16.83936 8.482511
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.338938 2.362281 -0.57 0.571 -5.968923 3.291048
_cons | 5.596707 4.675603 1.20 0.231 -3.567307 14.76072
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.90199 7.454022 -1.46 0.144 -25.5116 3.707627
_cons | 15.96275 8.45325 1.89 0.059 -.6053162 32.53082
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.89897 5.825622 -1.87 0.061 -22.31698 .5190356
_cons | 16.51958 7.049477 2.34 0.019 2.702854 30.3363
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.59927 7.187484 -1.47 0.140 -24.68648 3.487937
_cons | 15.43896 8.226734 1.88 0.061 -.6851475 31.56306
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .4796001 1.682369 0.29 0.776 -2.817783 3.776983
_cons | 3.912436 3.352999 1.17 0.243 -2.659321 10.48419
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .2572926 1.441676 0.18 0.858 -2.56834 3.082925
_cons | 3.254072 2.826144 1.15 0.250 -2.285068 8.793212
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .5199424 1.229801 0.42 0.672 -1.890423 2.930308
_cons | 2.43811 2.411827 1.01 0.312 -2.288984 7.165203
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -.4868297 1.354196 -0.36 0.719 -3.141005 2.167346
_cons | 4.636992 2.666129 1.74 0.082 -.5885255 9.86251
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 1.612792 .3450369 4.67 0.000 .9365316 2.289052
_cons | .6669107 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .8381205 1.252786 0.67 0.503 -1.617294 3.293535
_cons | .4059092 2.366873 0.17 0.864 -4.233076 5.044895
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.645768 .6980765 2.36 0.018 .2775632 3.013973
_cons | 1.20535 1.158244 1.04 0.298 -1.064767 3.475467
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.029397 .7192643 1.43 0.152 -.3803346 2.439129
_cons | 1.23856 1.202522 1.03 0.303 -1.11834 3.595459
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 2.507002 .8965422 2.80 0.005 .7498113 4.264192
_cons | -2.793529 1.596527 -1.75 0.080 -5.922664 .3356053
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -2.620311 10.36738 -0.25 0.800 -22.94001 17.69939
_cons | 9.815703 15.42689 0.64 0.525 -20.42044 40.05185
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -95.90979 . . . . .
_cons | -206.3886 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | .499864 .8546203 0.58 0.559 -1.175161 2.174889
_cons | 1.027417 1.478347 0.69 0.487 -1.870089 3.924923
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 1.000586 .7966026 1.26 0.209 -.5607267 2.561898
_cons | 2.09691 1.369529 1.53 0.126 -.5873172 4.781137
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | .7751075 .7897602 0.98 0.326 -.7727941 2.323009
_cons | 2.705613 1.353643 2.00 0.046 .0525209 5.358705
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | .8980297 .7999644 1.12 0.262 -.6698718 2.465931
_cons | 2.318314 1.377511 1.68 0.092 -.3815579 5.018185
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .7853582 .8518009 0.92 0.357 -.8841409 2.454857
_cons | 1.020275 1.485114 0.69 0.492 -1.890495 3.931044
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .211092 .2191274 0.96 0.335 -.2183899 .6405739
_cons | 1.255901 .4049735 3.10 0.002 .4621676 2.049635
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.0753867 .394085 -0.19 0.848 -.8477791 .6970056
_cons | -.9951416 .7358868 -1.35 0.176 -2.437453 .44717
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -15.7405 2.315043 -6.80 0.000 -20.2779 -11.20309
_cons | 36.85547 4.602426 8.01 0.000 27.83488 45.87606
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -13.05073 .2682444 -48.65 0.000 -13.57648 -12.52498
_cons | 29.95601 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -112.6682 . . . . .
_cons | -163.9674 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .721895 1.072891 0.67 0.501 -1.380933 2.824723
_cons | 2.646928 1.897875 1.39 0.163 -1.072838 6.366694
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -.2631644 1.060081 -0.25 0.804 -2.340886 1.814557
_cons | 4.484484 1.872811 2.39 0.017 .8138419 8.155127
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -.4814121 1.067554 -0.45 0.652 -2.57378 1.610956
_cons | 4.462697 1.881822 2.37 0.018 .7743948 8.151
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.308448 1.081137 -1.21 0.226 -3.427438 .8105427
_cons | 4.740432 1.908761 2.48 0.013 .9993297 8.481535
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.925179 .3652062 5.27 0.000 1.209388 2.64097
_cons | 3.720797 .8219188 4.53 0.000 2.109866 5.331729
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 2.615801 .5186486 5.04 0.000 1.599269 3.632334
_cons | 1.471816 1.065219 1.38 0.167 -.6159736 3.559606
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .5300124 . . . . .
_cons | 5.409633 .4167457 12.98 0.000 4.592826 6.226439
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 4.891759 3.358468 1.46 0.145 -1.690716 11.47423
_cons | -3.445132 6.693126 -0.51 0.607 -16.56342 9.673153
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 1.219826 .2320554 5.26 0.000 .7650053 1.674646
_cons | 4.192944 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -2.723892 4.009277 -0.68 0.497 -10.58193 5.134146
_cons | 6.134121 4.952669 1.24 0.216 -3.572932 15.84117
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | .7694879 1.819848 0.42 0.672 -2.797349 4.336325
_cons | 4.878221 3.069688 1.59 0.112 -1.138258 10.8947
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .8135595 1.822424 0.45 0.655 -2.758326 4.385445
_cons | 4.254937 3.074604 1.38 0.166 -1.771176 10.28105
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 15.17498 746.1405 0.02 0.984 -1447.234 1477.583
_cons | -27.70418 1492.28 -0.02 0.985 -2952.519 2897.11
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 1.656021 2.310866 0.72 0.474 -2.873193 6.185234
_cons | -6.050711 4.542222 -1.33 0.183 -14.9533 2.851882
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -132.8521 . . . . .
_cons | -208.7342 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -14.00023 1248.101 -0.01 0.991 -2460.233 2432.232
_cons | 28.93769 2496.202 0.01 0.991 -4863.527 4921.403
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.60482 1248.101 -0.01 0.991 -2460.837 2431.627
_cons | 32.66342 2496.201 0.01 0.990 -4859.801 4925.128
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.70346 1248.101 -0.01 0.991 -2460.936 2431.529
_cons | 33.20974 2496.201 0.01 0.989 -4859.255 4925.674
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.88869 1248.101 -0.01 0.990 -2461.121 2431.344
_cons | 33.25346 2496.201 0.01 0.989 -4859.211 4925.718
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -14.69622 1248.101 -0.01 0.991 -2460.929 2431.536
_cons | 30.86703 2496.201 0.01 0.990 -4861.598 4923.332
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.6262705 .2665265 -2.35 0.019 -1.148653 -.1038881
_cons | 2.479656 .5110402 4.85 0.000 1.478035 3.481276
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.9623065 .4481712 -2.15 0.032 -1.840706 -.0839071
_cons | .1879312 .8207365 0.23 0.819 -1.420683 1.796545
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -.2446646 1.402769 -0.17 0.862 -2.99404 2.504711
_cons | 4.994118 2.718404 1.84 0.066 -.3338559 10.32209
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | .6100624 1.417021 0.43 0.667 -2.167249 3.387373
_cons | 2.017185 2.75165 0.73 0.464 -3.375951 7.410321
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -.0769027 .4132645 -0.19 0.852 -.8868861 .7330808
_cons | 1.012486 .7707578 1.31 0.189 -.4981721 2.523143
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.1038829 .4229217 -0.25 0.806 -.9327942 .7250285
_cons | 1.616991 .744893 2.17 0.030 .1570279 3.076955
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -.1042947 .3744521 -0.28 0.781 -.8382074 .6296179
_cons | 2.245463 .6952563 3.23 0.001 .8827858 3.60814
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -.3848342 .5391662 -0.71 0.475 -1.44158 .671912
_cons | .890919 .9528813 0.93 0.350 -.9766942 2.758532
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.025547 1.011423 1.01 0.311 -.9568044 3.007899
_cons | -1.878309 2.014203 -0.93 0.351 -5.826074 2.069457
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .590654 1.389259 0.43 0.671 -2.132244 3.313552
_cons | 3.168654 2.605394 1.22 0.224 -1.937826 8.275133
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.019224 1.339611 0.76 0.447 -1.606365 3.644813
_cons | 1.688955 2.50478 0.67 0.500 -3.220324 6.598234
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .2588829 1.389289 0.19 0.852 -2.464074 2.98184
_cons | 2.886177 2.598833 1.11 0.267 -2.207441 7.979796
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .4467209 1.380625 0.32 0.746 -2.259255 3.152696
_cons | 2.232331 2.581152 0.86 0.387 -2.826634 7.291296
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .2982481 1.381758 0.22 0.829 -2.409947 3.006443
_cons | 2.801308 2.573175 1.09 0.276 -2.242022 7.844637
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .5273031 1.601661 0.33 0.742 -2.611895 3.666501
_cons | 2.020461 3.004411 0.67 0.501 -3.868076 7.908999
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.2182545 1.513021 -0.14 0.885 -3.183721 2.747212
_cons | 5.659132 2.823846 2.00 0.045 .1244951 11.19377
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .0271374 1.516749 0.02 0.986 -2.945636 2.99991
_cons | 4.615368 2.832654 1.63 0.103 -.9365325 10.16727
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 15.6272 1074.789 0.01 0.988 -2090.921 2122.175
_cons | -28.87128 2149.578 -0.01 0.989 -4241.967 4184.225
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 54401.495 Akaike's information criterion
BIC | 55580.828 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.88271081
(results lca_prueba_c3 are active now)
(results lca_prueba_c4 are active now)
LMR LT test statistic:
577.04665
P value Lo-Mendel:
0.00000000000000000
__00000B = 577.04665
__00000A = 600.39036
__00000D = 8
__00000C = 11
__000009 = 4
__000005 = 189
__000003 = -27011.748
__000008 = 3
__000004 = 144
__000002 = -27311.943
__000001 = 3789
scalars:
r(lmrt_p) = 1.76285313506e-93
r(lmrt) = 577.0466491967686
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6093.8137
Iteration 1: (class) log likelihood = -6093.8137
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29379.599
Iteration 1: (outcome) log likelihood = -29022.773
Iteration 2: (outcome) log likelihood = -28897.497
Iteration 3: (outcome) log likelihood = -28881.834
Iteration 4: (outcome) log likelihood = -28879.22
Iteration 5: (outcome) log likelihood = -28878.619
Iteration 6: (outcome) log likelihood = -28878.498
Iteration 7: (outcome) log likelihood = -28878.477
Iteration 8: (outcome) log likelihood = -28878.472
Iteration 9: (outcome) log likelihood = -28878.471
Iteration 10: (outcome) log likelihood = -28878.471 (not concave)
Iteration 11: (outcome) log likelihood = -28878.471 (not concave)
Iteration 12: (outcome) log likelihood = -28878.471 (not concave)
Iteration 13: (outcome) log likelihood = -28878.471 (not concave)
Iteration 14: (outcome) log likelihood = -28878.471 (not concave)
Iteration 15: (outcome) log likelihood = -28878.471 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34919.766
Iteration 1: (EM) log likelihood = -34784.09
Iteration 2: (EM) log likelihood = -34522.73
Iteration 3: (EM) log likelihood = -33948.768
Iteration 4: (EM) log likelihood = -32864.548
Iteration 5: (EM) log likelihood = -31819.348
Iteration 6: (EM) log likelihood = -31096.895
Iteration 7: (EM) log likelihood = -30603.68
Iteration 8: (EM) log likelihood = -30253.482
Iteration 9: (EM) log likelihood = -29990.459
Iteration 10: (EM) log likelihood = -29782.964
Iteration 11: (EM) log likelihood = -29624.894
Iteration 12: (EM) log likelihood = -29510.739
Iteration 13: (EM) log likelihood = -29432.306
Iteration 14: (EM) log likelihood = -29375.705
Iteration 15: (EM) log likelihood = -29337.532
Iteration 16: (EM) log likelihood = -29308.112
Iteration 17: (EM) log likelihood = -29286.802
Iteration 18: (EM) log likelihood = -29265.872
Iteration 19: (EM) log likelihood = -29247.183
Iteration 20: (EM) log likelihood = -29229.085
Iteration 21: (EM) log likelihood = -29211.964
Iteration 22: (EM) log likelihood = -29190.989
Iteration 23: (EM) log likelihood = -29170.223
Iteration 24: (EM) log likelihood = -29148.953
Iteration 25: (EM) log likelihood = -29128.143
Iteration 26: (EM) log likelihood = -29107.917
Iteration 27: (EM) log likelihood = -29086.69
Iteration 28: (EM) log likelihood = -29062.269
Iteration 29: (EM) log likelihood = -29038.367
Iteration 30: (EM) log likelihood = -29008.638
Iteration 31: (EM) log likelihood = -28982.797
Iteration 32: (EM) log likelihood = -28958.574
Iteration 33: (EM) log likelihood = -28931.323
Iteration 34: (EM) log likelihood = -28906.332
Iteration 35: (EM) log likelihood = -28882.283
Iteration 36: (EM) log likelihood = -28857.087
Iteration 37: (EM) log likelihood = -28831.559
Iteration 38: (EM) log likelihood = -28807.878
Iteration 39: (EM) log likelihood = -28786.28
Iteration 40: (EM) log likelihood = -28766.634
Iteration 41: (EM) log likelihood = -28748.839
Iteration 42: (EM) log likelihood = -28731.707
Iteration 43: (EM) log likelihood = -28713.503
Iteration 44: (EM) log likelihood = -28697.536
Iteration 45: (EM) log likelihood = -28683.99
Iteration 46: (EM) log likelihood = -28669.476
Iteration 47: (EM) log likelihood = -28656.49
Iteration 48: (EM) log likelihood = -28643.503
Iteration 49: (EM) log likelihood = -28632.583
Iteration 50: (EM) log likelihood = -28619.71
Iteration 51: (EM) log likelihood = -28606.881
Iteration 52: (EM) log likelihood = -28597.117
Iteration 53: (EM) log likelihood = -28581.935
Iteration 54: (EM) log likelihood = -28569.742
Iteration 55: (EM) log likelihood = -28559.355
Iteration 56: (EM) log likelihood = -28549.512
Iteration 57: (EM) log likelihood = -28540.701
Iteration 58: (EM) log likelihood = -28532.44
Iteration 59: (EM) log likelihood = -28524.218
Iteration 60: (EM) log likelihood = -28516.396
Iteration 61: (EM) log likelihood = -28509.902
Iteration 62: (EM) log likelihood = -28501.47
Iteration 63: (EM) log likelihood = -28494.127
Iteration 64: (EM) log likelihood = -28486.954
Iteration 65: (EM) log likelihood = -28480.376
Iteration 66: (EM) log likelihood = -28474.436
Iteration 67: (EM) log likelihood = -28468.889
Iteration 68: (EM) log likelihood = -28463.48
Iteration 69: (EM) log likelihood = -28457.377
Iteration 70: (EM) log likelihood = -28452.81
Iteration 71: (EM) log likelihood = -28445.512
Iteration 72: (EM) log likelihood = -28440.666
Iteration 73: (EM) log likelihood = -28436.294
Iteration 74: (EM) log likelihood = -28431.407
Iteration 75: (EM) log likelihood = -28425.677
Iteration 76: (EM) log likelihood = -28421.638
Iteration 77: (EM) log likelihood = -28416.775
Iteration 78: (EM) log likelihood = -28412.834
Iteration 79: (EM) log likelihood = -28409.45
Iteration 80: (EM) log likelihood = -28406.369
Iteration 81: (EM) log likelihood = -28403.192
Iteration 82: (EM) log likelihood = -28400.477
Iteration 83: (EM) log likelihood = -28397.877
Iteration 84: (EM) log likelihood = -28395.071
Iteration 85: (EM) log likelihood = -28392.564
Iteration 86: (EM) log likelihood = -28389.33
Iteration 87: (EM) log likelihood = -28386.06
Iteration 88: (EM) log likelihood = -28382.848
Iteration 89: (EM) log likelihood = -28379.843
Iteration 90: (EM) log likelihood = -28377.737
Iteration 91: (EM) log likelihood = -28375.504
Iteration 92: (EM) log likelihood = -28372.827
Iteration 93: (EM) log likelihood = -28370.006
Iteration 94: (EM) log likelihood = -28367.59
Iteration 95: (EM) log likelihood = -28366.082
Iteration 96: (EM) log likelihood = -28363.284
Iteration 97: (EM) log likelihood = -28360.372
Iteration 98: (EM) log likelihood = -28358.132
Iteration 99: (EM) log likelihood = -28355.776
Iteration 100: (EM) log likelihood = -28353.86
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.637
Iteration 1: (class) log likelihood = -6096.637
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29373.714
Iteration 1: (outcome) log likelihood = -29005.961
Iteration 2: (outcome) log likelihood = -28885.665
Iteration 3: (outcome) log likelihood = -28869.075
Iteration 4: (outcome) log likelihood = -28866.545
Iteration 5: (outcome) log likelihood = -28865.981
Iteration 6: (outcome) log likelihood = -28865.869
Iteration 7: (outcome) log likelihood = -28865.849
Iteration 8: (outcome) log likelihood = -28865.845
Iteration 9: (outcome) log likelihood = -28865.844 (not concave)
Iteration 10: (outcome) log likelihood = -28865.844 (not concave)
Iteration 11: (outcome) log likelihood = -28865.844 (not concave)
Iteration 12: (outcome) log likelihood = -28865.844 (not concave)
Iteration 13: (outcome) log likelihood = -28865.844 (not concave)
Iteration 14: (outcome) log likelihood = -28865.844 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34928.555
Iteration 1: (EM) log likelihood = -34831.048
Iteration 2: (EM) log likelihood = -34596.747
Iteration 3: (EM) log likelihood = -34051.504
Iteration 4: (EM) log likelihood = -33028.37
Iteration 5: (EM) log likelihood = -31992.931
Iteration 6: (EM) log likelihood = -31256.498
Iteration 7: (EM) log likelihood = -30739.963
Iteration 8: (EM) log likelihood = -30380.338
Iteration 9: (EM) log likelihood = -30112.876
Iteration 10: (EM) log likelihood = -29892.211
Iteration 11: (EM) log likelihood = -29720.262
Iteration 12: (EM) log likelihood = -29580.022
Iteration 13: (EM) log likelihood = -29471.815
Iteration 14: (EM) log likelihood = -29385.338
Iteration 15: (EM) log likelihood = -29315.549
Iteration 16: (EM) log likelihood = -29258.561
Iteration 17: (EM) log likelihood = -29207.762
Iteration 18: (EM) log likelihood = -29163.629
Iteration 19: (EM) log likelihood = -29125.429
Iteration 20: (EM) log likelihood = -29097.42
Iteration 21: (EM) log likelihood = -29070.909
Iteration 22: (EM) log likelihood = -29050.054
Iteration 23: (EM) log likelihood = -29028.912
Iteration 24: (EM) log likelihood = -29013.174
Iteration 25: (EM) log likelihood = -28996.699
Iteration 26: (EM) log likelihood = -28982.964
Iteration 27: (EM) log likelihood = -28970.324
Iteration 28: (EM) log likelihood = -28956.764
Iteration 29: (EM) log likelihood = -28941.098
Iteration 30: (EM) log likelihood = -28928.552
Iteration 31: (EM) log likelihood = -28914.881
Iteration 32: (EM) log likelihood = -28898.237
Iteration 33: (EM) log likelihood = -28883.926
Iteration 34: (EM) log likelihood = -28868.987
Iteration 35: (EM) log likelihood = -28855.726
Iteration 36: (EM) log likelihood = -28842.202
Iteration 37: (EM) log likelihood = -28825.688
Iteration 38: (EM) log likelihood = -28811.515
Iteration 39: (EM) log likelihood = -28797.36
Iteration 40: (EM) log likelihood = -28782.146
Iteration 41: (EM) log likelihood = -28763.92
Iteration 42: (EM) log likelihood = -28745.151
Iteration 43: (EM) log likelihood = -28727.896
Iteration 44: (EM) log likelihood = -28710.095
Iteration 45: (EM) log likelihood = -28691.194
Iteration 46: (EM) log likelihood = -28674.768
Iteration 47: (EM) log likelihood = -28657.73
Iteration 48: (EM) log likelihood = -28641.545
Iteration 49: (EM) log likelihood = -28627.001
Iteration 50: (EM) log likelihood = -28611.109
Iteration 51: (EM) log likelihood = -28597.199
Iteration 52: (EM) log likelihood = -28585.047
Iteration 53: (EM) log likelihood = -28568.487
Iteration 54: (EM) log likelihood = -28556.224
Iteration 55: (EM) log likelihood = -28544.503
Iteration 56: (EM) log likelihood = -28534.343
Iteration 57: (EM) log likelihood = -28525.277
Iteration 58: (EM) log likelihood = -28516.382
Iteration 59: (EM) log likelihood = -28504.091
Iteration 60: (EM) log likelihood = -28494.797
Iteration 61: (EM) log likelihood = -28486.019
Iteration 62: (EM) log likelihood = -28477.859
Iteration 63: (EM) log likelihood = -28470.547
Iteration 64: (EM) log likelihood = -28463.683
Iteration 65: (EM) log likelihood = -28456.678
Iteration 66: (EM) log likelihood = -28450.394
Iteration 67: (EM) log likelihood = -28444.612
Iteration 68: (EM) log likelihood = -28439.236
Iteration 69: (EM) log likelihood = -28433.293
Iteration 70: (EM) log likelihood = -28427.999
Iteration 71: (EM) log likelihood = -28422.981
Iteration 72: (EM) log likelihood = -28417.621
Iteration 73: (EM) log likelihood = -28412.338
Iteration 74: (EM) log likelihood = -28405.416
Iteration 75: (EM) log likelihood = -28399.528
Iteration 76: (EM) log likelihood = -28393.721
Iteration 77: (EM) log likelihood = -28387.88
Iteration 78: (EM) log likelihood = -28382.081
Iteration 79: (EM) log likelihood = -28375.022
Iteration 80: (EM) log likelihood = -28368.472
Iteration 81: (EM) log likelihood = -28362.727
Iteration 82: (EM) log likelihood = -28357.212
Iteration 83: (EM) log likelihood = -28351.787
Iteration 84: (EM) log likelihood = -28346.585
Iteration 85: (EM) log likelihood = -28341.459
Iteration 86: (EM) log likelihood = -28336.373
Iteration 87: (EM) log likelihood = -28330.303
Iteration 88: (EM) log likelihood = -28324.918
Iteration 89: (EM) log likelihood = -28319.951
Iteration 90: (EM) log likelihood = -28315.247
Iteration 91: (EM) log likelihood = -28310.342
Iteration 92: (EM) log likelihood = -28305.394
Iteration 93: (EM) log likelihood = -28300.137
Iteration 94: (EM) log likelihood = -28294.354
Iteration 95: (EM) log likelihood = -28289.06
Iteration 96: (EM) log likelihood = -28283.058
Iteration 97: (EM) log likelihood = -28277.254
Iteration 98: (EM) log likelihood = -28271.638
Iteration 99: (EM) log likelihood = -28266.252
Iteration 100: (EM) log likelihood = -28261.596
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6093.0287
Iteration 1: (class) log likelihood = -6093.0287
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29357.894
Iteration 1: (outcome) log likelihood = -28964.839
Iteration 2: (outcome) log likelihood = -28880.3
Iteration 3: (outcome) log likelihood = -28870.451
Iteration 4: (outcome) log likelihood = -28868.311
Iteration 5: (outcome) log likelihood = -28867.787
Iteration 6: (outcome) log likelihood = -28867.679
Iteration 7: (outcome) log likelihood = -28867.656
Iteration 8: (outcome) log likelihood = -28867.651
Iteration 9: (outcome) log likelihood = -28867.65
Iteration 10: (outcome) log likelihood = -28867.65 (not concave)
Iteration 11: (outcome) log likelihood = -28867.65 (not concave)
Iteration 12: (outcome) log likelihood = -28867.65 (not concave)
Iteration 13: (outcome) log likelihood = -28867.65 (not concave)
Iteration 14: (outcome) log likelihood = -28867.65 (not concave)
Iteration 15: (outcome) log likelihood = -28867.65 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34897.792
Iteration 1: (EM) log likelihood = -34714.014
Iteration 2: (EM) log likelihood = -34229.861
Iteration 3: (EM) log likelihood = -33349.53
Iteration 4: (EM) log likelihood = -32371.37
Iteration 5: (EM) log likelihood = -31585.068
Iteration 6: (EM) log likelihood = -30989.442
Iteration 7: (EM) log likelihood = -30545.475
Iteration 8: (EM) log likelihood = -30203.438
Iteration 9: (EM) log likelihood = -29937.772
Iteration 10: (EM) log likelihood = -29708.936
Iteration 11: (EM) log likelihood = -29517.651
Iteration 12: (EM) log likelihood = -29371.782
Iteration 13: (EM) log likelihood = -29264.422
Iteration 14: (EM) log likelihood = -29187.345
Iteration 15: (EM) log likelihood = -29130.934
Iteration 16: (EM) log likelihood = -29087.926
Iteration 17: (EM) log likelihood = -29053.503
Iteration 18: (EM) log likelihood = -29023.565
Iteration 19: (EM) log likelihood = -28998.03
Iteration 20: (EM) log likelihood = -28974.306
Iteration 21: (EM) log likelihood = -28949.447
Iteration 22: (EM) log likelihood = -28928.661
Iteration 23: (EM) log likelihood = -28908.82
Iteration 24: (EM) log likelihood = -28889.004
Iteration 25: (EM) log likelihood = -28867.364
Iteration 26: (EM) log likelihood = -28849.599
Iteration 27: (EM) log likelihood = -28833.751
Iteration 28: (EM) log likelihood = -28819.639
Iteration 29: (EM) log likelihood = -28805.792
Iteration 30: (EM) log likelihood = -28792.514
Iteration 31: (EM) log likelihood = -28780.678
Iteration 32: (EM) log likelihood = -28768.753
Iteration 33: (EM) log likelihood = -28757.585
Iteration 34: (EM) log likelihood = -28746.322
Iteration 35: (EM) log likelihood = -28735.48
Iteration 36: (EM) log likelihood = -28724.874
Iteration 37: (EM) log likelihood = -28714.453
Iteration 38: (EM) log likelihood = -28703.855
Iteration 39: (EM) log likelihood = -28694.689
Iteration 40: (EM) log likelihood = -28686.329
Iteration 41: (EM) log likelihood = -28679.01
Iteration 42: (EM) log likelihood = -28671.99
Iteration 43: (EM) log likelihood = -28665.77
Iteration 44: (EM) log likelihood = -28660.535
Iteration 45: (EM) log likelihood = -28655.975
Iteration 46: (EM) log likelihood = -28652.314
Iteration 47: (EM) log likelihood = -28648.731
Iteration 48: (EM) log likelihood = -28646.177
Iteration 49: (EM) log likelihood = -28643.639
Iteration 50: (EM) log likelihood = -28641.04
Iteration 51: (EM) log likelihood = -28638.072
Iteration 52: (EM) log likelihood = -28635.568
Iteration 53: (EM) log likelihood = -28633.665
Iteration 54: (EM) log likelihood = -28631.965
Iteration 55: (EM) log likelihood = -28630.534
Iteration 56: (EM) log likelihood = -28628.852
Iteration 57: (EM) log likelihood = -28627.531
Iteration 58: (EM) log likelihood = -28625.978
Iteration 59: (EM) log likelihood = -28624.492
Iteration 60: (EM) log likelihood = -28622.995
Iteration 61: (EM) log likelihood = -28621.688
Iteration 62: (EM) log likelihood = -28620.263
Iteration 63: (EM) log likelihood = -28618.567
Iteration 64: (EM) log likelihood = -28616.943
Iteration 65: (EM) log likelihood = -28615.017
Iteration 66: (EM) log likelihood = -28613.441
Iteration 67: (EM) log likelihood = -28611.938
Iteration 68: (EM) log likelihood = -28610.632
Iteration 69: (EM) log likelihood = -28609.392
Iteration 70: (EM) log likelihood = -28607.918
Iteration 71: (EM) log likelihood = -28604.597
Iteration 72: (EM) log likelihood = -28599.187
Iteration 73: (EM) log likelihood = -28596.377
Iteration 74: (EM) log likelihood = -28593.549
Iteration 75: (EM) log likelihood = -28591.18
Iteration 76: (EM) log likelihood = -28589.184
Iteration 77: (EM) log likelihood = -28585.631
Iteration 78: (EM) log likelihood = -28582.352
Iteration 79: (EM) log likelihood = -28580.811
Iteration 80: (EM) log likelihood = -28578.569
Iteration 81: (EM) log likelihood = -28576.962
Iteration 82: (EM) log likelihood = -28574.426
Iteration 83: (EM) log likelihood = -28572.743
Iteration 84: (EM) log likelihood = -28571.731
Iteration 85: (EM) log likelihood = -28570.111
Iteration 86: (EM) log likelihood = -28567.615
Iteration 87: (EM) log likelihood = -28565.383
Iteration 88: (EM) log likelihood = -28561.771
Iteration 89: (EM) log likelihood = -28558.936
Iteration 90: (EM) log likelihood = -28555.628
Iteration 91: (EM) log likelihood = -28553.197
Iteration 92: (EM) log likelihood = -28550.8
Iteration 93: (EM) log likelihood = -28548.984
Iteration 94: (EM) log likelihood = -28546.599
Iteration 95: (EM) log likelihood = -28542.135
Iteration 96: (EM) log likelihood = -28541.155
Iteration 97: (EM) log likelihood = -28539.669
Iteration 98: (EM) log likelihood = -28538.382
Iteration 99: (EM) log likelihood = -28536.992
Iteration 100: (EM) log likelihood = -28535.102
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.3148
Iteration 1: (class) log likelihood = -6096.3148
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29376.846
Iteration 1: (outcome) log likelihood = -29032.947
Iteration 2: (outcome) log likelihood = -28910.009
Iteration 3: (outcome) log likelihood = -28893.296
Iteration 4: (outcome) log likelihood = -28890.607
Iteration 5: (outcome) log likelihood = -28890.017
Iteration 6: (outcome) log likelihood = -28889.904
Iteration 7: (outcome) log likelihood = -28889.88
Iteration 8: (outcome) log likelihood = -28889.874
Iteration 9: (outcome) log likelihood = -28889.873 (not concave)
Iteration 10: (outcome) log likelihood = -28889.873 (not concave)
Iteration 11: (outcome) log likelihood = -28889.873 (not concave)
Iteration 12: (outcome) log likelihood = -28889.873 (not concave)
Iteration 13: (outcome) log likelihood = -28889.873 (not concave)
Iteration 14: (outcome) log likelihood = -28889.873 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34974.573
Iteration 1: (EM) log likelihood = -34923.458
Iteration 2: (EM) log likelihood = -34749.664
Iteration 3: (EM) log likelihood = -34265.39
Iteration 4: (EM) log likelihood = -33409.54
Iteration 5: (EM) log likelihood = -32414.31
Iteration 6: (EM) log likelihood = -31535.994
Iteration 7: (EM) log likelihood = -30878.071
Iteration 8: (EM) log likelihood = -30427.792
Iteration 9: (EM) log likelihood = -30132.189
Iteration 10: (EM) log likelihood = -29929.591
Iteration 11: (EM) log likelihood = -29774.506
Iteration 12: (EM) log likelihood = -29640.184
Iteration 13: (EM) log likelihood = -29529.966
Iteration 14: (EM) log likelihood = -29440.887
Iteration 15: (EM) log likelihood = -29363.257
Iteration 16: (EM) log likelihood = -29304.722
Iteration 17: (EM) log likelihood = -29253.875
Iteration 18: (EM) log likelihood = -29211.411
Iteration 19: (EM) log likelihood = -29171.569
Iteration 20: (EM) log likelihood = -29133.822
Iteration 21: (EM) log likelihood = -29098.659
Iteration 22: (EM) log likelihood = -29063.361
Iteration 23: (EM) log likelihood = -29032.295
Iteration 24: (EM) log likelihood = -29002.081
Iteration 25: (EM) log likelihood = -28971.307
Iteration 26: (EM) log likelihood = -28940.488
Iteration 27: (EM) log likelihood = -28907.03
Iteration 28: (EM) log likelihood = -28873.172
Iteration 29: (EM) log likelihood = -28837.469
Iteration 30: (EM) log likelihood = -28800.056
Iteration 31: (EM) log likelihood = -28757.44
Iteration 32: (EM) log likelihood = -28710.316
Iteration 33: (EM) log likelihood = -28663.903
Iteration 34: (EM) log likelihood = -28615.846
Iteration 35: (EM) log likelihood = -28576.692
Iteration 36: (EM) log likelihood = -28538.614
Iteration 37: (EM) log likelihood = -28503.528
Iteration 38: (EM) log likelihood = -28477.944
Iteration 39: (EM) log likelihood = -28454.119
Iteration 40: (EM) log likelihood = -28434.812
Iteration 41: (EM) log likelihood = -28416.06
Iteration 42: (EM) log likelihood = -28400.585
Iteration 43: (EM) log likelihood = -28387.091
Iteration 44: (EM) log likelihood = -28374.244
Iteration 45: (EM) log likelihood = -28362.614
Iteration 46: (EM) log likelihood = -28352.253
Iteration 47: (EM) log likelihood = -28341.471
Iteration 48: (EM) log likelihood = -28332.018
Iteration 49: (EM) log likelihood = -28323.889
Iteration 50: (EM) log likelihood = -28314.579
Iteration 51: (EM) log likelihood = -28306.038
Iteration 52: (EM) log likelihood = -28296.598
Iteration 53: (EM) log likelihood = -28288.864
Iteration 54: (EM) log likelihood = -28281.925
Iteration 55: (EM) log likelihood = -28275.806
Iteration 56: (EM) log likelihood = -28270.033
Iteration 57: (EM) log likelihood = -28264.504
Iteration 58: (EM) log likelihood = -28259.332
Iteration 59: (EM) log likelihood = -28253.766
Iteration 60: (EM) log likelihood = -28245.294
Iteration 61: (EM) log likelihood = -28239.466
Iteration 62: (EM) log likelihood = -28233.446
Iteration 63: (EM) log likelihood = -28228.801
Iteration 64: (EM) log likelihood = -28223.909
Iteration 65: (EM) log likelihood = -28218.715
Iteration 66: (EM) log likelihood = -28214.083
Iteration 67: (EM) log likelihood = -28209.745
Iteration 68: (EM) log likelihood = -28205.884
Iteration 69: (EM) log likelihood = -28202.632
Iteration 70: (EM) log likelihood = -28199.607
Iteration 71: (EM) log likelihood = -28196.981
Iteration 72: (EM) log likelihood = -28194.153
Iteration 73: (EM) log likelihood = -28191.503
Iteration 74: (EM) log likelihood = -28188.845
Iteration 75: (EM) log likelihood = -28186.477
Iteration 76: (EM) log likelihood = -28184.445
Iteration 77: (EM) log likelihood = -28182.355
Iteration 78: (EM) log likelihood = -28180.408
Iteration 79: (EM) log likelihood = -28178.367
Iteration 80: (EM) log likelihood = -28174.082
Iteration 81: (EM) log likelihood = -28171.275
Iteration 82: (EM) log likelihood = -28168.736
Iteration 83: (EM) log likelihood = -28166.575
Iteration 84: (EM) log likelihood = -28164.598
Iteration 85: (EM) log likelihood = -28162.74
Iteration 86: (EM) log likelihood = -28161.137
Iteration 87: (EM) log likelihood = -28159.552
Iteration 88: (EM) log likelihood = -28158.013
Iteration 89: (EM) log likelihood = -28156.538
Iteration 90: (EM) log likelihood = -28155.081
Iteration 91: (EM) log likelihood = -28148.38
Iteration 92: (EM) log likelihood = -28146.543
Iteration 93: (EM) log likelihood = -28144.927
Iteration 94: (EM) log likelihood = -28143.4
Iteration 95: (EM) log likelihood = -28142.439
Iteration 96: (EM) log likelihood = -28140.978
Iteration 97: (EM) log likelihood = -28139.521
Iteration 98: (EM) log likelihood = -28135.872
Iteration 99: (EM) log likelihood = -28133.984
Iteration 100: (EM) log likelihood = -28132.538
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.8859
Iteration 1: (class) log likelihood = -6097.8859
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29346.032
Iteration 1: (outcome) log likelihood = -28988.431
Iteration 2: (outcome) log likelihood = -28902.689
Iteration 3: (outcome) log likelihood = -28888.088
Iteration 4: (outcome) log likelihood = -28885.926
Iteration 5: (outcome) log likelihood = -28885.48
Iteration 6: (outcome) log likelihood = -28885.38
Iteration 7: (outcome) log likelihood = -28885.356
Iteration 8: (outcome) log likelihood = -28885.351
Iteration 9: (outcome) log likelihood = -28885.35
Iteration 10: (outcome) log likelihood = -28885.349 (not concave)
Iteration 11: (outcome) log likelihood = -28885.349 (not concave)
Iteration 12: (outcome) log likelihood = -28885.349 (not concave)
Iteration 13: (outcome) log likelihood = -28885.349 (not concave)
Iteration 14: (outcome) log likelihood = -28885.349 (not concave)
Iteration 15: (outcome) log likelihood = -28885.349 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34932.268
Iteration 1: (EM) log likelihood = -34754.502
Iteration 2: (EM) log likelihood = -34260.195
Iteration 3: (EM) log likelihood = -33373.42
Iteration 4: (EM) log likelihood = -32365.446
Iteration 5: (EM) log likelihood = -31518.248
Iteration 6: (EM) log likelihood = -30899.424
Iteration 7: (EM) log likelihood = -30459.67
Iteration 8: (EM) log likelihood = -30145.784
Iteration 9: (EM) log likelihood = -29917.836
Iteration 10: (EM) log likelihood = -29753.745
Iteration 11: (EM) log likelihood = -29635.604
Iteration 12: (EM) log likelihood = -29561.443
Iteration 13: (EM) log likelihood = -29503.563
Iteration 14: (EM) log likelihood = -29463.256
Iteration 15: (EM) log likelihood = -29426.556
Iteration 16: (EM) log likelihood = -29393.832
Iteration 17: (EM) log likelihood = -29362.863
Iteration 18: (EM) log likelihood = -29332.824
Iteration 19: (EM) log likelihood = -29304.512
Iteration 20: (EM) log likelihood = -29274.769
Iteration 21: (EM) log likelihood = -29245.222
Iteration 22: (EM) log likelihood = -29215.659
Iteration 23: (EM) log likelihood = -29187.531
Iteration 24: (EM) log likelihood = -29157.134
Iteration 25: (EM) log likelihood = -29125.918
Iteration 26: (EM) log likelihood = -29089.387
Iteration 27: (EM) log likelihood = -29053.398
Iteration 28: (EM) log likelihood = -29023.226
Iteration 29: (EM) log likelihood = -28992.781
Iteration 30: (EM) log likelihood = -28962.964
Iteration 31: (EM) log likelihood = -28935.139
Iteration 32: (EM) log likelihood = -28905.651
Iteration 33: (EM) log likelihood = -28880.828
Iteration 34: (EM) log likelihood = -28861.722
Iteration 35: (EM) log likelihood = -28847.753
Iteration 36: (EM) log likelihood = -28836.799
Iteration 37: (EM) log likelihood = -28827.396
Iteration 38: (EM) log likelihood = -28820.722
Iteration 39: (EM) log likelihood = -28814.457
Iteration 40: (EM) log likelihood = -28808.127
Iteration 41: (EM) log likelihood = -28801.174
Iteration 42: (EM) log likelihood = -28796.502
Iteration 43: (EM) log likelihood = -28791.488
Iteration 44: (EM) log likelihood = -28787.934
Iteration 45: (EM) log likelihood = -28784.275
Iteration 46: (EM) log likelihood = -28781.056
Iteration 47: (EM) log likelihood = -28777.555
Iteration 48: (EM) log likelihood = -28772.192
Iteration 49: (EM) log likelihood = -28768.531
Iteration 50: (EM) log likelihood = -28764.871
Iteration 51: (EM) log likelihood = -28761.224
Iteration 52: (EM) log likelihood = -28757.413
Iteration 53: (EM) log likelihood = -28753.656
Iteration 54: (EM) log likelihood = -28749.924
Iteration 55: (EM) log likelihood = -28745.634
Iteration 56: (EM) log likelihood = -28741.912
Iteration 57: (EM) log likelihood = -28739.076
Iteration 58: (EM) log likelihood = -28735.937
Iteration 59: (EM) log likelihood = -28732.625
Iteration 60: (EM) log likelihood = -28729.474
Iteration 61: (EM) log likelihood = -28725.962
Iteration 62: (EM) log likelihood = -28722.345
Iteration 63: (EM) log likelihood = -28717.471
Iteration 64: (EM) log likelihood = -28712.162
Iteration 65: (EM) log likelihood = -28707.967
Iteration 66: (EM) log likelihood = -28703.575
Iteration 67: (EM) log likelihood = -28698.902
Iteration 68: (EM) log likelihood = -28694.926
Iteration 69: (EM) log likelihood = -28691.817
Iteration 70: (EM) log likelihood = -28688.081
Iteration 71: (EM) log likelihood = -28684.93
Iteration 72: (EM) log likelihood = -28682.277
Iteration 73: (EM) log likelihood = -28679.822
Iteration 74: (EM) log likelihood = -28676.529
Iteration 75: (EM) log likelihood = -28674.777
Iteration 76: (EM) log likelihood = -28672.972
Iteration 77: (EM) log likelihood = -28670.707
Iteration 78: (EM) log likelihood = -28668.827
Iteration 79: (EM) log likelihood = -28663.941
Iteration 80: (EM) log likelihood = -28661.663
Iteration 81: (EM) log likelihood = -28659.789
Iteration 82: (EM) log likelihood = -28658.501
Iteration 83: (EM) log likelihood = -28657.331
Iteration 84: (EM) log likelihood = -28655.933
Iteration 85: (EM) log likelihood = -28654.75
Iteration 86: (EM) log likelihood = -28653.504
Iteration 87: (EM) log likelihood = -28652.145
Iteration 88: (EM) log likelihood = -28650.888
Iteration 89: (EM) log likelihood = -28649.965
Iteration 90: (EM) log likelihood = -28648.167
Iteration 91: (EM) log likelihood = -28644.979
Iteration 92: (EM) log likelihood = -28642.754
Iteration 93: (EM) log likelihood = -28641.013
Iteration 94: (EM) log likelihood = -28639.482
Iteration 95: (EM) log likelihood = -28637.782
Iteration 96: (EM) log likelihood = -28636.531
Iteration 97: (EM) log likelihood = -28635.25
Iteration 98: (EM) log likelihood = -28634.06
Iteration 99: (EM) log likelihood = -28632.651
Iteration 100: (EM) log likelihood = -28631.625
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.5533
Iteration 1: (class) log likelihood = -6095.5533
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29375.488
Iteration 1: (outcome) log likelihood = -28988.97
Iteration 2: (outcome) log likelihood = -28909.541
Iteration 3: (outcome) log likelihood = -28899.479
Iteration 4: (outcome) log likelihood = -28897.303
Iteration 5: (outcome) log likelihood = -28896.829
Iteration 6: (outcome) log likelihood = -28896.722
Iteration 7: (outcome) log likelihood = -28896.705
Iteration 8: (outcome) log likelihood = -28896.703
Iteration 9: (outcome) log likelihood = -28896.703 (not concave)
Iteration 10: (outcome) log likelihood = -28896.703 (not concave)
Iteration 11: (outcome) log likelihood = -28896.703 (not concave)
Iteration 12: (outcome) log likelihood = -28896.703 (not concave)
Iteration 13: (outcome) log likelihood = -28896.703 (not concave)
Iteration 14: (outcome) log likelihood = -28896.703 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34960.916
Iteration 1: (EM) log likelihood = -34866.517
Iteration 2: (EM) log likelihood = -34652.735
Iteration 3: (EM) log likelihood = -34256.458
Iteration 4: (EM) log likelihood = -33555.086
Iteration 5: (EM) log likelihood = -32536.152
Iteration 6: (EM) log likelihood = -31628.552
Iteration 7: (EM) log likelihood = -31051.152
Iteration 8: (EM) log likelihood = -30692.802
Iteration 9: (EM) log likelihood = -30434.077
Iteration 10: (EM) log likelihood = -30203.595
Iteration 11: (EM) log likelihood = -29981.333
Iteration 12: (EM) log likelihood = -29780.075
Iteration 13: (EM) log likelihood = -29605.645
Iteration 14: (EM) log likelihood = -29466.718
Iteration 15: (EM) log likelihood = -29360.487
Iteration 16: (EM) log likelihood = -29274.859
Iteration 17: (EM) log likelihood = -29207.496
Iteration 18: (EM) log likelihood = -29148.361
Iteration 19: (EM) log likelihood = -29098.687
Iteration 20: (EM) log likelihood = -29051.304
Iteration 21: (EM) log likelihood = -29007.37
Iteration 22: (EM) log likelihood = -28968.309
Iteration 23: (EM) log likelihood = -28933.523
Iteration 24: (EM) log likelihood = -28900.042
Iteration 25: (EM) log likelihood = -28870.784
Iteration 26: (EM) log likelihood = -28843.293
Iteration 27: (EM) log likelihood = -28817.308
Iteration 28: (EM) log likelihood = -28792.014
Iteration 29: (EM) log likelihood = -28768.166
Iteration 30: (EM) log likelihood = -28744.803
Iteration 31: (EM) log likelihood = -28714.65
Iteration 32: (EM) log likelihood = -28697.438
Iteration 33: (EM) log likelihood = -28678.329
Iteration 34: (EM) log likelihood = -28663.078
Iteration 35: (EM) log likelihood = -28649.06
Iteration 36: (EM) log likelihood = -28636.609
Iteration 37: (EM) log likelihood = -28623.877
Iteration 38: (EM) log likelihood = -28610.969
Iteration 39: (EM) log likelihood = -28599.308
Iteration 40: (EM) log likelihood = -28587.273
Iteration 41: (EM) log likelihood = -28576.477
Iteration 42: (EM) log likelihood = -28567.131
Iteration 43: (EM) log likelihood = -28553.95
Iteration 44: (EM) log likelihood = -28545.947
Iteration 45: (EM) log likelihood = -28538.169
Iteration 46: (EM) log likelihood = -28528.036
Iteration 47: (EM) log likelihood = -28522.508
Iteration 48: (EM) log likelihood = -28513.292
Iteration 49: (EM) log likelihood = -28507.036
Iteration 50: (EM) log likelihood = -28501.031
Iteration 51: (EM) log likelihood = -28491.971
Iteration 52: (EM) log likelihood = -28486.954
Iteration 53: (EM) log likelihood = -28478.957
Iteration 54: (EM) log likelihood = -28469.368
Iteration 55: (EM) log likelihood = -28458.347
Iteration 56: (EM) log likelihood = -28449.597
Iteration 57: (EM) log likelihood = -28443.327
Iteration 58: (EM) log likelihood = -28434.289
Iteration 59: (EM) log likelihood = -28428.565
Iteration 60: (EM) log likelihood = -28421.289
Iteration 61: (EM) log likelihood = -28413.284
Iteration 62: (EM) log likelihood = -28405.891
Iteration 63: (EM) log likelihood = -28400.845
Iteration 64: (EM) log likelihood = -28395.799
Iteration 65: (EM) log likelihood = -28388.2
Iteration 66: (EM) log likelihood = -28380.781
Iteration 67: (EM) log likelihood = -28375.358
Iteration 68: (EM) log likelihood = -28370.336
Iteration 69: (EM) log likelihood = -28365.358
Iteration 70: (EM) log likelihood = -28360.794
Iteration 71: (EM) log likelihood = -28355.594
Iteration 72: (EM) log likelihood = -28351.82
Iteration 73: (EM) log likelihood = -28348.072
Iteration 74: (EM) log likelihood = -28344.26
Iteration 75: (EM) log likelihood = -28339.947
Iteration 76: (EM) log likelihood = -28333.629
Iteration 77: (EM) log likelihood = -28333.499
Iteration 78: (EM) log likelihood = -28327.541
Iteration 79: (EM) log likelihood = -28325.219
Iteration 80: (EM) log likelihood = -28321.135
Iteration 81: (EM) log likelihood = -28317.695
Iteration 82: (EM) log likelihood = -28312.631
Iteration 83: (EM) log likelihood = -28308.183
Iteration 84: (EM) log likelihood = -28304.647
Iteration 85: (EM) log likelihood = -28300.601
Iteration 86: (EM) log likelihood = -28298.163
Iteration 87: (EM) log likelihood = -28295.548
Iteration 88: (EM) log likelihood = -28291.88
Iteration 89: (EM) log likelihood = -28287.847
Iteration 90: (EM) log likelihood = -28283.722
Iteration 91: (EM) log likelihood = -28279.799
Iteration 92: (EM) log likelihood = -28275.925
Iteration 93: (EM) log likelihood = -28271.513
Iteration 94: (EM) log likelihood = -28268.377
Iteration 95: (EM) log likelihood = -28266.203
Iteration 96: (EM) log likelihood = -28262.575
Iteration 97: (EM) log likelihood = -28260.132
Iteration 98: (EM) log likelihood = -28258.342
Iteration 99: (EM) log likelihood = -28254.477
Iteration 100: (EM) log likelihood = -28251.779
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.5922
Iteration 1: (class) log likelihood = -6095.5922
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29567.362
Iteration 1: (outcome) log likelihood = -29023.091
Iteration 2: (outcome) log likelihood = -28900.771
Iteration 3: (outcome) log likelihood = -28878.493
Iteration 4: (outcome) log likelihood = -28874.754
Iteration 5: (outcome) log likelihood = -28874.223
Iteration 6: (outcome) log likelihood = -28874.109
Iteration 7: (outcome) log likelihood = -28874.083
Iteration 8: (outcome) log likelihood = -28874.078
Iteration 9: (outcome) log likelihood = -28874.078 (not concave)
Iteration 10: (outcome) log likelihood = -28874.078 (not concave)
Iteration 11: (outcome) log likelihood = -28874.078 (not concave)
Iteration 12: (outcome) log likelihood = -28874.078 (not concave)
Iteration 13: (outcome) log likelihood = -28874.078 (not concave)
Iteration 14: (outcome) log likelihood = -28874.078 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.117
Iteration 1: (EM) log likelihood = -34821.535
Iteration 2: (EM) log likelihood = -34477.986
Iteration 3: (EM) log likelihood = -33730.393
Iteration 4: (EM) log likelihood = -32726.787
Iteration 5: (EM) log likelihood = -31843.986
Iteration 6: (EM) log likelihood = -31157.762
Iteration 7: (EM) log likelihood = -30654.089
Iteration 8: (EM) log likelihood = -30299.841
Iteration 9: (EM) log likelihood = -30041.251
Iteration 10: (EM) log likelihood = -29849.279
Iteration 11: (EM) log likelihood = -29707.593
Iteration 12: (EM) log likelihood = -29601.254
Iteration 13: (EM) log likelihood = -29524.507
Iteration 14: (EM) log likelihood = -29460.847
Iteration 15: (EM) log likelihood = -29400.681
Iteration 16: (EM) log likelihood = -29354.083
Iteration 17: (EM) log likelihood = -29310.063
Iteration 18: (EM) log likelihood = -29270.391
Iteration 19: (EM) log likelihood = -29232.995
Iteration 20: (EM) log likelihood = -29198.138
Iteration 21: (EM) log likelihood = -29165.576
Iteration 22: (EM) log likelihood = -29135.134
Iteration 23: (EM) log likelihood = -29106.618
Iteration 24: (EM) log likelihood = -29079.3
Iteration 25: (EM) log likelihood = -29051.104
Iteration 26: (EM) log likelihood = -29025.514
Iteration 27: (EM) log likelihood = -29000.333
Iteration 28: (EM) log likelihood = -28976.546
Iteration 29: (EM) log likelihood = -28954.324
Iteration 30: (EM) log likelihood = -28933.419
Iteration 31: (EM) log likelihood = -28913.426
Iteration 32: (EM) log likelihood = -28897.057
Iteration 33: (EM) log likelihood = -28880.866
Iteration 34: (EM) log likelihood = -28865.046
Iteration 35: (EM) log likelihood = -28850.118
Iteration 36: (EM) log likelihood = -28834.932
Iteration 37: (EM) log likelihood = -28820.709
Iteration 38: (EM) log likelihood = -28806.636
Iteration 39: (EM) log likelihood = -28791.359
Iteration 40: (EM) log likelihood = -28777.166
Iteration 41: (EM) log likelihood = -28760.673
Iteration 42: (EM) log likelihood = -28739.478
Iteration 43: (EM) log likelihood = -28702.059
Iteration 44: (EM) log likelihood = -28675.495
Iteration 45: (EM) log likelihood = -28656.669
Iteration 46: (EM) log likelihood = -28640.111
Iteration 47: (EM) log likelihood = -28627.569
Iteration 48: (EM) log likelihood = -28616.693
Iteration 49: (EM) log likelihood = -28606.479
Iteration 50: (EM) log likelihood = -28596.918
Iteration 51: (EM) log likelihood = -28588.611
Iteration 52: (EM) log likelihood = -28580.813
Iteration 53: (EM) log likelihood = -28573.639
Iteration 54: (EM) log likelihood = -28566.282
Iteration 55: (EM) log likelihood = -28559.586
Iteration 56: (EM) log likelihood = -28553.676
Iteration 57: (EM) log likelihood = -28547.895
Iteration 58: (EM) log likelihood = -28542.457
Iteration 59: (EM) log likelihood = -28536.715
Iteration 60: (EM) log likelihood = -28532.207
Iteration 61: (EM) log likelihood = -28527.562
Iteration 62: (EM) log likelihood = -28518.767
Iteration 63: (EM) log likelihood = -28513.565
Iteration 64: (EM) log likelihood = -28508.8
Iteration 65: (EM) log likelihood = -28504.684
Iteration 66: (EM) log likelihood = -28500.368
Iteration 67: (EM) log likelihood = -28496.757
Iteration 68: (EM) log likelihood = -28492.957
Iteration 69: (EM) log likelihood = -28489.669
Iteration 70: (EM) log likelihood = -28486.743
Iteration 71: (EM) log likelihood = -28484.476
Iteration 72: (EM) log likelihood = -28481.654
Iteration 73: (EM) log likelihood = -28477.919
Iteration 74: (EM) log likelihood = -28475.118
Iteration 75: (EM) log likelihood = -28472.87
Iteration 76: (EM) log likelihood = -28470.727
Iteration 77: (EM) log likelihood = -28468.938
Iteration 78: (EM) log likelihood = -28467.32
Iteration 79: (EM) log likelihood = -28465.628
Iteration 80: (EM) log likelihood = -28464.051
Iteration 81: (EM) log likelihood = -28462.22
Iteration 82: (EM) log likelihood = -28460.747
Iteration 83: (EM) log likelihood = -28459.456
Iteration 84: (EM) log likelihood = -28457.972
Iteration 85: (EM) log likelihood = -28456.495
Iteration 86: (EM) log likelihood = -28454.276
Iteration 87: (EM) log likelihood = -28453.045
Iteration 88: (EM) log likelihood = -28451.934
Iteration 89: (EM) log likelihood = -28450.996
Iteration 90: (EM) log likelihood = -28449.759
Iteration 91: (EM) log likelihood = -28448.869
Iteration 92: (EM) log likelihood = -28448.142
Iteration 93: (EM) log likelihood = -28447.223
Iteration 94: (EM) log likelihood = -28446.072
Iteration 95: (EM) log likelihood = -28445.389
Iteration 96: (EM) log likelihood = -28444.661
Iteration 97: (EM) log likelihood = -28443.867
Iteration 98: (EM) log likelihood = -28443.193
Iteration 99: (EM) log likelihood = -28442.601
Iteration 100: (EM) log likelihood = -28441.817
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.4848
Iteration 1: (class) log likelihood = -6097.4848
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29354.54
Iteration 1: (outcome) log likelihood = -28989.338
Iteration 2: (outcome) log likelihood = -28902.774
Iteration 3: (outcome) log likelihood = -28891.647
Iteration 4: (outcome) log likelihood = -28889.289
Iteration 5: (outcome) log likelihood = -28888.826
Iteration 6: (outcome) log likelihood = -28888.747
Iteration 7: (outcome) log likelihood = -28888.729
Iteration 8: (outcome) log likelihood = -28888.725
Iteration 9: (outcome) log likelihood = -28888.724 (not concave)
Iteration 10: (outcome) log likelihood = -28888.724 (not concave)
Iteration 11: (outcome) log likelihood = -28888.724 (not concave)
Iteration 12: (outcome) log likelihood = -28888.724 (not concave)
Iteration 13: (outcome) log likelihood = -28888.724 (not concave)
Iteration 14: (outcome) log likelihood = -28888.724 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34961.198
Iteration 1: (EM) log likelihood = -34874.996
Iteration 2: (EM) log likelihood = -34604.566
Iteration 3: (EM) log likelihood = -33863.512
Iteration 4: (EM) log likelihood = -32602.649
Iteration 5: (EM) log likelihood = -31548.244
Iteration 6: (EM) log likelihood = -30927.033
Iteration 7: (EM) log likelihood = -30551.08
Iteration 8: (EM) log likelihood = -30306.963
Iteration 9: (EM) log likelihood = -30132.026
Iteration 10: (EM) log likelihood = -29992.755
Iteration 11: (EM) log likelihood = -29884.3
Iteration 12: (EM) log likelihood = -29794.5
Iteration 13: (EM) log likelihood = -29719.834
Iteration 14: (EM) log likelihood = -29661.001
Iteration 15: (EM) log likelihood = -29613.573
Iteration 16: (EM) log likelihood = -29575.48
Iteration 17: (EM) log likelihood = -29540.73
Iteration 18: (EM) log likelihood = -29512.604
Iteration 19: (EM) log likelihood = -29487.098
Iteration 20: (EM) log likelihood = -29462.678
Iteration 21: (EM) log likelihood = -29440.372
Iteration 22: (EM) log likelihood = -29414.957
Iteration 23: (EM) log likelihood = -29393.274
Iteration 24: (EM) log likelihood = -29370.038
Iteration 25: (EM) log likelihood = -29348.582
Iteration 26: (EM) log likelihood = -29325.655
Iteration 27: (EM) log likelihood = -29300.034
Iteration 28: (EM) log likelihood = -29277.858
Iteration 29: (EM) log likelihood = -29251.56
Iteration 30: (EM) log likelihood = -29224.719
Iteration 31: (EM) log likelihood = -29200.524
Iteration 32: (EM) log likelihood = -29176.028
Iteration 33: (EM) log likelihood = -29149.148
Iteration 34: (EM) log likelihood = -29120.148
Iteration 35: (EM) log likelihood = -29086.697
Iteration 36: (EM) log likelihood = -29050.932
Iteration 37: (EM) log likelihood = -29018.58
Iteration 38: (EM) log likelihood = -28988.399
Iteration 39: (EM) log likelihood = -28958.327
Iteration 40: (EM) log likelihood = -28929.407
Iteration 41: (EM) log likelihood = -28900.019
Iteration 42: (EM) log likelihood = -28865.797
Iteration 43: (EM) log likelihood = -28837.211
Iteration 44: (EM) log likelihood = -28812.82
Iteration 45: (EM) log likelihood = -28789.392
Iteration 46: (EM) log likelihood = -28762.401
Iteration 47: (EM) log likelihood = -28741.166
Iteration 48: (EM) log likelihood = -28720.216
Iteration 49: (EM) log likelihood = -28701.854
Iteration 50: (EM) log likelihood = -28684.51
Iteration 51: (EM) log likelihood = -28667.769
Iteration 52: (EM) log likelihood = -28650.515
Iteration 53: (EM) log likelihood = -28631.453
Iteration 54: (EM) log likelihood = -28615.342
Iteration 55: (EM) log likelihood = -28599.569
Iteration 56: (EM) log likelihood = -28583.975
Iteration 57: (EM) log likelihood = -28567.41
Iteration 58: (EM) log likelihood = -28547.362
Iteration 59: (EM) log likelihood = -28531.182
Iteration 60: (EM) log likelihood = -28515.424
Iteration 61: (EM) log likelihood = -28499.229
Iteration 62: (EM) log likelihood = -28480.621
Iteration 63: (EM) log likelihood = -28464.089
Iteration 64: (EM) log likelihood = -28448.435
Iteration 65: (EM) log likelihood = -28432.515
Iteration 66: (EM) log likelihood = -28415.31
Iteration 67: (EM) log likelihood = -28400.57
Iteration 68: (EM) log likelihood = -28384.892
Iteration 69: (EM) log likelihood = -28368.571
Iteration 70: (EM) log likelihood = -28354.884
Iteration 71: (EM) log likelihood = -28340.036
Iteration 72: (EM) log likelihood = -28323.097
Iteration 73: (EM) log likelihood = -28306.273
Iteration 74: (EM) log likelihood = -28292.948
Iteration 75: (EM) log likelihood = -28278.623
Iteration 76: (EM) log likelihood = -28265.195
Iteration 77: (EM) log likelihood = -28253.182
Iteration 78: (EM) log likelihood = -28237.589
Iteration 79: (EM) log likelihood = -28221.646
Iteration 80: (EM) log likelihood = -28208.774
Iteration 81: (EM) log likelihood = -28196.287
Iteration 82: (EM) log likelihood = -28183.611
Iteration 83: (EM) log likelihood = -28171.365
Iteration 84: (EM) log likelihood = -28160.588
Iteration 85: (EM) log likelihood = -28151.545
Iteration 86: (EM) log likelihood = -28140.157
Iteration 87: (EM) log likelihood = -28130.032
Iteration 88: (EM) log likelihood = -28122.697
Iteration 89: (EM) log likelihood = -28114.885
Iteration 90: (EM) log likelihood = -28106.562
Iteration 91: (EM) log likelihood = -28100.193
Iteration 92: (EM) log likelihood = -28091.509
Iteration 93: (EM) log likelihood = -28084.76
Iteration 94: (EM) log likelihood = -28077.121
Iteration 95: (EM) log likelihood = -28071.376
Iteration 96: (EM) log likelihood = -28066.313
Iteration 97: (EM) log likelihood = -28061.334
Iteration 98: (EM) log likelihood = -28055.833
Iteration 99: (EM) log likelihood = -28052.097
Iteration 100: (EM) log likelihood = -28048.929
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.4627
Iteration 1: (class) log likelihood = -6094.4627
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29115.245
Iteration 1: (outcome) log likelihood = -28937.947
Iteration 2: (outcome) log likelihood = -28866.857
Iteration 3: (outcome) log likelihood = -28858.121
Iteration 4: (outcome) log likelihood = -28857.275
Iteration 5: (outcome) log likelihood = -28857.164
Iteration 6: (outcome) log likelihood = -28857.145
Iteration 7: (outcome) log likelihood = -28857.14
Iteration 8: (outcome) log likelihood = -28857.139
Iteration 9: (outcome) log likelihood = -28857.139
Iteration 10: (outcome) log likelihood = -28857.139 (not concave)
Iteration 11: (outcome) log likelihood = -28857.139 (not concave)
Iteration 12: (outcome) log likelihood = -28857.139 (not concave)
Iteration 13: (outcome) log likelihood = -28857.139 (not concave)
Iteration 14: (outcome) log likelihood = -28857.139 (not concave)
Iteration 15: (outcome) log likelihood = -28857.139 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34895.467
Iteration 1: (EM) log likelihood = -34720.939
Iteration 2: (EM) log likelihood = -34284.913
Iteration 3: (EM) log likelihood = -33439.613
Iteration 4: (EM) log likelihood = -32398.319
Iteration 5: (EM) log likelihood = -31522.835
Iteration 6: (EM) log likelihood = -30852.584
Iteration 7: (EM) log likelihood = -30384.311
Iteration 8: (EM) log likelihood = -30101.476
Iteration 9: (EM) log likelihood = -29929.39
Iteration 10: (EM) log likelihood = -29807.847
Iteration 11: (EM) log likelihood = -29710.014
Iteration 12: (EM) log likelihood = -29620.406
Iteration 13: (EM) log likelihood = -29539.443
Iteration 14: (EM) log likelihood = -29466.081
Iteration 15: (EM) log likelihood = -29401.72
Iteration 16: (EM) log likelihood = -29347.062
Iteration 17: (EM) log likelihood = -29301.087
Iteration 18: (EM) log likelihood = -29260.134
Iteration 19: (EM) log likelihood = -29221.213
Iteration 20: (EM) log likelihood = -29191.066
Iteration 21: (EM) log likelihood = -29165.033
Iteration 22: (EM) log likelihood = -29143.169
Iteration 23: (EM) log likelihood = -29120.384
Iteration 24: (EM) log likelihood = -29098.388
Iteration 25: (EM) log likelihood = -29072.729
Iteration 26: (EM) log likelihood = -29051.411
Iteration 27: (EM) log likelihood = -29029.693
Iteration 28: (EM) log likelihood = -29006.74
Iteration 29: (EM) log likelihood = -28981.769
Iteration 30: (EM) log likelihood = -28958.884
Iteration 31: (EM) log likelihood = -28936.757
Iteration 32: (EM) log likelihood = -28912.971
Iteration 33: (EM) log likelihood = -28891.831
Iteration 34: (EM) log likelihood = -28869.907
Iteration 35: (EM) log likelihood = -28847.633
Iteration 36: (EM) log likelihood = -28826.089
Iteration 37: (EM) log likelihood = -28804.311
Iteration 38: (EM) log likelihood = -28781.101
Iteration 39: (EM) log likelihood = -28759.228
Iteration 40: (EM) log likelihood = -28738.211
Iteration 41: (EM) log likelihood = -28717.865
Iteration 42: (EM) log likelihood = -28700.401
Iteration 43: (EM) log likelihood = -28681.135
Iteration 44: (EM) log likelihood = -28666.98
Iteration 45: (EM) log likelihood = -28654.826
Iteration 46: (EM) log likelihood = -28641.843
Iteration 47: (EM) log likelihood = -28631.183
Iteration 48: (EM) log likelihood = -28619.163
Iteration 49: (EM) log likelihood = -28609.303
Iteration 50: (EM) log likelihood = -28598.567
Iteration 51: (EM) log likelihood = -28587.715
Iteration 52: (EM) log likelihood = -28577.045
Iteration 53: (EM) log likelihood = -28566.151
Iteration 54: (EM) log likelihood = -28554.71
Iteration 55: (EM) log likelihood = -28544.263
Iteration 56: (EM) log likelihood = -28533.878
Iteration 57: (EM) log likelihood = -28524.2
Iteration 58: (EM) log likelihood = -28514.055
Iteration 59: (EM) log likelihood = -28504.854
Iteration 60: (EM) log likelihood = -28496.545
Iteration 61: (EM) log likelihood = -28489.76
Iteration 62: (EM) log likelihood = -28483.678
Iteration 63: (EM) log likelihood = -28477.466
Iteration 64: (EM) log likelihood = -28471.194
Iteration 65: (EM) log likelihood = -28462.85
Iteration 66: (EM) log likelihood = -28457.547
Iteration 67: (EM) log likelihood = -28452.133
Iteration 68: (EM) log likelihood = -28447.098
Iteration 69: (EM) log likelihood = -28442.132
Iteration 70: (EM) log likelihood = -28437.965
Iteration 71: (EM) log likelihood = -28433.922
Iteration 72: (EM) log likelihood = -28430.362
Iteration 73: (EM) log likelihood = -28427.008
Iteration 74: (EM) log likelihood = -28423.504
Iteration 75: (EM) log likelihood = -28419.432
Iteration 76: (EM) log likelihood = -28415.811
Iteration 77: (EM) log likelihood = -28412.679
Iteration 78: (EM) log likelihood = -28409.884
Iteration 79: (EM) log likelihood = -28406.955
Iteration 80: (EM) log likelihood = -28403.981
Iteration 81: (EM) log likelihood = -28401.192
Iteration 82: (EM) log likelihood = -28397.863
Iteration 83: (EM) log likelihood = -28394.994
Iteration 84: (EM) log likelihood = -28392.13
Iteration 85: (EM) log likelihood = -28389.044
Iteration 86: (EM) log likelihood = -28385.644
Iteration 87: (EM) log likelihood = -28380.932
Iteration 88: (EM) log likelihood = -28377.781
Iteration 89: (EM) log likelihood = -28374.328
Iteration 90: (EM) log likelihood = -28370.887
Iteration 91: (EM) log likelihood = -28367.239
Iteration 92: (EM) log likelihood = -28363.46
Iteration 93: (EM) log likelihood = -28359.735
Iteration 94: (EM) log likelihood = -28355.654
Iteration 95: (EM) log likelihood = -28351.021
Iteration 96: (EM) log likelihood = -28346.712
Iteration 97: (EM) log likelihood = -28342.174
Iteration 98: (EM) log likelihood = -28337.54
Iteration 99: (EM) log likelihood = -28332.756
Iteration 100: (EM) log likelihood = -28327.671
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1682
Iteration 1: (class) log likelihood = -6097.1682
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29125.825
Iteration 1: (outcome) log likelihood = -28934.491
Iteration 2: (outcome) log likelihood = -28883.478
Iteration 3: (outcome) log likelihood = -28878.157
Iteration 4: (outcome) log likelihood = -28877.499
Iteration 5: (outcome) log likelihood = -28877.419
Iteration 6: (outcome) log likelihood = -28877.403
Iteration 7: (outcome) log likelihood = -28877.4
Iteration 8: (outcome) log likelihood = -28877.399
Iteration 9: (outcome) log likelihood = -28877.399
Iteration 10: (outcome) log likelihood = -28877.399 (not concave)
Iteration 11: (outcome) log likelihood = -28877.399 (not concave)
Iteration 12: (outcome) log likelihood = -28877.399 (not concave)
Iteration 13: (outcome) log likelihood = -28877.399 (not concave)
Iteration 14: (outcome) log likelihood = -28877.399 (not concave)
Iteration 15: (outcome) log likelihood = -28877.399 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34927.285
Iteration 1: (EM) log likelihood = -34755.121
Iteration 2: (EM) log likelihood = -34315.06
Iteration 3: (EM) log likelihood = -33502.331
Iteration 4: (EM) log likelihood = -32438.998
Iteration 5: (EM) log likelihood = -31535.728
Iteration 6: (EM) log likelihood = -30849.294
Iteration 7: (EM) log likelihood = -30340.951
Iteration 8: (EM) log likelihood = -30010.532
Iteration 9: (EM) log likelihood = -29803.21
Iteration 10: (EM) log likelihood = -29666.223
Iteration 11: (EM) log likelihood = -29562.754
Iteration 12: (EM) log likelihood = -29479.862
Iteration 13: (EM) log likelihood = -29406.993
Iteration 14: (EM) log likelihood = -29348.499
Iteration 15: (EM) log likelihood = -29295.334
Iteration 16: (EM) log likelihood = -29248.144
Iteration 17: (EM) log likelihood = -29206.656
Iteration 18: (EM) log likelihood = -29169.544
Iteration 19: (EM) log likelihood = -29135.876
Iteration 20: (EM) log likelihood = -29107.568
Iteration 21: (EM) log likelihood = -29083.887
Iteration 22: (EM) log likelihood = -29063.075
Iteration 23: (EM) log likelihood = -29043.45
Iteration 24: (EM) log likelihood = -29025.397
Iteration 25: (EM) log likelihood = -29010.595
Iteration 26: (EM) log likelihood = -28995.312
Iteration 27: (EM) log likelihood = -28981.572
Iteration 28: (EM) log likelihood = -28968.871
Iteration 29: (EM) log likelihood = -28953.389
Iteration 30: (EM) log likelihood = -28940.244
Iteration 31: (EM) log likelihood = -28928.656
Iteration 32: (EM) log likelihood = -28915.868
Iteration 33: (EM) log likelihood = -28904.4
Iteration 34: (EM) log likelihood = -28892.108
Iteration 35: (EM) log likelihood = -28880.791
Iteration 36: (EM) log likelihood = -28869.657
Iteration 37: (EM) log likelihood = -28857.838
Iteration 38: (EM) log likelihood = -28846.932
Iteration 39: (EM) log likelihood = -28837.971
Iteration 40: (EM) log likelihood = -28827.528
Iteration 41: (EM) log likelihood = -28817.437
Iteration 42: (EM) log likelihood = -28810.813
Iteration 43: (EM) log likelihood = -28805.01
Iteration 44: (EM) log likelihood = -28798.718
Iteration 45: (EM) log likelihood = -28792.886
Iteration 46: (EM) log likelihood = -28787.367
Iteration 47: (EM) log likelihood = -28783.427
Iteration 48: (EM) log likelihood = -28779.629
Iteration 49: (EM) log likelihood = -28775.96
Iteration 50: (EM) log likelihood = -28772.758
Iteration 51: (EM) log likelihood = -28770.466
Iteration 52: (EM) log likelihood = -28767.95
Iteration 53: (EM) log likelihood = -28765.604
Iteration 54: (EM) log likelihood = -28763.543
Iteration 55: (EM) log likelihood = -28761.527
Iteration 56: (EM) log likelihood = -28759.891
Iteration 57: (EM) log likelihood = -28758.57
Iteration 58: (EM) log likelihood = -28757.488
Iteration 59: (EM) log likelihood = -28756.524
Iteration 60: (EM) log likelihood = -28755.634
Iteration 61: (EM) log likelihood = -28755.468
Iteration 62: (EM) log likelihood = -28755.317
Iteration 63: (EM) log likelihood = -28755.582
Iteration 64: (EM) log likelihood = -28756.008
Iteration 65: (EM) log likelihood = -28756.55
Iteration 66: (EM) log likelihood = -28757.004
Iteration 67: (EM) log likelihood = -28757.422
Iteration 68: (EM) log likelihood = -28757.812
Iteration 69: (EM) log likelihood = -28758.591
Iteration 70: (EM) log likelihood = -28759.377
Iteration 71: (EM) log likelihood = -28760.205
Iteration 72: (EM) log likelihood = -28761.032
Iteration 73: (EM) log likelihood = -28761.903
Iteration 74: (EM) log likelihood = -28762.88
Iteration 75: (EM) log likelihood = -28763.814
Iteration 76: (EM) log likelihood = -28765.004
Iteration 77: (EM) log likelihood = -28765.517
Iteration 78: (EM) log likelihood = -28766.79
Iteration 79: (EM) log likelihood = -28767.948
Iteration 80: (EM) log likelihood = -28769.27
Iteration 81: (EM) log likelihood = -28770.286
Iteration 82: (EM) log likelihood = -28771.612
Iteration 83: (EM) log likelihood = -28772.903
Iteration 84: (EM) log likelihood = -28774.329
Iteration 85: (EM) log likelihood = -28775.668
Iteration 86: (EM) log likelihood = -28777.29
Iteration 87: (EM) log likelihood = -28778.626
Iteration 88: (EM) log likelihood = -28780.145
Iteration 89: (EM) log likelihood = -28781.515
Iteration 90: (EM) log likelihood = -28783.111
Iteration 91: (EM) log likelihood = -28784.475
Iteration 92: (EM) log likelihood = -28785.962
Iteration 93: (EM) log likelihood = -28787.519
Iteration 94: (EM) log likelihood = -28788.985
Iteration 95: (EM) log likelihood = -28790.318
Iteration 96: (EM) log likelihood = -28791.815
Iteration 97: (EM) log likelihood = -28793.182
Iteration 98: (EM) log likelihood = -28794.445
Iteration 99: (EM) log likelihood = -28795.607
Iteration 100: (EM) log likelihood = -28796.357
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.8408
Iteration 1: (class) log likelihood = -6095.8408
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29126.215
Iteration 1: (outcome) log likelihood = -29003.877
Iteration 2: (outcome) log likelihood = -28891.61
Iteration 3: (outcome) log likelihood = -28885.268
Iteration 4: (outcome) log likelihood = -28884.41
Iteration 5: (outcome) log likelihood = -28884.334
Iteration 6: (outcome) log likelihood = -28884.316
Iteration 7: (outcome) log likelihood = -28884.312
Iteration 8: (outcome) log likelihood = -28884.311
Iteration 9: (outcome) log likelihood = -28884.311
Iteration 10: (outcome) log likelihood = -28884.311 (not concave)
Iteration 11: (outcome) log likelihood = -28884.311 (not concave)
Iteration 12: (outcome) log likelihood = -28884.311 (not concave)
Iteration 13: (outcome) log likelihood = -28884.311 (not concave)
Iteration 14: (outcome) log likelihood = -28884.311 (not concave)
Iteration 15: (outcome) log likelihood = -28884.311 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.142
Iteration 1: (EM) log likelihood = -34779.855
Iteration 2: (EM) log likelihood = -34319.119
Iteration 3: (EM) log likelihood = -33426.224
Iteration 4: (EM) log likelihood = -32434.581
Iteration 5: (EM) log likelihood = -31650.771
Iteration 6: (EM) log likelihood = -31049.393
Iteration 7: (EM) log likelihood = -30587.319
Iteration 8: (EM) log likelihood = -30250.003
Iteration 9: (EM) log likelihood = -30008.836
Iteration 10: (EM) log likelihood = -29832.662
Iteration 11: (EM) log likelihood = -29698.241
Iteration 12: (EM) log likelihood = -29600.38
Iteration 13: (EM) log likelihood = -29519.973
Iteration 14: (EM) log likelihood = -29453.224
Iteration 15: (EM) log likelihood = -29402.592
Iteration 16: (EM) log likelihood = -29358.189
Iteration 17: (EM) log likelihood = -29328.294
Iteration 18: (EM) log likelihood = -29303.454
Iteration 19: (EM) log likelihood = -29283.542
Iteration 20: (EM) log likelihood = -29267.913
Iteration 21: (EM) log likelihood = -29251.304
Iteration 22: (EM) log likelihood = -29238.816
Iteration 23: (EM) log likelihood = -29227.956
Iteration 24: (EM) log likelihood = -29216.674
Iteration 25: (EM) log likelihood = -29205.24
Iteration 26: (EM) log likelihood = -29194.294
Iteration 27: (EM) log likelihood = -29184.847
Iteration 28: (EM) log likelihood = -29174.954
Iteration 29: (EM) log likelihood = -29164.968
Iteration 30: (EM) log likelihood = -29153.913
Iteration 31: (EM) log likelihood = -29143.824
Iteration 32: (EM) log likelihood = -29133.382
Iteration 33: (EM) log likelihood = -29122.193
Iteration 34: (EM) log likelihood = -29111.123
Iteration 35: (EM) log likelihood = -29097.891
Iteration 36: (EM) log likelihood = -29083.097
Iteration 37: (EM) log likelihood = -29067.443
Iteration 38: (EM) log likelihood = -29051.267
Iteration 39: (EM) log likelihood = -29032.683
Iteration 40: (EM) log likelihood = -29013.613
Iteration 41: (EM) log likelihood = -28992.82
Iteration 42: (EM) log likelihood = -28971.058
Iteration 43: (EM) log likelihood = -28947.912
Iteration 44: (EM) log likelihood = -28923.313
Iteration 45: (EM) log likelihood = -28897.491
Iteration 46: (EM) log likelihood = -28871.757
Iteration 47: (EM) log likelihood = -28844.634
Iteration 48: (EM) log likelihood = -28818.676
Iteration 49: (EM) log likelihood = -28793.851
Iteration 50: (EM) log likelihood = -28770.095
Iteration 51: (EM) log likelihood = -28746.707
Iteration 52: (EM) log likelihood = -28723.817
Iteration 53: (EM) log likelihood = -28703.381
Iteration 54: (EM) log likelihood = -28684.447
Iteration 55: (EM) log likelihood = -28667.545
Iteration 56: (EM) log likelihood = -28651.592
Iteration 57: (EM) log likelihood = -28637.572
Iteration 58: (EM) log likelihood = -28624.392
Iteration 59: (EM) log likelihood = -28611.287
Iteration 60: (EM) log likelihood = -28598.733
Iteration 61: (EM) log likelihood = -28587.701
Iteration 62: (EM) log likelihood = -28575.772
Iteration 63: (EM) log likelihood = -28565.506
Iteration 64: (EM) log likelihood = -28554.471
Iteration 65: (EM) log likelihood = -28544.266
Iteration 66: (EM) log likelihood = -28534.733
Iteration 67: (EM) log likelihood = -28525.474
Iteration 68: (EM) log likelihood = -28516.208
Iteration 69: (EM) log likelihood = -28506.379
Iteration 70: (EM) log likelihood = -28495.946
Iteration 71: (EM) log likelihood = -28484.625
Iteration 72: (EM) log likelihood = -28474.147
Iteration 73: (EM) log likelihood = -28463.977
Iteration 74: (EM) log likelihood = -28453.16
Iteration 75: (EM) log likelihood = -28442.911
Iteration 76: (EM) log likelihood = -28432.893
Iteration 77: (EM) log likelihood = -28421.955
Iteration 78: (EM) log likelihood = -28410.746
Iteration 79: (EM) log likelihood = -28400.659
Iteration 80: (EM) log likelihood = -28390.714
Iteration 81: (EM) log likelihood = -28380.585
Iteration 82: (EM) log likelihood = -28370.55
Iteration 83: (EM) log likelihood = -28361.53
Iteration 84: (EM) log likelihood = -28351.358
Iteration 85: (EM) log likelihood = -28340.133
Iteration 86: (EM) log likelihood = -28327.881
Iteration 87: (EM) log likelihood = -28308.163
Iteration 88: (EM) log likelihood = -28299.315
Iteration 89: (EM) log likelihood = -28290.44
Iteration 90: (EM) log likelihood = -28275.56
Iteration 91: (EM) log likelihood = -28265.768
Iteration 92: (EM) log likelihood = -28255.935
Iteration 93: (EM) log likelihood = -28247.467
Iteration 94: (EM) log likelihood = -28240.071
Iteration 95: (EM) log likelihood = -28232.92
Iteration 96: (EM) log likelihood = -28227.716
Iteration 97: (EM) log likelihood = -28220.838
Iteration 98: (EM) log likelihood = -28213.941
Iteration 99: (EM) log likelihood = -28208.126
Iteration 100: (EM) log likelihood = -28198.976
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.5625
Iteration 1: (class) log likelihood = -6095.5625
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29124.452
Iteration 1: (outcome) log likelihood = -28922.625
Iteration 2: (outcome) log likelihood = -28889.973
Iteration 3: (outcome) log likelihood = -28887.238
Iteration 4: (outcome) log likelihood = -28886.999
Iteration 5: (outcome) log likelihood = -28886.943
Iteration 6: (outcome) log likelihood = -28886.931
Iteration 7: (outcome) log likelihood = -28886.929
Iteration 8: (outcome) log likelihood = -28886.929
Iteration 9: (outcome) log likelihood = -28886.929
Iteration 10: (outcome) log likelihood = -28886.929 (not concave)
Iteration 11: (outcome) log likelihood = -28886.929 (not concave)
Iteration 12: (outcome) log likelihood = -28886.929 (not concave)
Iteration 13: (outcome) log likelihood = -28886.929 (not concave)
Iteration 14: (outcome) log likelihood = -28886.929 (not concave)
Iteration 15: (outcome) log likelihood = -28886.929 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34948.663
Iteration 1: (EM) log likelihood = -34812.107
Iteration 2: (EM) log likelihood = -34454.528
Iteration 3: (EM) log likelihood = -33678.603
Iteration 4: (EM) log likelihood = -32572.28
Iteration 5: (EM) log likelihood = -31706.183
Iteration 6: (EM) log likelihood = -31161.079
Iteration 7: (EM) log likelihood = -30818.867
Iteration 8: (EM) log likelihood = -30593.863
Iteration 9: (EM) log likelihood = -30431.397
Iteration 10: (EM) log likelihood = -30297.36
Iteration 11: (EM) log likelihood = -30173.81
Iteration 12: (EM) log likelihood = -30055.007
Iteration 13: (EM) log likelihood = -29938.727
Iteration 14: (EM) log likelihood = -29822.183
Iteration 15: (EM) log likelihood = -29703.976
Iteration 16: (EM) log likelihood = -29589.108
Iteration 17: (EM) log likelihood = -29477.504
Iteration 18: (EM) log likelihood = -29374.605
Iteration 19: (EM) log likelihood = -29287.113
Iteration 20: (EM) log likelihood = -29210.804
Iteration 21: (EM) log likelihood = -29151.187
Iteration 22: (EM) log likelihood = -29097.382
Iteration 23: (EM) log likelihood = -29048.641
Iteration 24: (EM) log likelihood = -29002.507
Iteration 25: (EM) log likelihood = -28961.083
Iteration 26: (EM) log likelihood = -28921.019
Iteration 27: (EM) log likelihood = -28880.079
Iteration 28: (EM) log likelihood = -28840.711
Iteration 29: (EM) log likelihood = -28804.95
Iteration 30: (EM) log likelihood = -28769.136
Iteration 31: (EM) log likelihood = -28733.592
Iteration 32: (EM) log likelihood = -28700.463
Iteration 33: (EM) log likelihood = -28668.05
Iteration 34: (EM) log likelihood = -28634.895
Iteration 35: (EM) log likelihood = -28603.442
Iteration 36: (EM) log likelihood = -28572.662
Iteration 37: (EM) log likelihood = -28545.269
Iteration 38: (EM) log likelihood = -28518.945
Iteration 39: (EM) log likelihood = -28493.807
Iteration 40: (EM) log likelihood = -28467.238
Iteration 41: (EM) log likelihood = -28445.037
Iteration 42: (EM) log likelihood = -28422.704
Iteration 43: (EM) log likelihood = -28403.1
Iteration 44: (EM) log likelihood = -28384.257
Iteration 45: (EM) log likelihood = -28369.361
Iteration 46: (EM) log likelihood = -28355.461
Iteration 47: (EM) log likelihood = -28341.681
Iteration 48: (EM) log likelihood = -28330.976
Iteration 49: (EM) log likelihood = -28320.069
Iteration 50: (EM) log likelihood = -28309.508
Iteration 51: (EM) log likelihood = -28301.573
Iteration 52: (EM) log likelihood = -28292.624
Iteration 53: (EM) log likelihood = -28284.442
Iteration 54: (EM) log likelihood = -28276.538
Iteration 55: (EM) log likelihood = -28267.556
Iteration 56: (EM) log likelihood = -28261.48
Iteration 57: (EM) log likelihood = -28256.709
Iteration 58: (EM) log likelihood = -28252.5
Iteration 59: (EM) log likelihood = -28247.481
Iteration 60: (EM) log likelihood = -28241.363
Iteration 61: (EM) log likelihood = -28236.225
Iteration 62: (EM) log likelihood = -28230.429
Iteration 63: (EM) log likelihood = -28225.865
Iteration 64: (EM) log likelihood = -28221.517
Iteration 65: (EM) log likelihood = -28217.211
Iteration 66: (EM) log likelihood = -28213.239
Iteration 67: (EM) log likelihood = -28209.786
Iteration 68: (EM) log likelihood = -28205.334
Iteration 69: (EM) log likelihood = -28201.313
Iteration 70: (EM) log likelihood = -28198.349
Iteration 71: (EM) log likelihood = -28195.435
Iteration 72: (EM) log likelihood = -28193.022
Iteration 73: (EM) log likelihood = -28191.315
Iteration 74: (EM) log likelihood = -28189.889
Iteration 75: (EM) log likelihood = -28188.251
Iteration 76: (EM) log likelihood = -28186.898
Iteration 77: (EM) log likelihood = -28185.137
Iteration 78: (EM) log likelihood = -28183.348
Iteration 79: (EM) log likelihood = -28182.471
Iteration 80: (EM) log likelihood = -28181.303
Iteration 81: (EM) log likelihood = -28180.683
Iteration 82: (EM) log likelihood = -28179.66
Iteration 83: (EM) log likelihood = -28178.328
Iteration 84: (EM) log likelihood = -28177.689
Iteration 85: (EM) log likelihood = -28176.625
Iteration 86: (EM) log likelihood = -28175.533
Iteration 87: (EM) log likelihood = -28174.035
Iteration 88: (EM) log likelihood = -28171.968
Iteration 89: (EM) log likelihood = -28170.148
Iteration 90: (EM) log likelihood = -28168.543
Iteration 91: (EM) log likelihood = -28165.298
Iteration 92: (EM) log likelihood = -28162.732
Iteration 93: (EM) log likelihood = -28159.464
Iteration 94: (EM) log likelihood = -28149.585
Iteration 95: (EM) log likelihood = -28142.904
Iteration 96: (EM) log likelihood = -28137.767
Iteration 97: (EM) log likelihood = -28133.382
Iteration 98: (EM) log likelihood = -28128.327
Iteration 99: (EM) log likelihood = -28123.094
Iteration 100: (EM) log likelihood = -28118.041
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.2953
Iteration 1: (class) log likelihood = -6096.2953
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29335.333
Iteration 1: (outcome) log likelihood = -29012.676
Iteration 2: (outcome) log likelihood = -28895.476
Iteration 3: (outcome) log likelihood = -28880.282
Iteration 4: (outcome) log likelihood = -28877.626
Iteration 5: (outcome) log likelihood = -28877.143
Iteration 6: (outcome) log likelihood = -28877.023
Iteration 7: (outcome) log likelihood = -28877.003
Iteration 8: (outcome) log likelihood = -28876.999
Iteration 9: (outcome) log likelihood = -28876.997
Iteration 10: (outcome) log likelihood = -28876.997 (not concave)
Iteration 11: (outcome) log likelihood = -28876.997 (not concave)
Iteration 12: (outcome) log likelihood = -28876.997 (not concave)
Iteration 13: (outcome) log likelihood = -28876.997 (not concave)
Iteration 14: (outcome) log likelihood = -28876.997 (not concave)
Iteration 15: (outcome) log likelihood = -28876.997 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.208
Iteration 1: (EM) log likelihood = -34784.603
Iteration 2: (EM) log likelihood = -34293.422
Iteration 3: (EM) log likelihood = -33280.627
Iteration 4: (EM) log likelihood = -32266.781
Iteration 5: (EM) log likelihood = -31689.271
Iteration 6: (EM) log likelihood = -31332.797
Iteration 7: (EM) log likelihood = -31028.183
Iteration 8: (EM) log likelihood = -30721.454
Iteration 9: (EM) log likelihood = -30430.768
Iteration 10: (EM) log likelihood = -30179.1
Iteration 11: (EM) log likelihood = -29967.486
Iteration 12: (EM) log likelihood = -29791.71
Iteration 13: (EM) log likelihood = -29650.302
Iteration 14: (EM) log likelihood = -29538.261
Iteration 15: (EM) log likelihood = -29449.553
Iteration 16: (EM) log likelihood = -29379.005
Iteration 17: (EM) log likelihood = -29319.75
Iteration 18: (EM) log likelihood = -29271.946
Iteration 19: (EM) log likelihood = -29231.054
Iteration 20: (EM) log likelihood = -29196.981
Iteration 21: (EM) log likelihood = -29166.251
Iteration 22: (EM) log likelihood = -29133.928
Iteration 23: (EM) log likelihood = -29098.861
Iteration 24: (EM) log likelihood = -29069.164
Iteration 25: (EM) log likelihood = -29040.477
Iteration 26: (EM) log likelihood = -29012.011
Iteration 27: (EM) log likelihood = -28988.9
Iteration 28: (EM) log likelihood = -28964.325
Iteration 29: (EM) log likelihood = -28941.988
Iteration 30: (EM) log likelihood = -28918.045
Iteration 31: (EM) log likelihood = -28896.27
Iteration 32: (EM) log likelihood = -28877.296
Iteration 33: (EM) log likelihood = -28856.951
Iteration 34: (EM) log likelihood = -28840.607
Iteration 35: (EM) log likelihood = -28823.111
Iteration 36: (EM) log likelihood = -28806.154
Iteration 37: (EM) log likelihood = -28790.551
Iteration 38: (EM) log likelihood = -28774.854
Iteration 39: (EM) log likelihood = -28759.887
Iteration 40: (EM) log likelihood = -28747.305
Iteration 41: (EM) log likelihood = -28733.034
Iteration 42: (EM) log likelihood = -28725.74
Iteration 43: (EM) log likelihood = -28713.327
Iteration 44: (EM) log likelihood = -28702.442
Iteration 45: (EM) log likelihood = -28690.5
Iteration 46: (EM) log likelihood = -28678.408
Iteration 47: (EM) log likelihood = -28668.607
Iteration 48: (EM) log likelihood = -28659.882
Iteration 49: (EM) log likelihood = -28652.394
Iteration 50: (EM) log likelihood = -28642.406
Iteration 51: (EM) log likelihood = -28635.498
Iteration 52: (EM) log likelihood = -28627.682
Iteration 53: (EM) log likelihood = -28621.494
Iteration 54: (EM) log likelihood = -28615.407
Iteration 55: (EM) log likelihood = -28607.247
Iteration 56: (EM) log likelihood = -28600.851
Iteration 57: (EM) log likelihood = -28595.2
Iteration 58: (EM) log likelihood = -28588.88
Iteration 59: (EM) log likelihood = -28579.077
Iteration 60: (EM) log likelihood = -28571.342
Iteration 61: (EM) log likelihood = -28564.324
Iteration 62: (EM) log likelihood = -28556.496
Iteration 63: (EM) log likelihood = -28550.649
Iteration 64: (EM) log likelihood = -28545.5
Iteration 65: (EM) log likelihood = -28540.171
Iteration 66: (EM) log likelihood = -28534.294
Iteration 67: (EM) log likelihood = -28528.429
Iteration 68: (EM) log likelihood = -28522.042
Iteration 69: (EM) log likelihood = -28516.631
Iteration 70: (EM) log likelihood = -28512.748
Iteration 71: (EM) log likelihood = -28508.972
Iteration 72: (EM) log likelihood = -28504.91
Iteration 73: (EM) log likelihood = -28501.109
Iteration 74: (EM) log likelihood = -28497.476
Iteration 75: (EM) log likelihood = -28493.517
Iteration 76: (EM) log likelihood = -28489.197
Iteration 77: (EM) log likelihood = -28484.186
Iteration 78: (EM) log likelihood = -28479.067
Iteration 79: (EM) log likelihood = -28474.237
Iteration 80: (EM) log likelihood = -28469.684
Iteration 81: (EM) log likelihood = -28465.858
Iteration 82: (EM) log likelihood = -28462.62
Iteration 83: (EM) log likelihood = -28458.973
Iteration 84: (EM) log likelihood = -28455.329
Iteration 85: (EM) log likelihood = -28452.32
Iteration 86: (EM) log likelihood = -28448.778
Iteration 87: (EM) log likelihood = -28445.375
Iteration 88: (EM) log likelihood = -28441.93
Iteration 89: (EM) log likelihood = -28439.587
Iteration 90: (EM) log likelihood = -28436.71
Iteration 91: (EM) log likelihood = -28433.98
Iteration 92: (EM) log likelihood = -28431.512
Iteration 93: (EM) log likelihood = -28429.051
Iteration 94: (EM) log likelihood = -28426.984
Iteration 95: (EM) log likelihood = -28425.389
Iteration 96: (EM) log likelihood = -28421.828
Iteration 97: (EM) log likelihood = -28419.127
Iteration 98: (EM) log likelihood = -28414.054
Iteration 99: (EM) log likelihood = -28411.614
Iteration 100: (EM) log likelihood = -28409.299
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6092.1518
Iteration 1: (class) log likelihood = -6092.1518
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29592.417
Iteration 1: (outcome) log likelihood = -28996.324
Iteration 2: (outcome) log likelihood = -28891.862
Iteration 3: (outcome) log likelihood = -28874.064
Iteration 4: (outcome) log likelihood = -28871.326
Iteration 5: (outcome) log likelihood = -28870.658
Iteration 6: (outcome) log likelihood = -28870.507
Iteration 7: (outcome) log likelihood = -28870.475
Iteration 8: (outcome) log likelihood = -28870.47
Iteration 9: (outcome) log likelihood = -28870.468 (not concave)
Iteration 10: (outcome) log likelihood = -28870.468 (not concave)
Iteration 11: (outcome) log likelihood = -28870.468 (not concave)
Iteration 12: (outcome) log likelihood = -28870.468 (not concave)
Iteration 13: (outcome) log likelihood = -28870.468 (not concave)
Iteration 14: (outcome) log likelihood = -28870.468 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.954
Iteration 1: (EM) log likelihood = -34825.934
Iteration 2: (EM) log likelihood = -34550.853
Iteration 3: (EM) log likelihood = -34016.012
Iteration 4: (EM) log likelihood = -33228.129
Iteration 5: (EM) log likelihood = -32368.254
Iteration 6: (EM) log likelihood = -31587.724
Iteration 7: (EM) log likelihood = -31000.674
Iteration 8: (EM) log likelihood = -30615.042
Iteration 9: (EM) log likelihood = -30360.357
Iteration 10: (EM) log likelihood = -30170.961
Iteration 11: (EM) log likelihood = -30008.264
Iteration 12: (EM) log likelihood = -29850.398
Iteration 13: (EM) log likelihood = -29687.406
Iteration 14: (EM) log likelihood = -29518.578
Iteration 15: (EM) log likelihood = -29364.208
Iteration 16: (EM) log likelihood = -29221.882
Iteration 17: (EM) log likelihood = -29093.358
Iteration 18: (EM) log likelihood = -28978.518
Iteration 19: (EM) log likelihood = -28883.083
Iteration 20: (EM) log likelihood = -28799.94
Iteration 21: (EM) log likelihood = -28727.629
Iteration 22: (EM) log likelihood = -28664.811
Iteration 23: (EM) log likelihood = -28608.749
Iteration 24: (EM) log likelihood = -28558.47
Iteration 25: (EM) log likelihood = -28514.8
Iteration 26: (EM) log likelihood = -28474.66
Iteration 27: (EM) log likelihood = -28438.698
Iteration 28: (EM) log likelihood = -28407.054
Iteration 29: (EM) log likelihood = -28378.067
Iteration 30: (EM) log likelihood = -28354.642
Iteration 31: (EM) log likelihood = -28332.237
Iteration 32: (EM) log likelihood = -28311.604
Iteration 33: (EM) log likelihood = -28293.885
Iteration 34: (EM) log likelihood = -28277.325
Iteration 35: (EM) log likelihood = -28262.062
Iteration 36: (EM) log likelihood = -28249.45
Iteration 37: (EM) log likelihood = -28236.97
Iteration 38: (EM) log likelihood = -28224.292
Iteration 39: (EM) log likelihood = -28214.166
Iteration 40: (EM) log likelihood = -28204.409
Iteration 41: (EM) log likelihood = -28194.703
Iteration 42: (EM) log likelihood = -28186.286
Iteration 43: (EM) log likelihood = -28176.561
Iteration 44: (EM) log likelihood = -28169.258
Iteration 45: (EM) log likelihood = -28160.744
Iteration 46: (EM) log likelihood = -28152.545
Iteration 47: (EM) log likelihood = -28144.302
Iteration 48: (EM) log likelihood = -28136.978
Iteration 49: (EM) log likelihood = -28129.891
Iteration 50: (EM) log likelihood = -28123.18
Iteration 51: (EM) log likelihood = -28117.372
Iteration 52: (EM) log likelihood = -28111.306
Iteration 53: (EM) log likelihood = -28106.213
Iteration 54: (EM) log likelihood = -28101.135
Iteration 55: (EM) log likelihood = -28094.595
Iteration 56: (EM) log likelihood = -28087.886
Iteration 57: (EM) log likelihood = -28082.622
Iteration 58: (EM) log likelihood = -28076.738
Iteration 59: (EM) log likelihood = -28071.555
Iteration 60: (EM) log likelihood = -28066.644
Iteration 61: (EM) log likelihood = -28060.162
Iteration 62: (EM) log likelihood = -28054.856
Iteration 63: (EM) log likelihood = -28051.204
Iteration 64: (EM) log likelihood = -28045.688
Iteration 65: (EM) log likelihood = -28039.887
Iteration 66: (EM) log likelihood = -28035.985
Iteration 67: (EM) log likelihood = -28031.339
Iteration 68: (EM) log likelihood = -28027.456
Iteration 69: (EM) log likelihood = -28022.959
Iteration 70: (EM) log likelihood = -28018.868
Iteration 71: (EM) log likelihood = -28014.963
Iteration 72: (EM) log likelihood = -28011.854
Iteration 73: (EM) log likelihood = -28006.188
Iteration 74: (EM) log likelihood = -28002.203
Iteration 75: (EM) log likelihood = -27997.539
Iteration 76: (EM) log likelihood = -27993.133
Iteration 77: (EM) log likelihood = -27989.507
Iteration 78: (EM) log likelihood = -27985.72
Iteration 79: (EM) log likelihood = -27982.358
Iteration 80: (EM) log likelihood = -27980.322
Iteration 81: (EM) log likelihood = -27978.231
Iteration 82: (EM) log likelihood = -27975.656
Iteration 83: (EM) log likelihood = -27974.471
Iteration 84: (EM) log likelihood = -27973.683
Iteration 85: (EM) log likelihood = -27971.03
Iteration 86: (EM) log likelihood = -27968.955
Iteration 87: (EM) log likelihood = -27967.749
Iteration 88: (EM) log likelihood = -27965.411
Iteration 89: (EM) log likelihood = -27963.813
Iteration 90: (EM) log likelihood = -27962.353
Iteration 91: (EM) log likelihood = -27964.445
Iteration 92: (EM) log likelihood = -27962.638
Iteration 93: (EM) log likelihood = -27960.961
Iteration 94: (EM) log likelihood = -27959.49
Iteration 95: (EM) log likelihood = -27958.142
Iteration 96: (EM) log likelihood = -27956.931
Iteration 97: (EM) log likelihood = -27955.948
Iteration 98: (EM) log likelihood = -27955.127
Iteration 99: (EM) log likelihood = -27954.11
Iteration 100: (EM) log likelihood = -27953.419
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.4224
Iteration 1: (class) log likelihood = -6097.4224
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29118.22
Iteration 1: (outcome) log likelihood = -28940.629
Iteration 2: (outcome) log likelihood = -28884.152
Iteration 3: (outcome) log likelihood = -28879.136
Iteration 4: (outcome) log likelihood = -28878.633
Iteration 5: (outcome) log likelihood = -28878.578
Iteration 6: (outcome) log likelihood = -28878.564
Iteration 7: (outcome) log likelihood = -28878.561
Iteration 8: (outcome) log likelihood = -28878.561
Iteration 9: (outcome) log likelihood = -28878.561
Iteration 10: (outcome) log likelihood = -28878.561 (not concave)
Iteration 11: (outcome) log likelihood = -28878.561 (not concave)
Iteration 12: (outcome) log likelihood = -28878.561 (not concave)
Iteration 13: (outcome) log likelihood = -28878.561 (not concave)
Iteration 14: (outcome) log likelihood = -28878.561 (not concave)
Iteration 15: (outcome) log likelihood = -28878.561 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34894.344
Iteration 1: (EM) log likelihood = -34628.573
Iteration 2: (EM) log likelihood = -33997.737
Iteration 3: (EM) log likelihood = -32911.461
Iteration 4: (EM) log likelihood = -31883.291
Iteration 5: (EM) log likelihood = -31181.879
Iteration 6: (EM) log likelihood = -30744.837
Iteration 7: (EM) log likelihood = -30477.372
Iteration 8: (EM) log likelihood = -30303.937
Iteration 9: (EM) log likelihood = -30178.122
Iteration 10: (EM) log likelihood = -30079.458
Iteration 11: (EM) log likelihood = -29995.178
Iteration 12: (EM) log likelihood = -29915.546
Iteration 13: (EM) log likelihood = -29849.538
Iteration 14: (EM) log likelihood = -29785.117
Iteration 15: (EM) log likelihood = -29722.05
Iteration 16: (EM) log likelihood = -29662.465
Iteration 17: (EM) log likelihood = -29600.12
Iteration 18: (EM) log likelihood = -29536.716
Iteration 19: (EM) log likelihood = -29475.757
Iteration 20: (EM) log likelihood = -29415.03
Iteration 21: (EM) log likelihood = -29353.52
Iteration 22: (EM) log likelihood = -29292.777
Iteration 23: (EM) log likelihood = -29234.27
Iteration 24: (EM) log likelihood = -29179.378
Iteration 25: (EM) log likelihood = -29130.756
Iteration 26: (EM) log likelihood = -29086.771
Iteration 27: (EM) log likelihood = -29047.555
Iteration 28: (EM) log likelihood = -29014.996
Iteration 29: (EM) log likelihood = -28986.875
Iteration 30: (EM) log likelihood = -28961.745
Iteration 31: (EM) log likelihood = -28940.283
Iteration 32: (EM) log likelihood = -28921.793
Iteration 33: (EM) log likelihood = -28905.266
Iteration 34: (EM) log likelihood = -28890.126
Iteration 35: (EM) log likelihood = -28875.114
Iteration 36: (EM) log likelihood = -28860.636
Iteration 37: (EM) log likelihood = -28845.9
Iteration 38: (EM) log likelihood = -28828.134
Iteration 39: (EM) log likelihood = -28808.612
Iteration 40: (EM) log likelihood = -28788.442
Iteration 41: (EM) log likelihood = -28765.873
Iteration 42: (EM) log likelihood = -28743.726
Iteration 43: (EM) log likelihood = -28720.631
Iteration 44: (EM) log likelihood = -28695.679
Iteration 45: (EM) log likelihood = -28669.985
Iteration 46: (EM) log likelihood = -28644.476
Iteration 47: (EM) log likelihood = -28619.548
Iteration 48: (EM) log likelihood = -28594.005
Iteration 49: (EM) log likelihood = -28568.11
Iteration 50: (EM) log likelihood = -28543.872
Iteration 51: (EM) log likelihood = -28519.605
Iteration 52: (EM) log likelihood = -28496.614
Iteration 53: (EM) log likelihood = -28475.34
Iteration 54: (EM) log likelihood = -28455.11
Iteration 55: (EM) log likelihood = -28436.108
Iteration 56: (EM) log likelihood = -28418.914
Iteration 57: (EM) log likelihood = -28402.044
Iteration 58: (EM) log likelihood = -28385.475
Iteration 59: (EM) log likelihood = -28370.284
Iteration 60: (EM) log likelihood = -28356.158
Iteration 61: (EM) log likelihood = -28342.559
Iteration 62: (EM) log likelihood = -28328.834
Iteration 63: (EM) log likelihood = -28315.978
Iteration 64: (EM) log likelihood = -28303.972
Iteration 65: (EM) log likelihood = -28292.56
Iteration 66: (EM) log likelihood = -28281.561
Iteration 67: (EM) log likelihood = -28271.006
Iteration 68: (EM) log likelihood = -28259.591
Iteration 69: (EM) log likelihood = -28247.461
Iteration 70: (EM) log likelihood = -28235.888
Iteration 71: (EM) log likelihood = -28225.099
Iteration 72: (EM) log likelihood = -28214.226
Iteration 73: (EM) log likelihood = -28203.917
Iteration 74: (EM) log likelihood = -28194.439
Iteration 75: (EM) log likelihood = -28185.752
Iteration 76: (EM) log likelihood = -28177.775
Iteration 77: (EM) log likelihood = -28170.957
Iteration 78: (EM) log likelihood = -28164.394
Iteration 79: (EM) log likelihood = -28157.423
Iteration 80: (EM) log likelihood = -28149.706
Iteration 81: (EM) log likelihood = -28142.406
Iteration 82: (EM) log likelihood = -28134.923
Iteration 83: (EM) log likelihood = -28127.54
Iteration 84: (EM) log likelihood = -28120.331
Iteration 85: (EM) log likelihood = -28112.458
Iteration 86: (EM) log likelihood = -28105.325
Iteration 87: (EM) log likelihood = -28097.403
Iteration 88: (EM) log likelihood = -28091.601
Iteration 89: (EM) log likelihood = -28086.694
Iteration 90: (EM) log likelihood = -28081.843
Iteration 91: (EM) log likelihood = -28077.274
Iteration 92: (EM) log likelihood = -28073.066
Iteration 93: (EM) log likelihood = -28068.616
Iteration 94: (EM) log likelihood = -28064.692
Iteration 95: (EM) log likelihood = -28061.383
Iteration 96: (EM) log likelihood = -28058.002
Iteration 97: (EM) log likelihood = -28054.757
Iteration 98: (EM) log likelihood = -28052.182
Iteration 99: (EM) log likelihood = -28048.943
Iteration 100: (EM) log likelihood = -28045.728
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.7562
Iteration 1: (class) log likelihood = -6097.7562
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.977
Iteration 1: (outcome) log likelihood = -28952.376
Iteration 2: (outcome) log likelihood = -28891.181
Iteration 3: (outcome) log likelihood = -28884.158
Iteration 4: (outcome) log likelihood = -28883.412
Iteration 5: (outcome) log likelihood = -28883.324
Iteration 6: (outcome) log likelihood = -28883.304
Iteration 7: (outcome) log likelihood = -28883.3
Iteration 8: (outcome) log likelihood = -28883.299
Iteration 9: (outcome) log likelihood = -28883.298 (not concave)
Iteration 10: (outcome) log likelihood = -28883.298 (not concave)
Iteration 11: (outcome) log likelihood = -28883.298 (not concave)
Iteration 12: (outcome) log likelihood = -28883.298 (not concave)
Iteration 13: (outcome) log likelihood = -28883.298 (not concave)
Iteration 14: (outcome) log likelihood = -28883.298 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34939.536
Iteration 1: (EM) log likelihood = -34768.106
Iteration 2: (EM) log likelihood = -34232.004
Iteration 3: (EM) log likelihood = -33192.031
Iteration 4: (EM) log likelihood = -32042.835
Iteration 5: (EM) log likelihood = -31192.603
Iteration 6: (EM) log likelihood = -30663.606
Iteration 7: (EM) log likelihood = -30346.865
Iteration 8: (EM) log likelihood = -30139.257
Iteration 9: (EM) log likelihood = -29988.694
Iteration 10: (EM) log likelihood = -29874.037
Iteration 11: (EM) log likelihood = -29783.5
Iteration 12: (EM) log likelihood = -29709.904
Iteration 13: (EM) log likelihood = -29648.491
Iteration 14: (EM) log likelihood = -29591.857
Iteration 15: (EM) log likelihood = -29541.397
Iteration 16: (EM) log likelihood = -29501.724
Iteration 17: (EM) log likelihood = -29460.685
Iteration 18: (EM) log likelihood = -29421.146
Iteration 19: (EM) log likelihood = -29382.852
Iteration 20: (EM) log likelihood = -29343.259
Iteration 21: (EM) log likelihood = -29299.761
Iteration 22: (EM) log likelihood = -29254.585
Iteration 23: (EM) log likelihood = -29210.961
Iteration 24: (EM) log likelihood = -29168.883
Iteration 25: (EM) log likelihood = -29129.75
Iteration 26: (EM) log likelihood = -29096.282
Iteration 27: (EM) log likelihood = -29067.37
Iteration 28: (EM) log likelihood = -29043.98
Iteration 29: (EM) log likelihood = -29025.241
Iteration 30: (EM) log likelihood = -29007.98
Iteration 31: (EM) log likelihood = -28991.656
Iteration 32: (EM) log likelihood = -28973.305
Iteration 33: (EM) log likelihood = -28962.719
Iteration 34: (EM) log likelihood = -28953.652
Iteration 35: (EM) log likelihood = -28945.714
Iteration 36: (EM) log likelihood = -28938.221
Iteration 37: (EM) log likelihood = -28931.086
Iteration 38: (EM) log likelihood = -28923.919
Iteration 39: (EM) log likelihood = -28917.889
Iteration 40: (EM) log likelihood = -28912.366
Iteration 41: (EM) log likelihood = -28907.245
Iteration 42: (EM) log likelihood = -28903.262
Iteration 43: (EM) log likelihood = -28899.896
Iteration 44: (EM) log likelihood = -28896.087
Iteration 45: (EM) log likelihood = -28893.135
Iteration 46: (EM) log likelihood = -28891.575
Iteration 47: (EM) log likelihood = -28889.963
Iteration 48: (EM) log likelihood = -28888.364
Iteration 49: (EM) log likelihood = -28886.825
Iteration 50: (EM) log likelihood = -28886.057
Iteration 51: (EM) log likelihood = -28885.261
Iteration 52: (EM) log likelihood = -28884.183
Iteration 53: (EM) log likelihood = -28883.085
Iteration 54: (EM) log likelihood = -28882.547
Iteration 55: (EM) log likelihood = -28881.007
Iteration 56: (EM) log likelihood = -28879.735
Iteration 57: (EM) log likelihood = -28878.377
Iteration 58: (EM) log likelihood = -28876.946
Iteration 59: (EM) log likelihood = -28875.037
Iteration 60: (EM) log likelihood = -28873.151
Iteration 61: (EM) log likelihood = -28871.192
Iteration 62: (EM) log likelihood = -28868.587
Iteration 63: (EM) log likelihood = -28865.576
Iteration 64: (EM) log likelihood = -28862.625
Iteration 65: (EM) log likelihood = -28859.755
Iteration 66: (EM) log likelihood = -28856.516
Iteration 67: (EM) log likelihood = -28853.234
Iteration 68: (EM) log likelihood = -28849.909
Iteration 69: (EM) log likelihood = -28846.437
Iteration 70: (EM) log likelihood = -28842.353
Iteration 71: (EM) log likelihood = -28838.906
Iteration 72: (EM) log likelihood = -28835.045
Iteration 73: (EM) log likelihood = -28830.858
Iteration 74: (EM) log likelihood = -28827.108
Iteration 75: (EM) log likelihood = -28822.989
Iteration 76: (EM) log likelihood = -28818.999
Iteration 77: (EM) log likelihood = -28815.082
Iteration 78: (EM) log likelihood = -28810.888
Iteration 79: (EM) log likelihood = -28807.194
Iteration 80: (EM) log likelihood = -28803.431
Iteration 81: (EM) log likelihood = -28799.248
Iteration 82: (EM) log likelihood = -28795.729
Iteration 83: (EM) log likelihood = -28791.426
Iteration 84: (EM) log likelihood = -28787.938
Iteration 85: (EM) log likelihood = -28783.917
Iteration 86: (EM) log likelihood = -28780.604
Iteration 87: (EM) log likelihood = -28777.225
Iteration 88: (EM) log likelihood = -28773.833
Iteration 89: (EM) log likelihood = -28771.118
Iteration 90: (EM) log likelihood = -28767.638
Iteration 91: (EM) log likelihood = -28764.465
Iteration 92: (EM) log likelihood = -28761.649
Iteration 93: (EM) log likelihood = -28758.963
Iteration 94: (EM) log likelihood = -28756.295
Iteration 95: (EM) log likelihood = -28753.915
Iteration 96: (EM) log likelihood = -28751.569
Iteration 97: (EM) log likelihood = -28749.019
Iteration 98: (EM) log likelihood = -28747.28
Iteration 99: (EM) log likelihood = -28744.836
Iteration 100: (EM) log likelihood = -28743.493
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.8715
Iteration 1: (class) log likelihood = -6096.8715
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29363.967
Iteration 1: (outcome) log likelihood = -29010.102
Iteration 2: (outcome) log likelihood = -28885.574
Iteration 3: (outcome) log likelihood = -28867.653
Iteration 4: (outcome) log likelihood = -28864.73
Iteration 5: (outcome) log likelihood = -28864.151
Iteration 6: (outcome) log likelihood = -28864.033
Iteration 7: (outcome) log likelihood = -28864.008
Iteration 8: (outcome) log likelihood = -28864.002
Iteration 9: (outcome) log likelihood = -28864.001
Iteration 10: (outcome) log likelihood = -28864 (not concave)
Iteration 11: (outcome) log likelihood = -28864 (not concave)
Iteration 12: (outcome) log likelihood = -28864 (not concave)
Iteration 13: (outcome) log likelihood = -28864 (not concave)
Iteration 14: (outcome) log likelihood = -28864 (not concave)
Iteration 15: (outcome) log likelihood = -28864 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34906.623
Iteration 1: (EM) log likelihood = -34726.447
Iteration 2: (EM) log likelihood = -34301.134
Iteration 3: (EM) log likelihood = -33460.285
Iteration 4: (EM) log likelihood = -32356.906
Iteration 5: (EM) log likelihood = -31436.524
Iteration 6: (EM) log likelihood = -30755.094
Iteration 7: (EM) log likelihood = -30280.833
Iteration 8: (EM) log likelihood = -29960.387
Iteration 9: (EM) log likelihood = -29738.232
Iteration 10: (EM) log likelihood = -29571.637
Iteration 11: (EM) log likelihood = -29447.596
Iteration 12: (EM) log likelihood = -29351.047
Iteration 13: (EM) log likelihood = -29273.922
Iteration 14: (EM) log likelihood = -29215.19
Iteration 15: (EM) log likelihood = -29171.701
Iteration 16: (EM) log likelihood = -29135.759
Iteration 17: (EM) log likelihood = -29103.673
Iteration 18: (EM) log likelihood = -29070.132
Iteration 19: (EM) log likelihood = -29043.582
Iteration 20: (EM) log likelihood = -29022.571
Iteration 21: (EM) log likelihood = -29003.196
Iteration 22: (EM) log likelihood = -28986.131
Iteration 23: (EM) log likelihood = -28969.987
Iteration 24: (EM) log likelihood = -28955.162
Iteration 25: (EM) log likelihood = -28939.28
Iteration 26: (EM) log likelihood = -28926.429
Iteration 27: (EM) log likelihood = -28914.091
Iteration 28: (EM) log likelihood = -28901.124
Iteration 29: (EM) log likelihood = -28889.104
Iteration 30: (EM) log likelihood = -28879.511
Iteration 31: (EM) log likelihood = -28869.283
Iteration 32: (EM) log likelihood = -28858.598
Iteration 33: (EM) log likelihood = -28850.275
Iteration 34: (EM) log likelihood = -28843.044
Iteration 35: (EM) log likelihood = -28834.636
Iteration 36: (EM) log likelihood = -28828.153
Iteration 37: (EM) log likelihood = -28821.657
Iteration 38: (EM) log likelihood = -28815.354
Iteration 39: (EM) log likelihood = -28809.503
Iteration 40: (EM) log likelihood = -28804.435
Iteration 41: (EM) log likelihood = -28799.507
Iteration 42: (EM) log likelihood = -28794.696
Iteration 43: (EM) log likelihood = -28790.313
Iteration 44: (EM) log likelihood = -28786.328
Iteration 45: (EM) log likelihood = -28782.649
Iteration 46: (EM) log likelihood = -28778.665
Iteration 47: (EM) log likelihood = -28774.944
Iteration 48: (EM) log likelihood = -28771.591
Iteration 49: (EM) log likelihood = -28767.816
Iteration 50: (EM) log likelihood = -28764.393
Iteration 51: (EM) log likelihood = -28761.211
Iteration 52: (EM) log likelihood = -28758.104
Iteration 53: (EM) log likelihood = -28754.886
Iteration 54: (EM) log likelihood = -28751.93
Iteration 55: (EM) log likelihood = -28749.174
Iteration 56: (EM) log likelihood = -28746.352
Iteration 57: (EM) log likelihood = -28743.85
Iteration 58: (EM) log likelihood = -28741.332
Iteration 59: (EM) log likelihood = -28738.937
Iteration 60: (EM) log likelihood = -28736.303
Iteration 61: (EM) log likelihood = -28733.798
Iteration 62: (EM) log likelihood = -28731.504
Iteration 63: (EM) log likelihood = -28729.456
Iteration 64: (EM) log likelihood = -28727.267
Iteration 65: (EM) log likelihood = -28725.174
Iteration 66: (EM) log likelihood = -28723.304
Iteration 67: (EM) log likelihood = -28721.438
Iteration 68: (EM) log likelihood = -28719.554
Iteration 69: (EM) log likelihood = -28717.794
Iteration 70: (EM) log likelihood = -28716.005
Iteration 71: (EM) log likelihood = -28714.178
Iteration 72: (EM) log likelihood = -28712.419
Iteration 73: (EM) log likelihood = -28710.836
Iteration 74: (EM) log likelihood = -28708.385
Iteration 75: (EM) log likelihood = -28706.156
Iteration 76: (EM) log likelihood = -28704.011
Iteration 77: (EM) log likelihood = -28702.145
Iteration 78: (EM) log likelihood = -28700.486
Iteration 79: (EM) log likelihood = -28698.601
Iteration 80: (EM) log likelihood = -28696.878
Iteration 81: (EM) log likelihood = -28695.206
Iteration 82: (EM) log likelihood = -28693.237
Iteration 83: (EM) log likelihood = -28690.889
Iteration 84: (EM) log likelihood = -28688.823
Iteration 85: (EM) log likelihood = -28686.656
Iteration 86: (EM) log likelihood = -28684.023
Iteration 87: (EM) log likelihood = -28681.96
Iteration 88: (EM) log likelihood = -28679.622
Iteration 89: (EM) log likelihood = -28676.712
Iteration 90: (EM) log likelihood = -28674.066
Iteration 91: (EM) log likelihood = -28671.418
Iteration 92: (EM) log likelihood = -28668.982
Iteration 93: (EM) log likelihood = -28666.522
Iteration 94: (EM) log likelihood = -28664.478
Iteration 95: (EM) log likelihood = -28661.804
Iteration 96: (EM) log likelihood = -28658.924
Iteration 97: (EM) log likelihood = -28654.675
Iteration 98: (EM) log likelihood = -28650.842
Iteration 99: (EM) log likelihood = -28647.271
Iteration 100: (EM) log likelihood = -28643.752
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.645
Iteration 1: (class) log likelihood = -6097.645
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29827.477
Iteration 1: (outcome) log likelihood = -29059.489
Iteration 2: (outcome) log likelihood = -28913.558
Iteration 3: (outcome) log likelihood = -28883.628
Iteration 4: (outcome) log likelihood = -28878.709
Iteration 5: (outcome) log likelihood = -28877.458
Iteration 6: (outcome) log likelihood = -28877.193
Iteration 7: (outcome) log likelihood = -28877.133
Iteration 8: (outcome) log likelihood = -28877.122
Iteration 9: (outcome) log likelihood = -28877.121 (not concave)
Iteration 10: (outcome) log likelihood = -28877.121 (not concave)
Iteration 11: (outcome) log likelihood = -28877.121 (not concave)
Iteration 12: (outcome) log likelihood = -28877.121 (not concave)
Iteration 13: (outcome) log likelihood = -28877.121 (not concave)
Iteration 14: (outcome) log likelihood = -28877.121 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34921.149
Iteration 1: (EM) log likelihood = -34773.477
Iteration 2: (EM) log likelihood = -34398.982
Iteration 3: (EM) log likelihood = -33653.642
Iteration 4: (EM) log likelihood = -32680.76
Iteration 5: (EM) log likelihood = -31824.856
Iteration 6: (EM) log likelihood = -31156.279
Iteration 7: (EM) log likelihood = -30621.708
Iteration 8: (EM) log likelihood = -30226.963
Iteration 9: (EM) log likelihood = -29967.132
Iteration 10: (EM) log likelihood = -29803.992
Iteration 11: (EM) log likelihood = -29693.723
Iteration 12: (EM) log likelihood = -29609.242
Iteration 13: (EM) log likelihood = -29527.203
Iteration 14: (EM) log likelihood = -29434.086
Iteration 15: (EM) log likelihood = -29333.516
Iteration 16: (EM) log likelihood = -29231.209
Iteration 17: (EM) log likelihood = -29140.501
Iteration 18: (EM) log likelihood = -29060.082
Iteration 19: (EM) log likelihood = -28995.589
Iteration 20: (EM) log likelihood = -28936.529
Iteration 21: (EM) log likelihood = -28878.606
Iteration 22: (EM) log likelihood = -28829.575
Iteration 23: (EM) log likelihood = -28788.716
Iteration 24: (EM) log likelihood = -28755.655
Iteration 25: (EM) log likelihood = -28728.588
Iteration 26: (EM) log likelihood = -28707.516
Iteration 27: (EM) log likelihood = -28686.9
Iteration 28: (EM) log likelihood = -28669.186
Iteration 29: (EM) log likelihood = -28650.235
Iteration 30: (EM) log likelihood = -28637.761
Iteration 31: (EM) log likelihood = -28618.076
Iteration 32: (EM) log likelihood = -28609.469
Iteration 33: (EM) log likelihood = -28604.029
Iteration 34: (EM) log likelihood = -28598.236
Iteration 35: (EM) log likelihood = -28594.454
Iteration 36: (EM) log likelihood = -28590.192
Iteration 37: (EM) log likelihood = -28584.803
Iteration 38: (EM) log likelihood = -28580.042
Iteration 39: (EM) log likelihood = -28576.178
Iteration 40: (EM) log likelihood = -28572.46
Iteration 41: (EM) log likelihood = -28568.415
Iteration 42: (EM) log likelihood = -28566.406
Iteration 43: (EM) log likelihood = -28562.646
Iteration 44: (EM) log likelihood = -28559.686
Iteration 45: (EM) log likelihood = -28555.874
Iteration 46: (EM) log likelihood = -28554.248
Iteration 47: (EM) log likelihood = -28551.296
Iteration 48: (EM) log likelihood = -28549.52
Iteration 49: (EM) log likelihood = -28546.558
Iteration 50: (EM) log likelihood = -28544.051
Iteration 51: (EM) log likelihood = -28542.464
Iteration 52: (EM) log likelihood = -28540.486
Iteration 53: (EM) log likelihood = -28538.153
Iteration 54: (EM) log likelihood = -28533.404
Iteration 55: (EM) log likelihood = -28531.396
Iteration 56: (EM) log likelihood = -28529.075
Iteration 57: (EM) log likelihood = -28526.801
Iteration 58: (EM) log likelihood = -28525.485
Iteration 59: (EM) log likelihood = -28523.242
Iteration 60: (EM) log likelihood = -28519.478
Iteration 61: (EM) log likelihood = -28518.221
Iteration 62: (EM) log likelihood = -28516.446
Iteration 63: (EM) log likelihood = -28513.451
Iteration 64: (EM) log likelihood = -28511.936
Iteration 65: (EM) log likelihood = -28510.103
Iteration 66: (EM) log likelihood = -28508.717
Iteration 67: (EM) log likelihood = -28506.004
Iteration 68: (EM) log likelihood = -28505.746
Iteration 69: (EM) log likelihood = -28504.166
Iteration 70: (EM) log likelihood = -28502.096
Iteration 71: (EM) log likelihood = -28497.648
Iteration 72: (EM) log likelihood = -28495.514
Iteration 73: (EM) log likelihood = -28493.65
Iteration 74: (EM) log likelihood = -28492.733
Iteration 75: (EM) log likelihood = -28491.45
Iteration 76: (EM) log likelihood = -28489.863
Iteration 77: (EM) log likelihood = -28488.468
Iteration 78: (EM) log likelihood = -28485.856
Iteration 79: (EM) log likelihood = -28484.428
Iteration 80: (EM) log likelihood = -28481.679
Iteration 81: (EM) log likelihood = -28480.719
Iteration 82: (EM) log likelihood = -28479.549
Iteration 83: (EM) log likelihood = -28477.54
Iteration 84: (EM) log likelihood = -28475.632
Iteration 85: (EM) log likelihood = -28474.829
Iteration 86: (EM) log likelihood = -28473.825
Iteration 87: (EM) log likelihood = -28472.122
Iteration 88: (EM) log likelihood = -28471.038
Iteration 89: (EM) log likelihood = -28470.248
Iteration 90: (EM) log likelihood = -28469.803
Iteration 91: (EM) log likelihood = -28468.21
Iteration 92: (EM) log likelihood = -28466.583
Iteration 93: (EM) log likelihood = -28466.116
Iteration 94: (EM) log likelihood = -28465.051
Iteration 95: (EM) log likelihood = -28462.883
Iteration 96: (EM) log likelihood = -28461
Iteration 97: (EM) log likelihood = -28460.325
Iteration 98: (EM) log likelihood = -28458.541
Iteration 99: (EM) log likelihood = -28456.962
Iteration 100: (EM) log likelihood = -28454.977
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.3394
Iteration 1: (class) log likelihood = -6096.3394
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29833.65
Iteration 1: (outcome) log likelihood = -29059.424
Iteration 2: (outcome) log likelihood = -28892.783
Iteration 3: (outcome) log likelihood = -28868.424
Iteration 4: (outcome) log likelihood = -28863.676
Iteration 5: (outcome) log likelihood = -28862.536
Iteration 6: (outcome) log likelihood = -28862.31
Iteration 7: (outcome) log likelihood = -28862.269
Iteration 8: (outcome) log likelihood = -28862.264
Iteration 9: (outcome) log likelihood = -28862.263
Iteration 10: (outcome) log likelihood = -28862.263 (not concave)
Iteration 11: (outcome) log likelihood = -28862.263 (not concave)
Iteration 12: (outcome) log likelihood = -28862.263 (not concave)
Iteration 13: (outcome) log likelihood = -28862.263 (not concave)
Iteration 14: (outcome) log likelihood = -28862.263 (not concave)
Iteration 15: (outcome) log likelihood = -28862.263 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34892.825
Iteration 1: (EM) log likelihood = -34702.972
Iteration 2: (EM) log likelihood = -34259.056
Iteration 3: (EM) log likelihood = -33521.24
Iteration 4: (EM) log likelihood = -32759.392
Iteration 5: (EM) log likelihood = -32155.764
Iteration 6: (EM) log likelihood = -31630.839
Iteration 7: (EM) log likelihood = -31144.355
Iteration 8: (EM) log likelihood = -30702.911
Iteration 9: (EM) log likelihood = -30319.746
Iteration 10: (EM) log likelihood = -29991.018
Iteration 11: (EM) log likelihood = -29722.137
Iteration 12: (EM) log likelihood = -29511.905
Iteration 13: (EM) log likelihood = -29352.505
Iteration 14: (EM) log likelihood = -29229.086
Iteration 15: (EM) log likelihood = -29132.807
Iteration 16: (EM) log likelihood = -29072.372
Iteration 17: (EM) log likelihood = -29040.67
Iteration 18: (EM) log likelihood = -29022.526
Iteration 19: (EM) log likelihood = -29009.398
Iteration 20: (EM) log likelihood = -28999.568
Iteration 21: (EM) log likelihood = -28987.262
Iteration 22: (EM) log likelihood = -28979.961
Iteration 23: (EM) log likelihood = -28972.451
Iteration 24: (EM) log likelihood = -28963.586
Iteration 25: (EM) log likelihood = -28956.626
Iteration 26: (EM) log likelihood = -28950.373
Iteration 27: (EM) log likelihood = -28945.747
Iteration 28: (EM) log likelihood = -28938.054
Iteration 29: (EM) log likelihood = -28935.316
Iteration 30: (EM) log likelihood = -28930.272
Iteration 31: (EM) log likelihood = -28926.522
Iteration 32: (EM) log likelihood = -28922.194
Iteration 33: (EM) log likelihood = -28919.212
Iteration 34: (EM) log likelihood = -28916.403
Iteration 35: (EM) log likelihood = -28912.681
Iteration 36: (EM) log likelihood = -28908.695
Iteration 37: (EM) log likelihood = -28898.769
Iteration 38: (EM) log likelihood = -28892.98
Iteration 39: (EM) log likelihood = -28887.914
Iteration 40: (EM) log likelihood = -28882.056
Iteration 41: (EM) log likelihood = -28880.073
Iteration 42: (EM) log likelihood = -28877.446
Iteration 43: (EM) log likelihood = -28875.628
Iteration 44: (EM) log likelihood = -28873.196
Iteration 45: (EM) log likelihood = -28870.33
Iteration 46: (EM) log likelihood = -28868.103
Iteration 47: (EM) log likelihood = -28865.121
Iteration 48: (EM) log likelihood = -28863.549
Iteration 49: (EM) log likelihood = -28861.86
Iteration 50: (EM) log likelihood = -28860.399
Iteration 51: (EM) log likelihood = -28859.086
Iteration 52: (EM) log likelihood = -28857.561
Iteration 53: (EM) log likelihood = -28854.823
Iteration 54: (EM) log likelihood = -28852.518
Iteration 55: (EM) log likelihood = -28850.996
Iteration 56: (EM) log likelihood = -28849.725
Iteration 57: (EM) log likelihood = -28848.583
Iteration 58: (EM) log likelihood = -28846.826
Iteration 59: (EM) log likelihood = -28845.827
Iteration 60: (EM) log likelihood = -28844.845
Iteration 61: (EM) log likelihood = -28843.022
Iteration 62: (EM) log likelihood = -28838.47
Iteration 63: (EM) log likelihood = -28838.611
Iteration 64: (EM) log likelihood = -28838.446
Iteration 65: (EM) log likelihood = -28837.899
Iteration 66: (EM) log likelihood = -28837.613
Iteration 67: (EM) log likelihood = -28836.735
Iteration 68: (EM) log likelihood = -28835.872
Iteration 69: (EM) log likelihood = -28835.729
Iteration 70: (EM) log likelihood = -28834.914
Iteration 71: (EM) log likelihood = -28834.392
Iteration 72: (EM) log likelihood = -28833.731
Iteration 73: (EM) log likelihood = -28832.659
Iteration 74: (EM) log likelihood = -28832.273
Iteration 75: (EM) log likelihood = -28831.563
Iteration 76: (EM) log likelihood = -28830.973
Iteration 77: (EM) log likelihood = -28830.244
Iteration 78: (EM) log likelihood = -28829.983
Iteration 79: (EM) log likelihood = -28829.553
Iteration 80: (EM) log likelihood = -28829.014
Iteration 81: (EM) log likelihood = -28828.549
Iteration 82: (EM) log likelihood = -28827.821
Iteration 83: (EM) log likelihood = -28827.113
Iteration 84: (EM) log likelihood = -28826.832
Iteration 85: (EM) log likelihood = -28826.205
Iteration 86: (EM) log likelihood = -28826.391
Iteration 87: (EM) log likelihood = -28825.092
Iteration 88: (EM) log likelihood = -28824.384
Iteration 89: (EM) log likelihood = -28823.824
Iteration 90: (EM) log likelihood = -28823.028
Iteration 91: (EM) log likelihood = -28822.947
Iteration 92: (EM) log likelihood = -28822.382
Iteration 93: (EM) log likelihood = -28822.063
Iteration 94: (EM) log likelihood = -28821.559
Iteration 95: (EM) log likelihood = -28820.858
Iteration 96: (EM) log likelihood = -28820.508
Iteration 97: (EM) log likelihood = -28820.578
Iteration 98: (EM) log likelihood = -28820.22
Iteration 99: (EM) log likelihood = -28819.964
Iteration 100: (EM) log likelihood = -28819.778
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6093.3163
Iteration 1: (class) log likelihood = -6093.3163
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29624.527
Iteration 1: (outcome) log likelihood = -29031.478
Iteration 2: (outcome) log likelihood = -28882.319
Iteration 3: (outcome) log likelihood = -28863.215
Iteration 4: (outcome) log likelihood = -28858.769
Iteration 5: (outcome) log likelihood = -28857.721
Iteration 6: (outcome) log likelihood = -28857.507
Iteration 7: (outcome) log likelihood = -28857.467
Iteration 8: (outcome) log likelihood = -28857.463
Iteration 9: (outcome) log likelihood = -28857.462 (not concave)
Iteration 10: (outcome) log likelihood = -28857.462 (not concave)
Iteration 11: (outcome) log likelihood = -28857.462 (not concave)
Iteration 12: (outcome) log likelihood = -28857.462 (not concave)
Iteration 13: (outcome) log likelihood = -28857.462 (not concave)
Iteration 14: (outcome) log likelihood = -28857.462 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34886.346
Iteration 1: (EM) log likelihood = -34696.371
Iteration 2: (EM) log likelihood = -34191.603
Iteration 3: (EM) log likelihood = -33223.976
Iteration 4: (EM) log likelihood = -32134.708
Iteration 5: (EM) log likelihood = -31315.792
Iteration 6: (EM) log likelihood = -30762.862
Iteration 7: (EM) log likelihood = -30381.074
Iteration 8: (EM) log likelihood = -30084.361
Iteration 9: (EM) log likelihood = -29828.837
Iteration 10: (EM) log likelihood = -29604.385
Iteration 11: (EM) log likelihood = -29417.386
Iteration 12: (EM) log likelihood = -29263.018
Iteration 13: (EM) log likelihood = -29129.581
Iteration 14: (EM) log likelihood = -29034.003
Iteration 15: (EM) log likelihood = -28968.154
Iteration 16: (EM) log likelihood = -28920.999
Iteration 17: (EM) log likelihood = -28887.354
Iteration 18: (EM) log likelihood = -28863.84
Iteration 19: (EM) log likelihood = -28845.488
Iteration 20: (EM) log likelihood = -28828.544
Iteration 21: (EM) log likelihood = -28814.506
Iteration 22: (EM) log likelihood = -28804.689
Iteration 23: (EM) log likelihood = -28794.491
Iteration 24: (EM) log likelihood = -28785.166
Iteration 25: (EM) log likelihood = -28777.868
Iteration 26: (EM) log likelihood = -28770.298
Iteration 27: (EM) log likelihood = -28764.009
Iteration 28: (EM) log likelihood = -28757.514
Iteration 29: (EM) log likelihood = -28750.275
Iteration 30: (EM) log likelihood = -28743.691
Iteration 31: (EM) log likelihood = -28737.194
Iteration 32: (EM) log likelihood = -28730.741
Iteration 33: (EM) log likelihood = -28724.343
Iteration 34: (EM) log likelihood = -28717.934
Iteration 35: (EM) log likelihood = -28711.344
Iteration 36: (EM) log likelihood = -28703.398
Iteration 37: (EM) log likelihood = -28697.02
Iteration 38: (EM) log likelihood = -28691.011
Iteration 39: (EM) log likelihood = -28684.776
Iteration 40: (EM) log likelihood = -28679.792
Iteration 41: (EM) log likelihood = -28674.182
Iteration 42: (EM) log likelihood = -28670.539
Iteration 43: (EM) log likelihood = -28664.984
Iteration 44: (EM) log likelihood = -28658.669
Iteration 45: (EM) log likelihood = -28654.396
Iteration 46: (EM) log likelihood = -28649.478
Iteration 47: (EM) log likelihood = -28644.69
Iteration 48: (EM) log likelihood = -28639.403
Iteration 49: (EM) log likelihood = -28634.338
Iteration 50: (EM) log likelihood = -28629.523
Iteration 51: (EM) log likelihood = -28624.668
Iteration 52: (EM) log likelihood = -28621.282
Iteration 53: (EM) log likelihood = -28617.87
Iteration 54: (EM) log likelihood = -28614.697
Iteration 55: (EM) log likelihood = -28611.436
Iteration 56: (EM) log likelihood = -28606.014
Iteration 57: (EM) log likelihood = -28600.668
Iteration 58: (EM) log likelihood = -28598.2
Iteration 59: (EM) log likelihood = -28596.581
Iteration 60: (EM) log likelihood = -28592.544
Iteration 61: (EM) log likelihood = -28589.741
Iteration 62: (EM) log likelihood = -28587.217
Iteration 63: (EM) log likelihood = -28584.618
Iteration 64: (EM) log likelihood = -28581.985
Iteration 65: (EM) log likelihood = -28579.072
Iteration 66: (EM) log likelihood = -28578.337
Iteration 67: (EM) log likelihood = -28575.689
Iteration 68: (EM) log likelihood = -28570.928
Iteration 69: (EM) log likelihood = -28569.198
Iteration 70: (EM) log likelihood = -28567.263
Iteration 71: (EM) log likelihood = -28564.82
Iteration 72: (EM) log likelihood = -28562.671
Iteration 73: (EM) log likelihood = -28558.815
Iteration 74: (EM) log likelihood = -28557.524
Iteration 75: (EM) log likelihood = -28555.832
Iteration 76: (EM) log likelihood = -28553.954
Iteration 77: (EM) log likelihood = -28552.584
Iteration 78: (EM) log likelihood = -28551.594
Iteration 79: (EM) log likelihood = -28550.236
Iteration 80: (EM) log likelihood = -28548.982
Iteration 81: (EM) log likelihood = -28547.608
Iteration 82: (EM) log likelihood = -28545.712
Iteration 83: (EM) log likelihood = -28543.555
Iteration 84: (EM) log likelihood = -28542.091
Iteration 85: (EM) log likelihood = -28541.612
Iteration 86: (EM) log likelihood = -28539.839
Iteration 87: (EM) log likelihood = -28538.03
Iteration 88: (EM) log likelihood = -28537.736
Iteration 89: (EM) log likelihood = -28536.151
Iteration 90: (EM) log likelihood = -28534.377
Iteration 91: (EM) log likelihood = -28532.94
Iteration 92: (EM) log likelihood = -28532.293
Iteration 93: (EM) log likelihood = -28529.962
Iteration 94: (EM) log likelihood = -28528.821
Iteration 95: (EM) log likelihood = -28527.85
Iteration 96: (EM) log likelihood = -28526.899
Iteration 97: (EM) log likelihood = -28526.381
Iteration 98: (EM) log likelihood = -28525.431
Iteration 99: (EM) log likelihood = -28524.233
Iteration 100: (EM) log likelihood = -28522.007
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.608
Iteration 1: (class) log likelihood = -6097.608
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.89
Iteration 1: (outcome) log likelihood = -28921.306
Iteration 2: (outcome) log likelihood = -28892.429
Iteration 3: (outcome) log likelihood = -28889.85
Iteration 4: (outcome) log likelihood = -28889.627
Iteration 5: (outcome) log likelihood = -28889.574
Iteration 6: (outcome) log likelihood = -28889.563
Iteration 7: (outcome) log likelihood = -28889.562
Iteration 8: (outcome) log likelihood = -28889.561
Iteration 9: (outcome) log likelihood = -28889.561
Iteration 10: (outcome) log likelihood = -28889.561 (not concave)
Iteration 11: (outcome) log likelihood = -28889.561 (not concave)
Iteration 12: (outcome) log likelihood = -28889.561 (not concave)
Iteration 13: (outcome) log likelihood = -28889.561 (not concave)
Iteration 14: (outcome) log likelihood = -28889.561 (not concave)
Iteration 15: (outcome) log likelihood = -28889.561 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34943.698
Iteration 1: (EM) log likelihood = -34789.572
Iteration 2: (EM) log likelihood = -34380.533
Iteration 3: (EM) log likelihood = -33464.029
Iteration 4: (EM) log likelihood = -32203.024
Iteration 5: (EM) log likelihood = -31302.371
Iteration 6: (EM) log likelihood = -30735.433
Iteration 7: (EM) log likelihood = -30356.94
Iteration 8: (EM) log likelihood = -30089.814
Iteration 9: (EM) log likelihood = -29887.661
Iteration 10: (EM) log likelihood = -29718.877
Iteration 11: (EM) log likelihood = -29572.418
Iteration 12: (EM) log likelihood = -29442.559
Iteration 13: (EM) log likelihood = -29338.293
Iteration 14: (EM) log likelihood = -29253.184
Iteration 15: (EM) log likelihood = -29184.204
Iteration 16: (EM) log likelihood = -29126.593
Iteration 17: (EM) log likelihood = -29084.421
Iteration 18: (EM) log likelihood = -29050.766
Iteration 19: (EM) log likelihood = -29021.297
Iteration 20: (EM) log likelihood = -28994.67
Iteration 21: (EM) log likelihood = -28969.433
Iteration 22: (EM) log likelihood = -28944.453
Iteration 23: (EM) log likelihood = -28923.284
Iteration 24: (EM) log likelihood = -28902.328
Iteration 25: (EM) log likelihood = -28882.799
Iteration 26: (EM) log likelihood = -28863.575
Iteration 27: (EM) log likelihood = -28845.687
Iteration 28: (EM) log likelihood = -28826.305
Iteration 29: (EM) log likelihood = -28810.201
Iteration 30: (EM) log likelihood = -28792.146
Iteration 31: (EM) log likelihood = -28777.296
Iteration 32: (EM) log likelihood = -28764.473
Iteration 33: (EM) log likelihood = -28751.305
Iteration 34: (EM) log likelihood = -28741.473
Iteration 35: (EM) log likelihood = -28732.432
Iteration 36: (EM) log likelihood = -28724.12
Iteration 37: (EM) log likelihood = -28717.136
Iteration 38: (EM) log likelihood = -28708.133
Iteration 39: (EM) log likelihood = -28701.191
Iteration 40: (EM) log likelihood = -28694.135
Iteration 41: (EM) log likelihood = -28687.524
Iteration 42: (EM) log likelihood = -28683.206
Iteration 43: (EM) log likelihood = -28678.572
Iteration 44: (EM) log likelihood = -28674.568
Iteration 45: (EM) log likelihood = -28671.355
Iteration 46: (EM) log likelihood = -28669.383
Iteration 47: (EM) log likelihood = -28666.809
Iteration 48: (EM) log likelihood = -28665.537
Iteration 49: (EM) log likelihood = -28664.291
Iteration 50: (EM) log likelihood = -28661.637
Iteration 51: (EM) log likelihood = -28659.838
Iteration 52: (EM) log likelihood = -28658.684
Iteration 53: (EM) log likelihood = -28657.75
Iteration 54: (EM) log likelihood = -28656.995
Iteration 55: (EM) log likelihood = -28656.468
Iteration 56: (EM) log likelihood = -28655.804
Iteration 57: (EM) log likelihood = -28655.451
Iteration 58: (EM) log likelihood = -28655.086
Iteration 59: (EM) log likelihood = -28654.669
Iteration 60: (EM) log likelihood = -28654.339
Iteration 61: (EM) log likelihood = -28653.884
Iteration 62: (EM) log likelihood = -28653.605
Iteration 63: (EM) log likelihood = -28653.174
Iteration 64: (EM) log likelihood = -28653.056
Iteration 65: (EM) log likelihood = -28652.706
Iteration 66: (EM) log likelihood = -28652.589
Iteration 67: (EM) log likelihood = -28652.586
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.2605
Iteration 1: (class) log likelihood = -6097.2605
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29545.813
Iteration 1: (outcome) log likelihood = -29012.325
Iteration 2: (outcome) log likelihood = -28907.404
Iteration 3: (outcome) log likelihood = -28887.915
Iteration 4: (outcome) log likelihood = -28884.806
Iteration 5: (outcome) log likelihood = -28884.129
Iteration 6: (outcome) log likelihood = -28883.995
Iteration 7: (outcome) log likelihood = -28883.974
Iteration 8: (outcome) log likelihood = -28883.969
Iteration 9: (outcome) log likelihood = -28883.968
Iteration 10: (outcome) log likelihood = -28883.967 (not concave)
Iteration 11: (outcome) log likelihood = -28883.967 (not concave)
Iteration 12: (outcome) log likelihood = -28883.967 (not concave)
Iteration 13: (outcome) log likelihood = -28883.967 (not concave)
Iteration 14: (outcome) log likelihood = -28883.967 (not concave)
Iteration 15: (outcome) log likelihood = -28883.967 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34926.312
Iteration 1: (EM) log likelihood = -34775.221
Iteration 2: (EM) log likelihood = -34422.374
Iteration 3: (EM) log likelihood = -33700.626
Iteration 4: (EM) log likelihood = -32673.12
Iteration 5: (EM) log likelihood = -31755.736
Iteration 6: (EM) log likelihood = -31087.442
Iteration 7: (EM) log likelihood = -30648.067
Iteration 8: (EM) log likelihood = -30362.589
Iteration 9: (EM) log likelihood = -30156.137
Iteration 10: (EM) log likelihood = -29987.543
Iteration 11: (EM) log likelihood = -29853.195
Iteration 12: (EM) log likelihood = -29732.688
Iteration 13: (EM) log likelihood = -29623.633
Iteration 14: (EM) log likelihood = -29528.84
Iteration 15: (EM) log likelihood = -29447.706
Iteration 16: (EM) log likelihood = -29377.454
Iteration 17: (EM) log likelihood = -29314.445
Iteration 18: (EM) log likelihood = -29257.724
Iteration 19: (EM) log likelihood = -29204.233
Iteration 20: (EM) log likelihood = -29151.733
Iteration 21: (EM) log likelihood = -29103.429
Iteration 22: (EM) log likelihood = -29056.606
Iteration 23: (EM) log likelihood = -29012.398
Iteration 24: (EM) log likelihood = -28971.494
Iteration 25: (EM) log likelihood = -28931.25
Iteration 26: (EM) log likelihood = -28896.298
Iteration 27: (EM) log likelihood = -28861.417
Iteration 28: (EM) log likelihood = -28828.832
Iteration 29: (EM) log likelihood = -28797.47
Iteration 30: (EM) log likelihood = -28766.876
Iteration 31: (EM) log likelihood = -28738.412
Iteration 32: (EM) log likelihood = -28708.456
Iteration 33: (EM) log likelihood = -28679.742
Iteration 34: (EM) log likelihood = -28651.055
Iteration 35: (EM) log likelihood = -28623.401
Iteration 36: (EM) log likelihood = -28595.943
Iteration 37: (EM) log likelihood = -28570.238
Iteration 38: (EM) log likelihood = -28543.021
Iteration 39: (EM) log likelihood = -28517.041
Iteration 40: (EM) log likelihood = -28488.568
Iteration 41: (EM) log likelihood = -28462.019
Iteration 42: (EM) log likelihood = -28438.994
Iteration 43: (EM) log likelihood = -28417.818
Iteration 44: (EM) log likelihood = -28398.454
Iteration 45: (EM) log likelihood = -28379.595
Iteration 46: (EM) log likelihood = -28362.015
Iteration 47: (EM) log likelihood = -28344.228
Iteration 48: (EM) log likelihood = -28324.804
Iteration 49: (EM) log likelihood = -28309.729
Iteration 50: (EM) log likelihood = -28296.737
Iteration 51: (EM) log likelihood = -28284.39
Iteration 52: (EM) log likelihood = -28270.398
Iteration 53: (EM) log likelihood = -28260.457
Iteration 54: (EM) log likelihood = -28249.344
Iteration 55: (EM) log likelihood = -28240.137
Iteration 56: (EM) log likelihood = -28232.868
Iteration 57: (EM) log likelihood = -28225.876
Iteration 58: (EM) log likelihood = -28220.089
Iteration 59: (EM) log likelihood = -28212.209
Iteration 60: (EM) log likelihood = -28203.204
Iteration 61: (EM) log likelihood = -28198.318
Iteration 62: (EM) log likelihood = -28194.029
Iteration 63: (EM) log likelihood = -28189.949
Iteration 64: (EM) log likelihood = -28185.643
Iteration 65: (EM) log likelihood = -28182.827
Iteration 66: (EM) log likelihood = -28179.778
Iteration 67: (EM) log likelihood = -28177.012
Iteration 68: (EM) log likelihood = -28174.837
Iteration 69: (EM) log likelihood = -28171.76
Iteration 70: (EM) log likelihood = -28167.303
Iteration 71: (EM) log likelihood = -28162.551
Iteration 72: (EM) log likelihood = -28159.157
Iteration 73: (EM) log likelihood = -28157.574
Iteration 74: (EM) log likelihood = -28156.235
Iteration 75: (EM) log likelihood = -28154.89
Iteration 76: (EM) log likelihood = -28153.567
Iteration 77: (EM) log likelihood = -28151.934
Iteration 78: (EM) log likelihood = -28150.958
Iteration 79: (EM) log likelihood = -28150.08
Iteration 80: (EM) log likelihood = -28149.5
Iteration 81: (EM) log likelihood = -28148.331
Iteration 82: (EM) log likelihood = -28147.527
Iteration 83: (EM) log likelihood = -28146.901
Iteration 84: (EM) log likelihood = -28146.061
Iteration 85: (EM) log likelihood = -28145.675
Iteration 86: (EM) log likelihood = -28145.363
Iteration 87: (EM) log likelihood = -28145.092
Iteration 88: (EM) log likelihood = -28144.798
Iteration 89: (EM) log likelihood = -28144.177
Iteration 90: (EM) log likelihood = -28143.969
Iteration 91: (EM) log likelihood = -28143.803
Iteration 92: (EM) log likelihood = -28143.847
Iteration 93: (EM) log likelihood = -28143.701
Iteration 94: (EM) log likelihood = -28143.171
Iteration 95: (EM) log likelihood = -28142.928
Iteration 96: (EM) log likelihood = -28142.751
Iteration 97: (EM) log likelihood = -28142.304
Iteration 98: (EM) log likelihood = -28141.504
Iteration 99: (EM) log likelihood = -28141.507
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.5423
Iteration 1: (class) log likelihood = -6096.5423
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29874.2
Iteration 1: (outcome) log likelihood = -29050.052
Iteration 2: (outcome) log likelihood = -28913.879
Iteration 3: (outcome) log likelihood = -28889.348
Iteration 4: (outcome) log likelihood = -28884.729
Iteration 5: (outcome) log likelihood = -28883.619
Iteration 6: (outcome) log likelihood = -28883.391
Iteration 7: (outcome) log likelihood = -28883.354
Iteration 8: (outcome) log likelihood = -28883.35
Iteration 9: (outcome) log likelihood = -28883.349 (not concave)
Iteration 10: (outcome) log likelihood = -28883.349 (not concave)
Iteration 11: (outcome) log likelihood = -28883.349 (not concave)
Iteration 12: (outcome) log likelihood = -28883.349 (not concave)
Iteration 13: (outcome) log likelihood = -28883.349 (not concave)
Iteration 14: (outcome) log likelihood = -28883.349 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34935.2
Iteration 1: (EM) log likelihood = -34804.308
Iteration 2: (EM) log likelihood = -34394.477
Iteration 3: (EM) log likelihood = -33431.422
Iteration 4: (EM) log likelihood = -32367.352
Iteration 5: (EM) log likelihood = -31726.912
Iteration 6: (EM) log likelihood = -31339.11
Iteration 7: (EM) log likelihood = -31034.246
Iteration 8: (EM) log likelihood = -30775.604
Iteration 9: (EM) log likelihood = -30550.338
Iteration 10: (EM) log likelihood = -30359.038
Iteration 11: (EM) log likelihood = -30196.233
Iteration 12: (EM) log likelihood = -30056.479
Iteration 13: (EM) log likelihood = -29934.168
Iteration 14: (EM) log likelihood = -29834.927
Iteration 15: (EM) log likelihood = -29751.934
Iteration 16: (EM) log likelihood = -29682.112
Iteration 17: (EM) log likelihood = -29620.606
Iteration 18: (EM) log likelihood = -29571.507
Iteration 19: (EM) log likelihood = -29528.207
Iteration 20: (EM) log likelihood = -29494.032
Iteration 21: (EM) log likelihood = -29464.372
Iteration 22: (EM) log likelihood = -29437.806
Iteration 23: (EM) log likelihood = -29412.447
Iteration 24: (EM) log likelihood = -29389.419
Iteration 25: (EM) log likelihood = -29366.332
Iteration 26: (EM) log likelihood = -29340.644
Iteration 27: (EM) log likelihood = -29313.518
Iteration 28: (EM) log likelihood = -29287.566
Iteration 29: (EM) log likelihood = -29261.454
Iteration 30: (EM) log likelihood = -29234.958
Iteration 31: (EM) log likelihood = -29208.674
Iteration 32: (EM) log likelihood = -29183.795
Iteration 33: (EM) log likelihood = -29160.742
Iteration 34: (EM) log likelihood = -29138.089
Iteration 35: (EM) log likelihood = -29118.021
Iteration 36: (EM) log likelihood = -29100.185
Iteration 37: (EM) log likelihood = -29083.322
Iteration 38: (EM) log likelihood = -29066.827
Iteration 39: (EM) log likelihood = -29051.513
Iteration 40: (EM) log likelihood = -29035.813
Iteration 41: (EM) log likelihood = -29021.746
Iteration 42: (EM) log likelihood = -29007.802
Iteration 43: (EM) log likelihood = -28993.457
Iteration 44: (EM) log likelihood = -28978.891
Iteration 45: (EM) log likelihood = -28965.041
Iteration 46: (EM) log likelihood = -28950.205
Iteration 47: (EM) log likelihood = -28936.395
Iteration 48: (EM) log likelihood = -28922.103
Iteration 49: (EM) log likelihood = -28908.155
Iteration 50: (EM) log likelihood = -28890.82
Iteration 51: (EM) log likelihood = -28879.247
Iteration 52: (EM) log likelihood = -28866.778
Iteration 53: (EM) log likelihood = -28856.013
Iteration 54: (EM) log likelihood = -28845.673
Iteration 55: (EM) log likelihood = -28835.539
Iteration 56: (EM) log likelihood = -28826.972
Iteration 57: (EM) log likelihood = -28819.518
Iteration 58: (EM) log likelihood = -28812.504
Iteration 59: (EM) log likelihood = -28806.17
Iteration 60: (EM) log likelihood = -28800.178
Iteration 61: (EM) log likelihood = -28794.29
Iteration 62: (EM) log likelihood = -28788.295
Iteration 63: (EM) log likelihood = -28781.852
Iteration 64: (EM) log likelihood = -28775.563
Iteration 65: (EM) log likelihood = -28770.487
Iteration 66: (EM) log likelihood = -28765.451
Iteration 67: (EM) log likelihood = -28760.922
Iteration 68: (EM) log likelihood = -28756.237
Iteration 69: (EM) log likelihood = -28752.067
Iteration 70: (EM) log likelihood = -28748.169
Iteration 71: (EM) log likelihood = -28743.949
Iteration 72: (EM) log likelihood = -28739.503
Iteration 73: (EM) log likelihood = -28733.409
Iteration 74: (EM) log likelihood = -28729.092
Iteration 75: (EM) log likelihood = -28724.793
Iteration 76: (EM) log likelihood = -28721.381
Iteration 77: (EM) log likelihood = -28717.677
Iteration 78: (EM) log likelihood = -28714.251
Iteration 79: (EM) log likelihood = -28710.845
Iteration 80: (EM) log likelihood = -28707.291
Iteration 81: (EM) log likelihood = -28703.98
Iteration 82: (EM) log likelihood = -28700.573
Iteration 83: (EM) log likelihood = -28697.424
Iteration 84: (EM) log likelihood = -28694.627
Iteration 85: (EM) log likelihood = -28691.892
Iteration 86: (EM) log likelihood = -28689.173
Iteration 87: (EM) log likelihood = -28686.587
Iteration 88: (EM) log likelihood = -28684.017
Iteration 89: (EM) log likelihood = -28681.603
Iteration 90: (EM) log likelihood = -28679.241
Iteration 91: (EM) log likelihood = -28676.42
Iteration 92: (EM) log likelihood = -28674.25
Iteration 93: (EM) log likelihood = -28672.207
Iteration 94: (EM) log likelihood = -28669.8
Iteration 95: (EM) log likelihood = -28667.908
Iteration 96: (EM) log likelihood = -28666.11
Iteration 97: (EM) log likelihood = -28664.275
Iteration 98: (EM) log likelihood = -28662.374
Iteration 99: (EM) log likelihood = -28660.746
Iteration 100: (EM) log likelihood = -28659.032
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.965
Iteration 1: (class) log likelihood = -6095.965
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29811.664
Iteration 1: (outcome) log likelihood = -29043.292
Iteration 2: (outcome) log likelihood = -28902.611
Iteration 3: (outcome) log likelihood = -28874.195
Iteration 4: (outcome) log likelihood = -28868.755
Iteration 5: (outcome) log likelihood = -28867.637
Iteration 6: (outcome) log likelihood = -28867.448
Iteration 7: (outcome) log likelihood = -28867.403
Iteration 8: (outcome) log likelihood = -28867.393
Iteration 9: (outcome) log likelihood = -28867.391 (not concave)
Iteration 10: (outcome) log likelihood = -28867.39 (not concave)
Iteration 11: (outcome) log likelihood = -28867.39 (not concave)
Iteration 12: (outcome) log likelihood = -28867.39 (not concave)
Iteration 13: (outcome) log likelihood = -28867.39 (not concave)
Iteration 14: (outcome) log likelihood = -28867.39 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34904.901
Iteration 1: (EM) log likelihood = -34685.114
Iteration 2: (EM) log likelihood = -34089.875
Iteration 3: (EM) log likelihood = -33171.293
Iteration 4: (EM) log likelihood = -32322.991
Iteration 5: (EM) log likelihood = -31670.192
Iteration 6: (EM) log likelihood = -31170.161
Iteration 7: (EM) log likelihood = -30789.805
Iteration 8: (EM) log likelihood = -30487.447
Iteration 9: (EM) log likelihood = -30253.509
Iteration 10: (EM) log likelihood = -30086.649
Iteration 11: (EM) log likelihood = -29970.341
Iteration 12: (EM) log likelihood = -29882.674
Iteration 13: (EM) log likelihood = -29810.308
Iteration 14: (EM) log likelihood = -29742.181
Iteration 15: (EM) log likelihood = -29675.037
Iteration 16: (EM) log likelihood = -29604.841
Iteration 17: (EM) log likelihood = -29529.398
Iteration 18: (EM) log likelihood = -29444.688
Iteration 19: (EM) log likelihood = -29362.878
Iteration 20: (EM) log likelihood = -29284.058
Iteration 21: (EM) log likelihood = -29207.111
Iteration 22: (EM) log likelihood = -29136.989
Iteration 23: (EM) log likelihood = -29071.574
Iteration 24: (EM) log likelihood = -29022.441
Iteration 25: (EM) log likelihood = -28982.29
Iteration 26: (EM) log likelihood = -28948.384
Iteration 27: (EM) log likelihood = -28918.424
Iteration 28: (EM) log likelihood = -28892.311
Iteration 29: (EM) log likelihood = -28868.294
Iteration 30: (EM) log likelihood = -28847.508
Iteration 31: (EM) log likelihood = -28828.358
Iteration 32: (EM) log likelihood = -28810.956
Iteration 33: (EM) log likelihood = -28793.502
Iteration 34: (EM) log likelihood = -28776.42
Iteration 35: (EM) log likelihood = -28759.331
Iteration 36: (EM) log likelihood = -28742.815
Iteration 37: (EM) log likelihood = -28727.01
Iteration 38: (EM) log likelihood = -28711.618
Iteration 39: (EM) log likelihood = -28698.481
Iteration 40: (EM) log likelihood = -28686.735
Iteration 41: (EM) log likelihood = -28674.862
Iteration 42: (EM) log likelihood = -28664.781
Iteration 43: (EM) log likelihood = -28655.892
Iteration 44: (EM) log likelihood = -28647.052
Iteration 45: (EM) log likelihood = -28639.565
Iteration 46: (EM) log likelihood = -28632.538
Iteration 47: (EM) log likelihood = -28624.825
Iteration 48: (EM) log likelihood = -28619.094
Iteration 49: (EM) log likelihood = -28613.034
Iteration 50: (EM) log likelihood = -28607.557
Iteration 51: (EM) log likelihood = -28602.376
Iteration 52: (EM) log likelihood = -28598.278
Iteration 53: (EM) log likelihood = -28593.372
Iteration 54: (EM) log likelihood = -28589.843
Iteration 55: (EM) log likelihood = -28586.222
Iteration 56: (EM) log likelihood = -28582.801
Iteration 57: (EM) log likelihood = -28578.87
Iteration 58: (EM) log likelihood = -28575.248
Iteration 59: (EM) log likelihood = -28571.37
Iteration 60: (EM) log likelihood = -28568.999
Iteration 61: (EM) log likelihood = -28566.414
Iteration 62: (EM) log likelihood = -28564.265
Iteration 63: (EM) log likelihood = -28561.549
Iteration 64: (EM) log likelihood = -28558.568
Iteration 65: (EM) log likelihood = -28555.015
Iteration 66: (EM) log likelihood = -28553.226
Iteration 67: (EM) log likelihood = -28550.213
Iteration 68: (EM) log likelihood = -28547.653
Iteration 69: (EM) log likelihood = -28545.521
Iteration 70: (EM) log likelihood = -28543.538
Iteration 71: (EM) log likelihood = -28541.126
Iteration 72: (EM) log likelihood = -28539.08
Iteration 73: (EM) log likelihood = -28536.851
Iteration 74: (EM) log likelihood = -28534.469
Iteration 75: (EM) log likelihood = -28532.027
Iteration 76: (EM) log likelihood = -28529.281
Iteration 77: (EM) log likelihood = -28526.585
Iteration 78: (EM) log likelihood = -28523.32
Iteration 79: (EM) log likelihood = -28521.726
Iteration 80: (EM) log likelihood = -28519.733
Iteration 81: (EM) log likelihood = -28517.929
Iteration 82: (EM) log likelihood = -28513.746
Iteration 83: (EM) log likelihood = -28511.805
Iteration 84: (EM) log likelihood = -28509.118
Iteration 85: (EM) log likelihood = -28506.91
Iteration 86: (EM) log likelihood = -28505.176
Iteration 87: (EM) log likelihood = -28503.818
Iteration 88: (EM) log likelihood = -28501.619
Iteration 89: (EM) log likelihood = -28498.561
Iteration 90: (EM) log likelihood = -28496.606
Iteration 91: (EM) log likelihood = -28495.024
Iteration 92: (EM) log likelihood = -28492.153
Iteration 93: (EM) log likelihood = -28490.07
Iteration 94: (EM) log likelihood = -28488.316
Iteration 95: (EM) log likelihood = -28486.73
Iteration 96: (EM) log likelihood = -28485.244
Iteration 97: (EM) log likelihood = -28483.948
Iteration 98: (EM) log likelihood = -28482.747
Iteration 99: (EM) log likelihood = -28481.406
Iteration 100: (EM) log likelihood = -28479.68
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.4854
Iteration 1: (class) log likelihood = -6096.4854
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30072.485
Iteration 1: (outcome) log likelihood = -29094.837
Iteration 2: (outcome) log likelihood = -28915.503
Iteration 3: (outcome) log likelihood = -28882.447
Iteration 4: (outcome) log likelihood = -28875.273
Iteration 5: (outcome) log likelihood = -28873.95
Iteration 6: (outcome) log likelihood = -28873.72
Iteration 7: (outcome) log likelihood = -28873.668
Iteration 8: (outcome) log likelihood = -28873.655
Iteration 9: (outcome) log likelihood = -28873.652 (not concave)
Iteration 10: (outcome) log likelihood = -28873.652 (not concave)
Iteration 11: (outcome) log likelihood = -28873.652 (not concave)
Iteration 12: (outcome) log likelihood = -28873.652 (not concave)
Iteration 13: (outcome) log likelihood = -28873.652 (not concave)
Iteration 14: (outcome) log likelihood = -28873.652 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34951.358
Iteration 1: (EM) log likelihood = -34881.952
Iteration 2: (EM) log likelihood = -34712.365
Iteration 3: (EM) log likelihood = -34314.54
Iteration 4: (EM) log likelihood = -33496.791
Iteration 5: (EM) log likelihood = -32373.84
Iteration 6: (EM) log likelihood = -31442.071
Iteration 7: (EM) log likelihood = -30815.55
Iteration 8: (EM) log likelihood = -30412.136
Iteration 9: (EM) log likelihood = -30142.076
Iteration 10: (EM) log likelihood = -29941.71
Iteration 11: (EM) log likelihood = -29772.492
Iteration 12: (EM) log likelihood = -29613.922
Iteration 13: (EM) log likelihood = -29460.109
Iteration 14: (EM) log likelihood = -29326.575
Iteration 15: (EM) log likelihood = -29216.469
Iteration 16: (EM) log likelihood = -29135.475
Iteration 17: (EM) log likelihood = -29071.565
Iteration 18: (EM) log likelihood = -29024.398
Iteration 19: (EM) log likelihood = -28983.734
Iteration 20: (EM) log likelihood = -28949.533
Iteration 21: (EM) log likelihood = -28915.99
Iteration 22: (EM) log likelihood = -28888.285
Iteration 23: (EM) log likelihood = -28861.968
Iteration 24: (EM) log likelihood = -28838.569
Iteration 25: (EM) log likelihood = -28814.885
Iteration 26: (EM) log likelihood = -28789.576
Iteration 27: (EM) log likelihood = -28764.014
Iteration 28: (EM) log likelihood = -28741.937
Iteration 29: (EM) log likelihood = -28722.535
Iteration 30: (EM) log likelihood = -28704.798
Iteration 31: (EM) log likelihood = -28689.225
Iteration 32: (EM) log likelihood = -28677.584
Iteration 33: (EM) log likelihood = -28665.145
Iteration 34: (EM) log likelihood = -28648.931
Iteration 35: (EM) log likelihood = -28639.402
Iteration 36: (EM) log likelihood = -28632.874
Iteration 37: (EM) log likelihood = -28626.961
Iteration 38: (EM) log likelihood = -28623.108
Iteration 39: (EM) log likelihood = -28620.353
Iteration 40: (EM) log likelihood = -28613.935
Iteration 41: (EM) log likelihood = -28610.837
Iteration 42: (EM) log likelihood = -28607.943
Iteration 43: (EM) log likelihood = -28605.502
Iteration 44: (EM) log likelihood = -28601.692
Iteration 45: (EM) log likelihood = -28600.368
Iteration 46: (EM) log likelihood = -28598.459
Iteration 47: (EM) log likelihood = -28595.392
Iteration 48: (EM) log likelihood = -28594.55
Iteration 49: (EM) log likelihood = -28594.254
Iteration 50: (EM) log likelihood = -28592.717
Iteration 51: (EM) log likelihood = -28592.784
Iteration 52: (EM) log likelihood = -28593.333
Iteration 53: (EM) log likelihood = -28593.725
Iteration 54: (EM) log likelihood = -28594.6
Iteration 55: (EM) log likelihood = -28595
Iteration 56: (EM) log likelihood = -28595.086
Iteration 57: (EM) log likelihood = -28595.573
Iteration 58: (EM) log likelihood = -28596.975
Iteration 59: (EM) log likelihood = -28597.45
Iteration 60: (EM) log likelihood = -28598.662
Iteration 61: (EM) log likelihood = -28599.223
Iteration 62: (EM) log likelihood = -28600.469
Iteration 63: (EM) log likelihood = -28601.614
Iteration 64: (EM) log likelihood = -28601.661
Iteration 65: (EM) log likelihood = -28602.09
Iteration 66: (EM) log likelihood = -28602.36
Iteration 67: (EM) log likelihood = -28603.099
Iteration 68: (EM) log likelihood = -28604.388
Iteration 69: (EM) log likelihood = -28605.085
Iteration 70: (EM) log likelihood = -28606.032
Iteration 71: (EM) log likelihood = -28607.069
Iteration 72: (EM) log likelihood = -28608.617
Iteration 73: (EM) log likelihood = -28609.449
Iteration 74: (EM) log likelihood = -28609.682
Iteration 75: (EM) log likelihood = -28611.326
Iteration 76: (EM) log likelihood = -28612.109
Iteration 77: (EM) log likelihood = -28612.719
Iteration 78: (EM) log likelihood = -28614.052
Iteration 79: (EM) log likelihood = -28615.585
Iteration 80: (EM) log likelihood = -28616.28
Iteration 81: (EM) log likelihood = -28617.752
Iteration 82: (EM) log likelihood = -28619.125
Iteration 83: (EM) log likelihood = -28619.908
Iteration 84: (EM) log likelihood = -28621.289
Iteration 85: (EM) log likelihood = -28622.713
Iteration 86: (EM) log likelihood = -28624.168
Iteration 87: (EM) log likelihood = -28624.891
Iteration 88: (EM) log likelihood = -28626.227
Iteration 89: (EM) log likelihood = -28627.579
Iteration 90: (EM) log likelihood = -28628.475
Iteration 91: (EM) log likelihood = -28629.907
Iteration 92: (EM) log likelihood = -28631.525
Iteration 93: (EM) log likelihood = -28633.046
Iteration 94: (EM) log likelihood = -28634.456
Iteration 95: (EM) log likelihood = -28635.081
Iteration 96: (EM) log likelihood = -28636.056
Iteration 97: (EM) log likelihood = -28637.269
Iteration 98: (EM) log likelihood = -28639.118
Iteration 99: (EM) log likelihood = -28640.393
Iteration 100: (EM) log likelihood = -28641.671
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1041
Iteration 1: (class) log likelihood = -6097.1041
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29131.409
Iteration 1: (outcome) log likelihood = -28926.742
Iteration 2: (outcome) log likelihood = -28890.637
Iteration 3: (outcome) log likelihood = -28887.212
Iteration 4: (outcome) log likelihood = -28886.834
Iteration 5: (outcome) log likelihood = -28886.77
Iteration 6: (outcome) log likelihood = -28886.759
Iteration 7: (outcome) log likelihood = -28886.756
Iteration 8: (outcome) log likelihood = -28886.755
Iteration 9: (outcome) log likelihood = -28886.755 (not concave)
Iteration 10: (outcome) log likelihood = -28886.755 (not concave)
Iteration 11: (outcome) log likelihood = -28886.755 (not concave)
Iteration 12: (outcome) log likelihood = -28886.755 (not concave)
Iteration 13: (outcome) log likelihood = -28886.755 (not concave)
Iteration 14: (outcome) log likelihood = -28886.755 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34966.328
Iteration 1: (EM) log likelihood = -34885.264
Iteration 2: (EM) log likelihood = -34636.786
Iteration 3: (EM) log likelihood = -34029.86
Iteration 4: (EM) log likelihood = -32963.921
Iteration 5: (EM) log likelihood = -31841.934
Iteration 6: (EM) log likelihood = -31004.64
Iteration 7: (EM) log likelihood = -30430.967
Iteration 8: (EM) log likelihood = -30053.103
Iteration 9: (EM) log likelihood = -29814.598
Iteration 10: (EM) log likelihood = -29656.189
Iteration 11: (EM) log likelihood = -29535.6
Iteration 12: (EM) log likelihood = -29443.511
Iteration 13: (EM) log likelihood = -29368.886
Iteration 14: (EM) log likelihood = -29311.75
Iteration 15: (EM) log likelihood = -29267.141
Iteration 16: (EM) log likelihood = -29230.938
Iteration 17: (EM) log likelihood = -29202.575
Iteration 18: (EM) log likelihood = -29180.035
Iteration 19: (EM) log likelihood = -29157.33
Iteration 20: (EM) log likelihood = -29141.959
Iteration 21: (EM) log likelihood = -29127.208
Iteration 22: (EM) log likelihood = -29109.442
Iteration 23: (EM) log likelihood = -29095.909
Iteration 24: (EM) log likelihood = -29084.007
Iteration 25: (EM) log likelihood = -29072.667
Iteration 26: (EM) log likelihood = -29062.931
Iteration 27: (EM) log likelihood = -29051.193
Iteration 28: (EM) log likelihood = -29038.955
Iteration 29: (EM) log likelihood = -29023.548
Iteration 30: (EM) log likelihood = -29007.608
Iteration 31: (EM) log likelihood = -28993.109
Iteration 32: (EM) log likelihood = -28978.738
Iteration 33: (EM) log likelihood = -28964.653
Iteration 34: (EM) log likelihood = -28955.566
Iteration 35: (EM) log likelihood = -28941.596
Iteration 36: (EM) log likelihood = -28934.746
Iteration 37: (EM) log likelihood = -28927.437
Iteration 38: (EM) log likelihood = -28923.851
Iteration 39: (EM) log likelihood = -28919.5
Iteration 40: (EM) log likelihood = -28916
Iteration 41: (EM) log likelihood = -28911.398
Iteration 42: (EM) log likelihood = -28908.59
Iteration 43: (EM) log likelihood = -28907.907
Iteration 44: (EM) log likelihood = -28906.671
Iteration 45: (EM) log likelihood = -28906.1
Iteration 46: (EM) log likelihood = -28904.989
Iteration 47: (EM) log likelihood = -28903.989
Iteration 48: (EM) log likelihood = -28903.664
Iteration 49: (EM) log likelihood = -28902.881
Iteration 50: (EM) log likelihood = -28899.782
Iteration 51: (EM) log likelihood = -28899.228
Iteration 52: (EM) log likelihood = -28898.84
Iteration 53: (EM) log likelihood = -28898.105
Iteration 54: (EM) log likelihood = -28897.527
Iteration 55: (EM) log likelihood = -28896.377
Iteration 56: (EM) log likelihood = -28896.24
Iteration 57: (EM) log likelihood = -28895.977
Iteration 58: (EM) log likelihood = -28895.716
Iteration 59: (EM) log likelihood = -28895.234
Iteration 60: (EM) log likelihood = -28893.765
Iteration 61: (EM) log likelihood = -28893.673
Iteration 62: (EM) log likelihood = -28893.322
Iteration 63: (EM) log likelihood = -28893.125
Iteration 64: (EM) log likelihood = -28892.76
Iteration 65: (EM) log likelihood = -28892.347
Iteration 66: (EM) log likelihood = -28891.62
Iteration 67: (EM) log likelihood = -28891.368
Iteration 68: (EM) log likelihood = -28891.437
Iteration 69: (EM) log likelihood = -28890.966
Iteration 70: (EM) log likelihood = -28890.928
Iteration 71: (EM) log likelihood = -28890.985
Iteration 72: (EM) log likelihood = -28890.477
Iteration 73: (EM) log likelihood = -28889.264
Iteration 74: (EM) log likelihood = -28887.445
Iteration 75: (EM) log likelihood = -28886.786
Iteration 76: (EM) log likelihood = -28886.383
Iteration 77: (EM) log likelihood = -28886.023
Iteration 78: (EM) log likelihood = -28885.582
Iteration 79: (EM) log likelihood = -28885.203
Iteration 80: (EM) log likelihood = -28884.587
Iteration 81: (EM) log likelihood = -28884.608
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.002
Iteration 1: (class) log likelihood = -6097.002
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29617.764
Iteration 1: (outcome) log likelihood = -28989.86
Iteration 2: (outcome) log likelihood = -28887.401
Iteration 3: (outcome) log likelihood = -28866.393
Iteration 4: (outcome) log likelihood = -28862.95
Iteration 5: (outcome) log likelihood = -28862.176
Iteration 6: (outcome) log likelihood = -28862.015
Iteration 7: (outcome) log likelihood = -28861.98
Iteration 8: (outcome) log likelihood = -28861.973
Iteration 9: (outcome) log likelihood = -28861.971
Iteration 10: (outcome) log likelihood = -28861.971 (not concave)
Iteration 11: (outcome) log likelihood = -28861.97 (not concave)
Iteration 12: (outcome) log likelihood = -28861.97 (not concave)
Iteration 13: (outcome) log likelihood = -28861.97 (not concave)
Iteration 14: (outcome) log likelihood = -28861.97 (not concave)
Iteration 15: (outcome) log likelihood = -28861.97 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34916.414
Iteration 1: (EM) log likelihood = -34765.45
Iteration 2: (EM) log likelihood = -34369.498
Iteration 3: (EM) log likelihood = -33619.341
Iteration 4: (EM) log likelihood = -32601.379
Iteration 5: (EM) log likelihood = -31531.382
Iteration 6: (EM) log likelihood = -30706.264
Iteration 7: (EM) log likelihood = -30223.233
Iteration 8: (EM) log likelihood = -29954.231
Iteration 9: (EM) log likelihood = -29771.416
Iteration 10: (EM) log likelihood = -29631.394
Iteration 11: (EM) log likelihood = -29516.637
Iteration 12: (EM) log likelihood = -29421.446
Iteration 13: (EM) log likelihood = -29339.236
Iteration 14: (EM) log likelihood = -29269.688
Iteration 15: (EM) log likelihood = -29209.529
Iteration 16: (EM) log likelihood = -29157.217
Iteration 17: (EM) log likelihood = -29111.282
Iteration 18: (EM) log likelihood = -29067.551
Iteration 19: (EM) log likelihood = -29034.529
Iteration 20: (EM) log likelihood = -29006.961
Iteration 21: (EM) log likelihood = -28983.04
Iteration 22: (EM) log likelihood = -28960.614
Iteration 23: (EM) log likelihood = -28941.561
Iteration 24: (EM) log likelihood = -28924.305
Iteration 25: (EM) log likelihood = -28907.124
Iteration 26: (EM) log likelihood = -28892.4
Iteration 27: (EM) log likelihood = -28878.016
Iteration 28: (EM) log likelihood = -28863.714
Iteration 29: (EM) log likelihood = -28850.217
Iteration 30: (EM) log likelihood = -28838.349
Iteration 31: (EM) log likelihood = -28828.127
Iteration 32: (EM) log likelihood = -28816.535
Iteration 33: (EM) log likelihood = -28806.996
Iteration 34: (EM) log likelihood = -28798.835
Iteration 35: (EM) log likelihood = -28789.949
Iteration 36: (EM) log likelihood = -28781.064
Iteration 37: (EM) log likelihood = -28773.066
Iteration 38: (EM) log likelihood = -28765.786
Iteration 39: (EM) log likelihood = -28759.463
Iteration 40: (EM) log likelihood = -28753.142
Iteration 41: (EM) log likelihood = -28746.979
Iteration 42: (EM) log likelihood = -28741.081
Iteration 43: (EM) log likelihood = -28735.992
Iteration 44: (EM) log likelihood = -28731.142
Iteration 45: (EM) log likelihood = -28726.115
Iteration 46: (EM) log likelihood = -28721.013
Iteration 47: (EM) log likelihood = -28715.729
Iteration 48: (EM) log likelihood = -28710.698
Iteration 49: (EM) log likelihood = -28705.57
Iteration 50: (EM) log likelihood = -28700.826
Iteration 51: (EM) log likelihood = -28696.271
Iteration 52: (EM) log likelihood = -28691.888
Iteration 53: (EM) log likelihood = -28687.576
Iteration 54: (EM) log likelihood = -28683.626
Iteration 55: (EM) log likelihood = -28679.225
Iteration 56: (EM) log likelihood = -28674.794
Iteration 57: (EM) log likelihood = -28670.499
Iteration 58: (EM) log likelihood = -28666.807
Iteration 59: (EM) log likelihood = -28663.782
Iteration 60: (EM) log likelihood = -28660.963
Iteration 61: (EM) log likelihood = -28657.625
Iteration 62: (EM) log likelihood = -28655.288
Iteration 63: (EM) log likelihood = -28651.872
Iteration 64: (EM) log likelihood = -28649.454
Iteration 65: (EM) log likelihood = -28647.485
Iteration 66: (EM) log likelihood = -28645.878
Iteration 67: (EM) log likelihood = -28644.418
Iteration 68: (EM) log likelihood = -28643.126
Iteration 69: (EM) log likelihood = -28641.812
Iteration 70: (EM) log likelihood = -28640.598
Iteration 71: (EM) log likelihood = -28639.491
Iteration 72: (EM) log likelihood = -28638.626
Iteration 73: (EM) log likelihood = -28637.724
Iteration 74: (EM) log likelihood = -28636.815
Iteration 75: (EM) log likelihood = -28635.9
Iteration 76: (EM) log likelihood = -28634.951
Iteration 77: (EM) log likelihood = -28633.792
Iteration 78: (EM) log likelihood = -28633.108
Iteration 79: (EM) log likelihood = -28632.263
Iteration 80: (EM) log likelihood = -28631.454
Iteration 81: (EM) log likelihood = -28630.859
Iteration 82: (EM) log likelihood = -28629.685
Iteration 83: (EM) log likelihood = -28628.754
Iteration 84: (EM) log likelihood = -28627.125
Iteration 85: (EM) log likelihood = -28626.211
Iteration 86: (EM) log likelihood = -28625.595
Iteration 87: (EM) log likelihood = -28624.464
Iteration 88: (EM) log likelihood = -28623.844
Iteration 89: (EM) log likelihood = -28623.202
Iteration 90: (EM) log likelihood = -28622.465
Iteration 91: (EM) log likelihood = -28621.897
Iteration 92: (EM) log likelihood = -28621.169
Iteration 93: (EM) log likelihood = -28620.719
Iteration 94: (EM) log likelihood = -28620.121
Iteration 95: (EM) log likelihood = -28619.578
Iteration 96: (EM) log likelihood = -28619.183
Iteration 97: (EM) log likelihood = -28618.656
Iteration 98: (EM) log likelihood = -28618.14
Iteration 99: (EM) log likelihood = -28617.643
Iteration 100: (EM) log likelihood = -28617.157
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.5421
Iteration 1: (class) log likelihood = -6096.5421
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29375.959
Iteration 1: (outcome) log likelihood = -29003.5
Iteration 2: (outcome) log likelihood = -28898.767
Iteration 3: (outcome) log likelihood = -28884.389
Iteration 4: (outcome) log likelihood = -28881.716
Iteration 5: (outcome) log likelihood = -28881.2
Iteration 6: (outcome) log likelihood = -28881.093
Iteration 7: (outcome) log likelihood = -28881.07
Iteration 8: (outcome) log likelihood = -28881.065
Iteration 9: (outcome) log likelihood = -28881.064
Iteration 10: (outcome) log likelihood = -28881.063 (not concave)
Iteration 11: (outcome) log likelihood = -28881.063 (not concave)
Iteration 12: (outcome) log likelihood = -28881.063 (not concave)
Iteration 13: (outcome) log likelihood = -28881.063 (not concave)
Iteration 14: (outcome) log likelihood = -28881.063 (not concave)
Iteration 15: (outcome) log likelihood = -28881.063 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.53
Iteration 1: (EM) log likelihood = -34821.384
Iteration 2: (EM) log likelihood = -34527.905
Iteration 3: (EM) log likelihood = -33828.38
Iteration 4: (EM) log likelihood = -32682.839
Iteration 5: (EM) log likelihood = -31640.963
Iteration 6: (EM) log likelihood = -30975.743
Iteration 7: (EM) log likelihood = -30579.23
Iteration 8: (EM) log likelihood = -30324.133
Iteration 9: (EM) log likelihood = -30126.937
Iteration 10: (EM) log likelihood = -29959.559
Iteration 11: (EM) log likelihood = -29823.745
Iteration 12: (EM) log likelihood = -29724.418
Iteration 13: (EM) log likelihood = -29646.667
Iteration 14: (EM) log likelihood = -29581.457
Iteration 15: (EM) log likelihood = -29520.462
Iteration 16: (EM) log likelihood = -29465.143
Iteration 17: (EM) log likelihood = -29405.709
Iteration 18: (EM) log likelihood = -29338.912
Iteration 19: (EM) log likelihood = -29261.596
Iteration 20: (EM) log likelihood = -29188.62
Iteration 21: (EM) log likelihood = -29120.823
Iteration 22: (EM) log likelihood = -29058.97
Iteration 23: (EM) log likelihood = -29009.698
Iteration 24: (EM) log likelihood = -28966.042
Iteration 25: (EM) log likelihood = -28929.282
Iteration 26: (EM) log likelihood = -28894.449
Iteration 27: (EM) log likelihood = -28866.818
Iteration 28: (EM) log likelihood = -28840.394
Iteration 29: (EM) log likelihood = -28813.962
Iteration 30: (EM) log likelihood = -28789.65
Iteration 31: (EM) log likelihood = -28763.976
Iteration 32: (EM) log likelihood = -28739.267
Iteration 33: (EM) log likelihood = -28712.643
Iteration 34: (EM) log likelihood = -28683.808
Iteration 35: (EM) log likelihood = -28654.522
Iteration 36: (EM) log likelihood = -28622.379
Iteration 37: (EM) log likelihood = -28587.17
Iteration 38: (EM) log likelihood = -28550.05
Iteration 39: (EM) log likelihood = -28510.241
Iteration 40: (EM) log likelihood = -28472.979
Iteration 41: (EM) log likelihood = -28435.52
Iteration 42: (EM) log likelihood = -28399.347
Iteration 43: (EM) log likelihood = -28364.986
Iteration 44: (EM) log likelihood = -28332.209
Iteration 45: (EM) log likelihood = -28302.437
Iteration 46: (EM) log likelihood = -28276.895
Iteration 47: (EM) log likelihood = -28254.161
Iteration 48: (EM) log likelihood = -28233.591
Iteration 49: (EM) log likelihood = -28215.509
Iteration 50: (EM) log likelihood = -28197.693
Iteration 51: (EM) log likelihood = -28181.851
Iteration 52: (EM) log likelihood = -28168.529
Iteration 53: (EM) log likelihood = -28156.655
Iteration 54: (EM) log likelihood = -28146.499
Iteration 55: (EM) log likelihood = -28137.32
Iteration 56: (EM) log likelihood = -28129.721
Iteration 57: (EM) log likelihood = -28122.173
Iteration 58: (EM) log likelihood = -28115.534
Iteration 59: (EM) log likelihood = -28109.775
Iteration 60: (EM) log likelihood = -28106.425
Iteration 61: (EM) log likelihood = -28102.522
Iteration 62: (EM) log likelihood = -28098.798
Iteration 63: (EM) log likelihood = -28094.534
Iteration 64: (EM) log likelihood = -28091.597
Iteration 65: (EM) log likelihood = -28088.15
Iteration 66: (EM) log likelihood = -28084.748
Iteration 67: (EM) log likelihood = -28081.394
Iteration 68: (EM) log likelihood = -28078.539
Iteration 69: (EM) log likelihood = -28075.655
Iteration 70: (EM) log likelihood = -28073.012
Iteration 71: (EM) log likelihood = -28070.958
Iteration 72: (EM) log likelihood = -28068.565
Iteration 73: (EM) log likelihood = -28066.568
Iteration 74: (EM) log likelihood = -28064.775
Iteration 75: (EM) log likelihood = -28062.671
Iteration 76: (EM) log likelihood = -28060.15
Iteration 77: (EM) log likelihood = -28058.061
Iteration 78: (EM) log likelihood = -28055.951
Iteration 79: (EM) log likelihood = -28053.892
Iteration 80: (EM) log likelihood = -28052.53
Iteration 81: (EM) log likelihood = -28051.118
Iteration 82: (EM) log likelihood = -28049.419
Iteration 83: (EM) log likelihood = -28047.729
Iteration 84: (EM) log likelihood = -28045.437
Iteration 85: (EM) log likelihood = -28044.039
Iteration 86: (EM) log likelihood = -28042.638
Iteration 87: (EM) log likelihood = -28040.704
Iteration 88: (EM) log likelihood = -28039.682
Iteration 89: (EM) log likelihood = -28038.695
Iteration 90: (EM) log likelihood = -28037.194
Iteration 91: (EM) log likelihood = -28036.437
Iteration 92: (EM) log likelihood = -28035.564
Iteration 93: (EM) log likelihood = -28034.795
Iteration 94: (EM) log likelihood = -28034.166
Iteration 95: (EM) log likelihood = -28033.605
Iteration 96: (EM) log likelihood = -28033.313
Iteration 97: (EM) log likelihood = -28032.53
Iteration 98: (EM) log likelihood = -28032.007
Iteration 99: (EM) log likelihood = -28031.514
Iteration 100: (EM) log likelihood = -28031.264
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.6445
Iteration 1: (class) log likelihood = -6094.6445
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29142.806
Iteration 1: (outcome) log likelihood = -28977.469
Iteration 2: (outcome) log likelihood = -28916.407
Iteration 3: (outcome) log likelihood = -28910.45
Iteration 4: (outcome) log likelihood = -28909.587
Iteration 5: (outcome) log likelihood = -28909.516
Iteration 6: (outcome) log likelihood = -28909.5
Iteration 7: (outcome) log likelihood = -28909.496
Iteration 8: (outcome) log likelihood = -28909.496
Iteration 9: (outcome) log likelihood = -28909.495
Iteration 10: (outcome) log likelihood = -28909.495 (not concave)
Iteration 11: (outcome) log likelihood = -28909.495 (not concave)
Iteration 12: (outcome) log likelihood = -28909.495 (not concave)
Iteration 13: (outcome) log likelihood = -28909.495 (not concave)
Iteration 14: (outcome) log likelihood = -28909.495 (not concave)
Iteration 15: (outcome) log likelihood = -28909.495 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34979.292
Iteration 1: (EM) log likelihood = -34891.087
Iteration 2: (EM) log likelihood = -34637.201
Iteration 3: (EM) log likelihood = -34113.71
Iteration 4: (EM) log likelihood = -33390.403
Iteration 5: (EM) log likelihood = -32660.675
Iteration 6: (EM) log likelihood = -32028.135
Iteration 7: (EM) log likelihood = -31476.903
Iteration 8: (EM) log likelihood = -30990.294
Iteration 9: (EM) log likelihood = -30558.404
Iteration 10: (EM) log likelihood = -30196.499
Iteration 11: (EM) log likelihood = -29897.445
Iteration 12: (EM) log likelihood = -29654.175
Iteration 13: (EM) log likelihood = -29461.201
Iteration 14: (EM) log likelihood = -29305.973
Iteration 15: (EM) log likelihood = -29184.072
Iteration 16: (EM) log likelihood = -29098.102
Iteration 17: (EM) log likelihood = -29032.957
Iteration 18: (EM) log likelihood = -28975.751
Iteration 19: (EM) log likelihood = -28921.462
Iteration 20: (EM) log likelihood = -28872.895
Iteration 21: (EM) log likelihood = -28832.326
Iteration 22: (EM) log likelihood = -28798.101
Iteration 23: (EM) log likelihood = -28769.706
Iteration 24: (EM) log likelihood = -28746.9
Iteration 25: (EM) log likelihood = -28728.058
Iteration 26: (EM) log likelihood = -28712.451
Iteration 27: (EM) log likelihood = -28699.004
Iteration 28: (EM) log likelihood = -28687.697
Iteration 29: (EM) log likelihood = -28676.219
Iteration 30: (EM) log likelihood = -28665.603
Iteration 31: (EM) log likelihood = -28653.868
Iteration 32: (EM) log likelihood = -28641.237
Iteration 33: (EM) log likelihood = -28628.853
Iteration 34: (EM) log likelihood = -28615.21
Iteration 35: (EM) log likelihood = -28601.298
Iteration 36: (EM) log likelihood = -28587.53
Iteration 37: (EM) log likelihood = -28570.228
Iteration 38: (EM) log likelihood = -28556.208
Iteration 39: (EM) log likelihood = -28542.003
Iteration 40: (EM) log likelihood = -28529.596
Iteration 41: (EM) log likelihood = -28517.573
Iteration 42: (EM) log likelihood = -28505.134
Iteration 43: (EM) log likelihood = -28493.461
Iteration 44: (EM) log likelihood = -28482.858
Iteration 45: (EM) log likelihood = -28474.583
Iteration 46: (EM) log likelihood = -28466.785
Iteration 47: (EM) log likelihood = -28458.11
Iteration 48: (EM) log likelihood = -28449.693
Iteration 49: (EM) log likelihood = -28441.784
Iteration 50: (EM) log likelihood = -28435.02
Iteration 51: (EM) log likelihood = -28427.346
Iteration 52: (EM) log likelihood = -28422.375
Iteration 53: (EM) log likelihood = -28422.391
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5825
Iteration 1: (class) log likelihood = -6097.5825
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29335.855
Iteration 1: (outcome) log likelihood = -28968.481
Iteration 2: (outcome) log likelihood = -28884.335
Iteration 3: (outcome) log likelihood = -28871.306
Iteration 4: (outcome) log likelihood = -28869.225
Iteration 5: (outcome) log likelihood = -28868.758
Iteration 6: (outcome) log likelihood = -28868.681
Iteration 7: (outcome) log likelihood = -28868.672
Iteration 8: (outcome) log likelihood = -28868.671
Iteration 9: (outcome) log likelihood = -28868.67 (not concave)
Iteration 10: (outcome) log likelihood = -28868.67 (not concave)
Iteration 11: (outcome) log likelihood = -28868.67 (not concave)
Iteration 12: (outcome) log likelihood = -28868.67 (not concave)
Iteration 13: (outcome) log likelihood = -28868.67 (not concave)
Iteration 14: (outcome) log likelihood = -28868.67 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34900.112
Iteration 1: (EM) log likelihood = -34687.359
Iteration 2: (EM) log likelihood = -34137.782
Iteration 3: (EM) log likelihood = -33235.51
Iteration 4: (EM) log likelihood = -32317.151
Iteration 5: (EM) log likelihood = -31561.982
Iteration 6: (EM) log likelihood = -30939.117
Iteration 7: (EM) log likelihood = -30489.866
Iteration 8: (EM) log likelihood = -30192.195
Iteration 9: (EM) log likelihood = -29982.901
Iteration 10: (EM) log likelihood = -29814.513
Iteration 11: (EM) log likelihood = -29664.562
Iteration 12: (EM) log likelihood = -29526.014
Iteration 13: (EM) log likelihood = -29402.365
Iteration 14: (EM) log likelihood = -29297.366
Iteration 15: (EM) log likelihood = -29210.696
Iteration 16: (EM) log likelihood = -29144.444
Iteration 17: (EM) log likelihood = -29095.915
Iteration 18: (EM) log likelihood = -29062.136
Iteration 19: (EM) log likelihood = -29035.543
Iteration 20: (EM) log likelihood = -29012.473
Iteration 21: (EM) log likelihood = -28995.005
Iteration 22: (EM) log likelihood = -28978.998
Iteration 23: (EM) log likelihood = -28963.555
Iteration 24: (EM) log likelihood = -28948.939
Iteration 25: (EM) log likelihood = -28935.72
Iteration 26: (EM) log likelihood = -28922.187
Iteration 27: (EM) log likelihood = -28908.207
Iteration 28: (EM) log likelihood = -28895.001
Iteration 29: (EM) log likelihood = -28882.341
Iteration 30: (EM) log likelihood = -28869.066
Iteration 31: (EM) log likelihood = -28857.62
Iteration 32: (EM) log likelihood = -28846.349
Iteration 33: (EM) log likelihood = -28835.799
Iteration 34: (EM) log likelihood = -28823.897
Iteration 35: (EM) log likelihood = -28814.555
Iteration 36: (EM) log likelihood = -28805.273
Iteration 37: (EM) log likelihood = -28795.477
Iteration 38: (EM) log likelihood = -28786.182
Iteration 39: (EM) log likelihood = -28779.15
Iteration 40: (EM) log likelihood = -28772.64
Iteration 41: (EM) log likelihood = -28766.795
Iteration 42: (EM) log likelihood = -28760.834
Iteration 43: (EM) log likelihood = -28755.018
Iteration 44: (EM) log likelihood = -28750.183
Iteration 45: (EM) log likelihood = -28745.795
Iteration 46: (EM) log likelihood = -28742.195
Iteration 47: (EM) log likelihood = -28738.735
Iteration 48: (EM) log likelihood = -28735.413
Iteration 49: (EM) log likelihood = -28733.025
Iteration 50: (EM) log likelihood = -28730.929
Iteration 51: (EM) log likelihood = -28729.159
Iteration 52: (EM) log likelihood = -28727.589
Iteration 53: (EM) log likelihood = -28726.227
Iteration 54: (EM) log likelihood = -28724.935
Iteration 55: (EM) log likelihood = -28723.459
Iteration 56: (EM) log likelihood = -28722.514
Iteration 57: (EM) log likelihood = -28721.712
Iteration 58: (EM) log likelihood = -28721.043
Iteration 59: (EM) log likelihood = -28720.422
Iteration 60: (EM) log likelihood = -28719.916
Iteration 61: (EM) log likelihood = -28719.453
Iteration 62: (EM) log likelihood = -28718.985
Iteration 63: (EM) log likelihood = -28718.548
Iteration 64: (EM) log likelihood = -28717.969
Iteration 65: (EM) log likelihood = -28717.046
Iteration 66: (EM) log likelihood = -28715.889
Iteration 67: (EM) log likelihood = -28714.383
Iteration 68: (EM) log likelihood = -28712.545
Iteration 69: (EM) log likelihood = -28710.516
Iteration 70: (EM) log likelihood = -28708.298
Iteration 71: (EM) log likelihood = -28705.345
Iteration 72: (EM) log likelihood = -28702.706
Iteration 73: (EM) log likelihood = -28700.698
Iteration 74: (EM) log likelihood = -28698.93
Iteration 75: (EM) log likelihood = -28697.427
Iteration 76: (EM) log likelihood = -28696.031
Iteration 77: (EM) log likelihood = -28694.779
Iteration 78: (EM) log likelihood = -28693.666
Iteration 79: (EM) log likelihood = -28692.643
Iteration 80: (EM) log likelihood = -28691.795
Iteration 81: (EM) log likelihood = -28691.101
Iteration 82: (EM) log likelihood = -28690.515
Iteration 83: (EM) log likelihood = -28690.116
Iteration 84: (EM) log likelihood = -28689.794
Iteration 85: (EM) log likelihood = -28689.676
Iteration 86: (EM) log likelihood = -28689.502
Iteration 87: (EM) log likelihood = -28689.395
Iteration 88: (EM) log likelihood = -28689.472
Iteration 89: (EM) log likelihood = -28689.689
Iteration 90: (EM) log likelihood = -28689.776
Iteration 91: (EM) log likelihood = -28690.044
Iteration 92: (EM) log likelihood = -28690.368
Iteration 93: (EM) log likelihood = -28690.814
Iteration 94: (EM) log likelihood = -28691.14
Iteration 95: (EM) log likelihood = -28691.789
Iteration 96: (EM) log likelihood = -28692.31
Iteration 97: (EM) log likelihood = -28693.06
Iteration 98: (EM) log likelihood = -28693.744
Iteration 99: (EM) log likelihood = -28694.252
Iteration 100: (EM) log likelihood = -28695.019
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.3757
Iteration 1: (class) log likelihood = -6095.3757
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29958.446
Iteration 1: (outcome) log likelihood = -29104.678
Iteration 2: (outcome) log likelihood = -28899.954
Iteration 3: (outcome) log likelihood = -28867.167
Iteration 4: (outcome) log likelihood = -28861.764
Iteration 5: (outcome) log likelihood = -28860.509
Iteration 6: (outcome) log likelihood = -28860.237
Iteration 7: (outcome) log likelihood = -28860.17
Iteration 8: (outcome) log likelihood = -28860.156
Iteration 9: (outcome) log likelihood = -28860.153
Iteration 10: (outcome) log likelihood = -28860.153 (not concave)
Iteration 11: (outcome) log likelihood = -28860.153 (not concave)
Iteration 12: (outcome) log likelihood = -28860.153 (not concave)
Iteration 13: (outcome) log likelihood = -28860.153 (not concave)
Iteration 14: (outcome) log likelihood = -28860.153 (not concave)
Iteration 15: (outcome) log likelihood = -28860.153 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34869.695
Iteration 1: (EM) log likelihood = -34652.831
Iteration 2: (EM) log likelihood = -34267.016
Iteration 3: (EM) log likelihood = -33619.004
Iteration 4: (EM) log likelihood = -32743.921
Iteration 5: (EM) log likelihood = -31918.704
Iteration 6: (EM) log likelihood = -31277.521
Iteration 7: (EM) log likelihood = -30760.972
Iteration 8: (EM) log likelihood = -30342.947
Iteration 9: (EM) log likelihood = -30017.803
Iteration 10: (EM) log likelihood = -29788.548
Iteration 11: (EM) log likelihood = -29640.669
Iteration 12: (EM) log likelihood = -29548.143
Iteration 13: (EM) log likelihood = -29488.849
Iteration 14: (EM) log likelihood = -29448.128
Iteration 15: (EM) log likelihood = -29417.14
Iteration 16: (EM) log likelihood = -29391.26
Iteration 17: (EM) log likelihood = -29372.09
Iteration 18: (EM) log likelihood = -29353.402
Iteration 19: (EM) log likelihood = -29333.318
Iteration 20: (EM) log likelihood = -29317.976
Iteration 21: (EM) log likelihood = -29298.188
Iteration 22: (EM) log likelihood = -29284.013
Iteration 23: (EM) log likelihood = -29265.802
Iteration 24: (EM) log likelihood = -29249.721
Iteration 25: (EM) log likelihood = -29233.59
Iteration 26: (EM) log likelihood = -29217.401
Iteration 27: (EM) log likelihood = -29203.289
Iteration 28: (EM) log likelihood = -29189.017
Iteration 29: (EM) log likelihood = -29172.83
Iteration 30: (EM) log likelihood = -29159.624
Iteration 31: (EM) log likelihood = -29148.376
Iteration 32: (EM) log likelihood = -29138.728
Iteration 33: (EM) log likelihood = -29129.735
Iteration 34: (EM) log likelihood = -29119.896
Iteration 35: (EM) log likelihood = -29113.691
Iteration 36: (EM) log likelihood = -29107.629
Iteration 37: (EM) log likelihood = -29102.127
Iteration 38: (EM) log likelihood = -29095.225
Iteration 39: (EM) log likelihood = -29087.029
Iteration 40: (EM) log likelihood = -29083.689
Iteration 41: (EM) log likelihood = -29079.406
Iteration 42: (EM) log likelihood = -29074.209
Iteration 43: (EM) log likelihood = -29070.201
Iteration 44: (EM) log likelihood = -29063.54
Iteration 45: (EM) log likelihood = -29059.59
Iteration 46: (EM) log likelihood = -29056.272
Iteration 47: (EM) log likelihood = -29052.505
Iteration 48: (EM) log likelihood = -29048.085
Iteration 49: (EM) log likelihood = -29043.701
Iteration 50: (EM) log likelihood = -29039.979
Iteration 51: (EM) log likelihood = -29037.078
Iteration 52: (EM) log likelihood = -29034.353
Iteration 53: (EM) log likelihood = -29032.109
Iteration 54: (EM) log likelihood = -29029.935
Iteration 55: (EM) log likelihood = -29027.865
Iteration 56: (EM) log likelihood = -29025.719
Iteration 57: (EM) log likelihood = -29023.741
Iteration 58: (EM) log likelihood = -29021.719
Iteration 59: (EM) log likelihood = -29020.05
Iteration 60: (EM) log likelihood = -29018.231
Iteration 61: (EM) log likelihood = -29016.448
Iteration 62: (EM) log likelihood = -29014.326
Iteration 63: (EM) log likelihood = -29010.942
Iteration 64: (EM) log likelihood = -29008.875
Iteration 65: (EM) log likelihood = -29006.098
Iteration 66: (EM) log likelihood = -29004.303
Iteration 67: (EM) log likelihood = -29002.452
Iteration 68: (EM) log likelihood = -29000.488
Iteration 69: (EM) log likelihood = -28997.775
Iteration 70: (EM) log likelihood = -28995.988
Iteration 71: (EM) log likelihood = -28994.25
Iteration 72: (EM) log likelihood = -28992.123
Iteration 73: (EM) log likelihood = -28990.288
Iteration 74: (EM) log likelihood = -28988.12
Iteration 75: (EM) log likelihood = -28985.13
Iteration 76: (EM) log likelihood = -28983.395
Iteration 77: (EM) log likelihood = -28981.614
Iteration 78: (EM) log likelihood = -28979.442
Iteration 79: (EM) log likelihood = -28976.348
Iteration 80: (EM) log likelihood = -28974.416
Iteration 81: (EM) log likelihood = -28972.832
Iteration 82: (EM) log likelihood = -28971.199
Iteration 83: (EM) log likelihood = -28969.601
Iteration 84: (EM) log likelihood = -28967.884
Iteration 85: (EM) log likelihood = -28966.367
Iteration 86: (EM) log likelihood = -28964.851
Iteration 87: (EM) log likelihood = -28963.221
Iteration 88: (EM) log likelihood = -28961.483
Iteration 89: (EM) log likelihood = -28960.101
Iteration 90: (EM) log likelihood = -28958.397
Iteration 91: (EM) log likelihood = -28957.036
Iteration 92: (EM) log likelihood = -28955.412
Iteration 93: (EM) log likelihood = -28953.827
Iteration 94: (EM) log likelihood = -28952.185
Iteration 95: (EM) log likelihood = -28950.666
Iteration 96: (EM) log likelihood = -28948.876
Iteration 97: (EM) log likelihood = -28947.185
Iteration 98: (EM) log likelihood = -28945.826
Iteration 99: (EM) log likelihood = -28944.67
Iteration 100: (EM) log likelihood = -28942.382
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.1703
Iteration 1: (class) log likelihood = -6095.1703
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29131.298
Iteration 1: (outcome) log likelihood = -28950.926
Iteration 2: (outcome) log likelihood = -28894.266
Iteration 3: (outcome) log likelihood = -28887.025
Iteration 4: (outcome) log likelihood = -28886.265
Iteration 5: (outcome) log likelihood = -28886.182
Iteration 6: (outcome) log likelihood = -28886.167
Iteration 7: (outcome) log likelihood = -28886.164
Iteration 8: (outcome) log likelihood = -28886.163
Iteration 9: (outcome) log likelihood = -28886.163
Iteration 10: (outcome) log likelihood = -28886.162 (not concave)
Iteration 11: (outcome) log likelihood = -28886.162 (not concave)
Iteration 12: (outcome) log likelihood = -28886.162 (not concave)
Iteration 13: (outcome) log likelihood = -28886.162 (not concave)
Iteration 14: (outcome) log likelihood = -28886.162 (not concave)
Iteration 15: (outcome) log likelihood = -28886.162 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34940.368
Iteration 1: (EM) log likelihood = -34797.454
Iteration 2: (EM) log likelihood = -34347.851
Iteration 3: (EM) log likelihood = -33440.576
Iteration 4: (EM) log likelihood = -32500.698
Iteration 5: (EM) log likelihood = -31810.919
Iteration 6: (EM) log likelihood = -31289.24
Iteration 7: (EM) log likelihood = -30867.259
Iteration 8: (EM) log likelihood = -30513.112
Iteration 9: (EM) log likelihood = -30227.975
Iteration 10: (EM) log likelihood = -29998.727
Iteration 11: (EM) log likelihood = -29808.857
Iteration 12: (EM) log likelihood = -29653.028
Iteration 13: (EM) log likelihood = -29520.574
Iteration 14: (EM) log likelihood = -29415.369
Iteration 15: (EM) log likelihood = -29324.516
Iteration 16: (EM) log likelihood = -29247.361
Iteration 17: (EM) log likelihood = -29181.617
Iteration 18: (EM) log likelihood = -29122.043
Iteration 19: (EM) log likelihood = -29075.062
Iteration 20: (EM) log likelihood = -29032.371
Iteration 21: (EM) log likelihood = -28997.23
Iteration 22: (EM) log likelihood = -28965.779
Iteration 23: (EM) log likelihood = -28937.739
Iteration 24: (EM) log likelihood = -28909.64
Iteration 25: (EM) log likelihood = -28888.058
Iteration 26: (EM) log likelihood = -28867.958
Iteration 27: (EM) log likelihood = -28848.978
Iteration 28: (EM) log likelihood = -28830.142
Iteration 29: (EM) log likelihood = -28814.343
Iteration 30: (EM) log likelihood = -28801.197
Iteration 31: (EM) log likelihood = -28790.655
Iteration 32: (EM) log likelihood = -28782.593
Iteration 33: (EM) log likelihood = -28773.748
Iteration 34: (EM) log likelihood = -28766.321
Iteration 35: (EM) log likelihood = -28760.685
Iteration 36: (EM) log likelihood = -28756.238
Iteration 37: (EM) log likelihood = -28751.208
Iteration 38: (EM) log likelihood = -28746.989
Iteration 39: (EM) log likelihood = -28743.093
Iteration 40: (EM) log likelihood = -28739.635
Iteration 41: (EM) log likelihood = -28737.062
Iteration 42: (EM) log likelihood = -28735.454
Iteration 43: (EM) log likelihood = -28733.262
Iteration 44: (EM) log likelihood = -28730.693
Iteration 45: (EM) log likelihood = -28729.479
Iteration 46: (EM) log likelihood = -28728.8
Iteration 47: (EM) log likelihood = -28728.045
Iteration 48: (EM) log likelihood = -28727.14
Iteration 49: (EM) log likelihood = -28726.403
Iteration 50: (EM) log likelihood = -28725.443
Iteration 51: (EM) log likelihood = -28724.924
Iteration 52: (EM) log likelihood = -28724.239
Iteration 53: (EM) log likelihood = -28723.994
Iteration 54: (EM) log likelihood = -28723.674
Iteration 55: (EM) log likelihood = -28723.362
Iteration 56: (EM) log likelihood = -28722.991
Iteration 57: (EM) log likelihood = -28722.33
Iteration 58: (EM) log likelihood = -28721.703
Iteration 59: (EM) log likelihood = -28721.289
Iteration 60: (EM) log likelihood = -28720.927
Iteration 61: (EM) log likelihood = -28720.457
Iteration 62: (EM) log likelihood = -28719.158
Iteration 63: (EM) log likelihood = -28718.308
Iteration 64: (EM) log likelihood = -28717.175
Iteration 65: (EM) log likelihood = -28714.399
Iteration 66: (EM) log likelihood = -28713.12
Iteration 67: (EM) log likelihood = -28711.986
Iteration 68: (EM) log likelihood = -28710.333
Iteration 69: (EM) log likelihood = -28709.347
Iteration 70: (EM) log likelihood = -28708.114
Iteration 71: (EM) log likelihood = -28706.347
Iteration 72: (EM) log likelihood = -28705.288
Iteration 73: (EM) log likelihood = -28704.112
Iteration 74: (EM) log likelihood = -28703.1
Iteration 75: (EM) log likelihood = -28701.704
Iteration 76: (EM) log likelihood = -28699.564
Iteration 77: (EM) log likelihood = -28697.667
Iteration 78: (EM) log likelihood = -28695.714
Iteration 79: (EM) log likelihood = -28693.547
Iteration 80: (EM) log likelihood = -28691.964
Iteration 81: (EM) log likelihood = -28690.853
Iteration 82: (EM) log likelihood = -28689.89
Iteration 83: (EM) log likelihood = -28688.902
Iteration 84: (EM) log likelihood = -28688.052
Iteration 85: (EM) log likelihood = -28687.435
Iteration 86: (EM) log likelihood = -28686.643
Iteration 87: (EM) log likelihood = -28686.663
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.4668
Iteration 1: (class) log likelihood = -6097.4668
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29392.204
Iteration 1: (outcome) log likelihood = -28975.7
Iteration 2: (outcome) log likelihood = -28884.063
Iteration 3: (outcome) log likelihood = -28872.552
Iteration 4: (outcome) log likelihood = -28870.496
Iteration 5: (outcome) log likelihood = -28869.992
Iteration 6: (outcome) log likelihood = -28869.91
Iteration 7: (outcome) log likelihood = -28869.89
Iteration 8: (outcome) log likelihood = -28869.886
Iteration 9: (outcome) log likelihood = -28869.885 (not concave)
Iteration 10: (outcome) log likelihood = -28869.885 (not concave)
Iteration 11: (outcome) log likelihood = -28869.885 (not concave)
Iteration 12: (outcome) log likelihood = -28869.885 (not concave)
Iteration 13: (outcome) log likelihood = -28869.885 (not concave)
Iteration 14: (outcome) log likelihood = -28869.885 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34923.344
Iteration 1: (EM) log likelihood = -34783.371
Iteration 2: (EM) log likelihood = -34369.52
Iteration 3: (EM) log likelihood = -33483.961
Iteration 4: (EM) log likelihood = -32377.363
Iteration 5: (EM) log likelihood = -31501.625
Iteration 6: (EM) log likelihood = -30869.713
Iteration 7: (EM) log likelihood = -30428.737
Iteration 8: (EM) log likelihood = -30131.021
Iteration 9: (EM) log likelihood = -29921.494
Iteration 10: (EM) log likelihood = -29764.156
Iteration 11: (EM) log likelihood = -29636.677
Iteration 12: (EM) log likelihood = -29526.552
Iteration 13: (EM) log likelihood = -29428.164
Iteration 14: (EM) log likelihood = -29338.863
Iteration 15: (EM) log likelihood = -29255.03
Iteration 16: (EM) log likelihood = -29174.796
Iteration 17: (EM) log likelihood = -29098.095
Iteration 18: (EM) log likelihood = -29024.219
Iteration 19: (EM) log likelihood = -28954.964
Iteration 20: (EM) log likelihood = -28891.121
Iteration 21: (EM) log likelihood = -28833.092
Iteration 22: (EM) log likelihood = -28780.927
Iteration 23: (EM) log likelihood = -28729.68
Iteration 24: (EM) log likelihood = -28681.409
Iteration 25: (EM) log likelihood = -28637.485
Iteration 26: (EM) log likelihood = -28595.4
Iteration 27: (EM) log likelihood = -28553.606
Iteration 28: (EM) log likelihood = -28517.478
Iteration 29: (EM) log likelihood = -28482.964
Iteration 30: (EM) log likelihood = -28452.565
Iteration 31: (EM) log likelihood = -28423.135
Iteration 32: (EM) log likelihood = -28394.674
Iteration 33: (EM) log likelihood = -28368.558
Iteration 34: (EM) log likelihood = -28343.711
Iteration 35: (EM) log likelihood = -28321.249
Iteration 36: (EM) log likelihood = -28298.687
Iteration 37: (EM) log likelihood = -28279.589
Iteration 38: (EM) log likelihood = -28262.423
Iteration 39: (EM) log likelihood = -28245.488
Iteration 40: (EM) log likelihood = -28228.759
Iteration 41: (EM) log likelihood = -28213.421
Iteration 42: (EM) log likelihood = -28201.283
Iteration 43: (EM) log likelihood = -28188.421
Iteration 44: (EM) log likelihood = -28177.469
Iteration 45: (EM) log likelihood = -28167.667
Iteration 46: (EM) log likelihood = -28158.891
Iteration 47: (EM) log likelihood = -28150.839
Iteration 48: (EM) log likelihood = -28142.162
Iteration 49: (EM) log likelihood = -28134.727
Iteration 50: (EM) log likelihood = -28128.229
Iteration 51: (EM) log likelihood = -28122.106
Iteration 52: (EM) log likelihood = -28116.359
Iteration 53: (EM) log likelihood = -28111.468
Iteration 54: (EM) log likelihood = -28106.212
Iteration 55: (EM) log likelihood = -28101.798
Iteration 56: (EM) log likelihood = -28097.399
Iteration 57: (EM) log likelihood = -28092.768
Iteration 58: (EM) log likelihood = -28089.053
Iteration 59: (EM) log likelihood = -28085.808
Iteration 60: (EM) log likelihood = -28083.004
Iteration 61: (EM) log likelihood = -28080.041
Iteration 62: (EM) log likelihood = -28077.112
Iteration 63: (EM) log likelihood = -28075.173
Iteration 64: (EM) log likelihood = -28072.649
Iteration 65: (EM) log likelihood = -28070.307
Iteration 66: (EM) log likelihood = -28067.82
Iteration 67: (EM) log likelihood = -28065.528
Iteration 68: (EM) log likelihood = -28063.108
Iteration 69: (EM) log likelihood = -28061.405
Iteration 70: (EM) log likelihood = -28058.51
Iteration 71: (EM) log likelihood = -28056.887
Iteration 72: (EM) log likelihood = -28055.13
Iteration 73: (EM) log likelihood = -28053.212
Iteration 74: (EM) log likelihood = -28051.846
Iteration 75: (EM) log likelihood = -28050.559
Iteration 76: (EM) log likelihood = -28049.672
Iteration 77: (EM) log likelihood = -28047.91
Iteration 78: (EM) log likelihood = -28045.189
Iteration 79: (EM) log likelihood = -28043.375
Iteration 80: (EM) log likelihood = -28041.488
Iteration 81: (EM) log likelihood = -28040.068
Iteration 82: (EM) log likelihood = -28038.664
Iteration 83: (EM) log likelihood = -28036.715
Iteration 84: (EM) log likelihood = -28034.82
Iteration 85: (EM) log likelihood = -28032.972
Iteration 86: (EM) log likelihood = -28031.521
Iteration 87: (EM) log likelihood = -28029.837
Iteration 88: (EM) log likelihood = -28028.019
Iteration 89: (EM) log likelihood = -28026.459
Iteration 90: (EM) log likelihood = -28024.954
Iteration 91: (EM) log likelihood = -28023.493
Iteration 92: (EM) log likelihood = -28022.666
Iteration 93: (EM) log likelihood = -28021.143
Iteration 94: (EM) log likelihood = -28019.64
Iteration 95: (EM) log likelihood = -28018.384
Iteration 96: (EM) log likelihood = -28017.281
Iteration 97: (EM) log likelihood = -28015.591
Iteration 98: (EM) log likelihood = -28014.328
Iteration 99: (EM) log likelihood = -28013.007
Iteration 100: (EM) log likelihood = -28011.835
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.3558
Iteration 1: (class) log likelihood = -6097.3558
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29117.823
Iteration 1: (outcome) log likelihood = -28916.907
Iteration 2: (outcome) log likelihood = -28865.773
Iteration 3: (outcome) log likelihood = -28860.664
Iteration 4: (outcome) log likelihood = -28860.077
Iteration 5: (outcome) log likelihood = -28859.988
Iteration 6: (outcome) log likelihood = -28859.973
Iteration 7: (outcome) log likelihood = -28859.969
Iteration 8: (outcome) log likelihood = -28859.968
Iteration 9: (outcome) log likelihood = -28859.968
Iteration 10: (outcome) log likelihood = -28859.968 (not concave)
Iteration 11: (outcome) log likelihood = -28859.968 (not concave)
Iteration 12: (outcome) log likelihood = -28859.968 (not concave)
Iteration 13: (outcome) log likelihood = -28859.968 (not concave)
Iteration 14: (outcome) log likelihood = -28859.968 (not concave)
Iteration 15: (outcome) log likelihood = -28859.968 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34894.962
Iteration 1: (EM) log likelihood = -34726.255
Iteration 2: (EM) log likelihood = -34283.615
Iteration 3: (EM) log likelihood = -33403.057
Iteration 4: (EM) log likelihood = -32406.486
Iteration 5: (EM) log likelihood = -31630.422
Iteration 6: (EM) log likelihood = -30999.701
Iteration 7: (EM) log likelihood = -30485.546
Iteration 8: (EM) log likelihood = -30112.54
Iteration 9: (EM) log likelihood = -29851.616
Iteration 10: (EM) log likelihood = -29666.006
Iteration 11: (EM) log likelihood = -29530.849
Iteration 12: (EM) log likelihood = -29429.681
Iteration 13: (EM) log likelihood = -29352.676
Iteration 14: (EM) log likelihood = -29290.752
Iteration 15: (EM) log likelihood = -29238.818
Iteration 16: (EM) log likelihood = -29193.023
Iteration 17: (EM) log likelihood = -29150.037
Iteration 18: (EM) log likelihood = -29115.765
Iteration 19: (EM) log likelihood = -29085.234
Iteration 20: (EM) log likelihood = -29059.208
Iteration 21: (EM) log likelihood = -29035.56
Iteration 22: (EM) log likelihood = -29013.126
Iteration 23: (EM) log likelihood = -28992.77
Iteration 24: (EM) log likelihood = -28969.62
Iteration 25: (EM) log likelihood = -28951.648
Iteration 26: (EM) log likelihood = -28933.064
Iteration 27: (EM) log likelihood = -28916.234
Iteration 28: (EM) log likelihood = -28898.642
Iteration 29: (EM) log likelihood = -28880.196
Iteration 30: (EM) log likelihood = -28858.805
Iteration 31: (EM) log likelihood = -28836.883
Iteration 32: (EM) log likelihood = -28815.152
Iteration 33: (EM) log likelihood = -28788.275
Iteration 34: (EM) log likelihood = -28763.765
Iteration 35: (EM) log likelihood = -28739.991
Iteration 36: (EM) log likelihood = -28715.576
Iteration 37: (EM) log likelihood = -28688.982
Iteration 38: (EM) log likelihood = -28667.37
Iteration 39: (EM) log likelihood = -28647.631
Iteration 40: (EM) log likelihood = -28627.806
Iteration 41: (EM) log likelihood = -28609.198
Iteration 42: (EM) log likelihood = -28593.547
Iteration 43: (EM) log likelihood = -28578.878
Iteration 44: (EM) log likelihood = -28563.491
Iteration 45: (EM) log likelihood = -28550.44
Iteration 46: (EM) log likelihood = -28539.152
Iteration 47: (EM) log likelihood = -28529.378
Iteration 48: (EM) log likelihood = -28521.768
Iteration 49: (EM) log likelihood = -28512.571
Iteration 50: (EM) log likelihood = -28508.086
Iteration 51: (EM) log likelihood = -28501.542
Iteration 52: (EM) log likelihood = -28496.332
Iteration 53: (EM) log likelihood = -28495.008
Iteration 54: (EM) log likelihood = -28488.659
Iteration 55: (EM) log likelihood = -28483.269
Iteration 56: (EM) log likelihood = -28480.259
Iteration 57: (EM) log likelihood = -28476.71
Iteration 58: (EM) log likelihood = -28474.703
Iteration 59: (EM) log likelihood = -28473.007
Iteration 60: (EM) log likelihood = -28470.742
Iteration 61: (EM) log likelihood = -28467.907
Iteration 62: (EM) log likelihood = -28465.932
Iteration 63: (EM) log likelihood = -28464.557
Iteration 64: (EM) log likelihood = -28462.434
Iteration 65: (EM) log likelihood = -28458.889
Iteration 66: (EM) log likelihood = -28458.192
Iteration 67: (EM) log likelihood = -28456.827
Iteration 68: (EM) log likelihood = -28455.519
Iteration 69: (EM) log likelihood = -28454.492
Iteration 70: (EM) log likelihood = -28453.349
Iteration 71: (EM) log likelihood = -28451.603
Iteration 72: (EM) log likelihood = -28450.348
Iteration 73: (EM) log likelihood = -28449.662
Iteration 74: (EM) log likelihood = -28449.245
Iteration 75: (EM) log likelihood = -28447.873
Iteration 76: (EM) log likelihood = -28447.486
Iteration 77: (EM) log likelihood = -28446.433
Iteration 78: (EM) log likelihood = -28445.733
Iteration 79: (EM) log likelihood = -28443.513
Iteration 80: (EM) log likelihood = -28443.25
Iteration 81: (EM) log likelihood = -28442.516
Iteration 82: (EM) log likelihood = -28442.015
Iteration 83: (EM) log likelihood = -28441.179
Iteration 84: (EM) log likelihood = -28440.292
Iteration 85: (EM) log likelihood = -28439.674
Iteration 86: (EM) log likelihood = -28438.999
Iteration 87: (EM) log likelihood = -28438.75
Iteration 88: (EM) log likelihood = -28438.274
Iteration 89: (EM) log likelihood = -28436.853
Iteration 90: (EM) log likelihood = -28436.726
Iteration 91: (EM) log likelihood = -28435.973
Iteration 92: (EM) log likelihood = -28435.68
Iteration 93: (EM) log likelihood = -28434.825
Iteration 94: (EM) log likelihood = -28433.924
Iteration 95: (EM) log likelihood = -28433.175
Iteration 96: (EM) log likelihood = -28432.289
Iteration 97: (EM) log likelihood = -28431.334
Iteration 98: (EM) log likelihood = -28430.281
Iteration 99: (EM) log likelihood = -28429.515
Iteration 100: (EM) log likelihood = -28428.521
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.5861
Iteration 1: (class) log likelihood = -6095.5861
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30092.586
Iteration 1: (outcome) log likelihood = -29108.582
Iteration 2: (outcome) log likelihood = -28930.448
Iteration 3: (outcome) log likelihood = -28894.327
Iteration 4: (outcome) log likelihood = -28887.191
Iteration 5: (outcome) log likelihood = -28885.408
Iteration 6: (outcome) log likelihood = -28885.049
Iteration 7: (outcome) log likelihood = -28884.971
Iteration 8: (outcome) log likelihood = -28884.954
Iteration 9: (outcome) log likelihood = -28884.949
Iteration 10: (outcome) log likelihood = -28884.949 (not concave)
Iteration 11: (outcome) log likelihood = -28884.949 (not concave)
Iteration 12: (outcome) log likelihood = -28884.949 (not concave)
Iteration 13: (outcome) log likelihood = -28884.949 (not concave)
Iteration 14: (outcome) log likelihood = -28884.949 (not concave)
Iteration 15: (outcome) log likelihood = -28884.949 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34947.988
Iteration 1: (EM) log likelihood = -34808.769
Iteration 2: (EM) log likelihood = -34396.82
Iteration 3: (EM) log likelihood = -33618.74
Iteration 4: (EM) log likelihood = -32675.072
Iteration 5: (EM) log likelihood = -31865.869
Iteration 6: (EM) log likelihood = -31223.26
Iteration 7: (EM) log likelihood = -30707.945
Iteration 8: (EM) log likelihood = -30308.202
Iteration 9: (EM) log likelihood = -30005.927
Iteration 10: (EM) log likelihood = -29772.307
Iteration 11: (EM) log likelihood = -29593.011
Iteration 12: (EM) log likelihood = -29459.575
Iteration 13: (EM) log likelihood = -29359.039
Iteration 14: (EM) log likelihood = -29283.595
Iteration 15: (EM) log likelihood = -29227.773
Iteration 16: (EM) log likelihood = -29180.408
Iteration 17: (EM) log likelihood = -29136.629
Iteration 18: (EM) log likelihood = -29098.493
Iteration 19: (EM) log likelihood = -29065.218
Iteration 20: (EM) log likelihood = -29029.539
Iteration 21: (EM) log likelihood = -28995.804
Iteration 22: (EM) log likelihood = -28967.794
Iteration 23: (EM) log likelihood = -28944.04
Iteration 24: (EM) log likelihood = -28923.676
Iteration 25: (EM) log likelihood = -28903.783
Iteration 26: (EM) log likelihood = -28886.736
Iteration 27: (EM) log likelihood = -28873.663
Iteration 28: (EM) log likelihood = -28857.531
Iteration 29: (EM) log likelihood = -28846.972
Iteration 30: (EM) log likelihood = -28833.992
Iteration 31: (EM) log likelihood = -28823.174
Iteration 32: (EM) log likelihood = -28815.175
Iteration 33: (EM) log likelihood = -28805.405
Iteration 34: (EM) log likelihood = -28797.197
Iteration 35: (EM) log likelihood = -28788.791
Iteration 36: (EM) log likelihood = -28781.288
Iteration 37: (EM) log likelihood = -28775.486
Iteration 38: (EM) log likelihood = -28764.944
Iteration 39: (EM) log likelihood = -28759.739
Iteration 40: (EM) log likelihood = -28755.174
Iteration 41: (EM) log likelihood = -28749.464
Iteration 42: (EM) log likelihood = -28744.42
Iteration 43: (EM) log likelihood = -28738.996
Iteration 44: (EM) log likelihood = -28733.095
Iteration 45: (EM) log likelihood = -28728.691
Iteration 46: (EM) log likelihood = -28722.736
Iteration 47: (EM) log likelihood = -28717.853
Iteration 48: (EM) log likelihood = -28713.545
Iteration 49: (EM) log likelihood = -28707.128
Iteration 50: (EM) log likelihood = -28701.561
Iteration 51: (EM) log likelihood = -28696.746
Iteration 52: (EM) log likelihood = -28693.718
Iteration 53: (EM) log likelihood = -28688.839
Iteration 54: (EM) log likelihood = -28684.209
Iteration 55: (EM) log likelihood = -28681.528
Iteration 56: (EM) log likelihood = -28676.843
Iteration 57: (EM) log likelihood = -28672.864
Iteration 58: (EM) log likelihood = -28668.48
Iteration 59: (EM) log likelihood = -28665.471
Iteration 60: (EM) log likelihood = -28661.193
Iteration 61: (EM) log likelihood = -28658.939
Iteration 62: (EM) log likelihood = -28654.045
Iteration 63: (EM) log likelihood = -28652.358
Iteration 64: (EM) log likelihood = -28650.178
Iteration 65: (EM) log likelihood = -28645.516
Iteration 66: (EM) log likelihood = -28640.213
Iteration 67: (EM) log likelihood = -28637.091
Iteration 68: (EM) log likelihood = -28633.179
Iteration 69: (EM) log likelihood = -28629.473
Iteration 70: (EM) log likelihood = -28625.088
Iteration 71: (EM) log likelihood = -28621.263
Iteration 72: (EM) log likelihood = -28617.699
Iteration 73: (EM) log likelihood = -28614.681
Iteration 74: (EM) log likelihood = -28609.625
Iteration 75: (EM) log likelihood = -28605.662
Iteration 76: (EM) log likelihood = -28602
Iteration 77: (EM) log likelihood = -28598.981
Iteration 78: (EM) log likelihood = -28595.231
Iteration 79: (EM) log likelihood = -28591.338
Iteration 80: (EM) log likelihood = -28588.639
Iteration 81: (EM) log likelihood = -28585.915
Iteration 82: (EM) log likelihood = -28583.259
Iteration 83: (EM) log likelihood = -28580.468
Iteration 84: (EM) log likelihood = -28578.072
Iteration 85: (EM) log likelihood = -28575.21
Iteration 86: (EM) log likelihood = -28571.619
Iteration 87: (EM) log likelihood = -28569.565
Iteration 88: (EM) log likelihood = -28565.088
Iteration 89: (EM) log likelihood = -28561.928
Iteration 90: (EM) log likelihood = -28559.312
Iteration 91: (EM) log likelihood = -28556.368
Iteration 92: (EM) log likelihood = -28552.875
Iteration 93: (EM) log likelihood = -28550.745
Iteration 94: (EM) log likelihood = -28546.628
Iteration 95: (EM) log likelihood = -28543.827
Iteration 96: (EM) log likelihood = -28539.548
Iteration 97: (EM) log likelihood = -28538.411
Iteration 98: (EM) log likelihood = -28535.668
Iteration 99: (EM) log likelihood = -28534.002
Iteration 100: (EM) log likelihood = -28531.588
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1263
Iteration 1: (class) log likelihood = -6097.1263
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29516.105
Iteration 1: (outcome) log likelihood = -28985.278
Iteration 2: (outcome) log likelihood = -28901.652
Iteration 3: (outcome) log likelihood = -28888.217
Iteration 4: (outcome) log likelihood = -28885.599
Iteration 5: (outcome) log likelihood = -28885.032
Iteration 6: (outcome) log likelihood = -28884.914
Iteration 7: (outcome) log likelihood = -28884.894
Iteration 8: (outcome) log likelihood = -28884.89
Iteration 9: (outcome) log likelihood = -28884.888
Iteration 10: (outcome) log likelihood = -28884.888 (not concave)
Iteration 11: (outcome) log likelihood = -28884.888 (not concave)
Iteration 12: (outcome) log likelihood = -28884.888 (not concave)
Iteration 13: (outcome) log likelihood = -28884.888 (not concave)
Iteration 14: (outcome) log likelihood = -28884.888 (not concave)
Iteration 15: (outcome) log likelihood = -28884.888 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34958.91
Iteration 1: (EM) log likelihood = -34886.949
Iteration 2: (EM) log likelihood = -34696.246
Iteration 3: (EM) log likelihood = -34273.908
Iteration 4: (EM) log likelihood = -33417.425
Iteration 5: (EM) log likelihood = -32336.844
Iteration 6: (EM) log likelihood = -31561.88
Iteration 7: (EM) log likelihood = -31046.493
Iteration 8: (EM) log likelihood = -30649.641
Iteration 9: (EM) log likelihood = -30328.997
Iteration 10: (EM) log likelihood = -30072.236
Iteration 11: (EM) log likelihood = -29873.854
Iteration 12: (EM) log likelihood = -29716.336
Iteration 13: (EM) log likelihood = -29588.229
Iteration 14: (EM) log likelihood = -29481.215
Iteration 15: (EM) log likelihood = -29400.432
Iteration 16: (EM) log likelihood = -29336.488
Iteration 17: (EM) log likelihood = -29286.245
Iteration 18: (EM) log likelihood = -29249.239
Iteration 19: (EM) log likelihood = -29220.624
Iteration 20: (EM) log likelihood = -29200.209
Iteration 21: (EM) log likelihood = -29183.541
Iteration 22: (EM) log likelihood = -29167.832
Iteration 23: (EM) log likelihood = -29161.425
Iteration 24: (EM) log likelihood = -29156.19
Iteration 25: (EM) log likelihood = -29153.447
Iteration 26: (EM) log likelihood = -29150.09
Iteration 27: (EM) log likelihood = -29145.972
Iteration 28: (EM) log likelihood = -29144.242
Iteration 29: (EM) log likelihood = -29140.344
Iteration 30: (EM) log likelihood = -29138.99
Iteration 31: (EM) log likelihood = -29137.62
Iteration 32: (EM) log likelihood = -29136.039
Iteration 33: (EM) log likelihood = -29134.557
Iteration 34: (EM) log likelihood = -29132.681
Iteration 35: (EM) log likelihood = -29129.594
Iteration 36: (EM) log likelihood = -29127.44
Iteration 37: (EM) log likelihood = -29123.511
Iteration 38: (EM) log likelihood = -29121.779
Iteration 39: (EM) log likelihood = -29120.028
Iteration 40: (EM) log likelihood = -29118.002
Iteration 41: (EM) log likelihood = -29115.585
Iteration 42: (EM) log likelihood = -29113.017
Iteration 43: (EM) log likelihood = -29110.475
Iteration 44: (EM) log likelihood = -29107.597
Iteration 45: (EM) log likelihood = -29104.115
Iteration 46: (EM) log likelihood = -29101.504
Iteration 47: (EM) log likelihood = -29097.911
Iteration 48: (EM) log likelihood = -29092.818
Iteration 49: (EM) log likelihood = -29087.471
Iteration 50: (EM) log likelihood = -29080.945
Iteration 51: (EM) log likelihood = -29075.48
Iteration 52: (EM) log likelihood = -29069.61
Iteration 53: (EM) log likelihood = -29061.984
Iteration 54: (EM) log likelihood = -29053.152
Iteration 55: (EM) log likelihood = -29043.478
Iteration 56: (EM) log likelihood = -29033.386
Iteration 57: (EM) log likelihood = -29022.743
Iteration 58: (EM) log likelihood = -29011.388
Iteration 59: (EM) log likelihood = -28999.625
Iteration 60: (EM) log likelihood = -28987.509
Iteration 61: (EM) log likelihood = -28974.708
Iteration 62: (EM) log likelihood = -28962.805
Iteration 63: (EM) log likelihood = -28949.471
Iteration 64: (EM) log likelihood = -28936.666
Iteration 65: (EM) log likelihood = -28922.905
Iteration 66: (EM) log likelihood = -28910.071
Iteration 67: (EM) log likelihood = -28896.562
Iteration 68: (EM) log likelihood = -28883.188
Iteration 69: (EM) log likelihood = -28870.06
Iteration 70: (EM) log likelihood = -28857.381
Iteration 71: (EM) log likelihood = -28845.887
Iteration 72: (EM) log likelihood = -28834.632
Iteration 73: (EM) log likelihood = -28822.257
Iteration 74: (EM) log likelihood = -28810.874
Iteration 75: (EM) log likelihood = -28798.453
Iteration 76: (EM) log likelihood = -28786.948
Iteration 77: (EM) log likelihood = -28777.734
Iteration 78: (EM) log likelihood = -28767.7
Iteration 79: (EM) log likelihood = -28757.177
Iteration 80: (EM) log likelihood = -28747.027
Iteration 81: (EM) log likelihood = -28738.883
Iteration 82: (EM) log likelihood = -28727.912
Iteration 83: (EM) log likelihood = -28714.391
Iteration 84: (EM) log likelihood = -28705.093
Iteration 85: (EM) log likelihood = -28695.484
Iteration 86: (EM) log likelihood = -28687.701
Iteration 87: (EM) log likelihood = -28678.405
Iteration 88: (EM) log likelihood = -28670.753
Iteration 89: (EM) log likelihood = -28663.708
Iteration 90: (EM) log likelihood = -28657.16
Iteration 91: (EM) log likelihood = -28650.354
Iteration 92: (EM) log likelihood = -28645.155
Iteration 93: (EM) log likelihood = -28639.707
Iteration 94: (EM) log likelihood = -28634.524
Iteration 95: (EM) log likelihood = -28629.885
Iteration 96: (EM) log likelihood = -28625.659
Iteration 97: (EM) log likelihood = -28621.271
Iteration 98: (EM) log likelihood = -28617.458
Iteration 99: (EM) log likelihood = -28613.208
Iteration 100: (EM) log likelihood = -28606.644
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.9465
Iteration 1: (class) log likelihood = -6096.9465
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29375.614
Iteration 1: (outcome) log likelihood = -29032.868
Iteration 2: (outcome) log likelihood = -28897.165
Iteration 3: (outcome) log likelihood = -28882.405
Iteration 4: (outcome) log likelihood = -28879.929
Iteration 5: (outcome) log likelihood = -28879.389
Iteration 6: (outcome) log likelihood = -28879.279
Iteration 7: (outcome) log likelihood = -28879.256
Iteration 8: (outcome) log likelihood = -28879.251
Iteration 9: (outcome) log likelihood = -28879.249
Iteration 10: (outcome) log likelihood = -28879.249 (not concave)
Iteration 11: (outcome) log likelihood = -28879.249 (not concave)
Iteration 12: (outcome) log likelihood = -28879.249 (not concave)
Iteration 13: (outcome) log likelihood = -28879.249 (not concave)
Iteration 14: (outcome) log likelihood = -28879.249 (not concave)
Iteration 15: (outcome) log likelihood = -28879.249 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34944.05
Iteration 1: (EM) log likelihood = -34819.843
Iteration 2: (EM) log likelihood = -34437.413
Iteration 3: (EM) log likelihood = -33592.743
Iteration 4: (EM) log likelihood = -32546.01
Iteration 5: (EM) log likelihood = -31684.393
Iteration 6: (EM) log likelihood = -31009.679
Iteration 7: (EM) log likelihood = -30498.62
Iteration 8: (EM) log likelihood = -30146.207
Iteration 9: (EM) log likelihood = -29903.378
Iteration 10: (EM) log likelihood = -29721.164
Iteration 11: (EM) log likelihood = -29569.055
Iteration 12: (EM) log likelihood = -29433.641
Iteration 13: (EM) log likelihood = -29315.3
Iteration 14: (EM) log likelihood = -29214.918
Iteration 15: (EM) log likelihood = -29134.015
Iteration 16: (EM) log likelihood = -29069.286
Iteration 17: (EM) log likelihood = -29015.06
Iteration 18: (EM) log likelihood = -28973.521
Iteration 19: (EM) log likelihood = -28939.587
Iteration 20: (EM) log likelihood = -28907.638
Iteration 21: (EM) log likelihood = -28883.57
Iteration 22: (EM) log likelihood = -28863.051
Iteration 23: (EM) log likelihood = -28844.648
Iteration 24: (EM) log likelihood = -28826.117
Iteration 25: (EM) log likelihood = -28810.594
Iteration 26: (EM) log likelihood = -28795.333
Iteration 27: (EM) log likelihood = -28781.59
Iteration 28: (EM) log likelihood = -28766.238
Iteration 29: (EM) log likelihood = -28756.804
Iteration 30: (EM) log likelihood = -28749.237
Iteration 31: (EM) log likelihood = -28741.953
Iteration 32: (EM) log likelihood = -28734.298
Iteration 33: (EM) log likelihood = -28727.726
Iteration 34: (EM) log likelihood = -28722.461
Iteration 35: (EM) log likelihood = -28718.742
Iteration 36: (EM) log likelihood = -28715.531
Iteration 37: (EM) log likelihood = -28712.457
Iteration 38: (EM) log likelihood = -28709.955
Iteration 39: (EM) log likelihood = -28708.014
Iteration 40: (EM) log likelihood = -28706.692
Iteration 41: (EM) log likelihood = -28705.502
Iteration 42: (EM) log likelihood = -28703.47
Iteration 43: (EM) log likelihood = -28701.687
Iteration 44: (EM) log likelihood = -28699.951
Iteration 45: (EM) log likelihood = -28698.229
Iteration 46: (EM) log likelihood = -28696.628
Iteration 47: (EM) log likelihood = -28694.826
Iteration 48: (EM) log likelihood = -28693.135
Iteration 49: (EM) log likelihood = -28691.557
Iteration 50: (EM) log likelihood = -28690.733
Iteration 51: (EM) log likelihood = -28688.769
Iteration 52: (EM) log likelihood = -28688.07
Iteration 53: (EM) log likelihood = -28686.689
Iteration 54: (EM) log likelihood = -28685.606
Iteration 55: (EM) log likelihood = -28685.254
Iteration 56: (EM) log likelihood = -28683.075
Iteration 57: (EM) log likelihood = -28681.663
Iteration 58: (EM) log likelihood = -28677.413
Iteration 59: (EM) log likelihood = -28674.045
Iteration 60: (EM) log likelihood = -28671.784
Iteration 61: (EM) log likelihood = -28667.775
Iteration 62: (EM) log likelihood = -28666.54
Iteration 63: (EM) log likelihood = -28664.155
Iteration 64: (EM) log likelihood = -28660.959
Iteration 65: (EM) log likelihood = -28657.033
Iteration 66: (EM) log likelihood = -28652.208
Iteration 67: (EM) log likelihood = -28647.692
Iteration 68: (EM) log likelihood = -28642.932
Iteration 69: (EM) log likelihood = -28639.772
Iteration 70: (EM) log likelihood = -28635.018
Iteration 71: (EM) log likelihood = -28631.433
Iteration 72: (EM) log likelihood = -28627.038
Iteration 73: (EM) log likelihood = -28623.004
Iteration 74: (EM) log likelihood = -28619.268
Iteration 75: (EM) log likelihood = -28615.102
Iteration 76: (EM) log likelihood = -28609.644
Iteration 77: (EM) log likelihood = -28606.411
Iteration 78: (EM) log likelihood = -28601.668
Iteration 79: (EM) log likelihood = -28597.761
Iteration 80: (EM) log likelihood = -28592.998
Iteration 81: (EM) log likelihood = -28588.747
Iteration 82: (EM) log likelihood = -28582.676
Iteration 83: (EM) log likelihood = -28578.613
Iteration 84: (EM) log likelihood = -28574.277
Iteration 85: (EM) log likelihood = -28569.852
Iteration 86: (EM) log likelihood = -28563.128
Iteration 87: (EM) log likelihood = -28557.978
Iteration 88: (EM) log likelihood = -28554.056
Iteration 89: (EM) log likelihood = -28548.976
Iteration 90: (EM) log likelihood = -28544.724
Iteration 91: (EM) log likelihood = -28539.744
Iteration 92: (EM) log likelihood = -28535.146
Iteration 93: (EM) log likelihood = -28532.176
Iteration 94: (EM) log likelihood = -28529.328
Iteration 95: (EM) log likelihood = -28524.933
Iteration 96: (EM) log likelihood = -28520.268
Iteration 97: (EM) log likelihood = -28517.087
Iteration 98: (EM) log likelihood = -28512.387
Iteration 99: (EM) log likelihood = -28508.815
Iteration 100: (EM) log likelihood = -28505.542
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.8881
Iteration 1: (class) log likelihood = -6096.8881
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29350.812
Iteration 1: (outcome) log likelihood = -28977.73
Iteration 2: (outcome) log likelihood = -28908.529
Iteration 3: (outcome) log likelihood = -28898.17
Iteration 4: (outcome) log likelihood = -28896.05
Iteration 5: (outcome) log likelihood = -28895.562
Iteration 6: (outcome) log likelihood = -28895.474
Iteration 7: (outcome) log likelihood = -28895.465
Iteration 8: (outcome) log likelihood = -28895.463
Iteration 9: (outcome) log likelihood = -28895.462 (not concave)
Iteration 10: (outcome) log likelihood = -28895.462 (not concave)
Iteration 11: (outcome) log likelihood = -28895.462 (not concave)
Iteration 12: (outcome) log likelihood = -28895.462 (not concave)
Iteration 13: (outcome) log likelihood = -28895.462 (not concave)
Iteration 14: (outcome) log likelihood = -28895.462 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34963.418
Iteration 1: (EM) log likelihood = -34871.58
Iteration 2: (EM) log likelihood = -34640.864
Iteration 3: (EM) log likelihood = -34193.522
Iteration 4: (EM) log likelihood = -33571.782
Iteration 5: (EM) log likelihood = -32840.939
Iteration 6: (EM) log likelihood = -32104.953
Iteration 7: (EM) log likelihood = -31454.435
Iteration 8: (EM) log likelihood = -30909.44
Iteration 9: (EM) log likelihood = -30470.33
Iteration 10: (EM) log likelihood = -30148.932
Iteration 11: (EM) log likelihood = -29920.022
Iteration 12: (EM) log likelihood = -29750.51
Iteration 13: (EM) log likelihood = -29614.045
Iteration 14: (EM) log likelihood = -29500.905
Iteration 15: (EM) log likelihood = -29411.76
Iteration 16: (EM) log likelihood = -29342.095
Iteration 17: (EM) log likelihood = -29283.733
Iteration 18: (EM) log likelihood = -29225.953
Iteration 19: (EM) log likelihood = -29164.131
Iteration 20: (EM) log likelihood = -29097.205
Iteration 21: (EM) log likelihood = -29025.92
Iteration 22: (EM) log likelihood = -28956.504
Iteration 23: (EM) log likelihood = -28891.887
Iteration 24: (EM) log likelihood = -28834.09
Iteration 25: (EM) log likelihood = -28781.59
Iteration 26: (EM) log likelihood = -28732.433
Iteration 27: (EM) log likelihood = -28683.602
Iteration 28: (EM) log likelihood = -28631.576
Iteration 29: (EM) log likelihood = -28573.972
Iteration 30: (EM) log likelihood = -28511.549
Iteration 31: (EM) log likelihood = -28447.639
Iteration 32: (EM) log likelihood = -28385.641
Iteration 33: (EM) log likelihood = -28327.846
Iteration 34: (EM) log likelihood = -28276.723
Iteration 35: (EM) log likelihood = -28231.878
Iteration 36: (EM) log likelihood = -28193.117
Iteration 37: (EM) log likelihood = -28159.822
Iteration 38: (EM) log likelihood = -28131.05
Iteration 39: (EM) log likelihood = -28105.195
Iteration 40: (EM) log likelihood = -28081.773
Iteration 41: (EM) log likelihood = -28061.762
Iteration 42: (EM) log likelihood = -28042.457
Iteration 43: (EM) log likelihood = -28023.852
Iteration 44: (EM) log likelihood = -28008.402
Iteration 45: (EM) log likelihood = -27992.694
Iteration 46: (EM) log likelihood = -27978.643
Iteration 47: (EM) log likelihood = -27967.554
Iteration 48: (EM) log likelihood = -27956.707
Iteration 49: (EM) log likelihood = -27947.217
Iteration 50: (EM) log likelihood = -27940.13
Iteration 51: (EM) log likelihood = -27933.852
Iteration 52: (EM) log likelihood = -27928.188
Iteration 53: (EM) log likelihood = -27924.2
Iteration 54: (EM) log likelihood = -27920.043
Iteration 55: (EM) log likelihood = -27915.908
Iteration 56: (EM) log likelihood = -27911.755
Iteration 57: (EM) log likelihood = -27908.433
Iteration 58: (EM) log likelihood = -27905.924
Iteration 59: (EM) log likelihood = -27903.974
Iteration 60: (EM) log likelihood = -27899.317
Iteration 61: (EM) log likelihood = -27897.512
Iteration 62: (EM) log likelihood = -27895.746
Iteration 63: (EM) log likelihood = -27894.468
Iteration 64: (EM) log likelihood = -27891.702
Iteration 65: (EM) log likelihood = -27890.287
Iteration 66: (EM) log likelihood = -27888.293
Iteration 67: (EM) log likelihood = -27886.315
Iteration 68: (EM) log likelihood = -27885.041
Iteration 69: (EM) log likelihood = -27883.302
Iteration 70: (EM) log likelihood = -27880.901
Iteration 71: (EM) log likelihood = -27878.533
Iteration 72: (EM) log likelihood = -27876.781
Iteration 73: (EM) log likelihood = -27875.392
Iteration 74: (EM) log likelihood = -27873.773
Iteration 75: (EM) log likelihood = -27871.733
Iteration 76: (EM) log likelihood = -27869.693
Iteration 77: (EM) log likelihood = -27867.949
Iteration 78: (EM) log likelihood = -27866.031
Iteration 79: (EM) log likelihood = -27864.039
Iteration 80: (EM) log likelihood = -27862.238
Iteration 81: (EM) log likelihood = -27860.753
Iteration 82: (EM) log likelihood = -27859.374
Iteration 83: (EM) log likelihood = -27858.025
Iteration 84: (EM) log likelihood = -27856.582
Iteration 85: (EM) log likelihood = -27855.295
Iteration 86: (EM) log likelihood = -27854.07
Iteration 87: (EM) log likelihood = -27852.808
Iteration 88: (EM) log likelihood = -27851.571
Iteration 89: (EM) log likelihood = -27850.477
Iteration 90: (EM) log likelihood = -27849.327
Iteration 91: (EM) log likelihood = -27848.354
Iteration 92: (EM) log likelihood = -27847.262
Iteration 93: (EM) log likelihood = -27846.097
Iteration 94: (EM) log likelihood = -27845.018
Iteration 95: (EM) log likelihood = -27843.974
Iteration 96: (EM) log likelihood = -27842.902
Iteration 97: (EM) log likelihood = -27841.389
Iteration 98: (EM) log likelihood = -27839.522
Iteration 99: (EM) log likelihood = -27837.562
Iteration 100: (EM) log likelihood = -27835.702
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.7964
Iteration 1: (class) log likelihood = -6097.7964
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29124.002
Iteration 1: (outcome) log likelihood = -28912.442
Iteration 2: (outcome) log likelihood = -28868.929
Iteration 3: (outcome) log likelihood = -28864.562
Iteration 4: (outcome) log likelihood = -28864
Iteration 5: (outcome) log likelihood = -28863.912
Iteration 6: (outcome) log likelihood = -28863.897
Iteration 7: (outcome) log likelihood = -28863.894
Iteration 8: (outcome) log likelihood = -28863.893
Iteration 9: (outcome) log likelihood = -28863.893 (not concave)
Iteration 10: (outcome) log likelihood = -28863.893 (not concave)
Iteration 11: (outcome) log likelihood = -28863.893 (not concave)
Iteration 12: (outcome) log likelihood = -28863.893 (not concave)
Iteration 13: (outcome) log likelihood = -28863.893 (not concave)
Iteration 14: (outcome) log likelihood = -28863.893 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34907.784
Iteration 1: (EM) log likelihood = -34732.782
Iteration 2: (EM) log likelihood = -34331.745
Iteration 3: (EM) log likelihood = -33564.939
Iteration 4: (EM) log likelihood = -32485.63
Iteration 5: (EM) log likelihood = -31577.172
Iteration 6: (EM) log likelihood = -30967.18
Iteration 7: (EM) log likelihood = -30585.687
Iteration 8: (EM) log likelihood = -30329.753
Iteration 9: (EM) log likelihood = -30130.676
Iteration 10: (EM) log likelihood = -29970.277
Iteration 11: (EM) log likelihood = -29831.8
Iteration 12: (EM) log likelihood = -29711.698
Iteration 13: (EM) log likelihood = -29606.779
Iteration 14: (EM) log likelihood = -29514.682
Iteration 15: (EM) log likelihood = -29431.222
Iteration 16: (EM) log likelihood = -29355.369
Iteration 17: (EM) log likelihood = -29291.027
Iteration 18: (EM) log likelihood = -29227.975
Iteration 19: (EM) log likelihood = -29172.284
Iteration 20: (EM) log likelihood = -29119.668
Iteration 21: (EM) log likelihood = -29069.422
Iteration 22: (EM) log likelihood = -29022.761
Iteration 23: (EM) log likelihood = -28979.06
Iteration 24: (EM) log likelihood = -28939.64
Iteration 25: (EM) log likelihood = -28903.884
Iteration 26: (EM) log likelihood = -28869.673
Iteration 27: (EM) log likelihood = -28841.245
Iteration 28: (EM) log likelihood = -28812.561
Iteration 29: (EM) log likelihood = -28789.046
Iteration 30: (EM) log likelihood = -28766.595
Iteration 31: (EM) log likelihood = -28746.231
Iteration 32: (EM) log likelihood = -28727.896
Iteration 33: (EM) log likelihood = -28711.488
Iteration 34: (EM) log likelihood = -28696.187
Iteration 35: (EM) log likelihood = -28681.095
Iteration 36: (EM) log likelihood = -28665.966
Iteration 37: (EM) log likelihood = -28651.694
Iteration 38: (EM) log likelihood = -28638.264
Iteration 39: (EM) log likelihood = -28626.655
Iteration 40: (EM) log likelihood = -28616.378
Iteration 41: (EM) log likelihood = -28606.3
Iteration 42: (EM) log likelihood = -28597.356
Iteration 43: (EM) log likelihood = -28587.385
Iteration 44: (EM) log likelihood = -28579.333
Iteration 45: (EM) log likelihood = -28572.355
Iteration 46: (EM) log likelihood = -28566.57
Iteration 47: (EM) log likelihood = -28561.455
Iteration 48: (EM) log likelihood = -28556.903
Iteration 49: (EM) log likelihood = -28552.485
Iteration 50: (EM) log likelihood = -28547.422
Iteration 51: (EM) log likelihood = -28542.716
Iteration 52: (EM) log likelihood = -28538.907
Iteration 53: (EM) log likelihood = -28536.261
Iteration 54: (EM) log likelihood = -28533.048
Iteration 55: (EM) log likelihood = -28530.04
Iteration 56: (EM) log likelihood = -28526.895
Iteration 57: (EM) log likelihood = -28524.258
Iteration 58: (EM) log likelihood = -28521.807
Iteration 59: (EM) log likelihood = -28519.504
Iteration 60: (EM) log likelihood = -28517.018
Iteration 61: (EM) log likelihood = -28512.136
Iteration 62: (EM) log likelihood = -28509.143
Iteration 63: (EM) log likelihood = -28506.071
Iteration 64: (EM) log likelihood = -28503.588
Iteration 65: (EM) log likelihood = -28501.166
Iteration 66: (EM) log likelihood = -28499.262
Iteration 67: (EM) log likelihood = -28497.382
Iteration 68: (EM) log likelihood = -28495.361
Iteration 69: (EM) log likelihood = -28493.719
Iteration 70: (EM) log likelihood = -28492.119
Iteration 71: (EM) log likelihood = -28490.602
Iteration 72: (EM) log likelihood = -28488.721
Iteration 73: (EM) log likelihood = -28487.138
Iteration 74: (EM) log likelihood = -28485.525
Iteration 75: (EM) log likelihood = -28483.151
Iteration 76: (EM) log likelihood = -28481.572
Iteration 77: (EM) log likelihood = -28480.054
Iteration 78: (EM) log likelihood = -28478.524
Iteration 79: (EM) log likelihood = -28477.064
Iteration 80: (EM) log likelihood = -28475.704
Iteration 81: (EM) log likelihood = -28474.325
Iteration 82: (EM) log likelihood = -28472.979
Iteration 83: (EM) log likelihood = -28471.538
Iteration 84: (EM) log likelihood = -28469.804
Iteration 85: (EM) log likelihood = -28467.605
Iteration 86: (EM) log likelihood = -28465.542
Iteration 87: (EM) log likelihood = -28463.526
Iteration 88: (EM) log likelihood = -28461.02
Iteration 89: (EM) log likelihood = -28458.684
Iteration 90: (EM) log likelihood = -28455.666
Iteration 91: (EM) log likelihood = -28453.127
Iteration 92: (EM) log likelihood = -28450.331
Iteration 93: (EM) log likelihood = -28448.475
Iteration 94: (EM) log likelihood = -28445.943
Iteration 95: (EM) log likelihood = -28443.571
Iteration 96: (EM) log likelihood = -28441.256
Iteration 97: (EM) log likelihood = -28438.884
Iteration 98: (EM) log likelihood = -28436.525
Iteration 99: (EM) log likelihood = -28433.907
Iteration 100: (EM) log likelihood = -28431.675
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.0708
Iteration 1: (class) log likelihood = -6094.0708
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29355.189
Iteration 1: (outcome) log likelihood = -28997.541
Iteration 2: (outcome) log likelihood = -28883.706
Iteration 3: (outcome) log likelihood = -28867.388
Iteration 4: (outcome) log likelihood = -28864.717
Iteration 5: (outcome) log likelihood = -28864.2
Iteration 6: (outcome) log likelihood = -28864.095
Iteration 7: (outcome) log likelihood = -28864.072
Iteration 8: (outcome) log likelihood = -28864.067
Iteration 9: (outcome) log likelihood = -28864.066
Iteration 10: (outcome) log likelihood = -28864.066 (not concave)
Iteration 11: (outcome) log likelihood = -28864.066 (not concave)
Iteration 12: (outcome) log likelihood = -28864.066 (not concave)
Iteration 13: (outcome) log likelihood = -28864.066 (not concave)
Iteration 14: (outcome) log likelihood = -28864.066 (not concave)
Iteration 15: (outcome) log likelihood = -28864.066 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34900.24
Iteration 1: (EM) log likelihood = -34714.052
Iteration 2: (EM) log likelihood = -34267.079
Iteration 3: (EM) log likelihood = -33418.231
Iteration 4: (EM) log likelihood = -32331.632
Iteration 5: (EM) log likelihood = -31453.256
Iteration 6: (EM) log likelihood = -30816.404
Iteration 7: (EM) log likelihood = -30352.95
Iteration 8: (EM) log likelihood = -30034.65
Iteration 9: (EM) log likelihood = -29823.584
Iteration 10: (EM) log likelihood = -29678.269
Iteration 11: (EM) log likelihood = -29571.054
Iteration 12: (EM) log likelihood = -29481.512
Iteration 13: (EM) log likelihood = -29410.177
Iteration 14: (EM) log likelihood = -29348.336
Iteration 15: (EM) log likelihood = -29292.347
Iteration 16: (EM) log likelihood = -29241.318
Iteration 17: (EM) log likelihood = -29190.991
Iteration 18: (EM) log likelihood = -29142.541
Iteration 19: (EM) log likelihood = -29098.317
Iteration 20: (EM) log likelihood = -29057.283
Iteration 21: (EM) log likelihood = -29021.92
Iteration 22: (EM) log likelihood = -28989.039
Iteration 23: (EM) log likelihood = -28958.032
Iteration 24: (EM) log likelihood = -28929.33
Iteration 25: (EM) log likelihood = -28900.85
Iteration 26: (EM) log likelihood = -28873.243
Iteration 27: (EM) log likelihood = -28852.123
Iteration 28: (EM) log likelihood = -28832.71
Iteration 29: (EM) log likelihood = -28813.362
Iteration 30: (EM) log likelihood = -28794.682
Iteration 31: (EM) log likelihood = -28779.64
Iteration 32: (EM) log likelihood = -28764.89
Iteration 33: (EM) log likelihood = -28751.823
Iteration 34: (EM) log likelihood = -28740.945
Iteration 35: (EM) log likelihood = -28729.43
Iteration 36: (EM) log likelihood = -28718.713
Iteration 37: (EM) log likelihood = -28707.905
Iteration 38: (EM) log likelihood = -28697.835
Iteration 39: (EM) log likelihood = -28688.31
Iteration 40: (EM) log likelihood = -28678.199
Iteration 41: (EM) log likelihood = -28668.396
Iteration 42: (EM) log likelihood = -28658.894
Iteration 43: (EM) log likelihood = -28649.325
Iteration 44: (EM) log likelihood = -28638.692
Iteration 45: (EM) log likelihood = -28628.047
Iteration 46: (EM) log likelihood = -28617.602
Iteration 47: (EM) log likelihood = -28606.898
Iteration 48: (EM) log likelihood = -28595.992
Iteration 49: (EM) log likelihood = -28584.953
Iteration 50: (EM) log likelihood = -28573.875
Iteration 51: (EM) log likelihood = -28562.747
Iteration 52: (EM) log likelihood = -28551.805
Iteration 53: (EM) log likelihood = -28539.268
Iteration 54: (EM) log likelihood = -28527.131
Iteration 55: (EM) log likelihood = -28515.029
Iteration 56: (EM) log likelihood = -28502.882
Iteration 57: (EM) log likelihood = -28491.316
Iteration 58: (EM) log likelihood = -28480.113
Iteration 59: (EM) log likelihood = -28469.294
Iteration 60: (EM) log likelihood = -28459.459
Iteration 61: (EM) log likelihood = -28448.937
Iteration 62: (EM) log likelihood = -28437.695
Iteration 63: (EM) log likelihood = -28428.626
Iteration 64: (EM) log likelihood = -28419.51
Iteration 65: (EM) log likelihood = -28411.603
Iteration 66: (EM) log likelihood = -28402.837
Iteration 67: (EM) log likelihood = -28394.108
Iteration 68: (EM) log likelihood = -28386.371
Iteration 69: (EM) log likelihood = -28378.351
Iteration 70: (EM) log likelihood = -28370.422
Iteration 71: (EM) log likelihood = -28363.169
Iteration 72: (EM) log likelihood = -28355.944
Iteration 73: (EM) log likelihood = -28349.647
Iteration 74: (EM) log likelihood = -28345.042
Iteration 75: (EM) log likelihood = -28341.308
Iteration 76: (EM) log likelihood = -28337.494
Iteration 77: (EM) log likelihood = -28334.611
Iteration 78: (EM) log likelihood = -28331.024
Iteration 79: (EM) log likelihood = -28323.024
Iteration 80: (EM) log likelihood = -28319.65
Iteration 81: (EM) log likelihood = -28317.095
Iteration 82: (EM) log likelihood = -28315.444
Iteration 83: (EM) log likelihood = -28313.962
Iteration 84: (EM) log likelihood = -28312.62
Iteration 85: (EM) log likelihood = -28311.464
Iteration 86: (EM) log likelihood = -28310.567
Iteration 87: (EM) log likelihood = -28309.597
Iteration 88: (EM) log likelihood = -28308.901
Iteration 89: (EM) log likelihood = -28308.432
Iteration 90: (EM) log likelihood = -28308.062
Iteration 91: (EM) log likelihood = -28307.265
Iteration 92: (EM) log likelihood = -28306.877
Iteration 93: (EM) log likelihood = -28306.489
Iteration 94: (EM) log likelihood = -28306.428
Iteration 95: (EM) log likelihood = -28306.087
Iteration 96: (EM) log likelihood = -28305.903
Iteration 97: (EM) log likelihood = -28305.779
Iteration 98: (EM) log likelihood = -28305.698
Iteration 99: (EM) log likelihood = -28305.602
Iteration 100: (EM) log likelihood = -28305.559
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.0637
Iteration 1: (class) log likelihood = -6097.0637
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29395.43
Iteration 1: (outcome) log likelihood = -29023.928
Iteration 2: (outcome) log likelihood = -28909.893
Iteration 3: (outcome) log likelihood = -28893.836
Iteration 4: (outcome) log likelihood = -28891
Iteration 5: (outcome) log likelihood = -28890.444
Iteration 6: (outcome) log likelihood = -28890.315
Iteration 7: (outcome) log likelihood = -28890.288
Iteration 8: (outcome) log likelihood = -28890.283
Iteration 9: (outcome) log likelihood = -28890.283 (not concave)
Iteration 10: (outcome) log likelihood = -28890.283 (not concave)
Iteration 11: (outcome) log likelihood = -28890.283 (not concave)
Iteration 12: (outcome) log likelihood = -28890.283 (not concave)
Iteration 13: (outcome) log likelihood = -28890.283 (not concave)
Iteration 14: (outcome) log likelihood = -28890.283 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34947.164
Iteration 1: (EM) log likelihood = -34793.557
Iteration 2: (EM) log likelihood = -34339.065
Iteration 3: (EM) log likelihood = -33433.078
Iteration 4: (EM) log likelihood = -32384.63
Iteration 5: (EM) log likelihood = -31522.159
Iteration 6: (EM) log likelihood = -30849.534
Iteration 7: (EM) log likelihood = -30366.748
Iteration 8: (EM) log likelihood = -30056.11
Iteration 9: (EM) log likelihood = -29858.946
Iteration 10: (EM) log likelihood = -29722.942
Iteration 11: (EM) log likelihood = -29621.074
Iteration 12: (EM) log likelihood = -29539.673
Iteration 13: (EM) log likelihood = -29468.179
Iteration 14: (EM) log likelihood = -29412.943
Iteration 15: (EM) log likelihood = -29361.383
Iteration 16: (EM) log likelihood = -29311.17
Iteration 17: (EM) log likelihood = -29262.816
Iteration 18: (EM) log likelihood = -29220.597
Iteration 19: (EM) log likelihood = -29179.277
Iteration 20: (EM) log likelihood = -29135.82
Iteration 21: (EM) log likelihood = -29094.341
Iteration 22: (EM) log likelihood = -29057.103
Iteration 23: (EM) log likelihood = -29021.428
Iteration 24: (EM) log likelihood = -28985.963
Iteration 25: (EM) log likelihood = -28951.661
Iteration 26: (EM) log likelihood = -28919.231
Iteration 27: (EM) log likelihood = -28887.036
Iteration 28: (EM) log likelihood = -28859.021
Iteration 29: (EM) log likelihood = -28834.732
Iteration 30: (EM) log likelihood = -28811.318
Iteration 31: (EM) log likelihood = -28789.529
Iteration 32: (EM) log likelihood = -28770.06
Iteration 33: (EM) log likelihood = -28751.189
Iteration 34: (EM) log likelihood = -28731.573
Iteration 35: (EM) log likelihood = -28712.546
Iteration 36: (EM) log likelihood = -28691.74
Iteration 37: (EM) log likelihood = -28672.962
Iteration 38: (EM) log likelihood = -28653.564
Iteration 39: (EM) log likelihood = -28636.176
Iteration 40: (EM) log likelihood = -28619.286
Iteration 41: (EM) log likelihood = -28603.462
Iteration 42: (EM) log likelihood = -28588.687
Iteration 43: (EM) log likelihood = -28574.418
Iteration 44: (EM) log likelihood = -28560.938
Iteration 45: (EM) log likelihood = -28548.464
Iteration 46: (EM) log likelihood = -28536.88
Iteration 47: (EM) log likelihood = -28525.043
Iteration 48: (EM) log likelihood = -28514.228
Iteration 49: (EM) log likelihood = -28502.555
Iteration 50: (EM) log likelihood = -28491.488
Iteration 51: (EM) log likelihood = -28479.654
Iteration 52: (EM) log likelihood = -28467.88
Iteration 53: (EM) log likelihood = -28455.281
Iteration 54: (EM) log likelihood = -28441.944
Iteration 55: (EM) log likelihood = -28428.716
Iteration 56: (EM) log likelihood = -28416.022
Iteration 57: (EM) log likelihood = -28403.454
Iteration 58: (EM) log likelihood = -28390.247
Iteration 59: (EM) log likelihood = -28377.411
Iteration 60: (EM) log likelihood = -28363.452
Iteration 61: (EM) log likelihood = -28349.848
Iteration 62: (EM) log likelihood = -28335.959
Iteration 63: (EM) log likelihood = -28322.017
Iteration 64: (EM) log likelihood = -28308.038
Iteration 65: (EM) log likelihood = -28294.134
Iteration 66: (EM) log likelihood = -28280.36
Iteration 67: (EM) log likelihood = -28266.861
Iteration 68: (EM) log likelihood = -28253.728
Iteration 69: (EM) log likelihood = -28240.289
Iteration 70: (EM) log likelihood = -28227.342
Iteration 71: (EM) log likelihood = -28213.27
Iteration 72: (EM) log likelihood = -28199.464
Iteration 73: (EM) log likelihood = -28185.834
Iteration 74: (EM) log likelihood = -28172.581
Iteration 75: (EM) log likelihood = -28160.098
Iteration 76: (EM) log likelihood = -28147.326
Iteration 77: (EM) log likelihood = -28133.769
Iteration 78: (EM) log likelihood = -28121.461
Iteration 79: (EM) log likelihood = -28110.083
Iteration 80: (EM) log likelihood = -28099.729
Iteration 81: (EM) log likelihood = -28090.624
Iteration 82: (EM) log likelihood = -28082.026
Iteration 83: (EM) log likelihood = -28074.051
Iteration 84: (EM) log likelihood = -28066.605
Iteration 85: (EM) log likelihood = -28059.844
Iteration 86: (EM) log likelihood = -28053.577
Iteration 87: (EM) log likelihood = -28047.611
Iteration 88: (EM) log likelihood = -28042.153
Iteration 89: (EM) log likelihood = -28037.005
Iteration 90: (EM) log likelihood = -28032.087
Iteration 91: (EM) log likelihood = -28027.389
Iteration 92: (EM) log likelihood = -28023.099
Iteration 93: (EM) log likelihood = -28019.06
Iteration 94: (EM) log likelihood = -28015.385
Iteration 95: (EM) log likelihood = -28011.263
Iteration 96: (EM) log likelihood = -28007.087
Iteration 97: (EM) log likelihood = -28003.234
Iteration 98: (EM) log likelihood = -27999.555
Iteration 99: (EM) log likelihood = -27995.854
Iteration 100: (EM) log likelihood = -27992.561
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.2825
Iteration 1: (class) log likelihood = -6097.2825
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29348.071
Iteration 1: (outcome) log likelihood = -28966.759
Iteration 2: (outcome) log likelihood = -28890.365
Iteration 3: (outcome) log likelihood = -28880.53
Iteration 4: (outcome) log likelihood = -28878.266
Iteration 5: (outcome) log likelihood = -28877.804
Iteration 6: (outcome) log likelihood = -28877.706
Iteration 7: (outcome) log likelihood = -28877.684
Iteration 8: (outcome) log likelihood = -28877.678
Iteration 9: (outcome) log likelihood = -28877.677
Iteration 10: (outcome) log likelihood = -28877.677 (not concave)
Iteration 11: (outcome) log likelihood = -28877.677 (not concave)
Iteration 12: (outcome) log likelihood = -28877.677 (not concave)
Iteration 13: (outcome) log likelihood = -28877.677 (not concave)
Iteration 14: (outcome) log likelihood = -28877.677 (not concave)
Iteration 15: (outcome) log likelihood = -28877.677 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34934.505
Iteration 1: (EM) log likelihood = -34801.441
Iteration 2: (EM) log likelihood = -34511.896
Iteration 3: (EM) log likelihood = -33985.525
Iteration 4: (EM) log likelihood = -33186.565
Iteration 5: (EM) log likelihood = -32287.012
Iteration 6: (EM) log likelihood = -31428.6
Iteration 7: (EM) log likelihood = -30690.673
Iteration 8: (EM) log likelihood = -30161.401
Iteration 9: (EM) log likelihood = -29824.365
Iteration 10: (EM) log likelihood = -29619.478
Iteration 11: (EM) log likelihood = -29488.815
Iteration 12: (EM) log likelihood = -29402.701
Iteration 13: (EM) log likelihood = -29338.628
Iteration 14: (EM) log likelihood = -29298.709
Iteration 15: (EM) log likelihood = -29269.306
Iteration 16: (EM) log likelihood = -29245.108
Iteration 17: (EM) log likelihood = -29228.873
Iteration 18: (EM) log likelihood = -29214.773
Iteration 19: (EM) log likelihood = -29200.214
Iteration 20: (EM) log likelihood = -29190.562
Iteration 21: (EM) log likelihood = -29179.995
Iteration 22: (EM) log likelihood = -29169.133
Iteration 23: (EM) log likelihood = -29158.182
Iteration 24: (EM) log likelihood = -29144.143
Iteration 25: (EM) log likelihood = -29128.333
Iteration 26: (EM) log likelihood = -29115.877
Iteration 27: (EM) log likelihood = -29097.172
Iteration 28: (EM) log likelihood = -29084.904
Iteration 29: (EM) log likelihood = -29071.605
Iteration 30: (EM) log likelihood = -29054.966
Iteration 31: (EM) log likelihood = -29039.162
Iteration 32: (EM) log likelihood = -29028.701
Iteration 33: (EM) log likelihood = -29011.741
Iteration 34: (EM) log likelihood = -28998.582
Iteration 35: (EM) log likelihood = -28987.968
Iteration 36: (EM) log likelihood = -28973.967
Iteration 37: (EM) log likelihood = -28963.741
Iteration 38: (EM) log likelihood = -28950.294
Iteration 39: (EM) log likelihood = -28940.139
Iteration 40: (EM) log likelihood = -28928.043
Iteration 41: (EM) log likelihood = -28914.783
Iteration 42: (EM) log likelihood = -28900.78
Iteration 43: (EM) log likelihood = -28890.04
Iteration 44: (EM) log likelihood = -28878.73
Iteration 45: (EM) log likelihood = -28861.27
Iteration 46: (EM) log likelihood = -28852.298
Iteration 47: (EM) log likelihood = -28837.62
Iteration 48: (EM) log likelihood = -28829.875
Iteration 49: (EM) log likelihood = -28821.98
Iteration 50: (EM) log likelihood = -28814.113
Iteration 51: (EM) log likelihood = -28808.549
Iteration 52: (EM) log likelihood = -28802.544
Iteration 53: (EM) log likelihood = -28797.162
Iteration 54: (EM) log likelihood = -28791.613
Iteration 55: (EM) log likelihood = -28786.593
Iteration 56: (EM) log likelihood = -28780.131
Iteration 57: (EM) log likelihood = -28774.928
Iteration 58: (EM) log likelihood = -28768.173
Iteration 59: (EM) log likelihood = -28761.322
Iteration 60: (EM) log likelihood = -28754.064
Iteration 61: (EM) log likelihood = -28746.777
Iteration 62: (EM) log likelihood = -28738.272
Iteration 63: (EM) log likelihood = -28728.428
Iteration 64: (EM) log likelihood = -28715.112
Iteration 65: (EM) log likelihood = -28704.441
Iteration 66: (EM) log likelihood = -28693.592
Iteration 67: (EM) log likelihood = -28685.151
Iteration 68: (EM) log likelihood = -28677.22
Iteration 69: (EM) log likelihood = -28671.914
Iteration 70: (EM) log likelihood = -28668.082
Iteration 71: (EM) log likelihood = -28665.087
Iteration 72: (EM) log likelihood = -28662.635
Iteration 73: (EM) log likelihood = -28659.336
Iteration 74: (EM) log likelihood = -28657.1
Iteration 75: (EM) log likelihood = -28656.031
Iteration 76: (EM) log likelihood = -28653.812
Iteration 77: (EM) log likelihood = -28652.551
Iteration 78: (EM) log likelihood = -28650.21
Iteration 79: (EM) log likelihood = -28647.693
Iteration 80: (EM) log likelihood = -28646.15
Iteration 81: (EM) log likelihood = -28643.734
Iteration 82: (EM) log likelihood = -28641.54
Iteration 83: (EM) log likelihood = -28638.622
Iteration 84: (EM) log likelihood = -28637.587
Iteration 85: (EM) log likelihood = -28634.959
Iteration 86: (EM) log likelihood = -28632.482
Iteration 87: (EM) log likelihood = -28630.245
Iteration 88: (EM) log likelihood = -28627.818
Iteration 89: (EM) log likelihood = -28624.471
Iteration 90: (EM) log likelihood = -28621.956
Iteration 91: (EM) log likelihood = -28619.757
Iteration 92: (EM) log likelihood = -28618.655
Iteration 93: (EM) log likelihood = -28615.485
Iteration 94: (EM) log likelihood = -28615.14
Iteration 95: (EM) log likelihood = -28611.674
Iteration 96: (EM) log likelihood = -28609.773
Iteration 97: (EM) log likelihood = -28606.568
Iteration 98: (EM) log likelihood = -28604.647
Iteration 99: (EM) log likelihood = -28602.655
Iteration 100: (EM) log likelihood = -28600.702
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.7453
Iteration 1: (class) log likelihood = -6097.7453
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29116.646
Iteration 1: (outcome) log likelihood = -28928.112
Iteration 2: (outcome) log likelihood = -28871.518
Iteration 3: (outcome) log likelihood = -28865.638
Iteration 4: (outcome) log likelihood = -28864.952
Iteration 5: (outcome) log likelihood = -28864.87
Iteration 6: (outcome) log likelihood = -28864.851
Iteration 7: (outcome) log likelihood = -28864.847
Iteration 8: (outcome) log likelihood = -28864.846
Iteration 9: (outcome) log likelihood = -28864.846
Iteration 10: (outcome) log likelihood = -28864.846 (not concave)
Iteration 11: (outcome) log likelihood = -28864.846 (not concave)
Iteration 12: (outcome) log likelihood = -28864.846 (not concave)
Iteration 13: (outcome) log likelihood = -28864.846 (not concave)
Iteration 14: (outcome) log likelihood = -28864.846 (not concave)
Iteration 15: (outcome) log likelihood = -28864.846 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34919.661
Iteration 1: (EM) log likelihood = -34804.212
Iteration 2: (EM) log likelihood = -34496.147
Iteration 3: (EM) log likelihood = -33788.499
Iteration 4: (EM) log likelihood = -32749.833
Iteration 5: (EM) log likelihood = -31781.41
Iteration 6: (EM) log likelihood = -31068.447
Iteration 7: (EM) log likelihood = -30607.218
Iteration 8: (EM) log likelihood = -30320.488
Iteration 9: (EM) log likelihood = -30123.26
Iteration 10: (EM) log likelihood = -29965.451
Iteration 11: (EM) log likelihood = -29829.102
Iteration 12: (EM) log likelihood = -29705.515
Iteration 13: (EM) log likelihood = -29597.694
Iteration 14: (EM) log likelihood = -29501.339
Iteration 15: (EM) log likelihood = -29416.659
Iteration 16: (EM) log likelihood = -29342.14
Iteration 17: (EM) log likelihood = -29282.301
Iteration 18: (EM) log likelihood = -29227.953
Iteration 19: (EM) log likelihood = -29184.968
Iteration 20: (EM) log likelihood = -29142.988
Iteration 21: (EM) log likelihood = -29111.153
Iteration 22: (EM) log likelihood = -29082.278
Iteration 23: (EM) log likelihood = -29054.617
Iteration 24: (EM) log likelihood = -29023.802
Iteration 25: (EM) log likelihood = -28997.329
Iteration 26: (EM) log likelihood = -28975.011
Iteration 27: (EM) log likelihood = -28954.312
Iteration 28: (EM) log likelihood = -28933.964
Iteration 29: (EM) log likelihood = -28915.521
Iteration 30: (EM) log likelihood = -28898.759
Iteration 31: (EM) log likelihood = -28883.31
Iteration 32: (EM) log likelihood = -28868.654
Iteration 33: (EM) log likelihood = -28857.026
Iteration 34: (EM) log likelihood = -28846.877
Iteration 35: (EM) log likelihood = -28837.139
Iteration 36: (EM) log likelihood = -28827.825
Iteration 37: (EM) log likelihood = -28819.118
Iteration 38: (EM) log likelihood = -28809.253
Iteration 39: (EM) log likelihood = -28799.62
Iteration 40: (EM) log likelihood = -28793.579
Iteration 41: (EM) log likelihood = -28787.962
Iteration 42: (EM) log likelihood = -28782.791
Iteration 43: (EM) log likelihood = -28777.328
Iteration 44: (EM) log likelihood = -28773.205
Iteration 45: (EM) log likelihood = -28770.557
Iteration 46: (EM) log likelihood = -28768.146
Iteration 47: (EM) log likelihood = -28765.704
Iteration 48: (EM) log likelihood = -28763.972
Iteration 49: (EM) log likelihood = -28762.694
Iteration 50: (EM) log likelihood = -28760.139
Iteration 51: (EM) log likelihood = -28759.065
Iteration 52: (EM) log likelihood = -28757.112
Iteration 53: (EM) log likelihood = -28756.358
Iteration 54: (EM) log likelihood = -28754.393
Iteration 55: (EM) log likelihood = -28752.445
Iteration 56: (EM) log likelihood = -28750.485
Iteration 57: (EM) log likelihood = -28746.821
Iteration 58: (EM) log likelihood = -28745.008
Iteration 59: (EM) log likelihood = -28743.618
Iteration 60: (EM) log likelihood = -28741.404
Iteration 61: (EM) log likelihood = -28739.829
Iteration 62: (EM) log likelihood = -28736.288
Iteration 63: (EM) log likelihood = -28733.292
Iteration 64: (EM) log likelihood = -28731.411
Iteration 65: (EM) log likelihood = -28726.142
Iteration 66: (EM) log likelihood = -28721.57
Iteration 67: (EM) log likelihood = -28719.052
Iteration 68: (EM) log likelihood = -28716.084
Iteration 69: (EM) log likelihood = -28712.862
Iteration 70: (EM) log likelihood = -28709.04
Iteration 71: (EM) log likelihood = -28705.424
Iteration 72: (EM) log likelihood = -28701.206
Iteration 73: (EM) log likelihood = -28696.644
Iteration 74: (EM) log likelihood = -28691.649
Iteration 75: (EM) log likelihood = -28686.489
Iteration 76: (EM) log likelihood = -28682.087
Iteration 77: (EM) log likelihood = -28677.247
Iteration 78: (EM) log likelihood = -28668.268
Iteration 79: (EM) log likelihood = -28660.338
Iteration 80: (EM) log likelihood = -28654.824
Iteration 81: (EM) log likelihood = -28650.713
Iteration 82: (EM) log likelihood = -28645.369
Iteration 83: (EM) log likelihood = -28640.872
Iteration 84: (EM) log likelihood = -28633.795
Iteration 85: (EM) log likelihood = -28628.067
Iteration 86: (EM) log likelihood = -28622.921
Iteration 87: (EM) log likelihood = -28613.403
Iteration 88: (EM) log likelihood = -28606.842
Iteration 89: (EM) log likelihood = -28601.893
Iteration 90: (EM) log likelihood = -28594.414
Iteration 91: (EM) log likelihood = -28588.87
Iteration 92: (EM) log likelihood = -28581.478
Iteration 93: (EM) log likelihood = -28573.685
Iteration 94: (EM) log likelihood = -28566.274
Iteration 95: (EM) log likelihood = -28557.874
Iteration 96: (EM) log likelihood = -28546.857
Iteration 97: (EM) log likelihood = -28539.161
Iteration 98: (EM) log likelihood = -28530.805
Iteration 99: (EM) log likelihood = -28522.317
Iteration 100: (EM) log likelihood = -28515.396
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6092.2396
Iteration 1: (class) log likelihood = -6092.2396
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.227
Iteration 1: (outcome) log likelihood = -28970.765
Iteration 2: (outcome) log likelihood = -28892.468
Iteration 3: (outcome) log likelihood = -28885.338
Iteration 4: (outcome) log likelihood = -28884.481
Iteration 5: (outcome) log likelihood = -28884.398
Iteration 6: (outcome) log likelihood = -28884.38
Iteration 7: (outcome) log likelihood = -28884.376
Iteration 8: (outcome) log likelihood = -28884.375
Iteration 9: (outcome) log likelihood = -28884.375
Iteration 10: (outcome) log likelihood = -28884.375 (not concave)
Iteration 11: (outcome) log likelihood = -28884.375 (not concave)
Iteration 12: (outcome) log likelihood = -28884.375 (not concave)
Iteration 13: (outcome) log likelihood = -28884.375 (not concave)
Iteration 14: (outcome) log likelihood = -28884.375 (not concave)
Iteration 15: (outcome) log likelihood = -28884.375 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34943.739
Iteration 1: (EM) log likelihood = -34828.737
Iteration 2: (EM) log likelihood = -34450.09
Iteration 3: (EM) log likelihood = -33525.061
Iteration 4: (EM) log likelihood = -32325.283
Iteration 5: (EM) log likelihood = -31450.681
Iteration 6: (EM) log likelihood = -30945.012
Iteration 7: (EM) log likelihood = -30626.727
Iteration 8: (EM) log likelihood = -30368.217
Iteration 9: (EM) log likelihood = -30140.259
Iteration 10: (EM) log likelihood = -29935.502
Iteration 11: (EM) log likelihood = -29755.007
Iteration 12: (EM) log likelihood = -29601.238
Iteration 13: (EM) log likelihood = -29475.718
Iteration 14: (EM) log likelihood = -29373.522
Iteration 15: (EM) log likelihood = -29298.404
Iteration 16: (EM) log likelihood = -29239.446
Iteration 17: (EM) log likelihood = -29192.055
Iteration 18: (EM) log likelihood = -29150.03
Iteration 19: (EM) log likelihood = -29112.211
Iteration 20: (EM) log likelihood = -29078.572
Iteration 21: (EM) log likelihood = -29046.664
Iteration 22: (EM) log likelihood = -29015.086
Iteration 23: (EM) log likelihood = -28987.302
Iteration 24: (EM) log likelihood = -28960.29
Iteration 25: (EM) log likelihood = -28934.431
Iteration 26: (EM) log likelihood = -28908.213
Iteration 27: (EM) log likelihood = -28885.227
Iteration 28: (EM) log likelihood = -28862.218
Iteration 29: (EM) log likelihood = -28841.325
Iteration 30: (EM) log likelihood = -28822.304
Iteration 31: (EM) log likelihood = -28803.824
Iteration 32: (EM) log likelihood = -28786.134
Iteration 33: (EM) log likelihood = -28770.954
Iteration 34: (EM) log likelihood = -28755.373
Iteration 35: (EM) log likelihood = -28742.1
Iteration 36: (EM) log likelihood = -28729.708
Iteration 37: (EM) log likelihood = -28717.809
Iteration 38: (EM) log likelihood = -28707.238
Iteration 39: (EM) log likelihood = -28697.69
Iteration 40: (EM) log likelihood = -28689.091
Iteration 41: (EM) log likelihood = -28681.202
Iteration 42: (EM) log likelihood = -28673.533
Iteration 43: (EM) log likelihood = -28666.607
Iteration 44: (EM) log likelihood = -28660.022
Iteration 45: (EM) log likelihood = -28653.385
Iteration 46: (EM) log likelihood = -28647.658
Iteration 47: (EM) log likelihood = -28641.577
Iteration 48: (EM) log likelihood = -28636.507
Iteration 49: (EM) log likelihood = -28631.522
Iteration 50: (EM) log likelihood = -28626.569
Iteration 51: (EM) log likelihood = -28621.983
Iteration 52: (EM) log likelihood = -28617.917
Iteration 53: (EM) log likelihood = -28613.527
Iteration 54: (EM) log likelihood = -28609.661
Iteration 55: (EM) log likelihood = -28605.458
Iteration 56: (EM) log likelihood = -28600.835
Iteration 57: (EM) log likelihood = -28597.144
Iteration 58: (EM) log likelihood = -28593.704
Iteration 59: (EM) log likelihood = -28589.595
Iteration 60: (EM) log likelihood = -28586.182
Iteration 61: (EM) log likelihood = -28583.259
Iteration 62: (EM) log likelihood = -28580.533
Iteration 63: (EM) log likelihood = -28577.346
Iteration 64: (EM) log likelihood = -28573.408
Iteration 65: (EM) log likelihood = -28569.307
Iteration 66: (EM) log likelihood = -28566.242
Iteration 67: (EM) log likelihood = -28562.56
Iteration 68: (EM) log likelihood = -28552.649
Iteration 69: (EM) log likelihood = -28548.101
Iteration 70: (EM) log likelihood = -28545.174
Iteration 71: (EM) log likelihood = -28541.903
Iteration 72: (EM) log likelihood = -28539.14
Iteration 73: (EM) log likelihood = -28537.334
Iteration 74: (EM) log likelihood = -28535.61
Iteration 75: (EM) log likelihood = -28533.269
Iteration 76: (EM) log likelihood = -28530.118
Iteration 77: (EM) log likelihood = -28528.083
Iteration 78: (EM) log likelihood = -28525.424
Iteration 79: (EM) log likelihood = -28523.44
Iteration 80: (EM) log likelihood = -28521.153
Iteration 81: (EM) log likelihood = -28518.646
Iteration 82: (EM) log likelihood = -28517.351
Iteration 83: (EM) log likelihood = -28515.419
Iteration 84: (EM) log likelihood = -28512.552
Iteration 85: (EM) log likelihood = -28510.856
Iteration 86: (EM) log likelihood = -28508.76
Iteration 87: (EM) log likelihood = -28507.55
Iteration 88: (EM) log likelihood = -28506.197
Iteration 89: (EM) log likelihood = -28505.123
Iteration 90: (EM) log likelihood = -28502.898
Iteration 91: (EM) log likelihood = -28500.91
Iteration 92: (EM) log likelihood = -28500.195
Iteration 93: (EM) log likelihood = -28498.508
Iteration 94: (EM) log likelihood = -28496.229
Iteration 95: (EM) log likelihood = -28495.316
Iteration 96: (EM) log likelihood = -28494.156
Iteration 97: (EM) log likelihood = -28493.223
Iteration 98: (EM) log likelihood = -28492.39
Iteration 99: (EM) log likelihood = -28491.845
Iteration 100: (EM) log likelihood = -28490.458
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.9146
Iteration 1: (class) log likelihood = -6094.9146
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29631.223
Iteration 1: (outcome) log likelihood = -29016.601
Iteration 2: (outcome) log likelihood = -28891.534
Iteration 3: (outcome) log likelihood = -28870.936
Iteration 4: (outcome) log likelihood = -28867.715
Iteration 5: (outcome) log likelihood = -28866.958
Iteration 6: (outcome) log likelihood = -28866.799
Iteration 7: (outcome) log likelihood = -28866.765
Iteration 8: (outcome) log likelihood = -28866.757
Iteration 9: (outcome) log likelihood = -28866.755
Iteration 10: (outcome) log likelihood = -28866.755 (not concave)
Iteration 11: (outcome) log likelihood = -28866.755 (not concave)
Iteration 12: (outcome) log likelihood = -28866.755 (not concave)
Iteration 13: (outcome) log likelihood = -28866.755 (not concave)
Iteration 14: (outcome) log likelihood = -28866.755 (not concave)
Iteration 15: (outcome) log likelihood = -28866.755 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34901.865
Iteration 1: (EM) log likelihood = -34758.642
Iteration 2: (EM) log likelihood = -34395.894
Iteration 3: (EM) log likelihood = -33543.288
Iteration 4: (EM) log likelihood = -32411.866
Iteration 5: (EM) log likelihood = -31581.478
Iteration 6: (EM) log likelihood = -31054.062
Iteration 7: (EM) log likelihood = -30701.784
Iteration 8: (EM) log likelihood = -30447.241
Iteration 9: (EM) log likelihood = -30247.89
Iteration 10: (EM) log likelihood = -30095.856
Iteration 11: (EM) log likelihood = -29968.577
Iteration 12: (EM) log likelihood = -29862.505
Iteration 13: (EM) log likelihood = -29771.591
Iteration 14: (EM) log likelihood = -29690.691
Iteration 15: (EM) log likelihood = -29616.043
Iteration 16: (EM) log likelihood = -29543.292
Iteration 17: (EM) log likelihood = -29474.881
Iteration 18: (EM) log likelihood = -29410.425
Iteration 19: (EM) log likelihood = -29349.693
Iteration 20: (EM) log likelihood = -29290.863
Iteration 21: (EM) log likelihood = -29231.783
Iteration 22: (EM) log likelihood = -29174.112
Iteration 23: (EM) log likelihood = -29115.111
Iteration 24: (EM) log likelihood = -29057.722
Iteration 25: (EM) log likelihood = -28998.479
Iteration 26: (EM) log likelihood = -28943.083
Iteration 27: (EM) log likelihood = -28891.303
Iteration 28: (EM) log likelihood = -28841.192
Iteration 29: (EM) log likelihood = -28796.287
Iteration 30: (EM) log likelihood = -28751.765
Iteration 31: (EM) log likelihood = -28711.601
Iteration 32: (EM) log likelihood = -28671.928
Iteration 33: (EM) log likelihood = -28636.675
Iteration 34: (EM) log likelihood = -28599.754
Iteration 35: (EM) log likelihood = -28563.297
Iteration 36: (EM) log likelihood = -28530.196
Iteration 37: (EM) log likelihood = -28500.001
Iteration 38: (EM) log likelihood = -28470.841
Iteration 39: (EM) log likelihood = -28444.01
Iteration 40: (EM) log likelihood = -28417.179
Iteration 41: (EM) log likelihood = -28388.594
Iteration 42: (EM) log likelihood = -28360.423
Iteration 43: (EM) log likelihood = -28333.639
Iteration 44: (EM) log likelihood = -28308.111
Iteration 45: (EM) log likelihood = -28283.355
Iteration 46: (EM) log likelihood = -28258.25
Iteration 47: (EM) log likelihood = -28237.156
Iteration 48: (EM) log likelihood = -28219.249
Iteration 49: (EM) log likelihood = -28203.24
Iteration 50: (EM) log likelihood = -28186.732
Iteration 51: (EM) log likelihood = -28173.471
Iteration 52: (EM) log likelihood = -28159.922
Iteration 53: (EM) log likelihood = -28143.202
Iteration 54: (EM) log likelihood = -28126.4
Iteration 55: (EM) log likelihood = -28110.381
Iteration 56: (EM) log likelihood = -28094.005
Iteration 57: (EM) log likelihood = -28080.558
Iteration 58: (EM) log likelihood = -28067.81
Iteration 59: (EM) log likelihood = -28056.156
Iteration 60: (EM) log likelihood = -28046.387
Iteration 61: (EM) log likelihood = -28038.016
Iteration 62: (EM) log likelihood = -28027.785
Iteration 63: (EM) log likelihood = -28020.001
Iteration 64: (EM) log likelihood = -28013.419
Iteration 65: (EM) log likelihood = -28007.581
Iteration 66: (EM) log likelihood = -28000.533
Iteration 67: (EM) log likelihood = -27994.794
Iteration 68: (EM) log likelihood = -27990.14
Iteration 69: (EM) log likelihood = -27985.103
Iteration 70: (EM) log likelihood = -27981.085
Iteration 71: (EM) log likelihood = -27977.76
Iteration 72: (EM) log likelihood = -27974.767
Iteration 73: (EM) log likelihood = -27972.262
Iteration 74: (EM) log likelihood = -27970.015
Iteration 75: (EM) log likelihood = -27967.9
Iteration 76: (EM) log likelihood = -27964.192
Iteration 77: (EM) log likelihood = -27961.787
Iteration 78: (EM) log likelihood = -27959.853
Iteration 79: (EM) log likelihood = -27957.816
Iteration 80: (EM) log likelihood = -27956.376
Iteration 81: (EM) log likelihood = -27954.939
Iteration 82: (EM) log likelihood = -27953.674
Iteration 83: (EM) log likelihood = -27952.389
Iteration 84: (EM) log likelihood = -27950.913
Iteration 85: (EM) log likelihood = -27949.545
Iteration 86: (EM) log likelihood = -27948.244
Iteration 87: (EM) log likelihood = -27947.177
Iteration 88: (EM) log likelihood = -27945.809
Iteration 89: (EM) log likelihood = -27944.977
Iteration 90: (EM) log likelihood = -27944.066
Iteration 91: (EM) log likelihood = -27942.772
Iteration 92: (EM) log likelihood = -27941.908
Iteration 93: (EM) log likelihood = -27941.085
Iteration 94: (EM) log likelihood = -27940.305
Iteration 95: (EM) log likelihood = -27939.406
Iteration 96: (EM) log likelihood = -27935.765
Iteration 97: (EM) log likelihood = -27935.158
Iteration 98: (EM) log likelihood = -27934.189
Iteration 99: (EM) log likelihood = -27933.254
Iteration 100: (EM) log likelihood = -27932.496
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.8931
Iteration 1: (class) log likelihood = -6095.8931
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.109
Iteration 1: (outcome) log likelihood = -28992.675
Iteration 2: (outcome) log likelihood = -28869.243
Iteration 3: (outcome) log likelihood = -28857.358
Iteration 4: (outcome) log likelihood = -28856.795
Iteration 5: (outcome) log likelihood = -28856.721
Iteration 6: (outcome) log likelihood = -28856.703
Iteration 7: (outcome) log likelihood = -28856.699
Iteration 8: (outcome) log likelihood = -28856.699
Iteration 9: (outcome) log likelihood = -28856.698 (not concave)
Iteration 10: (outcome) log likelihood = -28856.698 (not concave)
Iteration 11: (outcome) log likelihood = -28856.698 (not concave)
Iteration 12: (outcome) log likelihood = -28856.698 (not concave)
Iteration 13: (outcome) log likelihood = -28856.698 (not concave)
Iteration 14: (outcome) log likelihood = -28856.698 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34905.203
Iteration 1: (EM) log likelihood = -34770.554
Iteration 2: (EM) log likelihood = -34418.643
Iteration 3: (EM) log likelihood = -33685.379
Iteration 4: (EM) log likelihood = -32686.804
Iteration 5: (EM) log likelihood = -31796.046
Iteration 6: (EM) log likelihood = -31098.605
Iteration 7: (EM) log likelihood = -30586.185
Iteration 8: (EM) log likelihood = -30233.448
Iteration 9: (EM) log likelihood = -29973.762
Iteration 10: (EM) log likelihood = -29767.621
Iteration 11: (EM) log likelihood = -29591.392
Iteration 12: (EM) log likelihood = -29439.064
Iteration 13: (EM) log likelihood = -29324.094
Iteration 14: (EM) log likelihood = -29238.683
Iteration 15: (EM) log likelihood = -29175.208
Iteration 16: (EM) log likelihood = -29129.923
Iteration 17: (EM) log likelihood = -29093.828
Iteration 18: (EM) log likelihood = -29065.47
Iteration 19: (EM) log likelihood = -29042.346
Iteration 20: (EM) log likelihood = -29020.186
Iteration 21: (EM) log likelihood = -29004.457
Iteration 22: (EM) log likelihood = -28988.437
Iteration 23: (EM) log likelihood = -28974.828
Iteration 24: (EM) log likelihood = -28961.303
Iteration 25: (EM) log likelihood = -28950.263
Iteration 26: (EM) log likelihood = -28937.469
Iteration 27: (EM) log likelihood = -28928.757
Iteration 28: (EM) log likelihood = -28919.759
Iteration 29: (EM) log likelihood = -28911.266
Iteration 30: (EM) log likelihood = -28903.793
Iteration 31: (EM) log likelihood = -28896.241
Iteration 32: (EM) log likelihood = -28889.507
Iteration 33: (EM) log likelihood = -28883.358
Iteration 34: (EM) log likelihood = -28876.185
Iteration 35: (EM) log likelihood = -28869.213
Iteration 36: (EM) log likelihood = -28862.122
Iteration 37: (EM) log likelihood = -28854.843
Iteration 38: (EM) log likelihood = -28848.724
Iteration 39: (EM) log likelihood = -28840.735
Iteration 40: (EM) log likelihood = -28836.337
Iteration 41: (EM) log likelihood = -28831.751
Iteration 42: (EM) log likelihood = -28827.691
Iteration 43: (EM) log likelihood = -28821.924
Iteration 44: (EM) log likelihood = -28816.817
Iteration 45: (EM) log likelihood = -28812.76
Iteration 46: (EM) log likelihood = -28806.597
Iteration 47: (EM) log likelihood = -28799.277
Iteration 48: (EM) log likelihood = -28794.178
Iteration 49: (EM) log likelihood = -28789.002
Iteration 50: (EM) log likelihood = -28784.147
Iteration 51: (EM) log likelihood = -28779.083
Iteration 52: (EM) log likelihood = -28773.593
Iteration 53: (EM) log likelihood = -28767.169
Iteration 54: (EM) log likelihood = -28763.24
Iteration 55: (EM) log likelihood = -28757.437
Iteration 56: (EM) log likelihood = -28751.778
Iteration 57: (EM) log likelihood = -28746.921
Iteration 58: (EM) log likelihood = -28742.155
Iteration 59: (EM) log likelihood = -28737.133
Iteration 60: (EM) log likelihood = -28730.751
Iteration 61: (EM) log likelihood = -28726.456
Iteration 62: (EM) log likelihood = -28721.485
Iteration 63: (EM) log likelihood = -28716.625
Iteration 64: (EM) log likelihood = -28710.763
Iteration 65: (EM) log likelihood = -28705.849
Iteration 66: (EM) log likelihood = -28701.517
Iteration 67: (EM) log likelihood = -28697.079
Iteration 68: (EM) log likelihood = -28691.908
Iteration 69: (EM) log likelihood = -28688.514
Iteration 70: (EM) log likelihood = -28682.961
Iteration 71: (EM) log likelihood = -28679.243
Iteration 72: (EM) log likelihood = -28675.244
Iteration 73: (EM) log likelihood = -28671.519
Iteration 74: (EM) log likelihood = -28666.962
Iteration 75: (EM) log likelihood = -28663.542
Iteration 76: (EM) log likelihood = -28659.986
Iteration 77: (EM) log likelihood = -28656.154
Iteration 78: (EM) log likelihood = -28651.011
Iteration 79: (EM) log likelihood = -28648.444
Iteration 80: (EM) log likelihood = -28645.78
Iteration 81: (EM) log likelihood = -28643.228
Iteration 82: (EM) log likelihood = -28640.935
Iteration 83: (EM) log likelihood = -28637.842
Iteration 84: (EM) log likelihood = -28634.77
Iteration 85: (EM) log likelihood = -28631.889
Iteration 86: (EM) log likelihood = -28629.546
Iteration 87: (EM) log likelihood = -28624.899
Iteration 88: (EM) log likelihood = -28623.179
Iteration 89: (EM) log likelihood = -28620.872
Iteration 90: (EM) log likelihood = -28619.204
Iteration 91: (EM) log likelihood = -28616.628
Iteration 92: (EM) log likelihood = -28614.706
Iteration 93: (EM) log likelihood = -28612.9
Iteration 94: (EM) log likelihood = -28610.023
Iteration 95: (EM) log likelihood = -28608.928
Iteration 96: (EM) log likelihood = -28607.421
Iteration 97: (EM) log likelihood = -28606.238
Iteration 98: (EM) log likelihood = -28604.747
Iteration 99: (EM) log likelihood = -28603.489
Iteration 100: (EM) log likelihood = -28601.258
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.6647
Iteration 1: (class) log likelihood = -6095.6647
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29402.738
Iteration 1: (outcome) log likelihood = -28950.461
Iteration 2: (outcome) log likelihood = -28898.645
Iteration 3: (outcome) log likelihood = -28890.642
Iteration 4: (outcome) log likelihood = -28888.753
Iteration 5: (outcome) log likelihood = -28888.33
Iteration 6: (outcome) log likelihood = -28888.237
Iteration 7: (outcome) log likelihood = -28888.222
Iteration 8: (outcome) log likelihood = -28888.22
Iteration 9: (outcome) log likelihood = -28888.22 (not concave)
Iteration 10: (outcome) log likelihood = -28888.22 (not concave)
Iteration 11: (outcome) log likelihood = -28888.22 (not concave)
Iteration 12: (outcome) log likelihood = -28888.22 (not concave)
Iteration 13: (outcome) log likelihood = -28888.22 (not concave)
Iteration 14: (outcome) log likelihood = -28888.22 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34934.12
Iteration 1: (EM) log likelihood = -34762.999
Iteration 2: (EM) log likelihood = -34285.256
Iteration 3: (EM) log likelihood = -33410.239
Iteration 4: (EM) log likelihood = -32448.45
Iteration 5: (EM) log likelihood = -31648.299
Iteration 6: (EM) log likelihood = -30993.056
Iteration 7: (EM) log likelihood = -30480.296
Iteration 8: (EM) log likelihood = -30111.593
Iteration 9: (EM) log likelihood = -29855.07
Iteration 10: (EM) log likelihood = -29684.73
Iteration 11: (EM) log likelihood = -29571.506
Iteration 12: (EM) log likelihood = -29496.942
Iteration 13: (EM) log likelihood = -29444.231
Iteration 14: (EM) log likelihood = -29401.682
Iteration 15: (EM) log likelihood = -29370.033
Iteration 16: (EM) log likelihood = -29342.263
Iteration 17: (EM) log likelihood = -29319.706
Iteration 18: (EM) log likelihood = -29293.902
Iteration 19: (EM) log likelihood = -29270.865
Iteration 20: (EM) log likelihood = -29246
Iteration 21: (EM) log likelihood = -29218.662
Iteration 22: (EM) log likelihood = -29189.116
Iteration 23: (EM) log likelihood = -29158.731
Iteration 24: (EM) log likelihood = -29128.332
Iteration 25: (EM) log likelihood = -29099.431
Iteration 26: (EM) log likelihood = -29070.559
Iteration 27: (EM) log likelihood = -29046.601
Iteration 28: (EM) log likelihood = -29025.008
Iteration 29: (EM) log likelihood = -29005.214
Iteration 30: (EM) log likelihood = -28986.592
Iteration 31: (EM) log likelihood = -28968.875
Iteration 32: (EM) log likelihood = -28951.303
Iteration 33: (EM) log likelihood = -28932.352
Iteration 34: (EM) log likelihood = -28914.402
Iteration 35: (EM) log likelihood = -28896.995
Iteration 36: (EM) log likelihood = -28879.545
Iteration 37: (EM) log likelihood = -28860.95
Iteration 38: (EM) log likelihood = -28843.666
Iteration 39: (EM) log likelihood = -28826.04
Iteration 40: (EM) log likelihood = -28808.16
Iteration 41: (EM) log likelihood = -28788.643
Iteration 42: (EM) log likelihood = -28769.561
Iteration 43: (EM) log likelihood = -28751.246
Iteration 44: (EM) log likelihood = -28732.652
Iteration 45: (EM) log likelihood = -28712.941
Iteration 46: (EM) log likelihood = -28694.456
Iteration 47: (EM) log likelihood = -28676.656
Iteration 48: (EM) log likelihood = -28659.64
Iteration 49: (EM) log likelihood = -28643.725
Iteration 50: (EM) log likelihood = -28628.72
Iteration 51: (EM) log likelihood = -28614.631
Iteration 52: (EM) log likelihood = -28600.803
Iteration 53: (EM) log likelihood = -28587.914
Iteration 54: (EM) log likelihood = -28575.353
Iteration 55: (EM) log likelihood = -28562.906
Iteration 56: (EM) log likelihood = -28550.177
Iteration 57: (EM) log likelihood = -28537.278
Iteration 58: (EM) log likelihood = -28524.748
Iteration 59: (EM) log likelihood = -28512.754
Iteration 60: (EM) log likelihood = -28501.273
Iteration 61: (EM) log likelihood = -28490.028
Iteration 62: (EM) log likelihood = -28479.06
Iteration 63: (EM) log likelihood = -28467.988
Iteration 64: (EM) log likelihood = -28457.501
Iteration 65: (EM) log likelihood = -28447.439
Iteration 66: (EM) log likelihood = -28437.195
Iteration 67: (EM) log likelihood = -28427.322
Iteration 68: (EM) log likelihood = -28417.2
Iteration 69: (EM) log likelihood = -28407.916
Iteration 70: (EM) log likelihood = -28397.413
Iteration 71: (EM) log likelihood = -28387.6
Iteration 72: (EM) log likelihood = -28377.693
Iteration 73: (EM) log likelihood = -28366.715
Iteration 74: (EM) log likelihood = -28356.419
Iteration 75: (EM) log likelihood = -28345.441
Iteration 76: (EM) log likelihood = -28334.098
Iteration 77: (EM) log likelihood = -28323.852
Iteration 78: (EM) log likelihood = -28313.727
Iteration 79: (EM) log likelihood = -28303.386
Iteration 80: (EM) log likelihood = -28293.13
Iteration 81: (EM) log likelihood = -28284.134
Iteration 82: (EM) log likelihood = -28274.581
Iteration 83: (EM) log likelihood = -28265.247
Iteration 84: (EM) log likelihood = -28256.469
Iteration 85: (EM) log likelihood = -28248.008
Iteration 86: (EM) log likelihood = -28239.734
Iteration 87: (EM) log likelihood = -28230.975
Iteration 88: (EM) log likelihood = -28223.149
Iteration 89: (EM) log likelihood = -28215.026
Iteration 90: (EM) log likelihood = -28207.709
Iteration 91: (EM) log likelihood = -28200.438
Iteration 92: (EM) log likelihood = -28193.375
Iteration 93: (EM) log likelihood = -28186.677
Iteration 94: (EM) log likelihood = -28180.399
Iteration 95: (EM) log likelihood = -28174.423
Iteration 96: (EM) log likelihood = -28168.559
Iteration 97: (EM) log likelihood = -28162.688
Iteration 98: (EM) log likelihood = -28157.493
Iteration 99: (EM) log likelihood = -28152.468
Iteration 100: (EM) log likelihood = -28147.109
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.975
Iteration 1: (class) log likelihood = -6096.975
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.245
Iteration 1: (outcome) log likelihood = -28927.911
Iteration 2: (outcome) log likelihood = -28884.71
Iteration 3: (outcome) log likelihood = -28880.416
Iteration 4: (outcome) log likelihood = -28879.878
Iteration 5: (outcome) log likelihood = -28879.827
Iteration 6: (outcome) log likelihood = -28879.817
Iteration 7: (outcome) log likelihood = -28879.815
Iteration 8: (outcome) log likelihood = -28879.815
Iteration 9: (outcome) log likelihood = -28879.815
Iteration 10: (outcome) log likelihood = -28879.814 (not concave)
Iteration 11: (outcome) log likelihood = -28879.814 (not concave)
Iteration 12: (outcome) log likelihood = -28879.814 (not concave)
Iteration 13: (outcome) log likelihood = -28879.814 (not concave)
Iteration 14: (outcome) log likelihood = -28879.814 (not concave)
Iteration 15: (outcome) log likelihood = -28879.814 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34928.556
Iteration 1: (EM) log likelihood = -34781.934
Iteration 2: (EM) log likelihood = -34354.66
Iteration 3: (EM) log likelihood = -33404.58
Iteration 4: (EM) log likelihood = -32244.45
Iteration 5: (EM) log likelihood = -31374.061
Iteration 6: (EM) log likelihood = -30836.925
Iteration 7: (EM) log likelihood = -30520.832
Iteration 8: (EM) log likelihood = -30313.167
Iteration 9: (EM) log likelihood = -30156.213
Iteration 10: (EM) log likelihood = -30031.584
Iteration 11: (EM) log likelihood = -29927.744
Iteration 12: (EM) log likelihood = -29842.94
Iteration 13: (EM) log likelihood = -29771.888
Iteration 14: (EM) log likelihood = -29707.069
Iteration 15: (EM) log likelihood = -29639.404
Iteration 16: (EM) log likelihood = -29577.129
Iteration 17: (EM) log likelihood = -29512.979
Iteration 18: (EM) log likelihood = -29448.459
Iteration 19: (EM) log likelihood = -29382.052
Iteration 20: (EM) log likelihood = -29322.541
Iteration 21: (EM) log likelihood = -29272.753
Iteration 22: (EM) log likelihood = -29228.699
Iteration 23: (EM) log likelihood = -29181.072
Iteration 24: (EM) log likelihood = -29143.299
Iteration 25: (EM) log likelihood = -29106.065
Iteration 26: (EM) log likelihood = -29072.684
Iteration 27: (EM) log likelihood = -29034.512
Iteration 28: (EM) log likelihood = -29003.657
Iteration 29: (EM) log likelihood = -28973.685
Iteration 30: (EM) log likelihood = -28943.763
Iteration 31: (EM) log likelihood = -28914.86
Iteration 32: (EM) log likelihood = -28886.506
Iteration 33: (EM) log likelihood = -28859.085
Iteration 34: (EM) log likelihood = -28832.548
Iteration 35: (EM) log likelihood = -28804.525
Iteration 36: (EM) log likelihood = -28780.533
Iteration 37: (EM) log likelihood = -28760.243
Iteration 38: (EM) log likelihood = -28739.359
Iteration 39: (EM) log likelihood = -28722.245
Iteration 40: (EM) log likelihood = -28706.653
Iteration 41: (EM) log likelihood = -28689.565
Iteration 42: (EM) log likelihood = -28677.058
Iteration 43: (EM) log likelihood = -28662.572
Iteration 44: (EM) log likelihood = -28652.67
Iteration 45: (EM) log likelihood = -28645.336
Iteration 46: (EM) log likelihood = -28638.658
Iteration 47: (EM) log likelihood = -28632.27
Iteration 48: (EM) log likelihood = -28626.208
Iteration 49: (EM) log likelihood = -28620.641
Iteration 50: (EM) log likelihood = -28616.495
Iteration 51: (EM) log likelihood = -28613.056
Iteration 52: (EM) log likelihood = -28609.168
Iteration 53: (EM) log likelihood = -28605.345
Iteration 54: (EM) log likelihood = -28600.772
Iteration 55: (EM) log likelihood = -28597.713
Iteration 56: (EM) log likelihood = -28594.306
Iteration 57: (EM) log likelihood = -28591.249
Iteration 58: (EM) log likelihood = -28588.091
Iteration 59: (EM) log likelihood = -28584.964
Iteration 60: (EM) log likelihood = -28580.876
Iteration 61: (EM) log likelihood = -28576.956
Iteration 62: (EM) log likelihood = -28572.725
Iteration 63: (EM) log likelihood = -28569.212
Iteration 64: (EM) log likelihood = -28565.178
Iteration 65: (EM) log likelihood = -28562.082
Iteration 66: (EM) log likelihood = -28559.156
Iteration 67: (EM) log likelihood = -28556.429
Iteration 68: (EM) log likelihood = -28554.267
Iteration 69: (EM) log likelihood = -28551.397
Iteration 70: (EM) log likelihood = -28549.418
Iteration 71: (EM) log likelihood = -28546.951
Iteration 72: (EM) log likelihood = -28544.664
Iteration 73: (EM) log likelihood = -28542.15
Iteration 74: (EM) log likelihood = -28540.6
Iteration 75: (EM) log likelihood = -28537.972
Iteration 76: (EM) log likelihood = -28535.635
Iteration 77: (EM) log likelihood = -28534.435
Iteration 78: (EM) log likelihood = -28533.403
Iteration 79: (EM) log likelihood = -28531.319
Iteration 80: (EM) log likelihood = -28529.25
Iteration 81: (EM) log likelihood = -28528.078
Iteration 82: (EM) log likelihood = -28526.884
Iteration 83: (EM) log likelihood = -28523.886
Iteration 84: (EM) log likelihood = -28521.844
Iteration 85: (EM) log likelihood = -28520.525
Iteration 86: (EM) log likelihood = -28518.969
Iteration 87: (EM) log likelihood = -28517.571
Iteration 88: (EM) log likelihood = -28516.032
Iteration 89: (EM) log likelihood = -28515.032
Iteration 90: (EM) log likelihood = -28513.744
Iteration 91: (EM) log likelihood = -28512.599
Iteration 92: (EM) log likelihood = -28511.259
Iteration 93: (EM) log likelihood = -28509.487
Iteration 94: (EM) log likelihood = -28508.577
Iteration 95: (EM) log likelihood = -28507.784
Iteration 96: (EM) log likelihood = -28507.14
Iteration 97: (EM) log likelihood = -28506.417
Iteration 98: (EM) log likelihood = -28505.633
Iteration 99: (EM) log likelihood = -28504.376
Iteration 100: (EM) log likelihood = -28503.946
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1898
Iteration 1: (class) log likelihood = -6097.1898
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29121.315
Iteration 1: (outcome) log likelihood = -28929.039
Iteration 2: (outcome) log likelihood = -28876.096
Iteration 3: (outcome) log likelihood = -28871.534
Iteration 4: (outcome) log likelihood = -28871.113
Iteration 5: (outcome) log likelihood = -28871.045
Iteration 6: (outcome) log likelihood = -28871.033
Iteration 7: (outcome) log likelihood = -28871.031
Iteration 8: (outcome) log likelihood = -28871.03
Iteration 9: (outcome) log likelihood = -28871.03 (not concave)
Iteration 10: (outcome) log likelihood = -28871.03 (not concave)
Iteration 11: (outcome) log likelihood = -28871.03 (not concave)
Iteration 12: (outcome) log likelihood = -28871.03 (not concave)
Iteration 13: (outcome) log likelihood = -28871.03 (not concave)
Iteration 14: (outcome) log likelihood = -28871.03 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34911.812
Iteration 1: (EM) log likelihood = -34729.851
Iteration 2: (EM) log likelihood = -34207.68
Iteration 3: (EM) log likelihood = -33126.851
Iteration 4: (EM) log likelihood = -31977.539
Iteration 5: (EM) log likelihood = -31175.256
Iteration 6: (EM) log likelihood = -30655.067
Iteration 7: (EM) log likelihood = -30278.291
Iteration 8: (EM) log likelihood = -29989.038
Iteration 9: (EM) log likelihood = -29759.47
Iteration 10: (EM) log likelihood = -29587.298
Iteration 11: (EM) log likelihood = -29459.464
Iteration 12: (EM) log likelihood = -29368.354
Iteration 13: (EM) log likelihood = -29303.78
Iteration 14: (EM) log likelihood = -29255.981
Iteration 15: (EM) log likelihood = -29217.889
Iteration 16: (EM) log likelihood = -29189.395
Iteration 17: (EM) log likelihood = -29168.903
Iteration 18: (EM) log likelihood = -29152.364
Iteration 19: (EM) log likelihood = -29139.304
Iteration 20: (EM) log likelihood = -29128.804
Iteration 21: (EM) log likelihood = -29119.656
Iteration 22: (EM) log likelihood = -29112.354
Iteration 23: (EM) log likelihood = -29105.403
Iteration 24: (EM) log likelihood = -29100.241
Iteration 25: (EM) log likelihood = -29094.914
Iteration 26: (EM) log likelihood = -29089.887
Iteration 27: (EM) log likelihood = -29085.569
Iteration 28: (EM) log likelihood = -29081.937
Iteration 29: (EM) log likelihood = -29078.548
Iteration 30: (EM) log likelihood = -29075.446
Iteration 31: (EM) log likelihood = -29072.338
Iteration 32: (EM) log likelihood = -29069.036
Iteration 33: (EM) log likelihood = -29066.27
Iteration 34: (EM) log likelihood = -29062.594
Iteration 35: (EM) log likelihood = -29059.019
Iteration 36: (EM) log likelihood = -29055.287
Iteration 37: (EM) log likelihood = -29052.401
Iteration 38: (EM) log likelihood = -29049.653
Iteration 39: (EM) log likelihood = -29047.351
Iteration 40: (EM) log likelihood = -29045.54
Iteration 41: (EM) log likelihood = -29042.516
Iteration 42: (EM) log likelihood = -29038.617
Iteration 43: (EM) log likelihood = -29035.828
Iteration 44: (EM) log likelihood = -29033.532
Iteration 45: (EM) log likelihood = -29031.376
Iteration 46: (EM) log likelihood = -29029.867
Iteration 47: (EM) log likelihood = -29028.143
Iteration 48: (EM) log likelihood = -29026.02
Iteration 49: (EM) log likelihood = -29024.049
Iteration 50: (EM) log likelihood = -29023.159
Iteration 51: (EM) log likelihood = -29020.902
Iteration 52: (EM) log likelihood = -29018.918
Iteration 53: (EM) log likelihood = -29017.004
Iteration 54: (EM) log likelihood = -29015.227
Iteration 55: (EM) log likelihood = -29013.34
Iteration 56: (EM) log likelihood = -29011.96
Iteration 57: (EM) log likelihood = -29010.329
Iteration 58: (EM) log likelihood = -29008.507
Iteration 59: (EM) log likelihood = -29007.106
Iteration 60: (EM) log likelihood = -29005.248
Iteration 61: (EM) log likelihood = -29003.487
Iteration 62: (EM) log likelihood = -29001.667
Iteration 63: (EM) log likelihood = -29000.376
Iteration 64: (EM) log likelihood = -28999.65
Iteration 65: (EM) log likelihood = -28997.983
Iteration 66: (EM) log likelihood = -28996.328
Iteration 67: (EM) log likelihood = -28994.432
Iteration 68: (EM) log likelihood = -28992.441
Iteration 69: (EM) log likelihood = -28991.114
Iteration 70: (EM) log likelihood = -28990.246
Iteration 71: (EM) log likelihood = -28988.684
Iteration 72: (EM) log likelihood = -28986.701
Iteration 73: (EM) log likelihood = -28984.872
Iteration 74: (EM) log likelihood = -28983.301
Iteration 75: (EM) log likelihood = -28981.674
Iteration 76: (EM) log likelihood = -28979.886
Iteration 77: (EM) log likelihood = -28977.861
Iteration 78: (EM) log likelihood = -28975.844
Iteration 79: (EM) log likelihood = -28974.088
Iteration 80: (EM) log likelihood = -28972.443
Iteration 81: (EM) log likelihood = -28970.01
Iteration 82: (EM) log likelihood = -28968.349
Iteration 83: (EM) log likelihood = -28965.629
Iteration 84: (EM) log likelihood = -28963.35
Iteration 85: (EM) log likelihood = -28960.919
Iteration 86: (EM) log likelihood = -28958.751
Iteration 87: (EM) log likelihood = -28956.631
Iteration 88: (EM) log likelihood = -28954.635
Iteration 89: (EM) log likelihood = -28952.65
Iteration 90: (EM) log likelihood = -28950.577
Iteration 91: (EM) log likelihood = -28948.453
Iteration 92: (EM) log likelihood = -28946.311
Iteration 93: (EM) log likelihood = -28944.51
Iteration 94: (EM) log likelihood = -28942.428
Iteration 95: (EM) log likelihood = -28940.27
Iteration 96: (EM) log likelihood = -28938.09
Iteration 97: (EM) log likelihood = -28935.971
Iteration 98: (EM) log likelihood = -28933.719
Iteration 99: (EM) log likelihood = -28931.585
Iteration 100: (EM) log likelihood = -28929.321
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.6273
Iteration 1: (class) log likelihood = -6096.6273
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29126.125
Iteration 1: (outcome) log likelihood = -28913.813
Iteration 2: (outcome) log likelihood = -28871.552
Iteration 3: (outcome) log likelihood = -28869.493
Iteration 4: (outcome) log likelihood = -28869.202
Iteration 5: (outcome) log likelihood = -28869.139
Iteration 6: (outcome) log likelihood = -28869.123
Iteration 7: (outcome) log likelihood = -28869.12
Iteration 8: (outcome) log likelihood = -28869.119
Iteration 9: (outcome) log likelihood = -28869.119
Iteration 10: (outcome) log likelihood = -28869.119 (not concave)
Iteration 11: (outcome) log likelihood = -28869.119 (not concave)
Iteration 12: (outcome) log likelihood = -28869.119 (not concave)
Iteration 13: (outcome) log likelihood = -28869.119 (not concave)
Iteration 14: (outcome) log likelihood = -28869.119 (not concave)
Iteration 15: (outcome) log likelihood = -28869.119 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.995
Iteration 1: (EM) log likelihood = -34828.223
Iteration 2: (EM) log likelihood = -34506.581
Iteration 3: (EM) log likelihood = -33840.324
Iteration 4: (EM) log likelihood = -32874.475
Iteration 5: (EM) log likelihood = -31973.428
Iteration 6: (EM) log likelihood = -31288.862
Iteration 7: (EM) log likelihood = -30789.539
Iteration 8: (EM) log likelihood = -30436.792
Iteration 9: (EM) log likelihood = -30184.755
Iteration 10: (EM) log likelihood = -30001.196
Iteration 11: (EM) log likelihood = -29871.004
Iteration 12: (EM) log likelihood = -29776.281
Iteration 13: (EM) log likelihood = -29702.306
Iteration 14: (EM) log likelihood = -29638.338
Iteration 15: (EM) log likelihood = -29578.446
Iteration 16: (EM) log likelihood = -29523.92
Iteration 17: (EM) log likelihood = -29469.408
Iteration 18: (EM) log likelihood = -29410.127
Iteration 19: (EM) log likelihood = -29357.597
Iteration 20: (EM) log likelihood = -29305.55
Iteration 21: (EM) log likelihood = -29257.277
Iteration 22: (EM) log likelihood = -29212.33
Iteration 23: (EM) log likelihood = -29168.599
Iteration 24: (EM) log likelihood = -29132.794
Iteration 25: (EM) log likelihood = -29105.94
Iteration 26: (EM) log likelihood = -29080.244
Iteration 27: (EM) log likelihood = -29063.257
Iteration 28: (EM) log likelihood = -29048.155
Iteration 29: (EM) log likelihood = -29035.405
Iteration 30: (EM) log likelihood = -29022.805
Iteration 31: (EM) log likelihood = -29012.088
Iteration 32: (EM) log likelihood = -29001.49
Iteration 33: (EM) log likelihood = -28992.223
Iteration 34: (EM) log likelihood = -28983.071
Iteration 35: (EM) log likelihood = -28972.975
Iteration 36: (EM) log likelihood = -28963.509
Iteration 37: (EM) log likelihood = -28955.838
Iteration 38: (EM) log likelihood = -28949.095
Iteration 39: (EM) log likelihood = -28942.419
Iteration 40: (EM) log likelihood = -28936.166
Iteration 41: (EM) log likelihood = -28929.183
Iteration 42: (EM) log likelihood = -28923.143
Iteration 43: (EM) log likelihood = -28916.479
Iteration 44: (EM) log likelihood = -28909.698
Iteration 45: (EM) log likelihood = -28903.888
Iteration 46: (EM) log likelihood = -28897.853
Iteration 47: (EM) log likelihood = -28889.934
Iteration 48: (EM) log likelihood = -28880.822
Iteration 49: (EM) log likelihood = -28872.214
Iteration 50: (EM) log likelihood = -28863.295
Iteration 51: (EM) log likelihood = -28852.969
Iteration 52: (EM) log likelihood = -28841.765
Iteration 53: (EM) log likelihood = -28828.963
Iteration 54: (EM) log likelihood = -28815.41
Iteration 55: (EM) log likelihood = -28800.427
Iteration 56: (EM) log likelihood = -28783.482
Iteration 57: (EM) log likelihood = -28766.597
Iteration 58: (EM) log likelihood = -28748.383
Iteration 59: (EM) log likelihood = -28730.671
Iteration 60: (EM) log likelihood = -28711.012
Iteration 61: (EM) log likelihood = -28691.662
Iteration 62: (EM) log likelihood = -28671.092
Iteration 63: (EM) log likelihood = -28648.835
Iteration 64: (EM) log likelihood = -28627.88
Iteration 65: (EM) log likelihood = -28606.296
Iteration 66: (EM) log likelihood = -28585.246
Iteration 67: (EM) log likelihood = -28564.417
Iteration 68: (EM) log likelihood = -28542.333
Iteration 69: (EM) log likelihood = -28521.768
Iteration 70: (EM) log likelihood = -28503.365
Iteration 71: (EM) log likelihood = -28485.909
Iteration 72: (EM) log likelihood = -28470.619
Iteration 73: (EM) log likelihood = -28456.463
Iteration 74: (EM) log likelihood = -28443.526
Iteration 75: (EM) log likelihood = -28431.492
Iteration 76: (EM) log likelihood = -28419.971
Iteration 77: (EM) log likelihood = -28409.365
Iteration 78: (EM) log likelihood = -28398.281
Iteration 79: (EM) log likelihood = -28389.056
Iteration 80: (EM) log likelihood = -28380.548
Iteration 81: (EM) log likelihood = -28370.925
Iteration 82: (EM) log likelihood = -28361.92
Iteration 83: (EM) log likelihood = -28354.474
Iteration 84: (EM) log likelihood = -28348.116
Iteration 85: (EM) log likelihood = -28342.444
Iteration 86: (EM) log likelihood = -28337.148
Iteration 87: (EM) log likelihood = -28331.346
Iteration 88: (EM) log likelihood = -28326.222
Iteration 89: (EM) log likelihood = -28321.129
Iteration 90: (EM) log likelihood = -28315.897
Iteration 91: (EM) log likelihood = -28311.399
Iteration 92: (EM) log likelihood = -28307.329
Iteration 93: (EM) log likelihood = -28303.601
Iteration 94: (EM) log likelihood = -28300.206
Iteration 95: (EM) log likelihood = -28297.072
Iteration 96: (EM) log likelihood = -28294.112
Iteration 97: (EM) log likelihood = -28291.46
Iteration 98: (EM) log likelihood = -28288.845
Iteration 99: (EM) log likelihood = -28286.22
Iteration 100: (EM) log likelihood = -28282.516
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1051
Iteration 1: (class) log likelihood = -6097.1051
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29127.706
Iteration 1: (outcome) log likelihood = -28952.346
Iteration 2: (outcome) log likelihood = -28880.706
Iteration 3: (outcome) log likelihood = -28872.358
Iteration 4: (outcome) log likelihood = -28871.403
Iteration 5: (outcome) log likelihood = -28871.301
Iteration 6: (outcome) log likelihood = -28871.282
Iteration 7: (outcome) log likelihood = -28871.277
Iteration 8: (outcome) log likelihood = -28871.276
Iteration 9: (outcome) log likelihood = -28871.276
Iteration 10: (outcome) log likelihood = -28871.276 (not concave)
Iteration 11: (outcome) log likelihood = -28871.276 (not concave)
Iteration 12: (outcome) log likelihood = -28871.276 (not concave)
Iteration 13: (outcome) log likelihood = -28871.276 (not concave)
Iteration 14: (outcome) log likelihood = -28871.276 (not concave)
Iteration 15: (outcome) log likelihood = -28871.276 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34936.74
Iteration 1: (EM) log likelihood = -34841.04
Iteration 2: (EM) log likelihood = -34579.937
Iteration 3: (EM) log likelihood = -34015.164
Iteration 4: (EM) log likelihood = -33116.084
Iteration 5: (EM) log likelihood = -32083.592
Iteration 6: (EM) log likelihood = -31189.114
Iteration 7: (EM) log likelihood = -30565.981
Iteration 8: (EM) log likelihood = -30169.992
Iteration 9: (EM) log likelihood = -29921.544
Iteration 10: (EM) log likelihood = -29748.777
Iteration 11: (EM) log likelihood = -29610.592
Iteration 12: (EM) log likelihood = -29490.413
Iteration 13: (EM) log likelihood = -29399.435
Iteration 14: (EM) log likelihood = -29323.324
Iteration 15: (EM) log likelihood = -29258.656
Iteration 16: (EM) log likelihood = -29204.773
Iteration 17: (EM) log likelihood = -29158.022
Iteration 18: (EM) log likelihood = -29118.21
Iteration 19: (EM) log likelihood = -29079.966
Iteration 20: (EM) log likelihood = -29050.021
Iteration 21: (EM) log likelihood = -29022.492
Iteration 22: (EM) log likelihood = -28995.5
Iteration 23: (EM) log likelihood = -28972.569
Iteration 24: (EM) log likelihood = -28950.388
Iteration 25: (EM) log likelihood = -28930.267
Iteration 26: (EM) log likelihood = -28911.357
Iteration 27: (EM) log likelihood = -28893.026
Iteration 28: (EM) log likelihood = -28875.36
Iteration 29: (EM) log likelihood = -28858.498
Iteration 30: (EM) log likelihood = -28844.179
Iteration 31: (EM) log likelihood = -28830.814
Iteration 32: (EM) log likelihood = -28817.61
Iteration 33: (EM) log likelihood = -28804.929
Iteration 34: (EM) log likelihood = -28792.975
Iteration 35: (EM) log likelihood = -28780.758
Iteration 36: (EM) log likelihood = -28767.749
Iteration 37: (EM) log likelihood = -28753.257
Iteration 38: (EM) log likelihood = -28740.093
Iteration 39: (EM) log likelihood = -28726.773
Iteration 40: (EM) log likelihood = -28714.347
Iteration 41: (EM) log likelihood = -28702.429
Iteration 42: (EM) log likelihood = -28691.265
Iteration 43: (EM) log likelihood = -28680.739
Iteration 44: (EM) log likelihood = -28670.895
Iteration 45: (EM) log likelihood = -28661.117
Iteration 46: (EM) log likelihood = -28651.299
Iteration 47: (EM) log likelihood = -28642.034
Iteration 48: (EM) log likelihood = -28633.452
Iteration 49: (EM) log likelihood = -28625.261
Iteration 50: (EM) log likelihood = -28617.73
Iteration 51: (EM) log likelihood = -28610.061
Iteration 52: (EM) log likelihood = -28602.971
Iteration 53: (EM) log likelihood = -28595.577
Iteration 54: (EM) log likelihood = -28589.124
Iteration 55: (EM) log likelihood = -28582.885
Iteration 56: (EM) log likelihood = -28576.896
Iteration 57: (EM) log likelihood = -28571.142
Iteration 58: (EM) log likelihood = -28565.827
Iteration 59: (EM) log likelihood = -28560.082
Iteration 60: (EM) log likelihood = -28555.05
Iteration 61: (EM) log likelihood = -28550.764
Iteration 62: (EM) log likelihood = -28546.726
Iteration 63: (EM) log likelihood = -28543.079
Iteration 64: (EM) log likelihood = -28539.967
Iteration 65: (EM) log likelihood = -28537.31
Iteration 66: (EM) log likelihood = -28534.486
Iteration 67: (EM) log likelihood = -28530.208
Iteration 68: (EM) log likelihood = -28527.886
Iteration 69: (EM) log likelihood = -28524.853
Iteration 70: (EM) log likelihood = -28522.79
Iteration 71: (EM) log likelihood = -28520.964
Iteration 72: (EM) log likelihood = -28519.262
Iteration 73: (EM) log likelihood = -28517.678
Iteration 74: (EM) log likelihood = -28515.924
Iteration 75: (EM) log likelihood = -28514.829
Iteration 76: (EM) log likelihood = -28513.548
Iteration 77: (EM) log likelihood = -28512.236
Iteration 78: (EM) log likelihood = -28511.231
Iteration 79: (EM) log likelihood = -28510.318
Iteration 80: (EM) log likelihood = -28509.062
Iteration 81: (EM) log likelihood = -28508.263
Iteration 82: (EM) log likelihood = -28507.174
Iteration 83: (EM) log likelihood = -28506.677
Iteration 84: (EM) log likelihood = -28505.933
Iteration 85: (EM) log likelihood = -28505.619
Iteration 86: (EM) log likelihood = -28505.054
Iteration 87: (EM) log likelihood = -28504.587
Iteration 88: (EM) log likelihood = -28504.25
Iteration 89: (EM) log likelihood = -28503.868
Iteration 90: (EM) log likelihood = -28503.526
Iteration 91: (EM) log likelihood = -28503.29
Iteration 92: (EM) log likelihood = -28502.85
Iteration 93: (EM) log likelihood = -28502.703
Iteration 94: (EM) log likelihood = -28502.391
Iteration 95: (EM) log likelihood = -28502.339
Iteration 96: (EM) log likelihood = -28501.661
Iteration 97: (EM) log likelihood = -28501.35
Iteration 98: (EM) log likelihood = -28501.142
Iteration 99: (EM) log likelihood = -28500.423
Iteration 100: (EM) log likelihood = -28500.254
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.0449
Iteration 1: (class) log likelihood = -6096.0449
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29378.631
Iteration 1: (outcome) log likelihood = -28999.703
Iteration 2: (outcome) log likelihood = -28896.81
Iteration 3: (outcome) log likelihood = -28882.114
Iteration 4: (outcome) log likelihood = -28879.579
Iteration 5: (outcome) log likelihood = -28879.035
Iteration 6: (outcome) log likelihood = -28878.929
Iteration 7: (outcome) log likelihood = -28878.91
Iteration 8: (outcome) log likelihood = -28878.906
Iteration 9: (outcome) log likelihood = -28878.905
Iteration 10: (outcome) log likelihood = -28878.905 (not concave)
Iteration 11: (outcome) log likelihood = -28878.905 (not concave)
Iteration 12: (outcome) log likelihood = -28878.905 (not concave)
Iteration 13: (outcome) log likelihood = -28878.905 (not concave)
Iteration 14: (outcome) log likelihood = -28878.905 (not concave)
Iteration 15: (outcome) log likelihood = -28878.905 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34938.977
Iteration 1: (EM) log likelihood = -34809.29
Iteration 2: (EM) log likelihood = -34432.969
Iteration 3: (EM) log likelihood = -33631.869
Iteration 4: (EM) log likelihood = -32555.074
Iteration 5: (EM) log likelihood = -31641.327
Iteration 6: (EM) log likelihood = -31047.985
Iteration 7: (EM) log likelihood = -30714.068
Iteration 8: (EM) log likelihood = -30512.241
Iteration 9: (EM) log likelihood = -30366.826
Iteration 10: (EM) log likelihood = -30241.419
Iteration 11: (EM) log likelihood = -30116.698
Iteration 12: (EM) log likelihood = -29985.952
Iteration 13: (EM) log likelihood = -29854.311
Iteration 14: (EM) log likelihood = -29728.688
Iteration 15: (EM) log likelihood = -29615.272
Iteration 16: (EM) log likelihood = -29520.516
Iteration 17: (EM) log likelihood = -29436.594
Iteration 18: (EM) log likelihood = -29371.973
Iteration 19: (EM) log likelihood = -29314.998
Iteration 20: (EM) log likelihood = -29263.295
Iteration 21: (EM) log likelihood = -29219.49
Iteration 22: (EM) log likelihood = -29177.431
Iteration 23: (EM) log likelihood = -29135.056
Iteration 24: (EM) log likelihood = -29096.727
Iteration 25: (EM) log likelihood = -29057.499
Iteration 26: (EM) log likelihood = -29018.034
Iteration 27: (EM) log likelihood = -28975.48
Iteration 28: (EM) log likelihood = -28933.52
Iteration 29: (EM) log likelihood = -28890.419
Iteration 30: (EM) log likelihood = -28848.187
Iteration 31: (EM) log likelihood = -28806.494
Iteration 32: (EM) log likelihood = -28767.589
Iteration 33: (EM) log likelihood = -28734.679
Iteration 34: (EM) log likelihood = -28706.393
Iteration 35: (EM) log likelihood = -28680.005
Iteration 36: (EM) log likelihood = -28653.607
Iteration 37: (EM) log likelihood = -28630.744
Iteration 38: (EM) log likelihood = -28609.298
Iteration 39: (EM) log likelihood = -28587.062
Iteration 40: (EM) log likelihood = -28566.781
Iteration 41: (EM) log likelihood = -28545.735
Iteration 42: (EM) log likelihood = -28526.875
Iteration 43: (EM) log likelihood = -28510.535
Iteration 44: (EM) log likelihood = -28494.801
Iteration 45: (EM) log likelihood = -28479.903
Iteration 46: (EM) log likelihood = -28463.499
Iteration 47: (EM) log likelihood = -28454.727
Iteration 48: (EM) log likelihood = -28444.409
Iteration 49: (EM) log likelihood = -28434.962
Iteration 50: (EM) log likelihood = -28425.898
Iteration 51: (EM) log likelihood = -28417.63
Iteration 52: (EM) log likelihood = -28412.795
Iteration 53: (EM) log likelihood = -28407.499
Iteration 54: (EM) log likelihood = -28404.017
Iteration 55: (EM) log likelihood = -28400.626
Iteration 56: (EM) log likelihood = -28392.071
Iteration 57: (EM) log likelihood = -28385.475
Iteration 58: (EM) log likelihood = -28380.165
Iteration 59: (EM) log likelihood = -28378.06
Iteration 60: (EM) log likelihood = -28371.91
Iteration 61: (EM) log likelihood = -28369.307
Iteration 62: (EM) log likelihood = -28366.672
Iteration 63: (EM) log likelihood = -28362.626
Iteration 64: (EM) log likelihood = -28359.824
Iteration 65: (EM) log likelihood = -28356.978
Iteration 66: (EM) log likelihood = -28354.681
Iteration 67: (EM) log likelihood = -28352.423
Iteration 68: (EM) log likelihood = -28350.1
Iteration 69: (EM) log likelihood = -28347.498
Iteration 70: (EM) log likelihood = -28345.813
Iteration 71: (EM) log likelihood = -28343.974
Iteration 72: (EM) log likelihood = -28342.642
Iteration 73: (EM) log likelihood = -28340.675
Iteration 74: (EM) log likelihood = -28338.99
Iteration 75: (EM) log likelihood = -28337.485
Iteration 76: (EM) log likelihood = -28336.892
Iteration 77: (EM) log likelihood = -28335.121
Iteration 78: (EM) log likelihood = -28332.518
Iteration 79: (EM) log likelihood = -28331.937
Iteration 80: (EM) log likelihood = -28330.731
Iteration 81: (EM) log likelihood = -28329.154
Iteration 82: (EM) log likelihood = -28322.413
Iteration 83: (EM) log likelihood = -28320.46
Iteration 84: (EM) log likelihood = -28318.489
Iteration 85: (EM) log likelihood = -28316.908
Iteration 86: (EM) log likelihood = -28314.828
Iteration 87: (EM) log likelihood = -28313.773
Iteration 88: (EM) log likelihood = -28313.134
Iteration 89: (EM) log likelihood = -28311.792
Iteration 90: (EM) log likelihood = -28310.945
Iteration 91: (EM) log likelihood = -28312.669
Iteration 92: (EM) log likelihood = -28311.981
Iteration 93: (EM) log likelihood = -28310.189
Iteration 94: (EM) log likelihood = -28308.568
Iteration 95: (EM) log likelihood = -28307.374
Iteration 96: (EM) log likelihood = -28306.103
Iteration 97: (EM) log likelihood = -28305.031
Iteration 98: (EM) log likelihood = -28303.306
Iteration 99: (EM) log likelihood = -28302.595
Iteration 100: (EM) log likelihood = -28301.093
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.2929
Iteration 1: (class) log likelihood = -6095.2929
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29773.364
Iteration 1: (outcome) log likelihood = -29062.189
Iteration 2: (outcome) log likelihood = -28911.759
Iteration 3: (outcome) log likelihood = -28885.411
Iteration 4: (outcome) log likelihood = -28880.969
Iteration 5: (outcome) log likelihood = -28879.981
Iteration 6: (outcome) log likelihood = -28879.812
Iteration 7: (outcome) log likelihood = -28879.773
Iteration 8: (outcome) log likelihood = -28879.763
Iteration 9: (outcome) log likelihood = -28879.761
Iteration 10: (outcome) log likelihood = -28879.761 (not concave)
Iteration 11: (outcome) log likelihood = -28879.761 (not concave)
Iteration 12: (outcome) log likelihood = -28879.761 (not concave)
Iteration 13: (outcome) log likelihood = -28879.761 (not concave)
Iteration 14: (outcome) log likelihood = -28879.761 (not concave)
Iteration 15: (outcome) log likelihood = -28879.761 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34954.243
Iteration 1: (EM) log likelihood = -34844.244
Iteration 2: (EM) log likelihood = -34448.546
Iteration 3: (EM) log likelihood = -33538.218
Iteration 4: (EM) log likelihood = -32486.86
Iteration 5: (EM) log likelihood = -31714.579
Iteration 6: (EM) log likelihood = -31183.218
Iteration 7: (EM) log likelihood = -30807.331
Iteration 8: (EM) log likelihood = -30517.015
Iteration 9: (EM) log likelihood = -30282.064
Iteration 10: (EM) log likelihood = -30094.342
Iteration 11: (EM) log likelihood = -29937.692
Iteration 12: (EM) log likelihood = -29805.814
Iteration 13: (EM) log likelihood = -29688.054
Iteration 14: (EM) log likelihood = -29579.877
Iteration 15: (EM) log likelihood = -29475.211
Iteration 16: (EM) log likelihood = -29369.927
Iteration 17: (EM) log likelihood = -29261.696
Iteration 18: (EM) log likelihood = -29155.511
Iteration 19: (EM) log likelihood = -29055.347
Iteration 20: (EM) log likelihood = -28962.409
Iteration 21: (EM) log likelihood = -28875.173
Iteration 22: (EM) log likelihood = -28800.638
Iteration 23: (EM) log likelihood = -28735.427
Iteration 24: (EM) log likelihood = -28678.89
Iteration 25: (EM) log likelihood = -28629.212
Iteration 26: (EM) log likelihood = -28583.605
Iteration 27: (EM) log likelihood = -28540.005
Iteration 28: (EM) log likelihood = -28493.989
Iteration 29: (EM) log likelihood = -28445.749
Iteration 30: (EM) log likelihood = -28399.239
Iteration 31: (EM) log likelihood = -28358.934
Iteration 32: (EM) log likelihood = -28324.306
Iteration 33: (EM) log likelihood = -28294.266
Iteration 34: (EM) log likelihood = -28269.897
Iteration 35: (EM) log likelihood = -28248.8
Iteration 36: (EM) log likelihood = -28227.865
Iteration 37: (EM) log likelihood = -28210.159
Iteration 38: (EM) log likelihood = -28194.027
Iteration 39: (EM) log likelihood = -28181.315
Iteration 40: (EM) log likelihood = -28170.318
Iteration 41: (EM) log likelihood = -28160.064
Iteration 42: (EM) log likelihood = -28151.009
Iteration 43: (EM) log likelihood = -28142.48
Iteration 44: (EM) log likelihood = -28133.594
Iteration 45: (EM) log likelihood = -28125.746
Iteration 46: (EM) log likelihood = -28119.385
Iteration 47: (EM) log likelihood = -28113.797
Iteration 48: (EM) log likelihood = -28108.431
Iteration 49: (EM) log likelihood = -28103.761
Iteration 50: (EM) log likelihood = -28099.657
Iteration 51: (EM) log likelihood = -28095.511
Iteration 52: (EM) log likelihood = -28090.339
Iteration 53: (EM) log likelihood = -28085.787
Iteration 54: (EM) log likelihood = -28080.675
Iteration 55: (EM) log likelihood = -28076.902
Iteration 56: (EM) log likelihood = -28073.261
Iteration 57: (EM) log likelihood = -28069.742
Iteration 58: (EM) log likelihood = -28064.999
Iteration 59: (EM) log likelihood = -28060.581
Iteration 60: (EM) log likelihood = -28057.376
Iteration 61: (EM) log likelihood = -28053.779
Iteration 62: (EM) log likelihood = -28050.938
Iteration 63: (EM) log likelihood = -28049.265
Iteration 64: (EM) log likelihood = -28047.591
Iteration 65: (EM) log likelihood = -28044.557
Iteration 66: (EM) log likelihood = -28041.579
Iteration 67: (EM) log likelihood = -28038.079
Iteration 68: (EM) log likelihood = -28035.438
Iteration 69: (EM) log likelihood = -28033.636
Iteration 70: (EM) log likelihood = -28031.198
Iteration 71: (EM) log likelihood = -28028.958
Iteration 72: (EM) log likelihood = -28026.185
Iteration 73: (EM) log likelihood = -28024.423
Iteration 74: (EM) log likelihood = -28022.399
Iteration 75: (EM) log likelihood = -28020.723
Iteration 76: (EM) log likelihood = -28018.928
Iteration 77: (EM) log likelihood = -28017.337
Iteration 78: (EM) log likelihood = -28015.318
Iteration 79: (EM) log likelihood = -28014.047
Iteration 80: (EM) log likelihood = -28012.169
Iteration 81: (EM) log likelihood = -28009.313
Iteration 82: (EM) log likelihood = -28007.134
Iteration 83: (EM) log likelihood = -28005.348
Iteration 84: (EM) log likelihood = -28003.823
Iteration 85: (EM) log likelihood = -28002.054
Iteration 86: (EM) log likelihood = -28000.405
Iteration 87: (EM) log likelihood = -27999.059
Iteration 88: (EM) log likelihood = -27998.211
Iteration 89: (EM) log likelihood = -27996.861
Iteration 90: (EM) log likelihood = -27992.488
Iteration 91: (EM) log likelihood = -27991.116
Iteration 92: (EM) log likelihood = -27989.811
Iteration 93: (EM) log likelihood = -27987.514
Iteration 94: (EM) log likelihood = -27986.711
Iteration 95: (EM) log likelihood = -27985.537
Iteration 96: (EM) log likelihood = -27982.035
Iteration 97: (EM) log likelihood = -27981.128
Iteration 98: (EM) log likelihood = -27979.972
Iteration 99: (EM) log likelihood = -27978.583
Iteration 100: (EM) log likelihood = -27977.397
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.0974
Iteration 1: (class) log likelihood = -6096.0974
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29379.036
Iteration 1: (outcome) log likelihood = -29008.142
Iteration 2: (outcome) log likelihood = -28915.077
Iteration 3: (outcome) log likelihood = -28900.189
Iteration 4: (outcome) log likelihood = -28897.783
Iteration 5: (outcome) log likelihood = -28897.296
Iteration 6: (outcome) log likelihood = -28897.209
Iteration 7: (outcome) log likelihood = -28897.2
Iteration 8: (outcome) log likelihood = -28897.198
Iteration 9: (outcome) log likelihood = -28897.198 (not concave)
Iteration 10: (outcome) log likelihood = -28897.198 (not concave)
Iteration 11: (outcome) log likelihood = -28897.198 (not concave)
Iteration 12: (outcome) log likelihood = -28897.198 (not concave)
Iteration 13: (outcome) log likelihood = -28897.198 (not concave)
Iteration 14: (outcome) log likelihood = -28897.198 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34949.626
Iteration 1: (EM) log likelihood = -34793.383
Iteration 2: (EM) log likelihood = -34487.908
Iteration 3: (EM) log likelihood = -33910.774
Iteration 4: (EM) log likelihood = -32976.064
Iteration 5: (EM) log likelihood = -32064.466
Iteration 6: (EM) log likelihood = -31364.321
Iteration 7: (EM) log likelihood = -30864.01
Iteration 8: (EM) log likelihood = -30524.938
Iteration 9: (EM) log likelihood = -30275.299
Iteration 10: (EM) log likelihood = -30072.158
Iteration 11: (EM) log likelihood = -29900.439
Iteration 12: (EM) log likelihood = -29752.187
Iteration 13: (EM) log likelihood = -29624.49
Iteration 14: (EM) log likelihood = -29509.674
Iteration 15: (EM) log likelihood = -29407.105
Iteration 16: (EM) log likelihood = -29314.066
Iteration 17: (EM) log likelihood = -29226.381
Iteration 18: (EM) log likelihood = -29153.734
Iteration 19: (EM) log likelihood = -29093.1
Iteration 20: (EM) log likelihood = -29041.93
Iteration 21: (EM) log likelihood = -28997.261
Iteration 22: (EM) log likelihood = -28953.719
Iteration 23: (EM) log likelihood = -28904.35
Iteration 24: (EM) log likelihood = -28855.795
Iteration 25: (EM) log likelihood = -28817.071
Iteration 26: (EM) log likelihood = -28784.481
Iteration 27: (EM) log likelihood = -28754.818
Iteration 28: (EM) log likelihood = -28726.59
Iteration 29: (EM) log likelihood = -28697.977
Iteration 30: (EM) log likelihood = -28668.531
Iteration 31: (EM) log likelihood = -28640.033
Iteration 32: (EM) log likelihood = -28613.64
Iteration 33: (EM) log likelihood = -28587.805
Iteration 34: (EM) log likelihood = -28562.215
Iteration 35: (EM) log likelihood = -28536.41
Iteration 36: (EM) log likelihood = -28511.496
Iteration 37: (EM) log likelihood = -28487.642
Iteration 38: (EM) log likelihood = -28463.911
Iteration 39: (EM) log likelihood = -28442.009
Iteration 40: (EM) log likelihood = -28420.736
Iteration 41: (EM) log likelihood = -28401.064
Iteration 42: (EM) log likelihood = -28382.085
Iteration 43: (EM) log likelihood = -28365.256
Iteration 44: (EM) log likelihood = -28348.934
Iteration 45: (EM) log likelihood = -28335.881
Iteration 46: (EM) log likelihood = -28325.111
Iteration 47: (EM) log likelihood = -28315.629
Iteration 48: (EM) log likelihood = -28306.575
Iteration 49: (EM) log likelihood = -28298.719
Iteration 50: (EM) log likelihood = -28291.139
Iteration 51: (EM) log likelihood = -28284.736
Iteration 52: (EM) log likelihood = -28279.126
Iteration 53: (EM) log likelihood = -28273.898
Iteration 54: (EM) log likelihood = -28269.404
Iteration 55: (EM) log likelihood = -28264.874
Iteration 56: (EM) log likelihood = -28261.018
Iteration 57: (EM) log likelihood = -28257.414
Iteration 58: (EM) log likelihood = -28254.308
Iteration 59: (EM) log likelihood = -28251.253
Iteration 60: (EM) log likelihood = -28248.457
Iteration 61: (EM) log likelihood = -28246.034
Iteration 62: (EM) log likelihood = -28243.653
Iteration 63: (EM) log likelihood = -28240.655
Iteration 64: (EM) log likelihood = -28237.649
Iteration 65: (EM) log likelihood = -28235.138
Iteration 66: (EM) log likelihood = -28232.092
Iteration 67: (EM) log likelihood = -28229.719
Iteration 68: (EM) log likelihood = -28227.138
Iteration 69: (EM) log likelihood = -28225.311
Iteration 70: (EM) log likelihood = -28223.54
Iteration 71: (EM) log likelihood = -28221.735
Iteration 72: (EM) log likelihood = -28220.212
Iteration 73: (EM) log likelihood = -28218.753
Iteration 74: (EM) log likelihood = -28217.34
Iteration 75: (EM) log likelihood = -28214.424
Iteration 76: (EM) log likelihood = -28213.022
Iteration 77: (EM) log likelihood = -28211.878
Iteration 78: (EM) log likelihood = -28210.727
Iteration 79: (EM) log likelihood = -28209.283
Iteration 80: (EM) log likelihood = -28207.793
Iteration 81: (EM) log likelihood = -28206.403
Iteration 82: (EM) log likelihood = -28205.539
Iteration 83: (EM) log likelihood = -28204.557
Iteration 84: (EM) log likelihood = -28203.065
Iteration 85: (EM) log likelihood = -28202.247
Iteration 86: (EM) log likelihood = -28201.316
Iteration 87: (EM) log likelihood = -28200.525
Iteration 88: (EM) log likelihood = -28199.576
Iteration 89: (EM) log likelihood = -28198.772
Iteration 90: (EM) log likelihood = -28197.756
Iteration 91: (EM) log likelihood = -28197.107
Iteration 92: (EM) log likelihood = -28196.521
Iteration 93: (EM) log likelihood = -28196.04
Iteration 94: (EM) log likelihood = -28195.508
Iteration 95: (EM) log likelihood = -28195.135
Iteration 96: (EM) log likelihood = -28194.739
Iteration 97: (EM) log likelihood = -28194.304
Iteration 98: (EM) log likelihood = -28193.863
Iteration 99: (EM) log likelihood = -28192.946
Iteration 100: (EM) log likelihood = -28192.38
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.4718
Iteration 1: (class) log likelihood = -6097.4718
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29126.365
Iteration 1: (outcome) log likelihood = -28958.544
Iteration 2: (outcome) log likelihood = -28897.078
Iteration 3: (outcome) log likelihood = -28890.44
Iteration 4: (outcome) log likelihood = -28889.838
Iteration 5: (outcome) log likelihood = -28889.769
Iteration 6: (outcome) log likelihood = -28889.757
Iteration 7: (outcome) log likelihood = -28889.754
Iteration 8: (outcome) log likelihood = -28889.753
Iteration 9: (outcome) log likelihood = -28889.753
Iteration 10: (outcome) log likelihood = -28889.753 (not concave)
Iteration 11: (outcome) log likelihood = -28889.753 (not concave)
Iteration 12: (outcome) log likelihood = -28889.753 (not concave)
Iteration 13: (outcome) log likelihood = -28889.753 (not concave)
Iteration 14: (outcome) log likelihood = -28889.753 (not concave)
Iteration 15: (outcome) log likelihood = -28889.753 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34966.167
Iteration 1: (EM) log likelihood = -34880.613
Iteration 2: (EM) log likelihood = -34602.752
Iteration 3: (EM) log likelihood = -33867.237
Iteration 4: (EM) log likelihood = -32750.674
Iteration 5: (EM) log likelihood = -31798.716
Iteration 6: (EM) log likelihood = -31109.637
Iteration 7: (EM) log likelihood = -30621.517
Iteration 8: (EM) log likelihood = -30279.051
Iteration 9: (EM) log likelihood = -30028.801
Iteration 10: (EM) log likelihood = -29836.986
Iteration 11: (EM) log likelihood = -29686.496
Iteration 12: (EM) log likelihood = -29569.258
Iteration 13: (EM) log likelihood = -29476.172
Iteration 14: (EM) log likelihood = -29400.343
Iteration 15: (EM) log likelihood = -29334.877
Iteration 16: (EM) log likelihood = -29279.561
Iteration 17: (EM) log likelihood = -29229.675
Iteration 18: (EM) log likelihood = -29186.761
Iteration 19: (EM) log likelihood = -29149.098
Iteration 20: (EM) log likelihood = -29115.775
Iteration 21: (EM) log likelihood = -29085.61
Iteration 22: (EM) log likelihood = -29058.442
Iteration 23: (EM) log likelihood = -29034.88
Iteration 24: (EM) log likelihood = -29014.891
Iteration 25: (EM) log likelihood = -28996.112
Iteration 26: (EM) log likelihood = -28978.486
Iteration 27: (EM) log likelihood = -28959.358
Iteration 28: (EM) log likelihood = -28943.613
Iteration 29: (EM) log likelihood = -28926.607
Iteration 30: (EM) log likelihood = -28908.028
Iteration 31: (EM) log likelihood = -28892.509
Iteration 32: (EM) log likelihood = -28877.645
Iteration 33: (EM) log likelihood = -28863.496
Iteration 34: (EM) log likelihood = -28849.191
Iteration 35: (EM) log likelihood = -28834.145
Iteration 36: (EM) log likelihood = -28820.715
Iteration 37: (EM) log likelihood = -28804.586
Iteration 38: (EM) log likelihood = -28788.838
Iteration 39: (EM) log likelihood = -28775.137
Iteration 40: (EM) log likelihood = -28760.004
Iteration 41: (EM) log likelihood = -28744.275
Iteration 42: (EM) log likelihood = -28727.738
Iteration 43: (EM) log likelihood = -28710.217
Iteration 44: (EM) log likelihood = -28693.573
Iteration 45: (EM) log likelihood = -28676.205
Iteration 46: (EM) log likelihood = -28659.038
Iteration 47: (EM) log likelihood = -28644.425
Iteration 48: (EM) log likelihood = -28629.468
Iteration 49: (EM) log likelihood = -28615.404
Iteration 50: (EM) log likelihood = -28601.545
Iteration 51: (EM) log likelihood = -28588.167
Iteration 52: (EM) log likelihood = -28573.465
Iteration 53: (EM) log likelihood = -28557.268
Iteration 54: (EM) log likelihood = -28543.996
Iteration 55: (EM) log likelihood = -28532.505
Iteration 56: (EM) log likelihood = -28519.271
Iteration 57: (EM) log likelihood = -28508.862
Iteration 58: (EM) log likelihood = -28498.351
Iteration 59: (EM) log likelihood = -28485.983
Iteration 60: (EM) log likelihood = -28474.642
Iteration 61: (EM) log likelihood = -28465.189
Iteration 62: (EM) log likelihood = -28454.187
Iteration 63: (EM) log likelihood = -28446.412
Iteration 64: (EM) log likelihood = -28437.163
Iteration 65: (EM) log likelihood = -28430.088
Iteration 66: (EM) log likelihood = -28419.387
Iteration 67: (EM) log likelihood = -28412.857
Iteration 68: (EM) log likelihood = -28406.748
Iteration 69: (EM) log likelihood = -28399.577
Iteration 70: (EM) log likelihood = -28390.998
Iteration 71: (EM) log likelihood = -28384.745
Iteration 72: (EM) log likelihood = -28371.84
Iteration 73: (EM) log likelihood = -28363.522
Iteration 74: (EM) log likelihood = -28357.744
Iteration 75: (EM) log likelihood = -28353.413
Iteration 76: (EM) log likelihood = -28349.032
Iteration 77: (EM) log likelihood = -28343.234
Iteration 78: (EM) log likelihood = -28339.833
Iteration 79: (EM) log likelihood = -28333.934
Iteration 80: (EM) log likelihood = -28328.449
Iteration 81: (EM) log likelihood = -28325.566
Iteration 82: (EM) log likelihood = -28321.668
Iteration 83: (EM) log likelihood = -28317.559
Iteration 84: (EM) log likelihood = -28313.788
Iteration 85: (EM) log likelihood = -28310.538
Iteration 86: (EM) log likelihood = -28306.614
Iteration 87: (EM) log likelihood = -28303.96
Iteration 88: (EM) log likelihood = -28300.496
Iteration 89: (EM) log likelihood = -28297.755
Iteration 90: (EM) log likelihood = -28295.265
Iteration 91: (EM) log likelihood = -28286.856
Iteration 92: (EM) log likelihood = -28284.438
Iteration 93: (EM) log likelihood = -28282.236
Iteration 94: (EM) log likelihood = -28280.691
Iteration 95: (EM) log likelihood = -28278.793
Iteration 96: (EM) log likelihood = -28277.294
Iteration 97: (EM) log likelihood = -28274.286
Iteration 98: (EM) log likelihood = -28270.68
Iteration 99: (EM) log likelihood = -28268.304
Iteration 100: (EM) log likelihood = -28266.636
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1804
Iteration 1: (class) log likelihood = -6097.1804
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29587.316
Iteration 1: (outcome) log likelihood = -29040.955
Iteration 2: (outcome) log likelihood = -28883.44
Iteration 3: (outcome) log likelihood = -28864.951
Iteration 4: (outcome) log likelihood = -28861.684
Iteration 5: (outcome) log likelihood = -28861.036
Iteration 6: (outcome) log likelihood = -28860.879
Iteration 7: (outcome) log likelihood = -28860.846
Iteration 8: (outcome) log likelihood = -28860.839
Iteration 9: (outcome) log likelihood = -28860.838
Iteration 10: (outcome) log likelihood = -28860.837 (not concave)
Iteration 11: (outcome) log likelihood = -28860.837 (not concave)
Iteration 12: (outcome) log likelihood = -28860.837 (not concave)
Iteration 13: (outcome) log likelihood = -28860.837 (not concave)
Iteration 14: (outcome) log likelihood = -28860.837 (not concave)
Iteration 15: (outcome) log likelihood = -28860.837 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34897.437
Iteration 1: (EM) log likelihood = -34744.44
Iteration 2: (EM) log likelihood = -34518.514
Iteration 3: (EM) log likelihood = -34181.656
Iteration 4: (EM) log likelihood = -33570.301
Iteration 5: (EM) log likelihood = -32671.093
Iteration 6: (EM) log likelihood = -31835.19
Iteration 7: (EM) log likelihood = -31241.031
Iteration 8: (EM) log likelihood = -30816.518
Iteration 9: (EM) log likelihood = -30470.521
Iteration 10: (EM) log likelihood = -30164.392
Iteration 11: (EM) log likelihood = -29883.575
Iteration 12: (EM) log likelihood = -29643.778
Iteration 13: (EM) log likelihood = -29447.77
Iteration 14: (EM) log likelihood = -29298.631
Iteration 15: (EM) log likelihood = -29188.755
Iteration 16: (EM) log likelihood = -29103.91
Iteration 17: (EM) log likelihood = -29035.222
Iteration 18: (EM) log likelihood = -28975.686
Iteration 19: (EM) log likelihood = -28922.683
Iteration 20: (EM) log likelihood = -28873.874
Iteration 21: (EM) log likelihood = -28829.671
Iteration 22: (EM) log likelihood = -28792.764
Iteration 23: (EM) log likelihood = -28755.187
Iteration 24: (EM) log likelihood = -28720.011
Iteration 25: (EM) log likelihood = -28690.944
Iteration 26: (EM) log likelihood = -28662.857
Iteration 27: (EM) log likelihood = -28637.707
Iteration 28: (EM) log likelihood = -28615.807
Iteration 29: (EM) log likelihood = -28597.196
Iteration 30: (EM) log likelihood = -28580.078
Iteration 31: (EM) log likelihood = -28567.01
Iteration 32: (EM) log likelihood = -28554.734
Iteration 33: (EM) log likelihood = -28543.928
Iteration 34: (EM) log likelihood = -28532.774
Iteration 35: (EM) log likelihood = -28522.931
Iteration 36: (EM) log likelihood = -28515.16
Iteration 37: (EM) log likelihood = -28506.99
Iteration 38: (EM) log likelihood = -28496.117
Iteration 39: (EM) log likelihood = -28488.511
Iteration 40: (EM) log likelihood = -28482.314
Iteration 41: (EM) log likelihood = -28475.544
Iteration 42: (EM) log likelihood = -28469.586
Iteration 43: (EM) log likelihood = -28462.711
Iteration 44: (EM) log likelihood = -28457.442
Iteration 45: (EM) log likelihood = -28452.375
Iteration 46: (EM) log likelihood = -28449.185
Iteration 47: (EM) log likelihood = -28445.368
Iteration 48: (EM) log likelihood = -28442.196
Iteration 49: (EM) log likelihood = -28439.396
Iteration 50: (EM) log likelihood = -28436.496
Iteration 51: (EM) log likelihood = -28432.836
Iteration 52: (EM) log likelihood = -28429.926
Iteration 53: (EM) log likelihood = -28424.375
Iteration 54: (EM) log likelihood = -28421.537
Iteration 55: (EM) log likelihood = -28418.654
Iteration 56: (EM) log likelihood = -28415.443
Iteration 57: (EM) log likelihood = -28412.925
Iteration 58: (EM) log likelihood = -28406.931
Iteration 59: (EM) log likelihood = -28404.45
Iteration 60: (EM) log likelihood = -28402.141
Iteration 61: (EM) log likelihood = -28399.005
Iteration 62: (EM) log likelihood = -28397.04
Iteration 63: (EM) log likelihood = -28394.664
Iteration 64: (EM) log likelihood = -28392.834
Iteration 65: (EM) log likelihood = -28391.276
Iteration 66: (EM) log likelihood = -28388.586
Iteration 67: (EM) log likelihood = -28386.707
Iteration 68: (EM) log likelihood = -28384.082
Iteration 69: (EM) log likelihood = -28381.763
Iteration 70: (EM) log likelihood = -28379.5
Iteration 71: (EM) log likelihood = -28377.535
Iteration 72: (EM) log likelihood = -28375.805
Iteration 73: (EM) log likelihood = -28375.074
Iteration 74: (EM) log likelihood = -28374.125
Iteration 75: (EM) log likelihood = -28373.364
Iteration 76: (EM) log likelihood = -28371.956
Iteration 77: (EM) log likelihood = -28370.78
Iteration 78: (EM) log likelihood = -28369.442
Iteration 79: (EM) log likelihood = -28368.678
Iteration 80: (EM) log likelihood = -28368.011
Iteration 81: (EM) log likelihood = -28366.671
Iteration 82: (EM) log likelihood = -28364.959
Iteration 83: (EM) log likelihood = -28363.831
Iteration 84: (EM) log likelihood = -28362.057
Iteration 85: (EM) log likelihood = -28361.575
Iteration 86: (EM) log likelihood = -28359.22
Iteration 87: (EM) log likelihood = -28358.514
Iteration 88: (EM) log likelihood = -28357.746
Iteration 89: (EM) log likelihood = -28356.398
Iteration 90: (EM) log likelihood = -28355.5
Iteration 91: (EM) log likelihood = -28354.259
Iteration 92: (EM) log likelihood = -28352.972
Iteration 93: (EM) log likelihood = -28352.219
Iteration 94: (EM) log likelihood = -28351.205
Iteration 95: (EM) log likelihood = -28350.307
Iteration 96: (EM) log likelihood = -28349.604
Iteration 97: (EM) log likelihood = -28348.747
Iteration 98: (EM) log likelihood = -28347.969
Iteration 99: (EM) log likelihood = -28347.125
Iteration 100: (EM) log likelihood = -28346.272
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.9516
Iteration 1: (class) log likelihood = -6096.9516
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29116.208
Iteration 1: (outcome) log likelihood = -28979.056
Iteration 2: (outcome) log likelihood = -28885.017
Iteration 3: (outcome) log likelihood = -28876.555
Iteration 4: (outcome) log likelihood = -28875.426
Iteration 5: (outcome) log likelihood = -28875.374
Iteration 6: (outcome) log likelihood = -28875.363
Iteration 7: (outcome) log likelihood = -28875.36
Iteration 8: (outcome) log likelihood = -28875.359
Iteration 9: (outcome) log likelihood = -28875.359
Iteration 10: (outcome) log likelihood = -28875.359 (not concave)
Iteration 11: (outcome) log likelihood = -28875.359 (not concave)
Iteration 12: (outcome) log likelihood = -28875.359 (not concave)
Iteration 13: (outcome) log likelihood = -28875.359 (not concave)
Iteration 14: (outcome) log likelihood = -28875.359 (not concave)
Iteration 15: (outcome) log likelihood = -28875.359 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34922.356
Iteration 1: (EM) log likelihood = -34754.091
Iteration 2: (EM) log likelihood = -34252.127
Iteration 3: (EM) log likelihood = -33201.321
Iteration 4: (EM) log likelihood = -31984.602
Iteration 5: (EM) log likelihood = -31066.298
Iteration 6: (EM) log likelihood = -30462.523
Iteration 7: (EM) log likelihood = -30072.114
Iteration 8: (EM) log likelihood = -29811.412
Iteration 9: (EM) log likelihood = -29629.806
Iteration 10: (EM) log likelihood = -29495.944
Iteration 11: (EM) log likelihood = -29389.588
Iteration 12: (EM) log likelihood = -29293.157
Iteration 13: (EM) log likelihood = -29219.619
Iteration 14: (EM) log likelihood = -29160.531
Iteration 15: (EM) log likelihood = -29114.186
Iteration 16: (EM) log likelihood = -29074.635
Iteration 17: (EM) log likelihood = -29039.916
Iteration 18: (EM) log likelihood = -29007.649
Iteration 19: (EM) log likelihood = -28976.901
Iteration 20: (EM) log likelihood = -28948.183
Iteration 21: (EM) log likelihood = -28923.402
Iteration 22: (EM) log likelihood = -28900.566
Iteration 23: (EM) log likelihood = -28878.961
Iteration 24: (EM) log likelihood = -28858.592
Iteration 25: (EM) log likelihood = -28840.026
Iteration 26: (EM) log likelihood = -28825.586
Iteration 27: (EM) log likelihood = -28813.216
Iteration 28: (EM) log likelihood = -28801.644
Iteration 29: (EM) log likelihood = -28791.135
Iteration 30: (EM) log likelihood = -28782.454
Iteration 31: (EM) log likelihood = -28774.215
Iteration 32: (EM) log likelihood = -28764.59
Iteration 33: (EM) log likelihood = -28756.279
Iteration 34: (EM) log likelihood = -28748.719
Iteration 35: (EM) log likelihood = -28740.408
Iteration 36: (EM) log likelihood = -28734.101
Iteration 37: (EM) log likelihood = -28725.67
Iteration 38: (EM) log likelihood = -28719.539
Iteration 39: (EM) log likelihood = -28713.672
Iteration 40: (EM) log likelihood = -28706.209
Iteration 41: (EM) log likelihood = -28700.366
Iteration 42: (EM) log likelihood = -28694.212
Iteration 43: (EM) log likelihood = -28688.51
Iteration 44: (EM) log likelihood = -28682.162
Iteration 45: (EM) log likelihood = -28670.879
Iteration 46: (EM) log likelihood = -28664.293
Iteration 47: (EM) log likelihood = -28657.811
Iteration 48: (EM) log likelihood = -28651.648
Iteration 49: (EM) log likelihood = -28646.052
Iteration 50: (EM) log likelihood = -28640.328
Iteration 51: (EM) log likelihood = -28634.262
Iteration 52: (EM) log likelihood = -28622.444
Iteration 53: (EM) log likelihood = -28617.485
Iteration 54: (EM) log likelihood = -28611.785
Iteration 55: (EM) log likelihood = -28607.403
Iteration 56: (EM) log likelihood = -28603.197
Iteration 57: (EM) log likelihood = -28597.807
Iteration 58: (EM) log likelihood = -28590.961
Iteration 59: (EM) log likelihood = -28585.641
Iteration 60: (EM) log likelihood = -28581.964
Iteration 61: (EM) log likelihood = -28578.372
Iteration 62: (EM) log likelihood = -28575.056
Iteration 63: (EM) log likelihood = -28572.037
Iteration 64: (EM) log likelihood = -28569.364
Iteration 65: (EM) log likelihood = -28566.638
Iteration 66: (EM) log likelihood = -28563.966
Iteration 67: (EM) log likelihood = -28561.363
Iteration 68: (EM) log likelihood = -28557.882
Iteration 69: (EM) log likelihood = -28555.172
Iteration 70: (EM) log likelihood = -28550.297
Iteration 71: (EM) log likelihood = -28545.797
Iteration 72: (EM) log likelihood = -28539.778
Iteration 73: (EM) log likelihood = -28536.908
Iteration 74: (EM) log likelihood = -28534.26
Iteration 75: (EM) log likelihood = -28531.796
Iteration 76: (EM) log likelihood = -28529.926
Iteration 77: (EM) log likelihood = -28528.673
Iteration 78: (EM) log likelihood = -28526.857
Iteration 79: (EM) log likelihood = -28524.366
Iteration 80: (EM) log likelihood = -28523.116
Iteration 81: (EM) log likelihood = -28522.231
Iteration 82: (EM) log likelihood = -28521.484
Iteration 83: (EM) log likelihood = -28520.675
Iteration 84: (EM) log likelihood = -28519.898
Iteration 85: (EM) log likelihood = -28519.029
Iteration 86: (EM) log likelihood = -28518.442
Iteration 87: (EM) log likelihood = -28517.797
Iteration 88: (EM) log likelihood = -28517.208
Iteration 89: (EM) log likelihood = -28516.44
Iteration 90: (EM) log likelihood = -28515.662
Iteration 91: (EM) log likelihood = -28515.088
Iteration 92: (EM) log likelihood = -28514.559
Iteration 93: (EM) log likelihood = -28513.244
Iteration 94: (EM) log likelihood = -28511.13
Iteration 95: (EM) log likelihood = -28510.435
Iteration 96: (EM) log likelihood = -28509.761
Iteration 97: (EM) log likelihood = -28509.189
Iteration 98: (EM) log likelihood = -28508.696
Iteration 99: (EM) log likelihood = -28508.267
Iteration 100: (EM) log likelihood = -28507.675
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6093.0421
Iteration 1: (class) log likelihood = -6093.0421
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29128.897
Iteration 1: (outcome) log likelihood = -28904.499
Iteration 2: (outcome) log likelihood = -28875.617
Iteration 3: (outcome) log likelihood = -28873.944
Iteration 4: (outcome) log likelihood = -28873.738
Iteration 5: (outcome) log likelihood = -28873.688
Iteration 6: (outcome) log likelihood = -28873.678
Iteration 7: (outcome) log likelihood = -28873.676
Iteration 8: (outcome) log likelihood = -28873.676
Iteration 9: (outcome) log likelihood = -28873.676 (not concave)
Iteration 10: (outcome) log likelihood = -28873.676 (not concave)
Iteration 11: (outcome) log likelihood = -28873.676 (not concave)
Iteration 12: (outcome) log likelihood = -28873.676 (not concave)
Iteration 13: (outcome) log likelihood = -28873.676 (not concave)
Iteration 14: (outcome) log likelihood = -28873.676 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34941.532
Iteration 1: (EM) log likelihood = -34833.7
Iteration 2: (EM) log likelihood = -34601.663
Iteration 3: (EM) log likelihood = -34167.868
Iteration 4: (EM) log likelihood = -33361.713
Iteration 5: (EM) log likelihood = -32401.831
Iteration 6: (EM) log likelihood = -31616.056
Iteration 7: (EM) log likelihood = -30987.516
Iteration 8: (EM) log likelihood = -30488.432
Iteration 9: (EM) log likelihood = -30119.128
Iteration 10: (EM) log likelihood = -29865.883
Iteration 11: (EM) log likelihood = -29683.234
Iteration 12: (EM) log likelihood = -29548.79
Iteration 13: (EM) log likelihood = -29447.055
Iteration 14: (EM) log likelihood = -29369.109
Iteration 15: (EM) log likelihood = -29305.963
Iteration 16: (EM) log likelihood = -29256.425
Iteration 17: (EM) log likelihood = -29213.599
Iteration 18: (EM) log likelihood = -29174.696
Iteration 19: (EM) log likelihood = -29134.347
Iteration 20: (EM) log likelihood = -29100.419
Iteration 21: (EM) log likelihood = -29067.01
Iteration 22: (EM) log likelihood = -29031.219
Iteration 23: (EM) log likelihood = -28994.367
Iteration 24: (EM) log likelihood = -28960.542
Iteration 25: (EM) log likelihood = -28926.995
Iteration 26: (EM) log likelihood = -28891.454
Iteration 27: (EM) log likelihood = -28857.193
Iteration 28: (EM) log likelihood = -28822.476
Iteration 29: (EM) log likelihood = -28785.991
Iteration 30: (EM) log likelihood = -28755.983
Iteration 31: (EM) log likelihood = -28727.368
Iteration 32: (EM) log likelihood = -28702.793
Iteration 33: (EM) log likelihood = -28678.75
Iteration 34: (EM) log likelihood = -28661.838
Iteration 35: (EM) log likelihood = -28644.692
Iteration 36: (EM) log likelihood = -28630.635
Iteration 37: (EM) log likelihood = -28620.48
Iteration 38: (EM) log likelihood = -28610.175
Iteration 39: (EM) log likelihood = -28601.505
Iteration 40: (EM) log likelihood = -28595.876
Iteration 41: (EM) log likelihood = -28589.765
Iteration 42: (EM) log likelihood = -28584.396
Iteration 43: (EM) log likelihood = -28578.77
Iteration 44: (EM) log likelihood = -28573.838
Iteration 45: (EM) log likelihood = -28570.098
Iteration 46: (EM) log likelihood = -28567.148
Iteration 47: (EM) log likelihood = -28563.712
Iteration 48: (EM) log likelihood = -28558.613
Iteration 49: (EM) log likelihood = -28555.441
Iteration 50: (EM) log likelihood = -28552.337
Iteration 51: (EM) log likelihood = -28547.552
Iteration 52: (EM) log likelihood = -28541.617
Iteration 53: (EM) log likelihood = -28538.055
Iteration 54: (EM) log likelihood = -28534.478
Iteration 55: (EM) log likelihood = -28531.325
Iteration 56: (EM) log likelihood = -28527.027
Iteration 57: (EM) log likelihood = -28525.056
Iteration 58: (EM) log likelihood = -28521.622
Iteration 59: (EM) log likelihood = -28520.314
Iteration 60: (EM) log likelihood = -28518.39
Iteration 61: (EM) log likelihood = -28516.085
Iteration 62: (EM) log likelihood = -28515.66
Iteration 63: (EM) log likelihood = -28514.602
Iteration 64: (EM) log likelihood = -28513.997
Iteration 65: (EM) log likelihood = -28512.782
Iteration 66: (EM) log likelihood = -28512.272
Iteration 67: (EM) log likelihood = -28511.359
Iteration 68: (EM) log likelihood = -28509.096
Iteration 69: (EM) log likelihood = -28509.467
Iteration 70: (EM) log likelihood = -28508.983
Iteration 71: (EM) log likelihood = -28508.404
Iteration 72: (EM) log likelihood = -28508.292
Iteration 73: (EM) log likelihood = -28508.023
Iteration 74: (EM) log likelihood = -28508.126
Iteration 75: (EM) log likelihood = -28507.825
Iteration 76: (EM) log likelihood = -28507.517
Iteration 77: (EM) log likelihood = -28507.532
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6093.6483
Iteration 1: (class) log likelihood = -6093.6483
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29548.588
Iteration 1: (outcome) log likelihood = -29009.271
Iteration 2: (outcome) log likelihood = -28906.921
Iteration 3: (outcome) log likelihood = -28889.777
Iteration 4: (outcome) log likelihood = -28886.632
Iteration 5: (outcome) log likelihood = -28885.997
Iteration 6: (outcome) log likelihood = -28885.846
Iteration 7: (outcome) log likelihood = -28885.815
Iteration 8: (outcome) log likelihood = -28885.811
Iteration 9: (outcome) log likelihood = -28885.809 (not concave)
Iteration 10: (outcome) log likelihood = -28885.809 (not concave)
Iteration 11: (outcome) log likelihood = -28885.809 (not concave)
Iteration 12: (outcome) log likelihood = -28885.809 (not concave)
Iteration 13: (outcome) log likelihood = -28885.809 (not concave)
Iteration 14: (outcome) log likelihood = -28885.809 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34943.187
Iteration 1: (EM) log likelihood = -34812.023
Iteration 2: (EM) log likelihood = -34396.723
Iteration 3: (EM) log likelihood = -33475.664
Iteration 4: (EM) log likelihood = -32299.832
Iteration 5: (EM) log likelihood = -31461.806
Iteration 6: (EM) log likelihood = -30936.575
Iteration 7: (EM) log likelihood = -30607.466
Iteration 8: (EM) log likelihood = -30386.808
Iteration 9: (EM) log likelihood = -30215.972
Iteration 10: (EM) log likelihood = -30067.415
Iteration 11: (EM) log likelihood = -29937.587
Iteration 12: (EM) log likelihood = -29818.582
Iteration 13: (EM) log likelihood = -29712.386
Iteration 14: (EM) log likelihood = -29618.931
Iteration 15: (EM) log likelihood = -29538.007
Iteration 16: (EM) log likelihood = -29463.849
Iteration 17: (EM) log likelihood = -29397.591
Iteration 18: (EM) log likelihood = -29338.313
Iteration 19: (EM) log likelihood = -29285.27
Iteration 20: (EM) log likelihood = -29237.792
Iteration 21: (EM) log likelihood = -29195.439
Iteration 22: (EM) log likelihood = -29157.278
Iteration 23: (EM) log likelihood = -29122.397
Iteration 24: (EM) log likelihood = -29090.127
Iteration 25: (EM) log likelihood = -29061.805
Iteration 26: (EM) log likelihood = -29035.713
Iteration 27: (EM) log likelihood = -29010.996
Iteration 28: (EM) log likelihood = -28987.032
Iteration 29: (EM) log likelihood = -28962.54
Iteration 30: (EM) log likelihood = -28938.213
Iteration 31: (EM) log likelihood = -28913.994
Iteration 32: (EM) log likelihood = -28888.877
Iteration 33: (EM) log likelihood = -28865.3
Iteration 34: (EM) log likelihood = -28842.822
Iteration 35: (EM) log likelihood = -28822.414
Iteration 36: (EM) log likelihood = -28805.033
Iteration 37: (EM) log likelihood = -28788.932
Iteration 38: (EM) log likelihood = -28775.928
Iteration 39: (EM) log likelihood = -28764.644
Iteration 40: (EM) log likelihood = -28754.006
Iteration 41: (EM) log likelihood = -28745.455
Iteration 42: (EM) log likelihood = -28737.91
Iteration 43: (EM) log likelihood = -28731.82
Iteration 44: (EM) log likelihood = -28725.873
Iteration 45: (EM) log likelihood = -28719.093
Iteration 46: (EM) log likelihood = -28715.101
Iteration 47: (EM) log likelihood = -28710.187
Iteration 48: (EM) log likelihood = -28705.644
Iteration 49: (EM) log likelihood = -28701.558
Iteration 50: (EM) log likelihood = -28698.643
Iteration 51: (EM) log likelihood = -28695.864
Iteration 52: (EM) log likelihood = -28691.44
Iteration 53: (EM) log likelihood = -28687.602
Iteration 54: (EM) log likelihood = -28683.921
Iteration 55: (EM) log likelihood = -28680.448
Iteration 56: (EM) log likelihood = -28676.588
Iteration 57: (EM) log likelihood = -28674.323
Iteration 58: (EM) log likelihood = -28671.251
Iteration 59: (EM) log likelihood = -28668.491
Iteration 60: (EM) log likelihood = -28664.729
Iteration 61: (EM) log likelihood = -28660.367
Iteration 62: (EM) log likelihood = -28656.394
Iteration 63: (EM) log likelihood = -28651.405
Iteration 64: (EM) log likelihood = -28644.476
Iteration 65: (EM) log likelihood = -28638.229
Iteration 66: (EM) log likelihood = -28633.997
Iteration 67: (EM) log likelihood = -28629.187
Iteration 68: (EM) log likelihood = -28624.714
Iteration 69: (EM) log likelihood = -28622.027
Iteration 70: (EM) log likelihood = -28617.599
Iteration 71: (EM) log likelihood = -28612.982
Iteration 72: (EM) log likelihood = -28609.067
Iteration 73: (EM) log likelihood = -28601.752
Iteration 74: (EM) log likelihood = -28598.66
Iteration 75: (EM) log likelihood = -28593.656
Iteration 76: (EM) log likelihood = -28590.291
Iteration 77: (EM) log likelihood = -28587.234
Iteration 78: (EM) log likelihood = -28584.277
Iteration 79: (EM) log likelihood = -28581.096
Iteration 80: (EM) log likelihood = -28578.158
Iteration 81: (EM) log likelihood = -28574.763
Iteration 82: (EM) log likelihood = -28571.061
Iteration 83: (EM) log likelihood = -28567.564
Iteration 84: (EM) log likelihood = -28563.493
Iteration 85: (EM) log likelihood = -28557.828
Iteration 86: (EM) log likelihood = -28554.341
Iteration 87: (EM) log likelihood = -28551.248
Iteration 88: (EM) log likelihood = -28548.144
Iteration 89: (EM) log likelihood = -28544.046
Iteration 90: (EM) log likelihood = -28538.948
Iteration 91: (EM) log likelihood = -28533.589
Iteration 92: (EM) log likelihood = -28530.494
Iteration 93: (EM) log likelihood = -28526.144
Iteration 94: (EM) log likelihood = -28523.712
Iteration 95: (EM) log likelihood = -28521.004
Iteration 96: (EM) log likelihood = -28515.239
Iteration 97: (EM) log likelihood = -28513.334
Iteration 98: (EM) log likelihood = -28510.6
Iteration 99: (EM) log likelihood = -28507.091
Iteration 100: (EM) log likelihood = -28504.168
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.5268
Iteration 1: (class) log likelihood = -6096.5268
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29534.086
Iteration 1: (outcome) log likelihood = -28982.472
Iteration 2: (outcome) log likelihood = -28898.057
Iteration 3: (outcome) log likelihood = -28884.113
Iteration 4: (outcome) log likelihood = -28881.614
Iteration 5: (outcome) log likelihood = -28881.007
Iteration 6: (outcome) log likelihood = -28880.869
Iteration 7: (outcome) log likelihood = -28880.839
Iteration 8: (outcome) log likelihood = -28880.835
Iteration 9: (outcome) log likelihood = -28880.834 (not concave)
Iteration 10: (outcome) log likelihood = -28880.833 (not concave)
Iteration 11: (outcome) log likelihood = -28880.833 (not concave)
Iteration 12: (outcome) log likelihood = -28880.833 (not concave)
Iteration 13: (outcome) log likelihood = -28880.833 (not concave)
Iteration 14: (outcome) log likelihood = -28880.833 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34952.712
Iteration 1: (EM) log likelihood = -34878.238
Iteration 2: (EM) log likelihood = -34691.494
Iteration 3: (EM) log likelihood = -34283.749
Iteration 4: (EM) log likelihood = -33574.511
Iteration 5: (EM) log likelihood = -32710.809
Iteration 6: (EM) log likelihood = -31941.439
Iteration 7: (EM) log likelihood = -31319.889
Iteration 8: (EM) log likelihood = -30832.468
Iteration 9: (EM) log likelihood = -30446.501
Iteration 10: (EM) log likelihood = -30148.908
Iteration 11: (EM) log likelihood = -29897.286
Iteration 12: (EM) log likelihood = -29662.57
Iteration 13: (EM) log likelihood = -29451.344
Iteration 14: (EM) log likelihood = -29269.476
Iteration 15: (EM) log likelihood = -29127.693
Iteration 16: (EM) log likelihood = -29024.533
Iteration 17: (EM) log likelihood = -28953.121
Iteration 18: (EM) log likelihood = -28902.285
Iteration 19: (EM) log likelihood = -28870.948
Iteration 20: (EM) log likelihood = -28848.799
Iteration 21: (EM) log likelihood = -28835.184
Iteration 22: (EM) log likelihood = -28823.956
Iteration 23: (EM) log likelihood = -28815.385
Iteration 24: (EM) log likelihood = -28809.579
Iteration 25: (EM) log likelihood = -28803.801
Iteration 26: (EM) log likelihood = -28800.45
Iteration 27: (EM) log likelihood = -28797.803
Iteration 28: (EM) log likelihood = -28795.563
Iteration 29: (EM) log likelihood = -28793.235
Iteration 30: (EM) log likelihood = -28791.415
Iteration 31: (EM) log likelihood = -28789.399
Iteration 32: (EM) log likelihood = -28787.418
Iteration 33: (EM) log likelihood = -28785.264
Iteration 34: (EM) log likelihood = -28783.109
Iteration 35: (EM) log likelihood = -28780.647
Iteration 36: (EM) log likelihood = -28777.869
Iteration 37: (EM) log likelihood = -28775.711
Iteration 38: (EM) log likelihood = -28772.649
Iteration 39: (EM) log likelihood = -28769.876
Iteration 40: (EM) log likelihood = -28768.115
Iteration 41: (EM) log likelihood = -28766.177
Iteration 42: (EM) log likelihood = -28764.311
Iteration 43: (EM) log likelihood = -28762.983
Iteration 44: (EM) log likelihood = -28762.207
Iteration 45: (EM) log likelihood = -28760.625
Iteration 46: (EM) log likelihood = -28759.363
Iteration 47: (EM) log likelihood = -28758.31
Iteration 48: (EM) log likelihood = -28757.353
Iteration 49: (EM) log likelihood = -28757.145
Iteration 50: (EM) log likelihood = -28755.887
Iteration 51: (EM) log likelihood = -28755.604
Iteration 52: (EM) log likelihood = -28755.658
Iteration 53: (EM) log likelihood = -28754.503
Iteration 54: (EM) log likelihood = -28754.331
Iteration 55: (EM) log likelihood = -28753.002
Iteration 56: (EM) log likelihood = -28752.364
Iteration 57: (EM) log likelihood = -28751.485
Iteration 58: (EM) log likelihood = -28749.693
Iteration 59: (EM) log likelihood = -28748.541
Iteration 60: (EM) log likelihood = -28748.166
Iteration 61: (EM) log likelihood = -28747.126
Iteration 62: (EM) log likelihood = -28746.509
Iteration 63: (EM) log likelihood = -28747.41
Iteration 64: (EM) log likelihood = -28745.66
Iteration 65: (EM) log likelihood = -28747.911
Iteration 66: (EM) log likelihood = -28745.493
Iteration 67: (EM) log likelihood = -28743.475
Iteration 68: (EM) log likelihood = -28742.775
Iteration 69: (EM) log likelihood = -28741.173
Iteration 70: (EM) log likelihood = -28740.012
Iteration 71: (EM) log likelihood = -28738.27
Iteration 72: (EM) log likelihood = -28737.008
Iteration 73: (EM) log likelihood = -28736.233
Iteration 74: (EM) log likelihood = -28735.477
Iteration 75: (EM) log likelihood = -28735.682
Iteration 76: (EM) log likelihood = -28736.91
Iteration 77: (EM) log likelihood = -28735.637
Iteration 78: (EM) log likelihood = -28734.891
Iteration 79: (EM) log likelihood = -28733.469
Iteration 80: (EM) log likelihood = -28731.052
Iteration 81: (EM) log likelihood = -28730.413
Iteration 82: (EM) log likelihood = -28729.856
Iteration 83: (EM) log likelihood = -28728.855
Iteration 84: (EM) log likelihood = -28727.381
Iteration 85: (EM) log likelihood = -28726.968
Iteration 86: (EM) log likelihood = -28728.258
Iteration 87: (EM) log likelihood = -28726.871
Iteration 88: (EM) log likelihood = -28725.536
Iteration 89: (EM) log likelihood = -28723.085
Iteration 90: (EM) log likelihood = -28721.223
Iteration 91: (EM) log likelihood = -28720.918
Iteration 92: (EM) log likelihood = -28719.573
Iteration 93: (EM) log likelihood = -28719.383
Iteration 94: (EM) log likelihood = -28718.641
Iteration 95: (EM) log likelihood = -28719.873
Iteration 96: (EM) log likelihood = -28718.501
Iteration 97: (EM) log likelihood = -28717.314
Iteration 98: (EM) log likelihood = -28715.693
Iteration 99: (EM) log likelihood = -28715.122
Iteration 100: (EM) log likelihood = -28713.258
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.3687
Iteration 1: (class) log likelihood = -6095.3687
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29116.505
Iteration 1: (outcome) log likelihood = -28937.038
Iteration 2: (outcome) log likelihood = -28870.137
Iteration 3: (outcome) log likelihood = -28863.308
Iteration 4: (outcome) log likelihood = -28862.692
Iteration 5: (outcome) log likelihood = -28862.623
Iteration 6: (outcome) log likelihood = -28862.612
Iteration 7: (outcome) log likelihood = -28862.609
Iteration 8: (outcome) log likelihood = -28862.608
Iteration 9: (outcome) log likelihood = -28862.608 (not concave)
Iteration 10: (outcome) log likelihood = -28862.608 (not concave)
Iteration 11: (outcome) log likelihood = -28862.608 (not concave)
Iteration 12: (outcome) log likelihood = -28862.608 (not concave)
Iteration 13: (outcome) log likelihood = -28862.608 (not concave)
Iteration 14: (outcome) log likelihood = -28862.608 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34903.245
Iteration 1: (EM) log likelihood = -34739.858
Iteration 2: (EM) log likelihood = -34331.839
Iteration 3: (EM) log likelihood = -33618.995
Iteration 4: (EM) log likelihood = -32671.008
Iteration 5: (EM) log likelihood = -31794.855
Iteration 6: (EM) log likelihood = -31202.06
Iteration 7: (EM) log likelihood = -30826.116
Iteration 8: (EM) log likelihood = -30580.036
Iteration 9: (EM) log likelihood = -30383.625
Iteration 10: (EM) log likelihood = -30204.001
Iteration 11: (EM) log likelihood = -30011.662
Iteration 12: (EM) log likelihood = -29808.932
Iteration 13: (EM) log likelihood = -29617.308
Iteration 14: (EM) log likelihood = -29455.994
Iteration 15: (EM) log likelihood = -29326.707
Iteration 16: (EM) log likelihood = -29216.105
Iteration 17: (EM) log likelihood = -29116.341
Iteration 18: (EM) log likelihood = -29028.238
Iteration 19: (EM) log likelihood = -28957.33
Iteration 20: (EM) log likelihood = -28896.733
Iteration 21: (EM) log likelihood = -28844.04
Iteration 22: (EM) log likelihood = -28798.425
Iteration 23: (EM) log likelihood = -28758.979
Iteration 24: (EM) log likelihood = -28725.682
Iteration 25: (EM) log likelihood = -28698.276
Iteration 26: (EM) log likelihood = -28676.45
Iteration 27: (EM) log likelihood = -28656.436
Iteration 28: (EM) log likelihood = -28639.129
Iteration 29: (EM) log likelihood = -28624.602
Iteration 30: (EM) log likelihood = -28613.206
Iteration 31: (EM) log likelihood = -28604.008
Iteration 32: (EM) log likelihood = -28595.668
Iteration 33: (EM) log likelihood = -28587.719
Iteration 34: (EM) log likelihood = -28580.555
Iteration 35: (EM) log likelihood = -28573.585
Iteration 36: (EM) log likelihood = -28567.296
Iteration 37: (EM) log likelihood = -28560.752
Iteration 38: (EM) log likelihood = -28553.116
Iteration 39: (EM) log likelihood = -28545.974
Iteration 40: (EM) log likelihood = -28539.172
Iteration 41: (EM) log likelihood = -28532.007
Iteration 42: (EM) log likelihood = -28522.317
Iteration 43: (EM) log likelihood = -28513.853
Iteration 44: (EM) log likelihood = -28507.198
Iteration 45: (EM) log likelihood = -28499.888
Iteration 46: (EM) log likelihood = -28492.309
Iteration 47: (EM) log likelihood = -28483.855
Iteration 48: (EM) log likelihood = -28477.577
Iteration 49: (EM) log likelihood = -28471.757
Iteration 50: (EM) log likelihood = -28466.197
Iteration 51: (EM) log likelihood = -28460.645
Iteration 52: (EM) log likelihood = -28456.014
Iteration 53: (EM) log likelihood = -28450.938
Iteration 54: (EM) log likelihood = -28445.39
Iteration 55: (EM) log likelihood = -28440.886
Iteration 56: (EM) log likelihood = -28436.702
Iteration 57: (EM) log likelihood = -28432.157
Iteration 58: (EM) log likelihood = -28428.277
Iteration 59: (EM) log likelihood = -28423.53
Iteration 60: (EM) log likelihood = -28418.196
Iteration 61: (EM) log likelihood = -28413.854
Iteration 62: (EM) log likelihood = -28409.102
Iteration 63: (EM) log likelihood = -28405.525
Iteration 64: (EM) log likelihood = -28401.336
Iteration 65: (EM) log likelihood = -28397.931
Iteration 66: (EM) log likelihood = -28393.818
Iteration 67: (EM) log likelihood = -28390.345
Iteration 68: (EM) log likelihood = -28386.812
Iteration 69: (EM) log likelihood = -28382.02
Iteration 70: (EM) log likelihood = -28378.696
Iteration 71: (EM) log likelihood = -28375.184
Iteration 72: (EM) log likelihood = -28372.767
Iteration 73: (EM) log likelihood = -28367.988
Iteration 74: (EM) log likelihood = -28364.788
Iteration 75: (EM) log likelihood = -28361.393
Iteration 76: (EM) log likelihood = -28358.775
Iteration 77: (EM) log likelihood = -28355.862
Iteration 78: (EM) log likelihood = -28353.076
Iteration 79: (EM) log likelihood = -28350.474
Iteration 80: (EM) log likelihood = -28347.562
Iteration 81: (EM) log likelihood = -28345.106
Iteration 82: (EM) log likelihood = -28342.378
Iteration 83: (EM) log likelihood = -28339.194
Iteration 84: (EM) log likelihood = -28336.411
Iteration 85: (EM) log likelihood = -28333.943
Iteration 86: (EM) log likelihood = -28331.518
Iteration 87: (EM) log likelihood = -28329.336
Iteration 88: (EM) log likelihood = -28327.011
Iteration 89: (EM) log likelihood = -28324.477
Iteration 90: (EM) log likelihood = -28321.774
Iteration 91: (EM) log likelihood = -28319.281
Iteration 92: (EM) log likelihood = -28316.518
Iteration 93: (EM) log likelihood = -28314.325
Iteration 94: (EM) log likelihood = -28311.623
Iteration 95: (EM) log likelihood = -28309.244
Iteration 96: (EM) log likelihood = -28307.062
Iteration 97: (EM) log likelihood = -28304.413
Iteration 98: (EM) log likelihood = -28302.083
Iteration 99: (EM) log likelihood = -28299.506
Iteration 100: (EM) log likelihood = -28297.043
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5356
Iteration 1: (class) log likelihood = -6097.5356
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29135.709
Iteration 1: (outcome) log likelihood = -28914.315
Iteration 2: (outcome) log likelihood = -28891.589
Iteration 3: (outcome) log likelihood = -28890.303
Iteration 4: (outcome) log likelihood = -28890.069
Iteration 5: (outcome) log likelihood = -28890.018
Iteration 6: (outcome) log likelihood = -28890.008
Iteration 7: (outcome) log likelihood = -28890.006
Iteration 8: (outcome) log likelihood = -28890.005
Iteration 9: (outcome) log likelihood = -28890.005 (not concave)
Iteration 10: (outcome) log likelihood = -28890.005 (not concave)
Iteration 11: (outcome) log likelihood = -28890.005 (not concave)
Iteration 12: (outcome) log likelihood = -28890.005 (not concave)
Iteration 13: (outcome) log likelihood = -28890.005 (not concave)
Iteration 14: (outcome) log likelihood = -28890.005 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34952.638
Iteration 1: (EM) log likelihood = -34850.921
Iteration 2: (EM) log likelihood = -34606.668
Iteration 3: (EM) log likelihood = -34049.622
Iteration 4: (EM) log likelihood = -33148.412
Iteration 5: (EM) log likelihood = -32195.853
Iteration 6: (EM) log likelihood = -31397.423
Iteration 7: (EM) log likelihood = -30812.293
Iteration 8: (EM) log likelihood = -30442.423
Iteration 9: (EM) log likelihood = -30191.76
Iteration 10: (EM) log likelihood = -29984.889
Iteration 11: (EM) log likelihood = -29806.188
Iteration 12: (EM) log likelihood = -29646.039
Iteration 13: (EM) log likelihood = -29509.314
Iteration 14: (EM) log likelihood = -29398.163
Iteration 15: (EM) log likelihood = -29309.52
Iteration 16: (EM) log likelihood = -29237.654
Iteration 17: (EM) log likelihood = -29183.944
Iteration 18: (EM) log likelihood = -29140.086
Iteration 19: (EM) log likelihood = -29103.2
Iteration 20: (EM) log likelihood = -29071.35
Iteration 21: (EM) log likelihood = -29042.852
Iteration 22: (EM) log likelihood = -29015.671
Iteration 23: (EM) log likelihood = -28987.521
Iteration 24: (EM) log likelihood = -28964.931
Iteration 25: (EM) log likelihood = -28946.241
Iteration 26: (EM) log likelihood = -28927.326
Iteration 27: (EM) log likelihood = -28910.132
Iteration 28: (EM) log likelihood = -28896.927
Iteration 29: (EM) log likelihood = -28882.564
Iteration 30: (EM) log likelihood = -28871.31
Iteration 31: (EM) log likelihood = -28860.643
Iteration 32: (EM) log likelihood = -28850.109
Iteration 33: (EM) log likelihood = -28839.563
Iteration 34: (EM) log likelihood = -28829.215
Iteration 35: (EM) log likelihood = -28820.682
Iteration 36: (EM) log likelihood = -28811.661
Iteration 37: (EM) log likelihood = -28803.843
Iteration 38: (EM) log likelihood = -28795.58
Iteration 39: (EM) log likelihood = -28787.06
Iteration 40: (EM) log likelihood = -28779.14
Iteration 41: (EM) log likelihood = -28771.095
Iteration 42: (EM) log likelihood = -28761.72
Iteration 43: (EM) log likelihood = -28753.371
Iteration 44: (EM) log likelihood = -28744.465
Iteration 45: (EM) log likelihood = -28736.396
Iteration 46: (EM) log likelihood = -28728.232
Iteration 47: (EM) log likelihood = -28720.674
Iteration 48: (EM) log likelihood = -28713.362
Iteration 49: (EM) log likelihood = -28705.964
Iteration 50: (EM) log likelihood = -28699.136
Iteration 51: (EM) log likelihood = -28692.204
Iteration 52: (EM) log likelihood = -28685.259
Iteration 53: (EM) log likelihood = -28678.652
Iteration 54: (EM) log likelihood = -28672.368
Iteration 55: (EM) log likelihood = -28666.27
Iteration 56: (EM) log likelihood = -28660.526
Iteration 57: (EM) log likelihood = -28655.026
Iteration 58: (EM) log likelihood = -28649.861
Iteration 59: (EM) log likelihood = -28644.763
Iteration 60: (EM) log likelihood = -28640.022
Iteration 61: (EM) log likelihood = -28635.205
Iteration 62: (EM) log likelihood = -28630.951
Iteration 63: (EM) log likelihood = -28626.631
Iteration 64: (EM) log likelihood = -28622.054
Iteration 65: (EM) log likelihood = -28616.595
Iteration 66: (EM) log likelihood = -28611.289
Iteration 67: (EM) log likelihood = -28606.106
Iteration 68: (EM) log likelihood = -28601.343
Iteration 69: (EM) log likelihood = -28597.255
Iteration 70: (EM) log likelihood = -28593.395
Iteration 71: (EM) log likelihood = -28589.462
Iteration 72: (EM) log likelihood = -28585.774
Iteration 73: (EM) log likelihood = -28582.154
Iteration 74: (EM) log likelihood = -28578.681
Iteration 75: (EM) log likelihood = -28574.948
Iteration 76: (EM) log likelihood = -28571.627
Iteration 77: (EM) log likelihood = -28568.616
Iteration 78: (EM) log likelihood = -28565.47
Iteration 79: (EM) log likelihood = -28562.215
Iteration 80: (EM) log likelihood = -28559.394
Iteration 81: (EM) log likelihood = -28556.591
Iteration 82: (EM) log likelihood = -28553.767
Iteration 83: (EM) log likelihood = -28550.884
Iteration 84: (EM) log likelihood = -28548.23
Iteration 85: (EM) log likelihood = -28545.679
Iteration 86: (EM) log likelihood = -28542.943
Iteration 87: (EM) log likelihood = -28540.378
Iteration 88: (EM) log likelihood = -28537.959
Iteration 89: (EM) log likelihood = -28535.597
Iteration 90: (EM) log likelihood = -28533.004
Iteration 91: (EM) log likelihood = -28530.656
Iteration 92: (EM) log likelihood = -28528.072
Iteration 93: (EM) log likelihood = -28525.773
Iteration 94: (EM) log likelihood = -28523.426
Iteration 95: (EM) log likelihood = -28521.345
Iteration 96: (EM) log likelihood = -28519.284
Iteration 97: (EM) log likelihood = -28517.368
Iteration 98: (EM) log likelihood = -28515.518
Iteration 99: (EM) log likelihood = -28513.753
Iteration 100: (EM) log likelihood = -28512.093
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.4115
Iteration 1: (class) log likelihood = -6096.4115
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29611.084
Iteration 1: (outcome) log likelihood = -29016.589
Iteration 2: (outcome) log likelihood = -28914.208
Iteration 3: (outcome) log likelihood = -28895.892
Iteration 4: (outcome) log likelihood = -28891.808
Iteration 5: (outcome) log likelihood = -28890.886
Iteration 6: (outcome) log likelihood = -28890.66
Iteration 7: (outcome) log likelihood = -28890.615
Iteration 8: (outcome) log likelihood = -28890.607
Iteration 9: (outcome) log likelihood = -28890.606 (not concave)
Iteration 10: (outcome) log likelihood = -28890.606 (not concave)
Iteration 11: (outcome) log likelihood = -28890.606 (not concave)
Iteration 12: (outcome) log likelihood = -28890.606 (not concave)
Iteration 13: (outcome) log likelihood = -28890.606 (not concave)
Iteration 14: (outcome) log likelihood = -28890.606 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34945.328
Iteration 1: (EM) log likelihood = -34805.533
Iteration 2: (EM) log likelihood = -34397.032
Iteration 3: (EM) log likelihood = -33548.96
Iteration 4: (EM) log likelihood = -32510.107
Iteration 5: (EM) log likelihood = -31642.611
Iteration 6: (EM) log likelihood = -31018.457
Iteration 7: (EM) log likelihood = -30620.596
Iteration 8: (EM) log likelihood = -30367.934
Iteration 9: (EM) log likelihood = -30180.586
Iteration 10: (EM) log likelihood = -30021.575
Iteration 11: (EM) log likelihood = -29879.73
Iteration 12: (EM) log likelihood = -29753.484
Iteration 13: (EM) log likelihood = -29645.072
Iteration 14: (EM) log likelihood = -29551.261
Iteration 15: (EM) log likelihood = -29468.451
Iteration 16: (EM) log likelihood = -29406.321
Iteration 17: (EM) log likelihood = -29356.824
Iteration 18: (EM) log likelihood = -29317.764
Iteration 19: (EM) log likelihood = -29289.827
Iteration 20: (EM) log likelihood = -29269.483
Iteration 21: (EM) log likelihood = -29254.871
Iteration 22: (EM) log likelihood = -29242.71
Iteration 23: (EM) log likelihood = -29235.438
Iteration 24: (EM) log likelihood = -29229.598
Iteration 25: (EM) log likelihood = -29224.381
Iteration 26: (EM) log likelihood = -29218.398
Iteration 27: (EM) log likelihood = -29210.843
Iteration 28: (EM) log likelihood = -29203.902
Iteration 29: (EM) log likelihood = -29195.826
Iteration 30: (EM) log likelihood = -29183.084
Iteration 31: (EM) log likelihood = -29173.86
Iteration 32: (EM) log likelihood = -29163.514
Iteration 33: (EM) log likelihood = -29150.95
Iteration 34: (EM) log likelihood = -29138.991
Iteration 35: (EM) log likelihood = -29124.919
Iteration 36: (EM) log likelihood = -29110.408
Iteration 37: (EM) log likelihood = -29094.098
Iteration 38: (EM) log likelihood = -29077.977
Iteration 39: (EM) log likelihood = -29060.132
Iteration 40: (EM) log likelihood = -29034.218
Iteration 41: (EM) log likelihood = -29014.032
Iteration 42: (EM) log likelihood = -28992.486
Iteration 43: (EM) log likelihood = -28974.114
Iteration 44: (EM) log likelihood = -28954.787
Iteration 45: (EM) log likelihood = -28938.251
Iteration 46: (EM) log likelihood = -28921.982
Iteration 47: (EM) log likelihood = -28907.81
Iteration 48: (EM) log likelihood = -28892.912
Iteration 49: (EM) log likelihood = -28876.443
Iteration 50: (EM) log likelihood = -28863.854
Iteration 51: (EM) log likelihood = -28849.712
Iteration 52: (EM) log likelihood = -28833.753
Iteration 53: (EM) log likelihood = -28818.112
Iteration 54: (EM) log likelihood = -28804.177
Iteration 55: (EM) log likelihood = -28792.356
Iteration 56: (EM) log likelihood = -28781.7
Iteration 57: (EM) log likelihood = -28769.603
Iteration 58: (EM) log likelihood = -28759.102
Iteration 59: (EM) log likelihood = -28747.959
Iteration 60: (EM) log likelihood = -28734.246
Iteration 61: (EM) log likelihood = -28720.363
Iteration 62: (EM) log likelihood = -28707.455
Iteration 63: (EM) log likelihood = -28696.454
Iteration 64: (EM) log likelihood = -28683.088
Iteration 65: (EM) log likelihood = -28668.548
Iteration 66: (EM) log likelihood = -28653.125
Iteration 67: (EM) log likelihood = -28641.405
Iteration 68: (EM) log likelihood = -28629.91
Iteration 69: (EM) log likelihood = -28618.651
Iteration 70: (EM) log likelihood = -28607.702
Iteration 71: (EM) log likelihood = -28594.773
Iteration 72: (EM) log likelihood = -28584.374
Iteration 73: (EM) log likelihood = -28573.432
Iteration 74: (EM) log likelihood = -28565.177
Iteration 75: (EM) log likelihood = -28557.407
Iteration 76: (EM) log likelihood = -28549.766
Iteration 77: (EM) log likelihood = -28541.327
Iteration 78: (EM) log likelihood = -28531.866
Iteration 79: (EM) log likelihood = -28520.524
Iteration 80: (EM) log likelihood = -28516.344
Iteration 81: (EM) log likelihood = -28512.709
Iteration 82: (EM) log likelihood = -28510.51
Iteration 83: (EM) log likelihood = -28508.787
Iteration 84: (EM) log likelihood = -28506.571
Iteration 85: (EM) log likelihood = -28505.914
Iteration 86: (EM) log likelihood = -28505.504
Iteration 87: (EM) log likelihood = -28505.161
Iteration 88: (EM) log likelihood = -28504.192
Iteration 89: (EM) log likelihood = -28503.899
Iteration 90: (EM) log likelihood = -28501.073
Iteration 91: (EM) log likelihood = -28501.161
Iteration 92: (EM) log likelihood = -28500.846
Iteration 93: (EM) log likelihood = -28497.562
Iteration 94: (EM) log likelihood = -28498.638
Iteration 95: (EM) log likelihood = -28499.102
Iteration 96: (EM) log likelihood = -28499.005
Iteration 97: (EM) log likelihood = -28499.522
Iteration 98: (EM) log likelihood = -28499.247
Iteration 99: (EM) log likelihood = -28498.683
Iteration 100: (EM) log likelihood = -28497.489
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1216
Iteration 1: (class) log likelihood = -6097.1216
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29643.49
Iteration 1: (outcome) log likelihood = -29013.707
Iteration 2: (outcome) log likelihood = -28899.885
Iteration 3: (outcome) log likelihood = -28881.489
Iteration 4: (outcome) log likelihood = -28876.977
Iteration 5: (outcome) log likelihood = -28876.054
Iteration 6: (outcome) log likelihood = -28875.857
Iteration 7: (outcome) log likelihood = -28875.812
Iteration 8: (outcome) log likelihood = -28875.801
Iteration 9: (outcome) log likelihood = -28875.799 (not concave)
Iteration 10: (outcome) log likelihood = -28875.799 (not concave)
Iteration 11: (outcome) log likelihood = -28875.799 (not concave)
Iteration 12: (outcome) log likelihood = -28875.799 (not concave)
Iteration 13: (outcome) log likelihood = -28875.799 (not concave)
Iteration 14: (outcome) log likelihood = -28875.799 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34949.065
Iteration 1: (EM) log likelihood = -34858.69
Iteration 2: (EM) log likelihood = -34579.839
Iteration 3: (EM) log likelihood = -33928.026
Iteration 4: (EM) log likelihood = -33008.099
Iteration 5: (EM) log likelihood = -32149.741
Iteration 6: (EM) log likelihood = -31385.752
Iteration 7: (EM) log likelihood = -30739.452
Iteration 8: (EM) log likelihood = -30306.737
Iteration 9: (EM) log likelihood = -30037.377
Iteration 10: (EM) log likelihood = -29848.332
Iteration 11: (EM) log likelihood = -29706.721
Iteration 12: (EM) log likelihood = -29601.493
Iteration 13: (EM) log likelihood = -29512.119
Iteration 14: (EM) log likelihood = -29438.476
Iteration 15: (EM) log likelihood = -29370.83
Iteration 16: (EM) log likelihood = -29306.654
Iteration 17: (EM) log likelihood = -29244.111
Iteration 18: (EM) log likelihood = -29182.942
Iteration 19: (EM) log likelihood = -29123.533
Iteration 20: (EM) log likelihood = -29067.966
Iteration 21: (EM) log likelihood = -29014.391
Iteration 22: (EM) log likelihood = -28962.238
Iteration 23: (EM) log likelihood = -28913.417
Iteration 24: (EM) log likelihood = -28866.961
Iteration 25: (EM) log likelihood = -28826.528
Iteration 26: (EM) log likelihood = -28790.224
Iteration 27: (EM) log likelihood = -28758.147
Iteration 28: (EM) log likelihood = -28730.159
Iteration 29: (EM) log likelihood = -28707.754
Iteration 30: (EM) log likelihood = -28688.504
Iteration 31: (EM) log likelihood = -28670.494
Iteration 32: (EM) log likelihood = -28655.15
Iteration 33: (EM) log likelihood = -28639.846
Iteration 34: (EM) log likelihood = -28628.829
Iteration 35: (EM) log likelihood = -28619.331
Iteration 36: (EM) log likelihood = -28610.579
Iteration 37: (EM) log likelihood = -28603.878
Iteration 38: (EM) log likelihood = -28595.941
Iteration 39: (EM) log likelihood = -28588.441
Iteration 40: (EM) log likelihood = -28583.848
Iteration 41: (EM) log likelihood = -28579.845
Iteration 42: (EM) log likelihood = -28576.818
Iteration 43: (EM) log likelihood = -28574.457
Iteration 44: (EM) log likelihood = -28571.255
Iteration 45: (EM) log likelihood = -28566.757
Iteration 46: (EM) log likelihood = -28563.734
Iteration 47: (EM) log likelihood = -28559.455
Iteration 48: (EM) log likelihood = -28557.182
Iteration 49: (EM) log likelihood = -28554.937
Iteration 50: (EM) log likelihood = -28554.157
Iteration 51: (EM) log likelihood = -28553.251
Iteration 52: (EM) log likelihood = -28552.201
Iteration 53: (EM) log likelihood = -28550.619
Iteration 54: (EM) log likelihood = -28550.089
Iteration 55: (EM) log likelihood = -28548.664
Iteration 56: (EM) log likelihood = -28548.458
Iteration 57: (EM) log likelihood = -28547.782
Iteration 58: (EM) log likelihood = -28546.522
Iteration 59: (EM) log likelihood = -28546.197
Iteration 60: (EM) log likelihood = -28545.663
Iteration 61: (EM) log likelihood = -28544.676
Iteration 62: (EM) log likelihood = -28543.753
Iteration 63: (EM) log likelihood = -28542.603
Iteration 64: (EM) log likelihood = -28541.153
Iteration 65: (EM) log likelihood = -28540.786
Iteration 66: (EM) log likelihood = -28539.266
Iteration 67: (EM) log likelihood = -28539.38
Iteration 68: (EM) log likelihood = -28539.599
Iteration 69: (EM) log likelihood = -28539.846
Iteration 70: (EM) log likelihood = -28540.106
Iteration 71: (EM) log likelihood = -28540.315
Iteration 72: (EM) log likelihood = -28540.531
Iteration 73: (EM) log likelihood = -28540.76
Iteration 74: (EM) log likelihood = -28540.793
Iteration 75: (EM) log likelihood = -28540.923
Iteration 76: (EM) log likelihood = -28541.026
Iteration 77: (EM) log likelihood = -28540.913
Iteration 78: (EM) log likelihood = -28541.417
Iteration 79: (EM) log likelihood = -28542.016
Iteration 80: (EM) log likelihood = -28542.675
Iteration 81: (EM) log likelihood = -28543.118
Iteration 82: (EM) log likelihood = -28543.5
Iteration 83: (EM) log likelihood = -28543.751
Iteration 84: (EM) log likelihood = -28543.541
Iteration 85: (EM) log likelihood = -28544.276
Iteration 86: (EM) log likelihood = -28544.574
Iteration 87: (EM) log likelihood = -28544.908
Iteration 88: (EM) log likelihood = -28545.759
Iteration 89: (EM) log likelihood = -28546.878
Iteration 90: (EM) log likelihood = -28547.249
Iteration 91: (EM) log likelihood = -28546.7
Iteration 92: (EM) log likelihood = -28546.114
Iteration 93: (EM) log likelihood = -28543.583
Iteration 94: (EM) log likelihood = -28539.194
Iteration 95: (EM) log likelihood = -28532.61
Iteration 96: (EM) log likelihood = -28523.744
Iteration 97: (EM) log likelihood = -28513.063
Iteration 98: (EM) log likelihood = -28501.434
Iteration 99: (EM) log likelihood = -28487.727
Iteration 100: (EM) log likelihood = -28470.838
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.2032
Iteration 1: (class) log likelihood = -6096.2032
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29578.412
Iteration 1: (outcome) log likelihood = -29021.332
Iteration 2: (outcome) log likelihood = -28893.883
Iteration 3: (outcome) log likelihood = -28873.298
Iteration 4: (outcome) log likelihood = -28870.448
Iteration 5: (outcome) log likelihood = -28869.842
Iteration 6: (outcome) log likelihood = -28869.699
Iteration 7: (outcome) log likelihood = -28869.667
Iteration 8: (outcome) log likelihood = -28869.66
Iteration 9: (outcome) log likelihood = -28869.659 (not concave)
Iteration 10: (outcome) log likelihood = -28869.659 (not concave)
Iteration 11: (outcome) log likelihood = -28869.659 (not concave)
Iteration 12: (outcome) log likelihood = -28869.659 (not concave)
Iteration 13: (outcome) log likelihood = -28869.659 (not concave)
Iteration 14: (outcome) log likelihood = -28869.659 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34896.64
Iteration 1: (EM) log likelihood = -34671.705
Iteration 2: (EM) log likelihood = -34075.111
Iteration 3: (EM) log likelihood = -33130.027
Iteration 4: (EM) log likelihood = -32301.871
Iteration 5: (EM) log likelihood = -31690.483
Iteration 6: (EM) log likelihood = -31174.722
Iteration 7: (EM) log likelihood = -30725.225
Iteration 8: (EM) log likelihood = -30373.978
Iteration 9: (EM) log likelihood = -30133.337
Iteration 10: (EM) log likelihood = -29968.427
Iteration 11: (EM) log likelihood = -29842.203
Iteration 12: (EM) log likelihood = -29732.292
Iteration 13: (EM) log likelihood = -29627.105
Iteration 14: (EM) log likelihood = -29526.908
Iteration 15: (EM) log likelihood = -29430.823
Iteration 16: (EM) log likelihood = -29337.19
Iteration 17: (EM) log likelihood = -29246.179
Iteration 18: (EM) log likelihood = -29168.382
Iteration 19: (EM) log likelihood = -29100.304
Iteration 20: (EM) log likelihood = -29042.099
Iteration 21: (EM) log likelihood = -28988.311
Iteration 22: (EM) log likelihood = -28941.417
Iteration 23: (EM) log likelihood = -28895.326
Iteration 24: (EM) log likelihood = -28844.274
Iteration 25: (EM) log likelihood = -28804.377
Iteration 26: (EM) log likelihood = -28766.211
Iteration 27: (EM) log likelihood = -28727.107
Iteration 28: (EM) log likelihood = -28692.747
Iteration 29: (EM) log likelihood = -28659.884
Iteration 30: (EM) log likelihood = -28630.515
Iteration 31: (EM) log likelihood = -28602.514
Iteration 32: (EM) log likelihood = -28574.329
Iteration 33: (EM) log likelihood = -28549.844
Iteration 34: (EM) log likelihood = -28524.822
Iteration 35: (EM) log likelihood = -28502.166
Iteration 36: (EM) log likelihood = -28482.168
Iteration 37: (EM) log likelihood = -28462.405
Iteration 38: (EM) log likelihood = -28445.829
Iteration 39: (EM) log likelihood = -28430.069
Iteration 40: (EM) log likelihood = -28416.751
Iteration 41: (EM) log likelihood = -28404.681
Iteration 42: (EM) log likelihood = -28393.057
Iteration 43: (EM) log likelihood = -28380.72
Iteration 44: (EM) log likelihood = -28367.644
Iteration 45: (EM) log likelihood = -28355.116
Iteration 46: (EM) log likelihood = -28341.332
Iteration 47: (EM) log likelihood = -28326.523
Iteration 48: (EM) log likelihood = -28313.335
Iteration 49: (EM) log likelihood = -28300.158
Iteration 50: (EM) log likelihood = -28284.733
Iteration 51: (EM) log likelihood = -28269.48
Iteration 52: (EM) log likelihood = -28255.832
Iteration 53: (EM) log likelihood = -28240.656
Iteration 54: (EM) log likelihood = -28226.322
Iteration 55: (EM) log likelihood = -28212.303
Iteration 56: (EM) log likelihood = -28197.082
Iteration 57: (EM) log likelihood = -28183.931
Iteration 58: (EM) log likelihood = -28169.985
Iteration 59: (EM) log likelihood = -28157.792
Iteration 60: (EM) log likelihood = -28146.179
Iteration 61: (EM) log likelihood = -28133.467
Iteration 62: (EM) log likelihood = -28119.34
Iteration 63: (EM) log likelihood = -28108.351
Iteration 64: (EM) log likelihood = -28097.671
Iteration 65: (EM) log likelihood = -28087.89
Iteration 66: (EM) log likelihood = -28075.196
Iteration 67: (EM) log likelihood = -28064.127
Iteration 68: (EM) log likelihood = -28054.856
Iteration 69: (EM) log likelihood = -28047.208
Iteration 70: (EM) log likelihood = -28040.655
Iteration 71: (EM) log likelihood = -28032.958
Iteration 72: (EM) log likelihood = -28025.941
Iteration 73: (EM) log likelihood = -28019.567
Iteration 74: (EM) log likelihood = -28014.387
Iteration 75: (EM) log likelihood = -28008.39
Iteration 76: (EM) log likelihood = -28003.635
Iteration 77: (EM) log likelihood = -27999.58
Iteration 78: (EM) log likelihood = -27995.813
Iteration 79: (EM) log likelihood = -27990.453
Iteration 80: (EM) log likelihood = -27983.118
Iteration 81: (EM) log likelihood = -27978.447
Iteration 82: (EM) log likelihood = -27975.037
Iteration 83: (EM) log likelihood = -27971.701
Iteration 84: (EM) log likelihood = -27967.807
Iteration 85: (EM) log likelihood = -27964.976
Iteration 86: (EM) log likelihood = -27962.205
Iteration 87: (EM) log likelihood = -27959.661
Iteration 88: (EM) log likelihood = -27957.409
Iteration 89: (EM) log likelihood = -27955.241
Iteration 90: (EM) log likelihood = -27952.805
Iteration 91: (EM) log likelihood = -27950.734
Iteration 92: (EM) log likelihood = -27948.617
Iteration 93: (EM) log likelihood = -27944.086
Iteration 94: (EM) log likelihood = -27941.386
Iteration 95: (EM) log likelihood = -27938.924
Iteration 96: (EM) log likelihood = -27936.203
Iteration 97: (EM) log likelihood = -27925.31
Iteration 98: (EM) log likelihood = -27922.839
Iteration 99: (EM) log likelihood = -27920.716
Iteration 100: (EM) log likelihood = -27918.532
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.1641
Iteration 1: (class) log likelihood = -6094.1641
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29747.334
Iteration 1: (outcome) log likelihood = -29041.669
Iteration 2: (outcome) log likelihood = -28900.617
Iteration 3: (outcome) log likelihood = -28877.183
Iteration 4: (outcome) log likelihood = -28873.122
Iteration 5: (outcome) log likelihood = -28872.194
Iteration 6: (outcome) log likelihood = -28871.989
Iteration 7: (outcome) log likelihood = -28871.938
Iteration 8: (outcome) log likelihood = -28871.928
Iteration 9: (outcome) log likelihood = -28871.926 (not concave)
Iteration 10: (outcome) log likelihood = -28871.926 (not concave)
Iteration 11: (outcome) log likelihood = -28871.926 (not concave)
Iteration 12: (outcome) log likelihood = -28871.926 (not concave)
Iteration 13: (outcome) log likelihood = -28871.926 (not concave)
Iteration 14: (outcome) log likelihood = -28871.926 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34927.415
Iteration 1: (EM) log likelihood = -34808.178
Iteration 2: (EM) log likelihood = -34602.233
Iteration 3: (EM) log likelihood = -34325.841
Iteration 4: (EM) log likelihood = -33856.02
Iteration 5: (EM) log likelihood = -33038.567
Iteration 6: (EM) log likelihood = -31941.715
Iteration 7: (EM) log likelihood = -30971.717
Iteration 8: (EM) log likelihood = -30346.552
Iteration 9: (EM) log likelihood = -29994.969
Iteration 10: (EM) log likelihood = -29775.774
Iteration 11: (EM) log likelihood = -29610.359
Iteration 12: (EM) log likelihood = -29468.084
Iteration 13: (EM) log likelihood = -29339.441
Iteration 14: (EM) log likelihood = -29227.325
Iteration 15: (EM) log likelihood = -29136.593
Iteration 16: (EM) log likelihood = -29065.05
Iteration 17: (EM) log likelihood = -29010.893
Iteration 18: (EM) log likelihood = -28975.137
Iteration 19: (EM) log likelihood = -28948.53
Iteration 20: (EM) log likelihood = -28927.044
Iteration 21: (EM) log likelihood = -28909.009
Iteration 22: (EM) log likelihood = -28892.464
Iteration 23: (EM) log likelihood = -28878.615
Iteration 24: (EM) log likelihood = -28866.127
Iteration 25: (EM) log likelihood = -28854.634
Iteration 26: (EM) log likelihood = -28842.967
Iteration 27: (EM) log likelihood = -28834.002
Iteration 28: (EM) log likelihood = -28824.438
Iteration 29: (EM) log likelihood = -28815.693
Iteration 30: (EM) log likelihood = -28806.553
Iteration 31: (EM) log likelihood = -28799.243
Iteration 32: (EM) log likelihood = -28792.487
Iteration 33: (EM) log likelihood = -28787.545
Iteration 34: (EM) log likelihood = -28784.167
Iteration 35: (EM) log likelihood = -28780.717
Iteration 36: (EM) log likelihood = -28777.145
Iteration 37: (EM) log likelihood = -28772.263
Iteration 38: (EM) log likelihood = -28767.722
Iteration 39: (EM) log likelihood = -28763.978
Iteration 40: (EM) log likelihood = -28760.054
Iteration 41: (EM) log likelihood = -28755.479
Iteration 42: (EM) log likelihood = -28753.345
Iteration 43: (EM) log likelihood = -28750.683
Iteration 44: (EM) log likelihood = -28747.42
Iteration 45: (EM) log likelihood = -28743.06
Iteration 46: (EM) log likelihood = -28737.965
Iteration 47: (EM) log likelihood = -28734.929
Iteration 48: (EM) log likelihood = -28732.704
Iteration 49: (EM) log likelihood = -28728.662
Iteration 50: (EM) log likelihood = -28724.813
Iteration 51: (EM) log likelihood = -28720.47
Iteration 52: (EM) log likelihood = -28716.737
Iteration 53: (EM) log likelihood = -28714.201
Iteration 54: (EM) log likelihood = -28711.427
Iteration 55: (EM) log likelihood = -28708.447
Iteration 56: (EM) log likelihood = -28704.937
Iteration 57: (EM) log likelihood = -28699.627
Iteration 58: (EM) log likelihood = -28696.204
Iteration 59: (EM) log likelihood = -28691.965
Iteration 60: (EM) log likelihood = -28687.694
Iteration 61: (EM) log likelihood = -28683.105
Iteration 62: (EM) log likelihood = -28678.525
Iteration 63: (EM) log likelihood = -28675.517
Iteration 64: (EM) log likelihood = -28669.296
Iteration 65: (EM) log likelihood = -28666.761
Iteration 66: (EM) log likelihood = -28663.381
Iteration 67: (EM) log likelihood = -28660.272
Iteration 68: (EM) log likelihood = -28657.42
Iteration 69: (EM) log likelihood = -28653.789
Iteration 70: (EM) log likelihood = -28651.171
Iteration 71: (EM) log likelihood = -28648.731
Iteration 72: (EM) log likelihood = -28646.388
Iteration 73: (EM) log likelihood = -28644.008
Iteration 74: (EM) log likelihood = -28642.347
Iteration 75: (EM) log likelihood = -28640.369
Iteration 76: (EM) log likelihood = -28638.551
Iteration 77: (EM) log likelihood = -28636.831
Iteration 78: (EM) log likelihood = -28635.14
Iteration 79: (EM) log likelihood = -28633.046
Iteration 80: (EM) log likelihood = -28629.502
Iteration 81: (EM) log likelihood = -28626.516
Iteration 82: (EM) log likelihood = -28623.896
Iteration 83: (EM) log likelihood = -28621.265
Iteration 84: (EM) log likelihood = -28618.778
Iteration 85: (EM) log likelihood = -28616.376
Iteration 86: (EM) log likelihood = -28614.66
Iteration 87: (EM) log likelihood = -28612.909
Iteration 88: (EM) log likelihood = -28610.576
Iteration 89: (EM) log likelihood = -28608.481
Iteration 90: (EM) log likelihood = -28607.085
Iteration 91: (EM) log likelihood = -28605.58
Iteration 92: (EM) log likelihood = -28604.607
Iteration 93: (EM) log likelihood = -28602.618
Iteration 94: (EM) log likelihood = -28601.228
Iteration 95: (EM) log likelihood = -28599.79
Iteration 96: (EM) log likelihood = -28597.803
Iteration 97: (EM) log likelihood = -28595.699
Iteration 98: (EM) log likelihood = -28594.047
Iteration 99: (EM) log likelihood = -28592.374
Iteration 100: (EM) log likelihood = -28590.824
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.9033
Iteration 1: (class) log likelihood = -6094.9033
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29116.225
Iteration 1: (outcome) log likelihood = -28953.897
Iteration 2: (outcome) log likelihood = -28859.273
Iteration 3: (outcome) log likelihood = -28851.665
Iteration 4: (outcome) log likelihood = -28851.01
Iteration 5: (outcome) log likelihood = -28850.939
Iteration 6: (outcome) log likelihood = -28850.926
Iteration 7: (outcome) log likelihood = -28850.924
Iteration 8: (outcome) log likelihood = -28850.923
Iteration 9: (outcome) log likelihood = -28850.923
Iteration 10: (outcome) log likelihood = -28850.923 (not concave)
Iteration 11: (outcome) log likelihood = -28850.923 (not concave)
Iteration 12: (outcome) log likelihood = -28850.923 (not concave)
Iteration 13: (outcome) log likelihood = -28850.923 (not concave)
Iteration 14: (outcome) log likelihood = -28850.923 (not concave)
Iteration 15: (outcome) log likelihood = -28850.923 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34892.345
Iteration 1: (EM) log likelihood = -34706.228
Iteration 2: (EM) log likelihood = -34165.565
Iteration 3: (EM) log likelihood = -33122.254
Iteration 4: (EM) log likelihood = -32043.43
Iteration 5: (EM) log likelihood = -31283.239
Iteration 6: (EM) log likelihood = -30793.961
Iteration 7: (EM) log likelihood = -30472.563
Iteration 8: (EM) log likelihood = -30233.725
Iteration 9: (EM) log likelihood = -30024.757
Iteration 10: (EM) log likelihood = -29854.454
Iteration 11: (EM) log likelihood = -29705.819
Iteration 12: (EM) log likelihood = -29580.384
Iteration 13: (EM) log likelihood = -29480.647
Iteration 14: (EM) log likelihood = -29401.95
Iteration 15: (EM) log likelihood = -29340.148
Iteration 16: (EM) log likelihood = -29291.768
Iteration 17: (EM) log likelihood = -29251.334
Iteration 18: (EM) log likelihood = -29216.495
Iteration 19: (EM) log likelihood = -29184.373
Iteration 20: (EM) log likelihood = -29152.253
Iteration 21: (EM) log likelihood = -29125.726
Iteration 22: (EM) log likelihood = -29099.383
Iteration 23: (EM) log likelihood = -29071.617
Iteration 24: (EM) log likelihood = -29044.336
Iteration 25: (EM) log likelihood = -29015.74
Iteration 26: (EM) log likelihood = -28987.412
Iteration 27: (EM) log likelihood = -28957.423
Iteration 28: (EM) log likelihood = -28926.968
Iteration 29: (EM) log likelihood = -28895.971
Iteration 30: (EM) log likelihood = -28867.598
Iteration 31: (EM) log likelihood = -28839.652
Iteration 32: (EM) log likelihood = -28810.671
Iteration 33: (EM) log likelihood = -28785.472
Iteration 34: (EM) log likelihood = -28761.308
Iteration 35: (EM) log likelihood = -28738.445
Iteration 36: (EM) log likelihood = -28715.617
Iteration 37: (EM) log likelihood = -28692.546
Iteration 38: (EM) log likelihood = -28671.269
Iteration 39: (EM) log likelihood = -28647.67
Iteration 40: (EM) log likelihood = -28628.281
Iteration 41: (EM) log likelihood = -28608.779
Iteration 42: (EM) log likelihood = -28587.215
Iteration 43: (EM) log likelihood = -28566.978
Iteration 44: (EM) log likelihood = -28549.438
Iteration 45: (EM) log likelihood = -28531.718
Iteration 46: (EM) log likelihood = -28513.629
Iteration 47: (EM) log likelihood = -28493.679
Iteration 48: (EM) log likelihood = -28472.765
Iteration 49: (EM) log likelihood = -28450.894
Iteration 50: (EM) log likelihood = -28428.232
Iteration 51: (EM) log likelihood = -28407.537
Iteration 52: (EM) log likelihood = -28388.144
Iteration 53: (EM) log likelihood = -28369.901
Iteration 54: (EM) log likelihood = -28351.542
Iteration 55: (EM) log likelihood = -28335.888
Iteration 56: (EM) log likelihood = -28316.769
Iteration 57: (EM) log likelihood = -28302.809
Iteration 58: (EM) log likelihood = -28291.31
Iteration 59: (EM) log likelihood = -28281.111
Iteration 60: (EM) log likelihood = -28271.797
Iteration 61: (EM) log likelihood = -28263.712
Iteration 62: (EM) log likelihood = -28256.318
Iteration 63: (EM) log likelihood = -28249.778
Iteration 64: (EM) log likelihood = -28243.013
Iteration 65: (EM) log likelihood = -28237.065
Iteration 66: (EM) log likelihood = -28231.447
Iteration 67: (EM) log likelihood = -28226.805
Iteration 68: (EM) log likelihood = -28221.907
Iteration 69: (EM) log likelihood = -28218.153
Iteration 70: (EM) log likelihood = -28215.267
Iteration 71: (EM) log likelihood = -28212.521
Iteration 72: (EM) log likelihood = -28209.843
Iteration 73: (EM) log likelihood = -28207.306
Iteration 74: (EM) log likelihood = -28205.112
Iteration 75: (EM) log likelihood = -28203.213
Iteration 76: (EM) log likelihood = -28201.831
Iteration 77: (EM) log likelihood = -28200.224
Iteration 78: (EM) log likelihood = -28198.8
Iteration 79: (EM) log likelihood = -28197.459
Iteration 80: (EM) log likelihood = -28195.542
Iteration 81: (EM) log likelihood = -28194.376
Iteration 82: (EM) log likelihood = -28193.001
Iteration 83: (EM) log likelihood = -28191.485
Iteration 84: (EM) log likelihood = -28190.182
Iteration 85: (EM) log likelihood = -28188.94
Iteration 86: (EM) log likelihood = -28187.899
Iteration 87: (EM) log likelihood = -28186.974
Iteration 88: (EM) log likelihood = -28185.915
Iteration 89: (EM) log likelihood = -28184.994
Iteration 90: (EM) log likelihood = -28183.384
Iteration 91: (EM) log likelihood = -28182.481
Iteration 92: (EM) log likelihood = -28181.456
Iteration 93: (EM) log likelihood = -28180.551
Iteration 94: (EM) log likelihood = -28179.738
Iteration 95: (EM) log likelihood = -28179.098
Iteration 96: (EM) log likelihood = -28178.201
Iteration 97: (EM) log likelihood = -28177.503
Iteration 98: (EM) log likelihood = -28176.739
Iteration 99: (EM) log likelihood = -28176.287
Iteration 100: (EM) log likelihood = -28175.624
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.4152
Iteration 1: (class) log likelihood = -6097.4152
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29656.891
Iteration 1: (outcome) log likelihood = -29058.217
Iteration 2: (outcome) log likelihood = -28901.946
Iteration 3: (outcome) log likelihood = -28876.235
Iteration 4: (outcome) log likelihood = -28871.875
Iteration 5: (outcome) log likelihood = -28870.969
Iteration 6: (outcome) log likelihood = -28870.822
Iteration 7: (outcome) log likelihood = -28870.786
Iteration 8: (outcome) log likelihood = -28870.779
Iteration 9: (outcome) log likelihood = -28870.777
Iteration 10: (outcome) log likelihood = -28870.777 (not concave)
Iteration 11: (outcome) log likelihood = -28870.777 (not concave)
Iteration 12: (outcome) log likelihood = -28870.777 (not concave)
Iteration 13: (outcome) log likelihood = -28870.777 (not concave)
Iteration 14: (outcome) log likelihood = -28870.777 (not concave)
Iteration 15: (outcome) log likelihood = -28870.777 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34918.596
Iteration 1: (EM) log likelihood = -34747.946
Iteration 2: (EM) log likelihood = -34302.955
Iteration 3: (EM) log likelihood = -33390.378
Iteration 4: (EM) log likelihood = -32332.156
Iteration 5: (EM) log likelihood = -31643.549
Iteration 6: (EM) log likelihood = -31181.804
Iteration 7: (EM) log likelihood = -30797.837
Iteration 8: (EM) log likelihood = -30476.162
Iteration 9: (EM) log likelihood = -30222.35
Iteration 10: (EM) log likelihood = -30015.122
Iteration 11: (EM) log likelihood = -29833.33
Iteration 12: (EM) log likelihood = -29666.728
Iteration 13: (EM) log likelihood = -29513.089
Iteration 14: (EM) log likelihood = -29382.548
Iteration 15: (EM) log likelihood = -29280.301
Iteration 16: (EM) log likelihood = -29200.639
Iteration 17: (EM) log likelihood = -29135.503
Iteration 18: (EM) log likelihood = -29089.773
Iteration 19: (EM) log likelihood = -29050.043
Iteration 20: (EM) log likelihood = -29017.846
Iteration 21: (EM) log likelihood = -28987.541
Iteration 22: (EM) log likelihood = -28959.742
Iteration 23: (EM) log likelihood = -28935.218
Iteration 24: (EM) log likelihood = -28912.784
Iteration 25: (EM) log likelihood = -28889.578
Iteration 26: (EM) log likelihood = -28868.151
Iteration 27: (EM) log likelihood = -28846.207
Iteration 28: (EM) log likelihood = -28826.821
Iteration 29: (EM) log likelihood = -28808.833
Iteration 30: (EM) log likelihood = -28792.175
Iteration 31: (EM) log likelihood = -28774.941
Iteration 32: (EM) log likelihood = -28759.846
Iteration 33: (EM) log likelihood = -28743.55
Iteration 34: (EM) log likelihood = -28726.295
Iteration 35: (EM) log likelihood = -28710.717
Iteration 36: (EM) log likelihood = -28697.506
Iteration 37: (EM) log likelihood = -28684.205
Iteration 38: (EM) log likelihood = -28672.031
Iteration 39: (EM) log likelihood = -28659.73
Iteration 40: (EM) log likelihood = -28647.172
Iteration 41: (EM) log likelihood = -28636.707
Iteration 42: (EM) log likelihood = -28625.576
Iteration 43: (EM) log likelihood = -28616.475
Iteration 44: (EM) log likelihood = -28608.507
Iteration 45: (EM) log likelihood = -28601.673
Iteration 46: (EM) log likelihood = -28594.319
Iteration 47: (EM) log likelihood = -28587.873
Iteration 48: (EM) log likelihood = -28582.168
Iteration 49: (EM) log likelihood = -28576.616
Iteration 50: (EM) log likelihood = -28570.805
Iteration 51: (EM) log likelihood = -28565.208
Iteration 52: (EM) log likelihood = -28560.635
Iteration 53: (EM) log likelihood = -28555.381
Iteration 54: (EM) log likelihood = -28551.133
Iteration 55: (EM) log likelihood = -28546.64
Iteration 56: (EM) log likelihood = -28542.567
Iteration 57: (EM) log likelihood = -28537.381
Iteration 58: (EM) log likelihood = -28532.711
Iteration 59: (EM) log likelihood = -28528.301
Iteration 60: (EM) log likelihood = -28524.065
Iteration 61: (EM) log likelihood = -28520.004
Iteration 62: (EM) log likelihood = -28516.031
Iteration 63: (EM) log likelihood = -28511.859
Iteration 64: (EM) log likelihood = -28507.919
Iteration 65: (EM) log likelihood = -28503.473
Iteration 66: (EM) log likelihood = -28499.163
Iteration 67: (EM) log likelihood = -28494.914
Iteration 68: (EM) log likelihood = -28491.203
Iteration 69: (EM) log likelihood = -28486.384
Iteration 70: (EM) log likelihood = -28481.458
Iteration 71: (EM) log likelihood = -28477.412
Iteration 72: (EM) log likelihood = -28472.568
Iteration 73: (EM) log likelihood = -28467.415
Iteration 74: (EM) log likelihood = -28461.622
Iteration 75: (EM) log likelihood = -28455.715
Iteration 76: (EM) log likelihood = -28449.559
Iteration 77: (EM) log likelihood = -28443.758
Iteration 78: (EM) log likelihood = -28437.579
Iteration 79: (EM) log likelihood = -28431.186
Iteration 80: (EM) log likelihood = -28425.707
Iteration 81: (EM) log likelihood = -28420.755
Iteration 82: (EM) log likelihood = -28415.58
Iteration 83: (EM) log likelihood = -28410.931
Iteration 84: (EM) log likelihood = -28406.572
Iteration 85: (EM) log likelihood = -28401.892
Iteration 86: (EM) log likelihood = -28398.149
Iteration 87: (EM) log likelihood = -28394.911
Iteration 88: (EM) log likelihood = -28392.112
Iteration 89: (EM) log likelihood = -28389.335
Iteration 90: (EM) log likelihood = -28386.815
Iteration 91: (EM) log likelihood = -28385.027
Iteration 92: (EM) log likelihood = -28383.266
Iteration 93: (EM) log likelihood = -28381.413
Iteration 94: (EM) log likelihood = -28381.036
Iteration 95: (EM) log likelihood = -28379.233
Iteration 96: (EM) log likelihood = -28377.879
Iteration 97: (EM) log likelihood = -28376.838
Iteration 98: (EM) log likelihood = -28375.947
Iteration 99: (EM) log likelihood = -28375.539
Iteration 100: (EM) log likelihood = -28374.56
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.2188
Iteration 1: (class) log likelihood = -6096.2188
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29356.789
Iteration 1: (outcome) log likelihood = -28968.542
Iteration 2: (outcome) log likelihood = -28889.357
Iteration 3: (outcome) log likelihood = -28878.082
Iteration 4: (outcome) log likelihood = -28875.881
Iteration 5: (outcome) log likelihood = -28875.397
Iteration 6: (outcome) log likelihood = -28875.315
Iteration 7: (outcome) log likelihood = -28875.295
Iteration 8: (outcome) log likelihood = -28875.291
Iteration 9: (outcome) log likelihood = -28875.29 (not concave)
Iteration 10: (outcome) log likelihood = -28875.29 (not concave)
Iteration 11: (outcome) log likelihood = -28875.29 (not concave)
Iteration 12: (outcome) log likelihood = -28875.29 (not concave)
Iteration 13: (outcome) log likelihood = -28875.29 (not concave)
Iteration 14: (outcome) log likelihood = -28875.29 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34944.184
Iteration 1: (EM) log likelihood = -34844.066
Iteration 2: (EM) log likelihood = -34572.469
Iteration 3: (EM) log likelihood = -34017.918
Iteration 4: (EM) log likelihood = -33206.984
Iteration 5: (EM) log likelihood = -32292.843
Iteration 6: (EM) log likelihood = -31426.943
Iteration 7: (EM) log likelihood = -30680.394
Iteration 8: (EM) log likelihood = -30134.597
Iteration 9: (EM) log likelihood = -29792.983
Iteration 10: (EM) log likelihood = -29593.936
Iteration 11: (EM) log likelihood = -29473.277
Iteration 12: (EM) log likelihood = -29390.417
Iteration 13: (EM) log likelihood = -29327.066
Iteration 14: (EM) log likelihood = -29273.253
Iteration 15: (EM) log likelihood = -29219.991
Iteration 16: (EM) log likelihood = -29173.886
Iteration 17: (EM) log likelihood = -29127.901
Iteration 18: (EM) log likelihood = -29084.204
Iteration 19: (EM) log likelihood = -29041.874
Iteration 20: (EM) log likelihood = -28999.924
Iteration 21: (EM) log likelihood = -28958.493
Iteration 22: (EM) log likelihood = -28915.973
Iteration 23: (EM) log likelihood = -28872.943
Iteration 24: (EM) log likelihood = -28832.693
Iteration 25: (EM) log likelihood = -28790.564
Iteration 26: (EM) log likelihood = -28749.381
Iteration 27: (EM) log likelihood = -28708.188
Iteration 28: (EM) log likelihood = -28670.508
Iteration 29: (EM) log likelihood = -28634.844
Iteration 30: (EM) log likelihood = -28603.856
Iteration 31: (EM) log likelihood = -28575.161
Iteration 32: (EM) log likelihood = -28546.736
Iteration 33: (EM) log likelihood = -28521.285
Iteration 34: (EM) log likelihood = -28498.324
Iteration 35: (EM) log likelihood = -28478.928
Iteration 36: (EM) log likelihood = -28460.306
Iteration 37: (EM) log likelihood = -28443.372
Iteration 38: (EM) log likelihood = -28427.019
Iteration 39: (EM) log likelihood = -28412.894
Iteration 40: (EM) log likelihood = -28401.292
Iteration 41: (EM) log likelihood = -28386.51
Iteration 42: (EM) log likelihood = -28375.022
Iteration 43: (EM) log likelihood = -28365.458
Iteration 44: (EM) log likelihood = -28357.892
Iteration 45: (EM) log likelihood = -28350.427
Iteration 46: (EM) log likelihood = -28342.965
Iteration 47: (EM) log likelihood = -28336.69
Iteration 48: (EM) log likelihood = -28330.869
Iteration 49: (EM) log likelihood = -28324.716
Iteration 50: (EM) log likelihood = -28318.627
Iteration 51: (EM) log likelihood = -28312.509
Iteration 52: (EM) log likelihood = -28307.116
Iteration 53: (EM) log likelihood = -28301.928
Iteration 54: (EM) log likelihood = -28297.332
Iteration 55: (EM) log likelihood = -28293.101
Iteration 56: (EM) log likelihood = -28289.088
Iteration 57: (EM) log likelihood = -28285.062
Iteration 58: (EM) log likelihood = -28281.041
Iteration 59: (EM) log likelihood = -28277.324
Iteration 60: (EM) log likelihood = -28273.813
Iteration 61: (EM) log likelihood = -28270.079
Iteration 62: (EM) log likelihood = -28265.612
Iteration 63: (EM) log likelihood = -28261.518
Iteration 64: (EM) log likelihood = -28258.177
Iteration 65: (EM) log likelihood = -28254.854
Iteration 66: (EM) log likelihood = -28251.427
Iteration 67: (EM) log likelihood = -28248.016
Iteration 68: (EM) log likelihood = -28243.757
Iteration 69: (EM) log likelihood = -28239.804
Iteration 70: (EM) log likelihood = -28236.264
Iteration 71: (EM) log likelihood = -28233.06
Iteration 72: (EM) log likelihood = -28229.808
Iteration 73: (EM) log likelihood = -28226.01
Iteration 74: (EM) log likelihood = -28222.839
Iteration 75: (EM) log likelihood = -28219.805
Iteration 76: (EM) log likelihood = -28217.078
Iteration 77: (EM) log likelihood = -28214.356
Iteration 78: (EM) log likelihood = -28211.773
Iteration 79: (EM) log likelihood = -28209.728
Iteration 80: (EM) log likelihood = -28207.676
Iteration 81: (EM) log likelihood = -28204.684
Iteration 82: (EM) log likelihood = -28201.854
Iteration 83: (EM) log likelihood = -28198.864
Iteration 84: (EM) log likelihood = -28195.178
Iteration 85: (EM) log likelihood = -28191.93
Iteration 86: (EM) log likelihood = -28187.055
Iteration 87: (EM) log likelihood = -28183.469
Iteration 88: (EM) log likelihood = -28178.205
Iteration 89: (EM) log likelihood = -28174.326
Iteration 90: (EM) log likelihood = -28170.665
Iteration 91: (EM) log likelihood = -28167.812
Iteration 92: (EM) log likelihood = -28164.377
Iteration 93: (EM) log likelihood = -28160.39
Iteration 94: (EM) log likelihood = -28157.938
Iteration 95: (EM) log likelihood = -28153.843
Iteration 96: (EM) log likelihood = -28149.735
Iteration 97: (EM) log likelihood = -28146.256
Iteration 98: (EM) log likelihood = -28142.969
Iteration 99: (EM) log likelihood = -28140.268
Iteration 100: (EM) log likelihood = -28137.491
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.214
Iteration 1: (class) log likelihood = -6096.214
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29796.622
Iteration 1: (outcome) log likelihood = -29032.779
Iteration 2: (outcome) log likelihood = -28911.513
Iteration 3: (outcome) log likelihood = -28887.414
Iteration 4: (outcome) log likelihood = -28882.17
Iteration 5: (outcome) log likelihood = -28881.048
Iteration 6: (outcome) log likelihood = -28880.861
Iteration 7: (outcome) log likelihood = -28880.817
Iteration 8: (outcome) log likelihood = -28880.807
Iteration 9: (outcome) log likelihood = -28880.805 (not concave)
Iteration 10: (outcome) log likelihood = -28880.804 (not concave)
Iteration 11: (outcome) log likelihood = -28880.804 (not concave)
Iteration 12: (outcome) log likelihood = -28880.804 (not concave)
Iteration 13: (outcome) log likelihood = -28880.804 (not concave)
Iteration 14: (outcome) log likelihood = -28880.804 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34945.272
Iteration 1: (EM) log likelihood = -34839.237
Iteration 2: (EM) log likelihood = -34500.444
Iteration 3: (EM) log likelihood = -33645.921
Iteration 4: (EM) log likelihood = -32541.423
Iteration 5: (EM) log likelihood = -31761.772
Iteration 6: (EM) log likelihood = -31256.069
Iteration 7: (EM) log likelihood = -30870.303
Iteration 8: (EM) log likelihood = -30547.334
Iteration 9: (EM) log likelihood = -30283.267
Iteration 10: (EM) log likelihood = -30072.976
Iteration 11: (EM) log likelihood = -29906.643
Iteration 12: (EM) log likelihood = -29771.006
Iteration 13: (EM) log likelihood = -29657.779
Iteration 14: (EM) log likelihood = -29556.943
Iteration 15: (EM) log likelihood = -29462.471
Iteration 16: (EM) log likelihood = -29378.446
Iteration 17: (EM) log likelihood = -29305.885
Iteration 18: (EM) log likelihood = -29240.82
Iteration 19: (EM) log likelihood = -29183.835
Iteration 20: (EM) log likelihood = -29132.534
Iteration 21: (EM) log likelihood = -29089.461
Iteration 22: (EM) log likelihood = -29054.232
Iteration 23: (EM) log likelihood = -29021.784
Iteration 24: (EM) log likelihood = -28996.226
Iteration 25: (EM) log likelihood = -28971.898
Iteration 26: (EM) log likelihood = -28950.872
Iteration 27: (EM) log likelihood = -28930.005
Iteration 28: (EM) log likelihood = -28909.648
Iteration 29: (EM) log likelihood = -28889.951
Iteration 30: (EM) log likelihood = -28870.108
Iteration 31: (EM) log likelihood = -28849.756
Iteration 32: (EM) log likelihood = -28830.129
Iteration 33: (EM) log likelihood = -28811.708
Iteration 34: (EM) log likelihood = -28794.782
Iteration 35: (EM) log likelihood = -28780.225
Iteration 36: (EM) log likelihood = -28766.238
Iteration 37: (EM) log likelihood = -28751.312
Iteration 38: (EM) log likelihood = -28736.884
Iteration 39: (EM) log likelihood = -28723.596
Iteration 40: (EM) log likelihood = -28715.158
Iteration 41: (EM) log likelihood = -28708.543
Iteration 42: (EM) log likelihood = -28701.029
Iteration 43: (EM) log likelihood = -28695.942
Iteration 44: (EM) log likelihood = -28690.628
Iteration 45: (EM) log likelihood = -28686.5
Iteration 46: (EM) log likelihood = -28682.265
Iteration 47: (EM) log likelihood = -28678.916
Iteration 48: (EM) log likelihood = -28675.314
Iteration 49: (EM) log likelihood = -28672.353
Iteration 50: (EM) log likelihood = -28669.787
Iteration 51: (EM) log likelihood = -28666.788
Iteration 52: (EM) log likelihood = -28665.165
Iteration 53: (EM) log likelihood = -28662.412
Iteration 54: (EM) log likelihood = -28660.406
Iteration 55: (EM) log likelihood = -28658.829
Iteration 56: (EM) log likelihood = -28656.791
Iteration 57: (EM) log likelihood = -28656.215
Iteration 58: (EM) log likelihood = -28655.333
Iteration 59: (EM) log likelihood = -28654.173
Iteration 60: (EM) log likelihood = -28653.937
Iteration 61: (EM) log likelihood = -28654.139
Iteration 62: (EM) log likelihood = -28654.384
Iteration 63: (EM) log likelihood = -28654.956
Iteration 64: (EM) log likelihood = -28656.016
Iteration 65: (EM) log likelihood = -28657.446
Iteration 66: (EM) log likelihood = -28658.894
Iteration 67: (EM) log likelihood = -28659.717
Iteration 68: (EM) log likelihood = -28660.814
Iteration 69: (EM) log likelihood = -28661.655
Iteration 70: (EM) log likelihood = -28663.115
Iteration 71: (EM) log likelihood = -28663.755
Iteration 72: (EM) log likelihood = -28664.949
Iteration 73: (EM) log likelihood = -28666.22
Iteration 74: (EM) log likelihood = -28667.365
Iteration 75: (EM) log likelihood = -28668.703
Iteration 76: (EM) log likelihood = -28669.94
Iteration 77: (EM) log likelihood = -28670.872
Iteration 78: (EM) log likelihood = -28672.487
Iteration 79: (EM) log likelihood = -28673.204
Iteration 80: (EM) log likelihood = -28673.853
Iteration 81: (EM) log likelihood = -28674.469
Iteration 82: (EM) log likelihood = -28674.789
Iteration 83: (EM) log likelihood = -28675.192
Iteration 84: (EM) log likelihood = -28675.612
Iteration 85: (EM) log likelihood = -28676.115
Iteration 86: (EM) log likelihood = -28676.515
Iteration 87: (EM) log likelihood = -28676.854
Iteration 88: (EM) log likelihood = -28677.547
Iteration 89: (EM) log likelihood = -28677.592
Iteration 90: (EM) log likelihood = -28677.852
Iteration 91: (EM) log likelihood = -28678.05
Iteration 92: (EM) log likelihood = -28678.171
Iteration 93: (EM) log likelihood = -28678.181
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.2605
Iteration 1: (class) log likelihood = -6095.2605
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29596.754
Iteration 1: (outcome) log likelihood = -29065.736
Iteration 2: (outcome) log likelihood = -28912.733
Iteration 3: (outcome) log likelihood = -28885.144
Iteration 4: (outcome) log likelihood = -28881.794
Iteration 5: (outcome) log likelihood = -28881.14
Iteration 6: (outcome) log likelihood = -28880.989
Iteration 7: (outcome) log likelihood = -28880.954
Iteration 8: (outcome) log likelihood = -28880.947
Iteration 9: (outcome) log likelihood = -28880.946 (not concave)
Iteration 10: (outcome) log likelihood = -28880.946 (not concave)
Iteration 11: (outcome) log likelihood = -28880.946 (not concave)
Iteration 12: (outcome) log likelihood = -28880.946 (not concave)
Iteration 13: (outcome) log likelihood = -28880.946 (not concave)
Iteration 14: (outcome) log likelihood = -28880.946 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34955.043
Iteration 1: (EM) log likelihood = -34891.999
Iteration 2: (EM) log likelihood = -34716.575
Iteration 3: (EM) log likelihood = -34395.595
Iteration 4: (EM) log likelihood = -33813.56
Iteration 5: (EM) log likelihood = -32764.811
Iteration 6: (EM) log likelihood = -31711.493
Iteration 7: (EM) log likelihood = -31026.316
Iteration 8: (EM) log likelihood = -30586.525
Iteration 9: (EM) log likelihood = -30277.783
Iteration 10: (EM) log likelihood = -30035.388
Iteration 11: (EM) log likelihood = -29827.644
Iteration 12: (EM) log likelihood = -29642.242
Iteration 13: (EM) log likelihood = -29487.846
Iteration 14: (EM) log likelihood = -29364.955
Iteration 15: (EM) log likelihood = -29270.684
Iteration 16: (EM) log likelihood = -29202.603
Iteration 17: (EM) log likelihood = -29148.082
Iteration 18: (EM) log likelihood = -29105.207
Iteration 19: (EM) log likelihood = -29061.186
Iteration 20: (EM) log likelihood = -29025.818
Iteration 21: (EM) log likelihood = -28990.359
Iteration 22: (EM) log likelihood = -28953.396
Iteration 23: (EM) log likelihood = -28917.097
Iteration 24: (EM) log likelihood = -28880.517
Iteration 25: (EM) log likelihood = -28845.529
Iteration 26: (EM) log likelihood = -28812.721
Iteration 27: (EM) log likelihood = -28777.98
Iteration 28: (EM) log likelihood = -28749.421
Iteration 29: (EM) log likelihood = -28720.945
Iteration 30: (EM) log likelihood = -28696.97
Iteration 31: (EM) log likelihood = -28675.161
Iteration 32: (EM) log likelihood = -28654.649
Iteration 33: (EM) log likelihood = -28636.572
Iteration 34: (EM) log likelihood = -28618.709
Iteration 35: (EM) log likelihood = -28602.851
Iteration 36: (EM) log likelihood = -28588.822
Iteration 37: (EM) log likelihood = -28577.591
Iteration 38: (EM) log likelihood = -28567.242
Iteration 39: (EM) log likelihood = -28556.362
Iteration 40: (EM) log likelihood = -28546.45
Iteration 41: (EM) log likelihood = -28538.611
Iteration 42: (EM) log likelihood = -28530.688
Iteration 43: (EM) log likelihood = -28522.74
Iteration 44: (EM) log likelihood = -28516.813
Iteration 45: (EM) log likelihood = -28510.653
Iteration 46: (EM) log likelihood = -28504.951
Iteration 47: (EM) log likelihood = -28499.429
Iteration 48: (EM) log likelihood = -28492.872
Iteration 49: (EM) log likelihood = -28489.119
Iteration 50: (EM) log likelihood = -28483.761
Iteration 51: (EM) log likelihood = -28479.263
Iteration 52: (EM) log likelihood = -28473.924
Iteration 53: (EM) log likelihood = -28471.616
Iteration 54: (EM) log likelihood = -28463.853
Iteration 55: (EM) log likelihood = -28460.897
Iteration 56: (EM) log likelihood = -28455.48
Iteration 57: (EM) log likelihood = -28452.235
Iteration 58: (EM) log likelihood = -28448.547
Iteration 59: (EM) log likelihood = -28442.066
Iteration 60: (EM) log likelihood = -28439.553
Iteration 61: (EM) log likelihood = -28433.987
Iteration 62: (EM) log likelihood = -28429.183
Iteration 63: (EM) log likelihood = -28422.628
Iteration 64: (EM) log likelihood = -28417.344
Iteration 65: (EM) log likelihood = -28409.718
Iteration 66: (EM) log likelihood = -28400.576
Iteration 67: (EM) log likelihood = -28395.094
Iteration 68: (EM) log likelihood = -28389.094
Iteration 69: (EM) log likelihood = -28381.194
Iteration 70: (EM) log likelihood = -28374.14
Iteration 71: (EM) log likelihood = -28365.461
Iteration 72: (EM) log likelihood = -28359.516
Iteration 73: (EM) log likelihood = -28354.638
Iteration 74: (EM) log likelihood = -28349.212
Iteration 75: (EM) log likelihood = -28344.188
Iteration 76: (EM) log likelihood = -28339.331
Iteration 77: (EM) log likelihood = -28334.548
Iteration 78: (EM) log likelihood = -28330.483
Iteration 79: (EM) log likelihood = -28325.157
Iteration 80: (EM) log likelihood = -28319.699
Iteration 81: (EM) log likelihood = -28315.726
Iteration 82: (EM) log likelihood = -28311.3
Iteration 83: (EM) log likelihood = -28308.387
Iteration 84: (EM) log likelihood = -28308.217
Iteration 85: (EM) log likelihood = -28304.903
Iteration 86: (EM) log likelihood = -28300.042
Iteration 87: (EM) log likelihood = -28296.679
Iteration 88: (EM) log likelihood = -28293.92
Iteration 89: (EM) log likelihood = -28289.707
Iteration 90: (EM) log likelihood = -28286.062
Iteration 91: (EM) log likelihood = -28282.55
Iteration 92: (EM) log likelihood = -28276.627
Iteration 93: (EM) log likelihood = -28274.381
Iteration 94: (EM) log likelihood = -28271.968
Iteration 95: (EM) log likelihood = -28269.363
Iteration 96: (EM) log likelihood = -28266.257
Iteration 97: (EM) log likelihood = -28262.725
Iteration 98: (EM) log likelihood = -28259.854
Iteration 99: (EM) log likelihood = -28257.121
Iteration 100: (EM) log likelihood = -28254.274
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.9252
Iteration 1: (class) log likelihood = -6096.9252
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30026.128
Iteration 1: (outcome) log likelihood = -29046.941
Iteration 2: (outcome) log likelihood = -28917.479
Iteration 3: (outcome) log likelihood = -28889.356
Iteration 4: (outcome) log likelihood = -28883.809
Iteration 5: (outcome) log likelihood = -28882.532
Iteration 6: (outcome) log likelihood = -28882.307
Iteration 7: (outcome) log likelihood = -28882.255
Iteration 8: (outcome) log likelihood = -28882.243
Iteration 9: (outcome) log likelihood = -28882.24
Iteration 10: (outcome) log likelihood = -28882.24 (not concave)
Iteration 11: (outcome) log likelihood = -28882.24 (not concave)
Iteration 12: (outcome) log likelihood = -28882.24 (not concave)
Iteration 13: (outcome) log likelihood = -28882.24 (not concave)
Iteration 14: (outcome) log likelihood = -28882.24 (not concave)
Iteration 15: (outcome) log likelihood = -28882.24 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34958.187
Iteration 1: (EM) log likelihood = -34898.287
Iteration 2: (EM) log likelihood = -34757.305
Iteration 3: (EM) log likelihood = -34457.957
Iteration 4: (EM) log likelihood = -33865.915
Iteration 5: (EM) log likelihood = -32902.145
Iteration 6: (EM) log likelihood = -31864.373
Iteration 7: (EM) log likelihood = -31103.274
Iteration 8: (EM) log likelihood = -30627.83
Iteration 9: (EM) log likelihood = -30334.153
Iteration 10: (EM) log likelihood = -30130.66
Iteration 11: (EM) log likelihood = -29971.391
Iteration 12: (EM) log likelihood = -29832.668
Iteration 13: (EM) log likelihood = -29702.866
Iteration 14: (EM) log likelihood = -29576.704
Iteration 15: (EM) log likelihood = -29457.03
Iteration 16: (EM) log likelihood = -29348.379
Iteration 17: (EM) log likelihood = -29254.193
Iteration 18: (EM) log likelihood = -29172.566
Iteration 19: (EM) log likelihood = -29105.007
Iteration 20: (EM) log likelihood = -29055.334
Iteration 21: (EM) log likelihood = -29010.275
Iteration 22: (EM) log likelihood = -28969.034
Iteration 23: (EM) log likelihood = -28942.955
Iteration 24: (EM) log likelihood = -28919.947
Iteration 25: (EM) log likelihood = -28898.439
Iteration 26: (EM) log likelihood = -28879.902
Iteration 27: (EM) log likelihood = -28861.766
Iteration 28: (EM) log likelihood = -28848.602
Iteration 29: (EM) log likelihood = -28836.553
Iteration 30: (EM) log likelihood = -28825.304
Iteration 31: (EM) log likelihood = -28814.187
Iteration 32: (EM) log likelihood = -28806.527
Iteration 33: (EM) log likelihood = -28798.881
Iteration 34: (EM) log likelihood = -28791.935
Iteration 35: (EM) log likelihood = -28785.792
Iteration 36: (EM) log likelihood = -28779.345
Iteration 37: (EM) log likelihood = -28774.494
Iteration 38: (EM) log likelihood = -28770.138
Iteration 39: (EM) log likelihood = -28765.764
Iteration 40: (EM) log likelihood = -28761.569
Iteration 41: (EM) log likelihood = -28757.905
Iteration 42: (EM) log likelihood = -28754.534
Iteration 43: (EM) log likelihood = -28751.656
Iteration 44: (EM) log likelihood = -28749.147
Iteration 45: (EM) log likelihood = -28746.728
Iteration 46: (EM) log likelihood = -28744.551
Iteration 47: (EM) log likelihood = -28742.343
Iteration 48: (EM) log likelihood = -28740.413
Iteration 49: (EM) log likelihood = -28738.372
Iteration 50: (EM) log likelihood = -28736.145
Iteration 51: (EM) log likelihood = -28734.383
Iteration 52: (EM) log likelihood = -28732.494
Iteration 53: (EM) log likelihood = -28730.893
Iteration 54: (EM) log likelihood = -28729.152
Iteration 55: (EM) log likelihood = -28727.526
Iteration 56: (EM) log likelihood = -28726.188
Iteration 57: (EM) log likelihood = -28724.67
Iteration 58: (EM) log likelihood = -28723.473
Iteration 59: (EM) log likelihood = -28722.071
Iteration 60: (EM) log likelihood = -28720.789
Iteration 61: (EM) log likelihood = -28719.513
Iteration 62: (EM) log likelihood = -28718.076
Iteration 63: (EM) log likelihood = -28716.798
Iteration 64: (EM) log likelihood = -28715.536
Iteration 65: (EM) log likelihood = -28714.314
Iteration 66: (EM) log likelihood = -28713.11
Iteration 67: (EM) log likelihood = -28711.913
Iteration 68: (EM) log likelihood = -28710.708
Iteration 69: (EM) log likelihood = -28709.57
Iteration 70: (EM) log likelihood = -28708.269
Iteration 71: (EM) log likelihood = -28706.979
Iteration 72: (EM) log likelihood = -28705.521
Iteration 73: (EM) log likelihood = -28704.107
Iteration 74: (EM) log likelihood = -28703.219
Iteration 75: (EM) log likelihood = -28701.892
Iteration 76: (EM) log likelihood = -28700.6
Iteration 77: (EM) log likelihood = -28699.162
Iteration 78: (EM) log likelihood = -28697.51
Iteration 79: (EM) log likelihood = -28696.327
Iteration 80: (EM) log likelihood = -28695.159
Iteration 81: (EM) log likelihood = -28694.073
Iteration 82: (EM) log likelihood = -28693.129
Iteration 83: (EM) log likelihood = -28692.105
Iteration 84: (EM) log likelihood = -28690.736
Iteration 85: (EM) log likelihood = -28689.854
Iteration 86: (EM) log likelihood = -28688.648
Iteration 87: (EM) log likelihood = -28687.456
Iteration 88: (EM) log likelihood = -28686.393
Iteration 89: (EM) log likelihood = -28685.305
Iteration 90: (EM) log likelihood = -28684.431
Iteration 91: (EM) log likelihood = -28683.577
Iteration 92: (EM) log likelihood = -28682.74
Iteration 93: (EM) log likelihood = -28681.897
Iteration 94: (EM) log likelihood = -28681.432
Iteration 95: (EM) log likelihood = -28680.998
Iteration 96: (EM) log likelihood = -28680.843
Iteration 97: (EM) log likelihood = -28680.062
Iteration 98: (EM) log likelihood = -28679.972
Iteration 99: (EM) log likelihood = -28679.856
Iteration 100: (EM) log likelihood = -28679.353
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.0674
Iteration 1: (class) log likelihood = -6096.0674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29355.172
Iteration 1: (outcome) log likelihood = -28998.364
Iteration 2: (outcome) log likelihood = -28865.313
Iteration 3: (outcome) log likelihood = -28846.444
Iteration 4: (outcome) log likelihood = -28843.752
Iteration 5: (outcome) log likelihood = -28843.223
Iteration 6: (outcome) log likelihood = -28843.11
Iteration 7: (outcome) log likelihood = -28843.089
Iteration 8: (outcome) log likelihood = -28843.085
Iteration 9: (outcome) log likelihood = -28843.083 (not concave)
Iteration 10: (outcome) log likelihood = -28843.083 (not concave)
Iteration 11: (outcome) log likelihood = -28843.083 (not concave)
Iteration 12: (outcome) log likelihood = -28843.083 (not concave)
Iteration 13: (outcome) log likelihood = -28843.083 (not concave)
Iteration 14: (outcome) log likelihood = -28843.083 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34866.401
Iteration 1: (EM) log likelihood = -34676.353
Iteration 2: (EM) log likelihood = -34221.32
Iteration 3: (EM) log likelihood = -33351.146
Iteration 4: (EM) log likelihood = -32321.275
Iteration 5: (EM) log likelihood = -31497.587
Iteration 6: (EM) log likelihood = -30898.462
Iteration 7: (EM) log likelihood = -30480.145
Iteration 8: (EM) log likelihood = -30198.039
Iteration 9: (EM) log likelihood = -30002.012
Iteration 10: (EM) log likelihood = -29855.927
Iteration 11: (EM) log likelihood = -29742.341
Iteration 12: (EM) log likelihood = -29650.585
Iteration 13: (EM) log likelihood = -29573.722
Iteration 14: (EM) log likelihood = -29505.982
Iteration 15: (EM) log likelihood = -29444.892
Iteration 16: (EM) log likelihood = -29389.948
Iteration 17: (EM) log likelihood = -29342.237
Iteration 18: (EM) log likelihood = -29302.221
Iteration 19: (EM) log likelihood = -29269.066
Iteration 20: (EM) log likelihood = -29239.368
Iteration 21: (EM) log likelihood = -29215.447
Iteration 22: (EM) log likelihood = -29200.49
Iteration 23: (EM) log likelihood = -29187.738
Iteration 24: (EM) log likelihood = -29177.461
Iteration 25: (EM) log likelihood = -29171.736
Iteration 26: (EM) log likelihood = -29166.358
Iteration 27: (EM) log likelihood = -29163.521
Iteration 28: (EM) log likelihood = -29161.307
Iteration 29: (EM) log likelihood = -29158.802
Iteration 30: (EM) log likelihood = -29156.515
Iteration 31: (EM) log likelihood = -29152.837
Iteration 32: (EM) log likelihood = -29152.213
Iteration 33: (EM) log likelihood = -29149.796
Iteration 34: (EM) log likelihood = -29145.828
Iteration 35: (EM) log likelihood = -29142.223
Iteration 36: (EM) log likelihood = -29140.931
Iteration 37: (EM) log likelihood = -29137.042
Iteration 38: (EM) log likelihood = -29133.542
Iteration 39: (EM) log likelihood = -29131.359
Iteration 40: (EM) log likelihood = -29127.695
Iteration 41: (EM) log likelihood = -29121.436
Iteration 42: (EM) log likelihood = -29117.917
Iteration 43: (EM) log likelihood = -29113.198
Iteration 44: (EM) log likelihood = -29106.628
Iteration 45: (EM) log likelihood = -29096.056
Iteration 46: (EM) log likelihood = -29085.121
Iteration 47: (EM) log likelihood = -29071.674
Iteration 48: (EM) log likelihood = -29050.382
Iteration 49: (EM) log likelihood = -29030.356
Iteration 50: (EM) log likelihood = -29010.056
Iteration 51: (EM) log likelihood = -28987.515
Iteration 52: (EM) log likelihood = -28964.142
Iteration 53: (EM) log likelihood = -28941.608
Iteration 54: (EM) log likelihood = -28920.309
Iteration 55: (EM) log likelihood = -28897.743
Iteration 56: (EM) log likelihood = -28871.85
Iteration 57: (EM) log likelihood = -28853.207
Iteration 58: (EM) log likelihood = -28835.772
Iteration 59: (EM) log likelihood = -28818.545
Iteration 60: (EM) log likelihood = -28803.119
Iteration 61: (EM) log likelihood = -28789.145
Iteration 62: (EM) log likelihood = -28775.979
Iteration 63: (EM) log likelihood = -28763.348
Iteration 64: (EM) log likelihood = -28748.732
Iteration 65: (EM) log likelihood = -28736.39
Iteration 66: (EM) log likelihood = -28725.379
Iteration 67: (EM) log likelihood = -28715.768
Iteration 68: (EM) log likelihood = -28706.35
Iteration 69: (EM) log likelihood = -28697.466
Iteration 70: (EM) log likelihood = -28686.986
Iteration 71: (EM) log likelihood = -28675.888
Iteration 72: (EM) log likelihood = -28668.108
Iteration 73: (EM) log likelihood = -28660.608
Iteration 74: (EM) log likelihood = -28652.989
Iteration 75: (EM) log likelihood = -28645.862
Iteration 76: (EM) log likelihood = -28639.198
Iteration 77: (EM) log likelihood = -28631.069
Iteration 78: (EM) log likelihood = -28624.749
Iteration 79: (EM) log likelihood = -28616.155
Iteration 80: (EM) log likelihood = -28610.723
Iteration 81: (EM) log likelihood = -28605.494
Iteration 82: (EM) log likelihood = -28600.008
Iteration 83: (EM) log likelihood = -28595.419
Iteration 84: (EM) log likelihood = -28590.286
Iteration 85: (EM) log likelihood = -28588.66
Iteration 86: (EM) log likelihood = -28581.301
Iteration 87: (EM) log likelihood = -28576.036
Iteration 88: (EM) log likelihood = -28571.221
Iteration 89: (EM) log likelihood = -28566.73
Iteration 90: (EM) log likelihood = -28562.424
Iteration 91: (EM) log likelihood = -28556.243
Iteration 92: (EM) log likelihood = -28549.975
Iteration 93: (EM) log likelihood = -28545.071
Iteration 94: (EM) log likelihood = -28540.15
Iteration 95: (EM) log likelihood = -28534.029
Iteration 96: (EM) log likelihood = -28528.623
Iteration 97: (EM) log likelihood = -28523.423
Iteration 98: (EM) log likelihood = -28519.939
Iteration 99: (EM) log likelihood = -28515.809
Iteration 100: (EM) log likelihood = -28507.157
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.2067
Iteration 1: (class) log likelihood = -6097.2067
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29802.972
Iteration 1: (outcome) log likelihood = -29095.452
Iteration 2: (outcome) log likelihood = -28896.882
Iteration 3: (outcome) log likelihood = -28862.03
Iteration 4: (outcome) log likelihood = -28856.485
Iteration 5: (outcome) log likelihood = -28855.386
Iteration 6: (outcome) log likelihood = -28855.121
Iteration 7: (outcome) log likelihood = -28855.068
Iteration 8: (outcome) log likelihood = -28855.059
Iteration 9: (outcome) log likelihood = -28855.057
Iteration 10: (outcome) log likelihood = -28855.057 (not concave)
Iteration 11: (outcome) log likelihood = -28855.057 (not concave)
Iteration 12: (outcome) log likelihood = -28855.057 (not concave)
Iteration 13: (outcome) log likelihood = -28855.057 (not concave)
Iteration 14: (outcome) log likelihood = -28855.057 (not concave)
Iteration 15: (outcome) log likelihood = -28855.057 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34868.398
Iteration 1: (EM) log likelihood = -34619.364
Iteration 2: (EM) log likelihood = -34059.478
Iteration 3: (EM) log likelihood = -33122.355
Iteration 4: (EM) log likelihood = -32219.485
Iteration 5: (EM) log likelihood = -31567.977
Iteration 6: (EM) log likelihood = -31053.92
Iteration 7: (EM) log likelihood = -30635.274
Iteration 8: (EM) log likelihood = -30290.106
Iteration 9: (EM) log likelihood = -30011.733
Iteration 10: (EM) log likelihood = -29797.315
Iteration 11: (EM) log likelihood = -29636.562
Iteration 12: (EM) log likelihood = -29509.678
Iteration 13: (EM) log likelihood = -29402.115
Iteration 14: (EM) log likelihood = -29310.989
Iteration 15: (EM) log likelihood = -29231.499
Iteration 16: (EM) log likelihood = -29165.433
Iteration 17: (EM) log likelihood = -29110.395
Iteration 18: (EM) log likelihood = -29064.979
Iteration 19: (EM) log likelihood = -29027.088
Iteration 20: (EM) log likelihood = -28995.875
Iteration 21: (EM) log likelihood = -28967.34
Iteration 22: (EM) log likelihood = -28940.328
Iteration 23: (EM) log likelihood = -28917.912
Iteration 24: (EM) log likelihood = -28893.635
Iteration 25: (EM) log likelihood = -28871.544
Iteration 26: (EM) log likelihood = -28851.331
Iteration 27: (EM) log likelihood = -28832.598
Iteration 28: (EM) log likelihood = -28814.857
Iteration 29: (EM) log likelihood = -28797.623
Iteration 30: (EM) log likelihood = -28783.261
Iteration 31: (EM) log likelihood = -28771.004
Iteration 32: (EM) log likelihood = -28758.32
Iteration 33: (EM) log likelihood = -28748.677
Iteration 34: (EM) log likelihood = -28739.872
Iteration 35: (EM) log likelihood = -28731.05
Iteration 36: (EM) log likelihood = -28723.067
Iteration 37: (EM) log likelihood = -28714.707
Iteration 38: (EM) log likelihood = -28709.106
Iteration 39: (EM) log likelihood = -28704.341
Iteration 40: (EM) log likelihood = -28698.813
Iteration 41: (EM) log likelihood = -28691.489
Iteration 42: (EM) log likelihood = -28688.384
Iteration 43: (EM) log likelihood = -28684.37
Iteration 44: (EM) log likelihood = -28681.188
Iteration 45: (EM) log likelihood = -28677.458
Iteration 46: (EM) log likelihood = -28674.417
Iteration 47: (EM) log likelihood = -28672.183
Iteration 48: (EM) log likelihood = -28670.733
Iteration 49: (EM) log likelihood = -28668.378
Iteration 50: (EM) log likelihood = -28666.325
Iteration 51: (EM) log likelihood = -28664.522
Iteration 52: (EM) log likelihood = -28662.751
Iteration 53: (EM) log likelihood = -28661.84
Iteration 54: (EM) log likelihood = -28660.562
Iteration 55: (EM) log likelihood = -28659.838
Iteration 56: (EM) log likelihood = -28659.576
Iteration 57: (EM) log likelihood = -28658.467
Iteration 58: (EM) log likelihood = -28657.529
Iteration 59: (EM) log likelihood = -28655.883
Iteration 60: (EM) log likelihood = -28654.658
Iteration 61: (EM) log likelihood = -28653.727
Iteration 62: (EM) log likelihood = -28653.662
Iteration 63: (EM) log likelihood = -28650.729
Iteration 64: (EM) log likelihood = -28650.843
Iteration 65: (EM) log likelihood = -28651.08
Iteration 66: (EM) log likelihood = -28650.741
Iteration 67: (EM) log likelihood = -28650.806
Iteration 68: (EM) log likelihood = -28650.882
Iteration 69: (EM) log likelihood = -28650.555
Iteration 70: (EM) log likelihood = -28649.937
Iteration 71: (EM) log likelihood = -28649.551
Iteration 72: (EM) log likelihood = -28649.355
Iteration 73: (EM) log likelihood = -28649.116
Iteration 74: (EM) log likelihood = -28649.08
Iteration 75: (EM) log likelihood = -28648.826
Iteration 76: (EM) log likelihood = -28648.555
Iteration 77: (EM) log likelihood = -28648.699
Iteration 78: (EM) log likelihood = -28648.608
Iteration 79: (EM) log likelihood = -28648.309
Iteration 80: (EM) log likelihood = -28648.382
Iteration 81: (EM) log likelihood = -28648.14
Iteration 82: (EM) log likelihood = -28647.676
Iteration 83: (EM) log likelihood = -28648.03
Iteration 84: (EM) log likelihood = -28647.907
Iteration 85: (EM) log likelihood = -28647.801
Iteration 86: (EM) log likelihood = -28647.804
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.576
Iteration 1: (class) log likelihood = -6097.576
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29127.449
Iteration 1: (outcome) log likelihood = -28958.797
Iteration 2: (outcome) log likelihood = -28888.21
Iteration 3: (outcome) log likelihood = -28881.173
Iteration 4: (outcome) log likelihood = -28880.567
Iteration 5: (outcome) log likelihood = -28880.472
Iteration 6: (outcome) log likelihood = -28880.457
Iteration 7: (outcome) log likelihood = -28880.453
Iteration 8: (outcome) log likelihood = -28880.452
Iteration 9: (outcome) log likelihood = -28880.452
Iteration 10: (outcome) log likelihood = -28880.452 (not concave)
Iteration 11: (outcome) log likelihood = -28880.452 (not concave)
Iteration 12: (outcome) log likelihood = -28880.452 (not concave)
Iteration 13: (outcome) log likelihood = -28880.452 (not concave)
Iteration 14: (outcome) log likelihood = -28880.452 (not concave)
Iteration 15: (outcome) log likelihood = -28880.452 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34925.819
Iteration 1: (EM) log likelihood = -34779.949
Iteration 2: (EM) log likelihood = -34419.157
Iteration 3: (EM) log likelihood = -33560.018
Iteration 4: (EM) log likelihood = -32418.259
Iteration 5: (EM) log likelihood = -31562.928
Iteration 6: (EM) log likelihood = -30932.963
Iteration 7: (EM) log likelihood = -30445.706
Iteration 8: (EM) log likelihood = -30092.243
Iteration 9: (EM) log likelihood = -29845.596
Iteration 10: (EM) log likelihood = -29662.518
Iteration 11: (EM) log likelihood = -29513.687
Iteration 12: (EM) log likelihood = -29375.372
Iteration 13: (EM) log likelihood = -29248.19
Iteration 14: (EM) log likelihood = -29141.55
Iteration 15: (EM) log likelihood = -29051.316
Iteration 16: (EM) log likelihood = -28984.817
Iteration 17: (EM) log likelihood = -28930.475
Iteration 18: (EM) log likelihood = -28890.073
Iteration 19: (EM) log likelihood = -28857.932
Iteration 20: (EM) log likelihood = -28832.41
Iteration 21: (EM) log likelihood = -28811.269
Iteration 22: (EM) log likelihood = -28794.645
Iteration 23: (EM) log likelihood = -28781.029
Iteration 24: (EM) log likelihood = -28768.766
Iteration 25: (EM) log likelihood = -28758.062
Iteration 26: (EM) log likelihood = -28750.218
Iteration 27: (EM) log likelihood = -28743.153
Iteration 28: (EM) log likelihood = -28735.975
Iteration 29: (EM) log likelihood = -28728.48
Iteration 30: (EM) log likelihood = -28722.013
Iteration 31: (EM) log likelihood = -28717.229
Iteration 32: (EM) log likelihood = -28712.188
Iteration 33: (EM) log likelihood = -28708.036
Iteration 34: (EM) log likelihood = -28702.645
Iteration 35: (EM) log likelihood = -28697.463
Iteration 36: (EM) log likelihood = -28694.123
Iteration 37: (EM) log likelihood = -28689.292
Iteration 38: (EM) log likelihood = -28686.094
Iteration 39: (EM) log likelihood = -28683.222
Iteration 40: (EM) log likelihood = -28676.105
Iteration 41: (EM) log likelihood = -28670.548
Iteration 42: (EM) log likelihood = -28669.156
Iteration 43: (EM) log likelihood = -28666.828
Iteration 44: (EM) log likelihood = -28664.524
Iteration 45: (EM) log likelihood = -28660.806
Iteration 46: (EM) log likelihood = -28657.906
Iteration 47: (EM) log likelihood = -28655.376
Iteration 48: (EM) log likelihood = -28653.195
Iteration 49: (EM) log likelihood = -28650.879
Iteration 50: (EM) log likelihood = -28649.352
Iteration 51: (EM) log likelihood = -28647.504
Iteration 52: (EM) log likelihood = -28645.438
Iteration 53: (EM) log likelihood = -28643.33
Iteration 54: (EM) log likelihood = -28640.605
Iteration 55: (EM) log likelihood = -28637.08
Iteration 56: (EM) log likelihood = -28633.458
Iteration 57: (EM) log likelihood = -28629.25
Iteration 58: (EM) log likelihood = -28627.315
Iteration 59: (EM) log likelihood = -28625.766
Iteration 60: (EM) log likelihood = -28623.467
Iteration 61: (EM) log likelihood = -28620.083
Iteration 62: (EM) log likelihood = -28617.17
Iteration 63: (EM) log likelihood = -28614.559
Iteration 64: (EM) log likelihood = -28612
Iteration 65: (EM) log likelihood = -28609.748
Iteration 66: (EM) log likelihood = -28607.201
Iteration 67: (EM) log likelihood = -28605.269
Iteration 68: (EM) log likelihood = -28603.2
Iteration 69: (EM) log likelihood = -28600.413
Iteration 70: (EM) log likelihood = -28598.326
Iteration 71: (EM) log likelihood = -28596.275
Iteration 72: (EM) log likelihood = -28594.073
Iteration 73: (EM) log likelihood = -28592.805
Iteration 74: (EM) log likelihood = -28591.185
Iteration 75: (EM) log likelihood = -28589.358
Iteration 76: (EM) log likelihood = -28585.711
Iteration 77: (EM) log likelihood = -28583.714
Iteration 78: (EM) log likelihood = -28582.346
Iteration 79: (EM) log likelihood = -28580.886
Iteration 80: (EM) log likelihood = -28577.1
Iteration 81: (EM) log likelihood = -28574.846
Iteration 82: (EM) log likelihood = -28572.969
Iteration 83: (EM) log likelihood = -28571.685
Iteration 84: (EM) log likelihood = -28570.077
Iteration 85: (EM) log likelihood = -28567.984
Iteration 86: (EM) log likelihood = -28566.549
Iteration 87: (EM) log likelihood = -28565.57
Iteration 88: (EM) log likelihood = -28563.577
Iteration 89: (EM) log likelihood = -28562.084
Iteration 90: (EM) log likelihood = -28561.272
Iteration 91: (EM) log likelihood = -28559.993
Iteration 92: (EM) log likelihood = -28558.032
Iteration 93: (EM) log likelihood = -28557.1
Iteration 94: (EM) log likelihood = -28556.228
Iteration 95: (EM) log likelihood = -28554.638
Iteration 96: (EM) log likelihood = -28553.961
Iteration 97: (EM) log likelihood = -28552.741
Iteration 98: (EM) log likelihood = -28551.705
Iteration 99: (EM) log likelihood = -28552.769
Iteration 100: (EM) log likelihood = -28550.877
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6098.057
Iteration 1: (class) log likelihood = -6098.057
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29795.343
Iteration 1: (outcome) log likelihood = -29068.255
Iteration 2: (outcome) log likelihood = -28901.504
Iteration 3: (outcome) log likelihood = -28873.917
Iteration 4: (outcome) log likelihood = -28868.789
Iteration 5: (outcome) log likelihood = -28867.603
Iteration 6: (outcome) log likelihood = -28867.359
Iteration 7: (outcome) log likelihood = -28867.319
Iteration 8: (outcome) log likelihood = -28867.31
Iteration 9: (outcome) log likelihood = -28867.308 (not concave)
Iteration 10: (outcome) log likelihood = -28867.308 (not concave)
Iteration 11: (outcome) log likelihood = -28867.308 (not concave)
Iteration 12: (outcome) log likelihood = -28867.308 (not concave)
Iteration 13: (outcome) log likelihood = -28867.308 (not concave)
Iteration 14: (outcome) log likelihood = -28867.308 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34911.1
Iteration 1: (EM) log likelihood = -34724.569
Iteration 2: (EM) log likelihood = -34342.667
Iteration 3: (EM) log likelihood = -33726.997
Iteration 4: (EM) log likelihood = -32918.356
Iteration 5: (EM) log likelihood = -32165.808
Iteration 6: (EM) log likelihood = -31559.4
Iteration 7: (EM) log likelihood = -31066.342
Iteration 8: (EM) log likelihood = -30676.601
Iteration 9: (EM) log likelihood = -30345.952
Iteration 10: (EM) log likelihood = -30047.478
Iteration 11: (EM) log likelihood = -29800.697
Iteration 12: (EM) log likelihood = -29607.491
Iteration 13: (EM) log likelihood = -29468.788
Iteration 14: (EM) log likelihood = -29363.918
Iteration 15: (EM) log likelihood = -29304.519
Iteration 16: (EM) log likelihood = -29264.109
Iteration 17: (EM) log likelihood = -29237.646
Iteration 18: (EM) log likelihood = -29218.201
Iteration 19: (EM) log likelihood = -29204.736
Iteration 20: (EM) log likelihood = -29190.939
Iteration 21: (EM) log likelihood = -29180.346
Iteration 22: (EM) log likelihood = -29171.474
Iteration 23: (EM) log likelihood = -29162.776
Iteration 24: (EM) log likelihood = -29154.844
Iteration 25: (EM) log likelihood = -29147.206
Iteration 26: (EM) log likelihood = -29139.185
Iteration 27: (EM) log likelihood = -29132.927
Iteration 28: (EM) log likelihood = -29123.581
Iteration 29: (EM) log likelihood = -29114.452
Iteration 30: (EM) log likelihood = -29107.473
Iteration 31: (EM) log likelihood = -29097.942
Iteration 32: (EM) log likelihood = -29088.576
Iteration 33: (EM) log likelihood = -29078.683
Iteration 34: (EM) log likelihood = -29068.169
Iteration 35: (EM) log likelihood = -29056.504
Iteration 36: (EM) log likelihood = -29046.025
Iteration 37: (EM) log likelihood = -29035.764
Iteration 38: (EM) log likelihood = -29025.719
Iteration 39: (EM) log likelihood = -29016.165
Iteration 40: (EM) log likelihood = -29006.327
Iteration 41: (EM) log likelihood = -28998.031
Iteration 42: (EM) log likelihood = -28988.949
Iteration 43: (EM) log likelihood = -28977.049
Iteration 44: (EM) log likelihood = -28965.334
Iteration 45: (EM) log likelihood = -28952.81
Iteration 46: (EM) log likelihood = -28941.944
Iteration 47: (EM) log likelihood = -28929.768
Iteration 48: (EM) log likelihood = -28919.067
Iteration 49: (EM) log likelihood = -28910.27
Iteration 50: (EM) log likelihood = -28902.855
Iteration 51: (EM) log likelihood = -28893.412
Iteration 52: (EM) log likelihood = -28882.854
Iteration 53: (EM) log likelihood = -28873.36
Iteration 54: (EM) log likelihood = -28865.254
Iteration 55: (EM) log likelihood = -28855.438
Iteration 56: (EM) log likelihood = -28848.005
Iteration 57: (EM) log likelihood = -28834.359
Iteration 58: (EM) log likelihood = -28824.941
Iteration 59: (EM) log likelihood = -28818.019
Iteration 60: (EM) log likelihood = -28807.292
Iteration 61: (EM) log likelihood = -28797.627
Iteration 62: (EM) log likelihood = -28792.094
Iteration 63: (EM) log likelihood = -28783.905
Iteration 64: (EM) log likelihood = -28774.804
Iteration 65: (EM) log likelihood = -28763.814
Iteration 66: (EM) log likelihood = -28754.982
Iteration 67: (EM) log likelihood = -28748.001
Iteration 68: (EM) log likelihood = -28741.198
Iteration 69: (EM) log likelihood = -28733.836
Iteration 70: (EM) log likelihood = -28725.462
Iteration 71: (EM) log likelihood = -28718.824
Iteration 72: (EM) log likelihood = -28714.713
Iteration 73: (EM) log likelihood = -28705.476
Iteration 74: (EM) log likelihood = -28695.338
Iteration 75: (EM) log likelihood = -28689.942
Iteration 76: (EM) log likelihood = -28684.129
Iteration 77: (EM) log likelihood = -28676.932
Iteration 78: (EM) log likelihood = -28671.764
Iteration 79: (EM) log likelihood = -28665.518
Iteration 80: (EM) log likelihood = -28660.009
Iteration 81: (EM) log likelihood = -28654.632
Iteration 82: (EM) log likelihood = -28647.059
Iteration 83: (EM) log likelihood = -28640.665
Iteration 84: (EM) log likelihood = -28633.263
Iteration 85: (EM) log likelihood = -28628.819
Iteration 86: (EM) log likelihood = -28624.413
Iteration 87: (EM) log likelihood = -28620.008
Iteration 88: (EM) log likelihood = -28615.61
Iteration 89: (EM) log likelihood = -28607.353
Iteration 90: (EM) log likelihood = -28602.431
Iteration 91: (EM) log likelihood = -28597.684
Iteration 92: (EM) log likelihood = -28590.493
Iteration 93: (EM) log likelihood = -28584.173
Iteration 94: (EM) log likelihood = -28578.793
Iteration 95: (EM) log likelihood = -28571.939
Iteration 96: (EM) log likelihood = -28563.997
Iteration 97: (EM) log likelihood = -28560.425
Iteration 98: (EM) log likelihood = -28557.144
Iteration 99: (EM) log likelihood = -28551.885
Iteration 100: (EM) log likelihood = -28549.171
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6090.2515
Iteration 1: (class) log likelihood = -6090.2515
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29565.361
Iteration 1: (outcome) log likelihood = -29030.567
Iteration 2: (outcome) log likelihood = -28905.628
Iteration 3: (outcome) log likelihood = -28881.541
Iteration 4: (outcome) log likelihood = -28877.898
Iteration 5: (outcome) log likelihood = -28877.251
Iteration 6: (outcome) log likelihood = -28877.099
Iteration 7: (outcome) log likelihood = -28877.068
Iteration 8: (outcome) log likelihood = -28877.063
Iteration 9: (outcome) log likelihood = -28877.062
Iteration 10: (outcome) log likelihood = -28877.062 (not concave)
Iteration 11: (outcome) log likelihood = -28877.062 (not concave)
Iteration 12: (outcome) log likelihood = -28877.062 (not concave)
Iteration 13: (outcome) log likelihood = -28877.062 (not concave)
Iteration 14: (outcome) log likelihood = -28877.062 (not concave)
Iteration 15: (outcome) log likelihood = -28877.062 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34908.024
Iteration 1: (EM) log likelihood = -34722.239
Iteration 2: (EM) log likelihood = -34292.592
Iteration 3: (EM) log likelihood = -33427.752
Iteration 4: (EM) log likelihood = -32296.532
Iteration 5: (EM) log likelihood = -31378.615
Iteration 6: (EM) log likelihood = -30825.124
Iteration 7: (EM) log likelihood = -30525.405
Iteration 8: (EM) log likelihood = -30345.914
Iteration 9: (EM) log likelihood = -30218.027
Iteration 10: (EM) log likelihood = -30103.902
Iteration 11: (EM) log likelihood = -29978.372
Iteration 12: (EM) log likelihood = -29840.593
Iteration 13: (EM) log likelihood = -29692.576
Iteration 14: (EM) log likelihood = -29550.534
Iteration 15: (EM) log likelihood = -29424.425
Iteration 16: (EM) log likelihood = -29317.236
Iteration 17: (EM) log likelihood = -29227.239
Iteration 18: (EM) log likelihood = -29154.069
Iteration 19: (EM) log likelihood = -29098.888
Iteration 20: (EM) log likelihood = -29056.375
Iteration 21: (EM) log likelihood = -29024.669
Iteration 22: (EM) log likelihood = -28998.871
Iteration 23: (EM) log likelihood = -28979.476
Iteration 24: (EM) log likelihood = -28963.444
Iteration 25: (EM) log likelihood = -28950.075
Iteration 26: (EM) log likelihood = -28937.873
Iteration 27: (EM) log likelihood = -28927.14
Iteration 28: (EM) log likelihood = -28917.497
Iteration 29: (EM) log likelihood = -28908.479
Iteration 30: (EM) log likelihood = -28899.7
Iteration 31: (EM) log likelihood = -28891.508
Iteration 32: (EM) log likelihood = -28883.428
Iteration 33: (EM) log likelihood = -28875.756
Iteration 34: (EM) log likelihood = -28867.613
Iteration 35: (EM) log likelihood = -28859.979
Iteration 36: (EM) log likelihood = -28852.572
Iteration 37: (EM) log likelihood = -28845.444
Iteration 38: (EM) log likelihood = -28838.897
Iteration 39: (EM) log likelihood = -28832.98
Iteration 40: (EM) log likelihood = -28828.929
Iteration 41: (EM) log likelihood = -28824.12
Iteration 42: (EM) log likelihood = -28820.926
Iteration 43: (EM) log likelihood = -28818.134
Iteration 44: (EM) log likelihood = -28815.019
Iteration 45: (EM) log likelihood = -28812.609
Iteration 46: (EM) log likelihood = -28809.541
Iteration 47: (EM) log likelihood = -28807.278
Iteration 48: (EM) log likelihood = -28803.665
Iteration 49: (EM) log likelihood = -28801.476
Iteration 50: (EM) log likelihood = -28799.527
Iteration 51: (EM) log likelihood = -28797.333
Iteration 52: (EM) log likelihood = -28795.542
Iteration 53: (EM) log likelihood = -28792.59
Iteration 54: (EM) log likelihood = -28790.281
Iteration 55: (EM) log likelihood = -28787.98
Iteration 56: (EM) log likelihood = -28784.019
Iteration 57: (EM) log likelihood = -28782.133
Iteration 58: (EM) log likelihood = -28781.127
Iteration 59: (EM) log likelihood = -28778.491
Iteration 60: (EM) log likelihood = -28775.823
Iteration 61: (EM) log likelihood = -28773.516
Iteration 62: (EM) log likelihood = -28770.485
Iteration 63: (EM) log likelihood = -28768.839
Iteration 64: (EM) log likelihood = -28765.99
Iteration 65: (EM) log likelihood = -28761.339
Iteration 66: (EM) log likelihood = -28758.266
Iteration 67: (EM) log likelihood = -28755.452
Iteration 68: (EM) log likelihood = -28752.093
Iteration 69: (EM) log likelihood = -28747.681
Iteration 70: (EM) log likelihood = -28742.306
Iteration 71: (EM) log likelihood = -28737.778
Iteration 72: (EM) log likelihood = -28728.769
Iteration 73: (EM) log likelihood = -28724.655
Iteration 74: (EM) log likelihood = -28719.645
Iteration 75: (EM) log likelihood = -28715.332
Iteration 76: (EM) log likelihood = -28711.457
Iteration 77: (EM) log likelihood = -28707.964
Iteration 78: (EM) log likelihood = -28705.591
Iteration 79: (EM) log likelihood = -28702.346
Iteration 80: (EM) log likelihood = -28699.606
Iteration 81: (EM) log likelihood = -28694.553
Iteration 82: (EM) log likelihood = -28692.394
Iteration 83: (EM) log likelihood = -28691.398
Iteration 84: (EM) log likelihood = -28689.94
Iteration 85: (EM) log likelihood = -28687.9
Iteration 86: (EM) log likelihood = -28687.139
Iteration 87: (EM) log likelihood = -28685.659
Iteration 88: (EM) log likelihood = -28684.819
Iteration 89: (EM) log likelihood = -28683.969
Iteration 90: (EM) log likelihood = -28682.869
Iteration 91: (EM) log likelihood = -28682.619
Iteration 92: (EM) log likelihood = -28681.952
Iteration 93: (EM) log likelihood = -28680.606
Iteration 94: (EM) log likelihood = -28681.14
Iteration 95: (EM) log likelihood = -28681.147
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1014
Iteration 1: (class) log likelihood = -6097.1014
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29121.363
Iteration 1: (outcome) log likelihood = -28896.544
Iteration 2: (outcome) log likelihood = -28873.007
Iteration 3: (outcome) log likelihood = -28871.548
Iteration 4: (outcome) log likelihood = -28871.25
Iteration 5: (outcome) log likelihood = -28871.193
Iteration 6: (outcome) log likelihood = -28871.181
Iteration 7: (outcome) log likelihood = -28871.178
Iteration 8: (outcome) log likelihood = -28871.177
Iteration 9: (outcome) log likelihood = -28871.177 (not concave)
Iteration 10: (outcome) log likelihood = -28871.177 (not concave)
Iteration 11: (outcome) log likelihood = -28871.177 (not concave)
Iteration 12: (outcome) log likelihood = -28871.177 (not concave)
Iteration 13: (outcome) log likelihood = -28871.177 (not concave)
Iteration 14: (outcome) log likelihood = -28871.177 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34916.729
Iteration 1: (EM) log likelihood = -34736.883
Iteration 2: (EM) log likelihood = -34171.646
Iteration 3: (EM) log likelihood = -32998.096
Iteration 4: (EM) log likelihood = -31955.16
Iteration 5: (EM) log likelihood = -31379.705
Iteration 6: (EM) log likelihood = -31023.708
Iteration 7: (EM) log likelihood = -30762.723
Iteration 8: (EM) log likelihood = -30553.421
Iteration 9: (EM) log likelihood = -30360.322
Iteration 10: (EM) log likelihood = -30160.421
Iteration 11: (EM) log likelihood = -29960.928
Iteration 12: (EM) log likelihood = -29797.105
Iteration 13: (EM) log likelihood = -29670.864
Iteration 14: (EM) log likelihood = -29575.55
Iteration 15: (EM) log likelihood = -29501.135
Iteration 16: (EM) log likelihood = -29441.838
Iteration 17: (EM) log likelihood = -29391.325
Iteration 18: (EM) log likelihood = -29344.83
Iteration 19: (EM) log likelihood = -29304.415
Iteration 20: (EM) log likelihood = -29265.132
Iteration 21: (EM) log likelihood = -29228.941
Iteration 22: (EM) log likelihood = -29194.807
Iteration 23: (EM) log likelihood = -29162.543
Iteration 24: (EM) log likelihood = -29132.528
Iteration 25: (EM) log likelihood = -29103.801
Iteration 26: (EM) log likelihood = -29077.272
Iteration 27: (EM) log likelihood = -29051.306
Iteration 28: (EM) log likelihood = -29026.125
Iteration 29: (EM) log likelihood = -29003.625
Iteration 30: (EM) log likelihood = -28980.91
Iteration 31: (EM) log likelihood = -28958.449
Iteration 32: (EM) log likelihood = -28936.996
Iteration 33: (EM) log likelihood = -28917.048
Iteration 34: (EM) log likelihood = -28895.702
Iteration 35: (EM) log likelihood = -28875.669
Iteration 36: (EM) log likelihood = -28856.17
Iteration 37: (EM) log likelihood = -28838.528
Iteration 38: (EM) log likelihood = -28821.051
Iteration 39: (EM) log likelihood = -28805.217
Iteration 40: (EM) log likelihood = -28790.376
Iteration 41: (EM) log likelihood = -28775.378
Iteration 42: (EM) log likelihood = -28757.563
Iteration 43: (EM) log likelihood = -28744.301
Iteration 44: (EM) log likelihood = -28733.403
Iteration 45: (EM) log likelihood = -28719.185
Iteration 46: (EM) log likelihood = -28707.595
Iteration 47: (EM) log likelihood = -28695.655
Iteration 48: (EM) log likelihood = -28682.584
Iteration 49: (EM) log likelihood = -28670.72
Iteration 50: (EM) log likelihood = -28659.598
Iteration 51: (EM) log likelihood = -28648.083
Iteration 52: (EM) log likelihood = -28635.767
Iteration 53: (EM) log likelihood = -28624.461
Iteration 54: (EM) log likelihood = -28616.11
Iteration 55: (EM) log likelihood = -28607.128
Iteration 56: (EM) log likelihood = -28597.279
Iteration 57: (EM) log likelihood = -28589.222
Iteration 58: (EM) log likelihood = -28581.158
Iteration 59: (EM) log likelihood = -28572.253
Iteration 60: (EM) log likelihood = -28565.17
Iteration 61: (EM) log likelihood = -28553.349
Iteration 62: (EM) log likelihood = -28544.735
Iteration 63: (EM) log likelihood = -28536.851
Iteration 64: (EM) log likelihood = -28529.857
Iteration 65: (EM) log likelihood = -28521.31
Iteration 66: (EM) log likelihood = -28514.061
Iteration 67: (EM) log likelihood = -28508.689
Iteration 68: (EM) log likelihood = -28502.016
Iteration 69: (EM) log likelihood = -28496.998
Iteration 70: (EM) log likelihood = -28490.096
Iteration 71: (EM) log likelihood = -28483.624
Iteration 72: (EM) log likelihood = -28479.669
Iteration 73: (EM) log likelihood = -28473.42
Iteration 74: (EM) log likelihood = -28470.521
Iteration 75: (EM) log likelihood = -28464.631
Iteration 76: (EM) log likelihood = -28460.799
Iteration 77: (EM) log likelihood = -28453.785
Iteration 78: (EM) log likelihood = -28449.106
Iteration 79: (EM) log likelihood = -28444.061
Iteration 80: (EM) log likelihood = -28437.864
Iteration 81: (EM) log likelihood = -28434.458
Iteration 82: (EM) log likelihood = -28427.792
Iteration 83: (EM) log likelihood = -28422.403
Iteration 84: (EM) log likelihood = -28417.355
Iteration 85: (EM) log likelihood = -28412.366
Iteration 86: (EM) log likelihood = -28408.999
Iteration 87: (EM) log likelihood = -28402.115
Iteration 88: (EM) log likelihood = -28396.691
Iteration 89: (EM) log likelihood = -28393.01
Iteration 90: (EM) log likelihood = -28385.095
Iteration 91: (EM) log likelihood = -28381.219
Iteration 92: (EM) log likelihood = -28376.466
Iteration 93: (EM) log likelihood = -28375.086
Iteration 94: (EM) log likelihood = -28369.216
Iteration 95: (EM) log likelihood = -28364.439
Iteration 96: (EM) log likelihood = -28361.208
Iteration 97: (EM) log likelihood = -28357.424
Iteration 98: (EM) log likelihood = -28353.012
Iteration 99: (EM) log likelihood = -28348.219
Iteration 100: (EM) log likelihood = -28344.889
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6092.498
Iteration 1: (class) log likelihood = -6092.498
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29866.387
Iteration 1: (outcome) log likelihood = -29033.196
Iteration 2: (outcome) log likelihood = -28901.328
Iteration 3: (outcome) log likelihood = -28876.073
Iteration 4: (outcome) log likelihood = -28870.806
Iteration 5: (outcome) log likelihood = -28869.67
Iteration 6: (outcome) log likelihood = -28869.476
Iteration 7: (outcome) log likelihood = -28869.431
Iteration 8: (outcome) log likelihood = -28869.42
Iteration 9: (outcome) log likelihood = -28869.418 (not concave)
Iteration 10: (outcome) log likelihood = -28869.418 (not concave)
Iteration 11: (outcome) log likelihood = -28869.418 (not concave)
Iteration 12: (outcome) log likelihood = -28869.418 (not concave)
Iteration 13: (outcome) log likelihood = -28869.418 (not concave)
Iteration 14: (outcome) log likelihood = -28869.418 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34920.271
Iteration 1: (EM) log likelihood = -34772.324
Iteration 2: (EM) log likelihood = -34347.353
Iteration 3: (EM) log likelihood = -33523.898
Iteration 4: (EM) log likelihood = -32557.837
Iteration 5: (EM) log likelihood = -31733.998
Iteration 6: (EM) log likelihood = -31080.377
Iteration 7: (EM) log likelihood = -30583.644
Iteration 8: (EM) log likelihood = -30218.815
Iteration 9: (EM) log likelihood = -29956.457
Iteration 10: (EM) log likelihood = -29769.423
Iteration 11: (EM) log likelihood = -29637.575
Iteration 12: (EM) log likelihood = -29543.377
Iteration 13: (EM) log likelihood = -29470.612
Iteration 14: (EM) log likelihood = -29409.278
Iteration 15: (EM) log likelihood = -29361.29
Iteration 16: (EM) log likelihood = -29318.837
Iteration 17: (EM) log likelihood = -29279.572
Iteration 18: (EM) log likelihood = -29242.071
Iteration 19: (EM) log likelihood = -29207.67
Iteration 20: (EM) log likelihood = -29174.193
Iteration 21: (EM) log likelihood = -29140.114
Iteration 22: (EM) log likelihood = -29107.148
Iteration 23: (EM) log likelihood = -29077.038
Iteration 24: (EM) log likelihood = -29046.497
Iteration 25: (EM) log likelihood = -29016.831
Iteration 26: (EM) log likelihood = -28984.648
Iteration 27: (EM) log likelihood = -28952.709
Iteration 28: (EM) log likelihood = -28919.878
Iteration 29: (EM) log likelihood = -28885.987
Iteration 30: (EM) log likelihood = -28849.554
Iteration 31: (EM) log likelihood = -28811.574
Iteration 32: (EM) log likelihood = -28771.211
Iteration 33: (EM) log likelihood = -28730.942
Iteration 34: (EM) log likelihood = -28691.634
Iteration 35: (EM) log likelihood = -28656.429
Iteration 36: (EM) log likelihood = -28625.732
Iteration 37: (EM) log likelihood = -28598.285
Iteration 38: (EM) log likelihood = -28571.693
Iteration 39: (EM) log likelihood = -28547.868
Iteration 40: (EM) log likelihood = -28524.353
Iteration 41: (EM) log likelihood = -28501.034
Iteration 42: (EM) log likelihood = -28480.355
Iteration 43: (EM) log likelihood = -28460.116
Iteration 44: (EM) log likelihood = -28441.426
Iteration 45: (EM) log likelihood = -28422.948
Iteration 46: (EM) log likelihood = -28403.062
Iteration 47: (EM) log likelihood = -28382.778
Iteration 48: (EM) log likelihood = -28364.065
Iteration 49: (EM) log likelihood = -28340.42
Iteration 50: (EM) log likelihood = -28320.694
Iteration 51: (EM) log likelihood = -28300.641
Iteration 52: (EM) log likelihood = -28281.911
Iteration 53: (EM) log likelihood = -28263.86
Iteration 54: (EM) log likelihood = -28246.772
Iteration 55: (EM) log likelihood = -28232.748
Iteration 56: (EM) log likelihood = -28218.88
Iteration 57: (EM) log likelihood = -28204.314
Iteration 58: (EM) log likelihood = -28190.386
Iteration 59: (EM) log likelihood = -28176.806
Iteration 60: (EM) log likelihood = -28165.567
Iteration 61: (EM) log likelihood = -28154.784
Iteration 62: (EM) log likelihood = -28145.42
Iteration 63: (EM) log likelihood = -28136.02
Iteration 64: (EM) log likelihood = -28126.029
Iteration 65: (EM) log likelihood = -28117.985
Iteration 66: (EM) log likelihood = -28110.75
Iteration 67: (EM) log likelihood = -28103.445
Iteration 68: (EM) log likelihood = -28096.461
Iteration 69: (EM) log likelihood = -28088.245
Iteration 70: (EM) log likelihood = -28081.478
Iteration 71: (EM) log likelihood = -28074.722
Iteration 72: (EM) log likelihood = -28064.704
Iteration 73: (EM) log likelihood = -28052.584
Iteration 74: (EM) log likelihood = -28040.715
Iteration 75: (EM) log likelihood = -28029.988
Iteration 76: (EM) log likelihood = -28019.772
Iteration 77: (EM) log likelihood = -28010.78
Iteration 78: (EM) log likelihood = -28001.044
Iteration 79: (EM) log likelihood = -27990.618
Iteration 80: (EM) log likelihood = -27981.972
Iteration 81: (EM) log likelihood = -27973.409
Iteration 82: (EM) log likelihood = -27965.284
Iteration 83: (EM) log likelihood = -27958.716
Iteration 84: (EM) log likelihood = -27951.135
Iteration 85: (EM) log likelihood = -27942.703
Iteration 86: (EM) log likelihood = -27935.509
Iteration 87: (EM) log likelihood = -27928.375
Iteration 88: (EM) log likelihood = -27923.091
Iteration 89: (EM) log likelihood = -27917.012
Iteration 90: (EM) log likelihood = -27913.757
Iteration 91: (EM) log likelihood = -27908.036
Iteration 92: (EM) log likelihood = -27903.678
Iteration 93: (EM) log likelihood = -27898.959
Iteration 94: (EM) log likelihood = -27894.573
Iteration 95: (EM) log likelihood = -27891.188
Iteration 96: (EM) log likelihood = -27887.024
Iteration 97: (EM) log likelihood = -27883.901
Iteration 98: (EM) log likelihood = -27880.393
Iteration 99: (EM) log likelihood = -27877.716
Iteration 100: (EM) log likelihood = -27875.388
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5086
Iteration 1: (class) log likelihood = -6097.5086
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.345
Iteration 1: (outcome) log likelihood = -28915.003
Iteration 2: (outcome) log likelihood = -28873.365
Iteration 3: (outcome) log likelihood = -28869.704
Iteration 4: (outcome) log likelihood = -28869.352
Iteration 5: (outcome) log likelihood = -28869.272
Iteration 6: (outcome) log likelihood = -28869.255
Iteration 7: (outcome) log likelihood = -28869.252
Iteration 8: (outcome) log likelihood = -28869.252
Iteration 9: (outcome) log likelihood = -28869.252
Iteration 10: (outcome) log likelihood = -28869.252 (not concave)
Iteration 11: (outcome) log likelihood = -28869.252 (not concave)
Iteration 12: (outcome) log likelihood = -28869.252 (not concave)
Iteration 13: (outcome) log likelihood = -28869.252 (not concave)
Iteration 14: (outcome) log likelihood = -28869.252 (not concave)
Iteration 15: (outcome) log likelihood = -28869.252 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34911.862
Iteration 1: (EM) log likelihood = -34749.294
Iteration 2: (EM) log likelihood = -34325.323
Iteration 3: (EM) log likelihood = -33496.036
Iteration 4: (EM) log likelihood = -32410.812
Iteration 5: (EM) log likelihood = -31489.008
Iteration 6: (EM) log likelihood = -30852.725
Iteration 7: (EM) log likelihood = -30441.594
Iteration 8: (EM) log likelihood = -30160.423
Iteration 9: (EM) log likelihood = -29938.119
Iteration 10: (EM) log likelihood = -29751.43
Iteration 11: (EM) log likelihood = -29593.75
Iteration 12: (EM) log likelihood = -29462.514
Iteration 13: (EM) log likelihood = -29356.753
Iteration 14: (EM) log likelihood = -29271.191
Iteration 15: (EM) log likelihood = -29202.124
Iteration 16: (EM) log likelihood = -29143.994
Iteration 17: (EM) log likelihood = -29094.952
Iteration 18: (EM) log likelihood = -29052.822
Iteration 19: (EM) log likelihood = -29017.074
Iteration 20: (EM) log likelihood = -28983.929
Iteration 21: (EM) log likelihood = -28955.229
Iteration 22: (EM) log likelihood = -28930.52
Iteration 23: (EM) log likelihood = -28910.198
Iteration 24: (EM) log likelihood = -28890.106
Iteration 25: (EM) log likelihood = -28871.415
Iteration 26: (EM) log likelihood = -28854.86
Iteration 27: (EM) log likelihood = -28840.443
Iteration 28: (EM) log likelihood = -28827.103
Iteration 29: (EM) log likelihood = -28815.532
Iteration 30: (EM) log likelihood = -28804.773
Iteration 31: (EM) log likelihood = -28795.51
Iteration 32: (EM) log likelihood = -28786.71
Iteration 33: (EM) log likelihood = -28778.87
Iteration 34: (EM) log likelihood = -28772.276
Iteration 35: (EM) log likelihood = -28766.322
Iteration 36: (EM) log likelihood = -28760.756
Iteration 37: (EM) log likelihood = -28753.657
Iteration 38: (EM) log likelihood = -28747.621
Iteration 39: (EM) log likelihood = -28741.738
Iteration 40: (EM) log likelihood = -28735.627
Iteration 41: (EM) log likelihood = -28729.783
Iteration 42: (EM) log likelihood = -28725.216
Iteration 43: (EM) log likelihood = -28720.186
Iteration 44: (EM) log likelihood = -28716.033
Iteration 45: (EM) log likelihood = -28710.178
Iteration 46: (EM) log likelihood = -28705.359
Iteration 47: (EM) log likelihood = -28701.632
Iteration 48: (EM) log likelihood = -28696.007
Iteration 49: (EM) log likelihood = -28693.196
Iteration 50: (EM) log likelihood = -28690.691
Iteration 51: (EM) log likelihood = -28689.036
Iteration 52: (EM) log likelihood = -28687.633
Iteration 53: (EM) log likelihood = -28686.11
Iteration 54: (EM) log likelihood = -28685.333
Iteration 55: (EM) log likelihood = -28683.904
Iteration 56: (EM) log likelihood = -28682.96
Iteration 57: (EM) log likelihood = -28681.613
Iteration 58: (EM) log likelihood = -28680.6
Iteration 59: (EM) log likelihood = -28679.83
Iteration 60: (EM) log likelihood = -28679.094
Iteration 61: (EM) log likelihood = -28678.013
Iteration 62: (EM) log likelihood = -28677.364
Iteration 63: (EM) log likelihood = -28676.619
Iteration 64: (EM) log likelihood = -28674.628
Iteration 65: (EM) log likelihood = -28673.42
Iteration 66: (EM) log likelihood = -28672.31
Iteration 67: (EM) log likelihood = -28670.027
Iteration 68: (EM) log likelihood = -28668.418
Iteration 69: (EM) log likelihood = -28667.338
Iteration 70: (EM) log likelihood = -28664.003
Iteration 71: (EM) log likelihood = -28662.768
Iteration 72: (EM) log likelihood = -28662.031
Iteration 73: (EM) log likelihood = -28661.366
Iteration 74: (EM) log likelihood = -28660.79
Iteration 75: (EM) log likelihood = -28659.9
Iteration 76: (EM) log likelihood = -28659.308
Iteration 77: (EM) log likelihood = -28657.639
Iteration 78: (EM) log likelihood = -28656.573
Iteration 79: (EM) log likelihood = -28655.705
Iteration 80: (EM) log likelihood = -28654.967
Iteration 81: (EM) log likelihood = -28654.392
Iteration 82: (EM) log likelihood = -28654.103
Iteration 83: (EM) log likelihood = -28652.538
Iteration 84: (EM) log likelihood = -28651.793
Iteration 85: (EM) log likelihood = -28651.226
Iteration 86: (EM) log likelihood = -28650.529
Iteration 87: (EM) log likelihood = -28650.134
Iteration 88: (EM) log likelihood = -28649.664
Iteration 89: (EM) log likelihood = -28649.306
Iteration 90: (EM) log likelihood = -28648.743
Iteration 91: (EM) log likelihood = -28647.767
Iteration 92: (EM) log likelihood = -28647.449
Iteration 93: (EM) log likelihood = -28646.809
Iteration 94: (EM) log likelihood = -28646.472
Iteration 95: (EM) log likelihood = -28646.117
Iteration 96: (EM) log likelihood = -28645.749
Iteration 97: (EM) log likelihood = -28645.376
Iteration 98: (EM) log likelihood = -28644.91
Iteration 99: (EM) log likelihood = -28644.455
Iteration 100: (EM) log likelihood = -28644.223
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.5207
Iteration 1: (class) log likelihood = -6094.5207
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29113.129
Iteration 1: (outcome) log likelihood = -28928.105
Iteration 2: (outcome) log likelihood = -28884.171
Iteration 3: (outcome) log likelihood = -28879.312
Iteration 4: (outcome) log likelihood = -28878.728
Iteration 5: (outcome) log likelihood = -28878.675
Iteration 6: (outcome) log likelihood = -28878.664
Iteration 7: (outcome) log likelihood = -28878.661
Iteration 8: (outcome) log likelihood = -28878.661
Iteration 9: (outcome) log likelihood = -28878.661
Iteration 10: (outcome) log likelihood = -28878.661 (not concave)
Iteration 11: (outcome) log likelihood = -28878.661 (not concave)
Iteration 12: (outcome) log likelihood = -28878.661 (not concave)
Iteration 13: (outcome) log likelihood = -28878.661 (not concave)
Iteration 14: (outcome) log likelihood = -28878.661 (not concave)
Iteration 15: (outcome) log likelihood = -28878.661 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34911.603
Iteration 1: (EM) log likelihood = -34689.613
Iteration 2: (EM) log likelihood = -34062.859
Iteration 3: (EM) log likelihood = -33059.681
Iteration 4: (EM) log likelihood = -32175.747
Iteration 5: (EM) log likelihood = -31512.28
Iteration 6: (EM) log likelihood = -31012.115
Iteration 7: (EM) log likelihood = -30634.301
Iteration 8: (EM) log likelihood = -30320.79
Iteration 9: (EM) log likelihood = -30058.839
Iteration 10: (EM) log likelihood = -29844.911
Iteration 11: (EM) log likelihood = -29673.668
Iteration 12: (EM) log likelihood = -29532.63
Iteration 13: (EM) log likelihood = -29409.708
Iteration 14: (EM) log likelihood = -29296.053
Iteration 15: (EM) log likelihood = -29192.254
Iteration 16: (EM) log likelihood = -29097.651
Iteration 17: (EM) log likelihood = -29019.877
Iteration 18: (EM) log likelihood = -28952.952
Iteration 19: (EM) log likelihood = -28898.672
Iteration 20: (EM) log likelihood = -28852.295
Iteration 21: (EM) log likelihood = -28813.913
Iteration 22: (EM) log likelihood = -28782.953
Iteration 23: (EM) log likelihood = -28759.056
Iteration 24: (EM) log likelihood = -28737.939
Iteration 25: (EM) log likelihood = -28720.917
Iteration 26: (EM) log likelihood = -28704.171
Iteration 27: (EM) log likelihood = -28691.348
Iteration 28: (EM) log likelihood = -28679.991
Iteration 29: (EM) log likelihood = -28667.96
Iteration 30: (EM) log likelihood = -28658.049
Iteration 31: (EM) log likelihood = -28646.666
Iteration 32: (EM) log likelihood = -28636.635
Iteration 33: (EM) log likelihood = -28626.024
Iteration 34: (EM) log likelihood = -28616.923
Iteration 35: (EM) log likelihood = -28605.964
Iteration 36: (EM) log likelihood = -28597.439
Iteration 37: (EM) log likelihood = -28588.539
Iteration 38: (EM) log likelihood = -28581.921
Iteration 39: (EM) log likelihood = -28572.098
Iteration 40: (EM) log likelihood = -28565.177
Iteration 41: (EM) log likelihood = -28557.774
Iteration 42: (EM) log likelihood = -28550.461
Iteration 43: (EM) log likelihood = -28542.047
Iteration 44: (EM) log likelihood = -28534.397
Iteration 45: (EM) log likelihood = -28528.135
Iteration 46: (EM) log likelihood = -28520.292
Iteration 47: (EM) log likelihood = -28513.254
Iteration 48: (EM) log likelihood = -28509.49
Iteration 49: (EM) log likelihood = -28504.707
Iteration 50: (EM) log likelihood = -28498.899
Iteration 51: (EM) log likelihood = -28493.85
Iteration 52: (EM) log likelihood = -28489.768
Iteration 53: (EM) log likelihood = -28483.566
Iteration 54: (EM) log likelihood = -28478.853
Iteration 55: (EM) log likelihood = -28473.314
Iteration 56: (EM) log likelihood = -28469.857
Iteration 57: (EM) log likelihood = -28466.574
Iteration 58: (EM) log likelihood = -28464.617
Iteration 59: (EM) log likelihood = -28459.962
Iteration 60: (EM) log likelihood = -28454.936
Iteration 61: (EM) log likelihood = -28450.727
Iteration 62: (EM) log likelihood = -28446.394
Iteration 63: (EM) log likelihood = -28443.026
Iteration 64: (EM) log likelihood = -28440.412
Iteration 65: (EM) log likelihood = -28436.031
Iteration 66: (EM) log likelihood = -28432.62
Iteration 67: (EM) log likelihood = -28430.752
Iteration 68: (EM) log likelihood = -28427.778
Iteration 69: (EM) log likelihood = -28423.68
Iteration 70: (EM) log likelihood = -28422.07
Iteration 71: (EM) log likelihood = -28419.065
Iteration 72: (EM) log likelihood = -28417.102
Iteration 73: (EM) log likelihood = -28414.93
Iteration 74: (EM) log likelihood = -28411.849
Iteration 75: (EM) log likelihood = -28409.194
Iteration 76: (EM) log likelihood = -28407.364
Iteration 77: (EM) log likelihood = -28404.757
Iteration 78: (EM) log likelihood = -28402.748
Iteration 79: (EM) log likelihood = -28400.694
Iteration 80: (EM) log likelihood = -28399.518
Iteration 81: (EM) log likelihood = -28396.178
Iteration 82: (EM) log likelihood = -28393.539
Iteration 83: (EM) log likelihood = -28390.914
Iteration 84: (EM) log likelihood = -28388.165
Iteration 85: (EM) log likelihood = -28386.227
Iteration 86: (EM) log likelihood = -28384.071
Iteration 87: (EM) log likelihood = -28381.698
Iteration 88: (EM) log likelihood = -28379.51
Iteration 89: (EM) log likelihood = -28375.926
Iteration 90: (EM) log likelihood = -28374.944
Iteration 91: (EM) log likelihood = -28372.3
Iteration 92: (EM) log likelihood = -28370.858
Iteration 93: (EM) log likelihood = -28368.952
Iteration 94: (EM) log likelihood = -28367.343
Iteration 95: (EM) log likelihood = -28364.595
Iteration 96: (EM) log likelihood = -28363.141
Iteration 97: (EM) log likelihood = -28361.601
Iteration 98: (EM) log likelihood = -28358.955
Iteration 99: (EM) log likelihood = -28356.852
Iteration 100: (EM) log likelihood = -28354.966
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.396
Iteration 1: (class) log likelihood = -6096.396
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29125.663
Iteration 1: (outcome) log likelihood = -28917.103
Iteration 2: (outcome) log likelihood = -28884.369
Iteration 3: (outcome) log likelihood = -28881.535
Iteration 4: (outcome) log likelihood = -28881.228
Iteration 5: (outcome) log likelihood = -28881.168
Iteration 6: (outcome) log likelihood = -28881.156
Iteration 7: (outcome) log likelihood = -28881.154
Iteration 8: (outcome) log likelihood = -28881.153
Iteration 9: (outcome) log likelihood = -28881.153
Iteration 10: (outcome) log likelihood = -28881.153 (not concave)
Iteration 11: (outcome) log likelihood = -28881.153 (not concave)
Iteration 12: (outcome) log likelihood = -28881.153 (not concave)
Iteration 13: (outcome) log likelihood = -28881.153 (not concave)
Iteration 14: (outcome) log likelihood = -28881.153 (not concave)
Iteration 15: (outcome) log likelihood = -28881.153 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34943.145
Iteration 1: (EM) log likelihood = -34835.757
Iteration 2: (EM) log likelihood = -34561.182
Iteration 3: (EM) log likelihood = -33979.173
Iteration 4: (EM) log likelihood = -33051.514
Iteration 5: (EM) log likelihood = -32077.96
Iteration 6: (EM) log likelihood = -31264.316
Iteration 7: (EM) log likelihood = -30642.637
Iteration 8: (EM) log likelihood = -30195.975
Iteration 9: (EM) log likelihood = -29890.077
Iteration 10: (EM) log likelihood = -29691.618
Iteration 11: (EM) log likelihood = -29561.799
Iteration 12: (EM) log likelihood = -29470.46
Iteration 13: (EM) log likelihood = -29396.364
Iteration 14: (EM) log likelihood = -29337.18
Iteration 15: (EM) log likelihood = -29284.913
Iteration 16: (EM) log likelihood = -29237.454
Iteration 17: (EM) log likelihood = -29190.156
Iteration 18: (EM) log likelihood = -29150.831
Iteration 19: (EM) log likelihood = -29111.941
Iteration 20: (EM) log likelihood = -29074.839
Iteration 21: (EM) log likelihood = -29034.985
Iteration 22: (EM) log likelihood = -28995.601
Iteration 23: (EM) log likelihood = -28964.282
Iteration 24: (EM) log likelihood = -28935.523
Iteration 25: (EM) log likelihood = -28909.483
Iteration 26: (EM) log likelihood = -28888.944
Iteration 27: (EM) log likelihood = -28869.423
Iteration 28: (EM) log likelihood = -28850.778
Iteration 29: (EM) log likelihood = -28828.427
Iteration 30: (EM) log likelihood = -28811.542
Iteration 31: (EM) log likelihood = -28789.849
Iteration 32: (EM) log likelihood = -28769.358
Iteration 33: (EM) log likelihood = -28748.385
Iteration 34: (EM) log likelihood = -28728.548
Iteration 35: (EM) log likelihood = -28713.743
Iteration 36: (EM) log likelihood = -28699.403
Iteration 37: (EM) log likelihood = -28687.57
Iteration 38: (EM) log likelihood = -28674.003
Iteration 39: (EM) log likelihood = -28661.796
Iteration 40: (EM) log likelihood = -28651.513
Iteration 41: (EM) log likelihood = -28642.955
Iteration 42: (EM) log likelihood = -28632.852
Iteration 43: (EM) log likelihood = -28624.424
Iteration 44: (EM) log likelihood = -28618.013
Iteration 45: (EM) log likelihood = -28610.914
Iteration 46: (EM) log likelihood = -28604.108
Iteration 47: (EM) log likelihood = -28596.658
Iteration 48: (EM) log likelihood = -28587.695
Iteration 49: (EM) log likelihood = -28579.628
Iteration 50: (EM) log likelihood = -28572.175
Iteration 51: (EM) log likelihood = -28565.626
Iteration 52: (EM) log likelihood = -28557.574
Iteration 53: (EM) log likelihood = -28549.448
Iteration 54: (EM) log likelihood = -28542.024
Iteration 55: (EM) log likelihood = -28534.123
Iteration 56: (EM) log likelihood = -28526.135
Iteration 57: (EM) log likelihood = -28517.26
Iteration 58: (EM) log likelihood = -28507.17
Iteration 59: (EM) log likelihood = -28498.207
Iteration 60: (EM) log likelihood = -28489.507
Iteration 61: (EM) log likelihood = -28481.609
Iteration 62: (EM) log likelihood = -28471.072
Iteration 63: (EM) log likelihood = -28461.039
Iteration 64: (EM) log likelihood = -28449.879
Iteration 65: (EM) log likelihood = -28440.389
Iteration 66: (EM) log likelihood = -28431.174
Iteration 67: (EM) log likelihood = -28422.061
Iteration 68: (EM) log likelihood = -28413.159
Iteration 69: (EM) log likelihood = -28404.475
Iteration 70: (EM) log likelihood = -28396.343
Iteration 71: (EM) log likelihood = -28387.017
Iteration 72: (EM) log likelihood = -28378.203
Iteration 73: (EM) log likelihood = -28368.569
Iteration 74: (EM) log likelihood = -28358.585
Iteration 75: (EM) log likelihood = -28349.903
Iteration 76: (EM) log likelihood = -28341.707
Iteration 77: (EM) log likelihood = -28333.773
Iteration 78: (EM) log likelihood = -28326.5
Iteration 79: (EM) log likelihood = -28318.516
Iteration 80: (EM) log likelihood = -28313.14
Iteration 81: (EM) log likelihood = -28307.927
Iteration 82: (EM) log likelihood = -28303.067
Iteration 83: (EM) log likelihood = -28295.614
Iteration 84: (EM) log likelihood = -28289.108
Iteration 85: (EM) log likelihood = -28282.611
Iteration 86: (EM) log likelihood = -28278.815
Iteration 87: (EM) log likelihood = -28274.255
Iteration 88: (EM) log likelihood = -28272.012
Iteration 89: (EM) log likelihood = -28270.129
Iteration 90: (EM) log likelihood = -28267.495
Iteration 91: (EM) log likelihood = -28266.357
Iteration 92: (EM) log likelihood = -28265.474
Iteration 93: (EM) log likelihood = -28264.654
Iteration 94: (EM) log likelihood = -28261.623
Iteration 95: (EM) log likelihood = -28257.843
Iteration 96: (EM) log likelihood = -28256.141
Iteration 97: (EM) log likelihood = -28254.377
Iteration 98: (EM) log likelihood = -28254.518
Iteration 99: (EM) log likelihood = -28254.63
Iteration 100: (EM) log likelihood = -28253.847
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5026
Iteration 1: (class) log likelihood = -6097.5026
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29132.93
Iteration 1: (outcome) log likelihood = -28946.318
Iteration 2: (outcome) log likelihood = -28900.368
Iteration 3: (outcome) log likelihood = -28895.362
Iteration 4: (outcome) log likelihood = -28894.751
Iteration 5: (outcome) log likelihood = -28894.684
Iteration 6: (outcome) log likelihood = -28894.67
Iteration 7: (outcome) log likelihood = -28894.667
Iteration 8: (outcome) log likelihood = -28894.667
Iteration 9: (outcome) log likelihood = -28894.667
Iteration 10: (outcome) log likelihood = -28894.667 (not concave)
Iteration 11: (outcome) log likelihood = -28894.667 (not concave)
Iteration 12: (outcome) log likelihood = -28894.667 (not concave)
Iteration 13: (outcome) log likelihood = -28894.667 (not concave)
Iteration 14: (outcome) log likelihood = -28894.667 (not concave)
Iteration 15: (outcome) log likelihood = -28894.666 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34961.85
Iteration 1: (EM) log likelihood = -34857.896
Iteration 2: (EM) log likelihood = -34593.987
Iteration 3: (EM) log likelihood = -34129.145
Iteration 4: (EM) log likelihood = -33477.196
Iteration 5: (EM) log likelihood = -32666.474
Iteration 6: (EM) log likelihood = -31894.001
Iteration 7: (EM) log likelihood = -31268.377
Iteration 8: (EM) log likelihood = -30737.855
Iteration 9: (EM) log likelihood = -30284.521
Iteration 10: (EM) log likelihood = -29938.525
Iteration 11: (EM) log likelihood = -29700.517
Iteration 12: (EM) log likelihood = -29559.504
Iteration 13: (EM) log likelihood = -29464.568
Iteration 14: (EM) log likelihood = -29393.159
Iteration 15: (EM) log likelihood = -29337.952
Iteration 16: (EM) log likelihood = -29288.406
Iteration 17: (EM) log likelihood = -29242.264
Iteration 18: (EM) log likelihood = -29200.572
Iteration 19: (EM) log likelihood = -29162.059
Iteration 20: (EM) log likelihood = -29124.859
Iteration 21: (EM) log likelihood = -29087.238
Iteration 22: (EM) log likelihood = -29055.413
Iteration 23: (EM) log likelihood = -29028.44
Iteration 24: (EM) log likelihood = -29004.575
Iteration 25: (EM) log likelihood = -28982.394
Iteration 26: (EM) log likelihood = -28962.754
Iteration 27: (EM) log likelihood = -28945.828
Iteration 28: (EM) log likelihood = -28930.705
Iteration 29: (EM) log likelihood = -28917.228
Iteration 30: (EM) log likelihood = -28906.225
Iteration 31: (EM) log likelihood = -28894.366
Iteration 32: (EM) log likelihood = -28884.342
Iteration 33: (EM) log likelihood = -28875.062
Iteration 34: (EM) log likelihood = -28865.598
Iteration 35: (EM) log likelihood = -28856.145
Iteration 36: (EM) log likelihood = -28841.267
Iteration 37: (EM) log likelihood = -28825.932
Iteration 38: (EM) log likelihood = -28811.076
Iteration 39: (EM) log likelihood = -28793.613
Iteration 40: (EM) log likelihood = -28776.148
Iteration 41: (EM) log likelihood = -28761.262
Iteration 42: (EM) log likelihood = -28749.525
Iteration 43: (EM) log likelihood = -28736.978
Iteration 44: (EM) log likelihood = -28726.035
Iteration 45: (EM) log likelihood = -28717.182
Iteration 46: (EM) log likelihood = -28708.081
Iteration 47: (EM) log likelihood = -28699.549
Iteration 48: (EM) log likelihood = -28689.751
Iteration 49: (EM) log likelihood = -28682.7
Iteration 50: (EM) log likelihood = -28673.666
Iteration 51: (EM) log likelihood = -28664.444
Iteration 52: (EM) log likelihood = -28657.335
Iteration 53: (EM) log likelihood = -28649.78
Iteration 54: (EM) log likelihood = -28644.645
Iteration 55: (EM) log likelihood = -28637.953
Iteration 56: (EM) log likelihood = -28630.269
Iteration 57: (EM) log likelihood = -28622.999
Iteration 58: (EM) log likelihood = -28616.884
Iteration 59: (EM) log likelihood = -28610.568
Iteration 60: (EM) log likelihood = -28606.348
Iteration 61: (EM) log likelihood = -28601.401
Iteration 62: (EM) log likelihood = -28593.769
Iteration 63: (EM) log likelihood = -28587.772
Iteration 64: (EM) log likelihood = -28580.946
Iteration 65: (EM) log likelihood = -28579.045
Iteration 66: (EM) log likelihood = -28571.27
Iteration 67: (EM) log likelihood = -28567.323
Iteration 68: (EM) log likelihood = -28561.744
Iteration 69: (EM) log likelihood = -28557.695
Iteration 70: (EM) log likelihood = -28553.881
Iteration 71: (EM) log likelihood = -28548.416
Iteration 72: (EM) log likelihood = -28545.408
Iteration 73: (EM) log likelihood = -28542.159
Iteration 74: (EM) log likelihood = -28539.285
Iteration 75: (EM) log likelihood = -28535.142
Iteration 76: (EM) log likelihood = -28532.409
Iteration 77: (EM) log likelihood = -28529.51
Iteration 78: (EM) log likelihood = -28527.006
Iteration 79: (EM) log likelihood = -28524.208
Iteration 80: (EM) log likelihood = -28520.783
Iteration 81: (EM) log likelihood = -28517.422
Iteration 82: (EM) log likelihood = -28516.344
Iteration 83: (EM) log likelihood = -28514.847
Iteration 84: (EM) log likelihood = -28513.341
Iteration 85: (EM) log likelihood = -28511.265
Iteration 86: (EM) log likelihood = -28508.768
Iteration 87: (EM) log likelihood = -28506.931
Iteration 88: (EM) log likelihood = -28505.895
Iteration 89: (EM) log likelihood = -28503.362
Iteration 90: (EM) log likelihood = -28502.517
Iteration 91: (EM) log likelihood = -28501.595
Iteration 92: (EM) log likelihood = -28501.336
Iteration 93: (EM) log likelihood = -28500.6
Iteration 94: (EM) log likelihood = -28499.461
Iteration 95: (EM) log likelihood = -28498.981
Iteration 96: (EM) log likelihood = -28498.41
Iteration 97: (EM) log likelihood = -28497.341
Iteration 98: (EM) log likelihood = -28496.175
Iteration 99: (EM) log likelihood = -28495.825
Iteration 100: (EM) log likelihood = -28495.43
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.9663
Iteration 1: (class) log likelihood = -6096.9663
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29862.714
Iteration 1: (outcome) log likelihood = -29030.13
Iteration 2: (outcome) log likelihood = -28909.296
Iteration 3: (outcome) log likelihood = -28884.055
Iteration 4: (outcome) log likelihood = -28879.225
Iteration 5: (outcome) log likelihood = -28878.075
Iteration 6: (outcome) log likelihood = -28877.85
Iteration 7: (outcome) log likelihood = -28877.814
Iteration 8: (outcome) log likelihood = -28877.805
Iteration 9: (outcome) log likelihood = -28877.803 (not concave)
Iteration 10: (outcome) log likelihood = -28877.803 (not concave)
Iteration 11: (outcome) log likelihood = -28877.803 (not concave)
Iteration 12: (outcome) log likelihood = -28877.803 (not concave)
Iteration 13: (outcome) log likelihood = -28877.803 (not concave)
Iteration 14: (outcome) log likelihood = -28877.803 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34947.607
Iteration 1: (EM) log likelihood = -34853.666
Iteration 2: (EM) log likelihood = -34625.535
Iteration 3: (EM) log likelihood = -34066.435
Iteration 4: (EM) log likelihood = -33061.583
Iteration 5: (EM) log likelihood = -32013.175
Iteration 6: (EM) log likelihood = -31253.826
Iteration 7: (EM) log likelihood = -30746.027
Iteration 8: (EM) log likelihood = -30396.904
Iteration 9: (EM) log likelihood = -30144.6
Iteration 10: (EM) log likelihood = -29951.323
Iteration 11: (EM) log likelihood = -29792.46
Iteration 12: (EM) log likelihood = -29663.25
Iteration 13: (EM) log likelihood = -29559.587
Iteration 14: (EM) log likelihood = -29476.243
Iteration 15: (EM) log likelihood = -29409.109
Iteration 16: (EM) log likelihood = -29354.512
Iteration 17: (EM) log likelihood = -29308.711
Iteration 18: (EM) log likelihood = -29274.111
Iteration 19: (EM) log likelihood = -29248.342
Iteration 20: (EM) log likelihood = -29225.952
Iteration 21: (EM) log likelihood = -29209.341
Iteration 22: (EM) log likelihood = -29193.025
Iteration 23: (EM) log likelihood = -29179.718
Iteration 24: (EM) log likelihood = -29169.448
Iteration 25: (EM) log likelihood = -29160.099
Iteration 26: (EM) log likelihood = -29149.618
Iteration 27: (EM) log likelihood = -29141.697
Iteration 28: (EM) log likelihood = -29133.48
Iteration 29: (EM) log likelihood = -29127.474
Iteration 30: (EM) log likelihood = -29120.011
Iteration 31: (EM) log likelihood = -29110.763
Iteration 32: (EM) log likelihood = -29103.942
Iteration 33: (EM) log likelihood = -29096.594
Iteration 34: (EM) log likelihood = -29089.021
Iteration 35: (EM) log likelihood = -29080.988
Iteration 36: (EM) log likelihood = -29072.314
Iteration 37: (EM) log likelihood = -29064.998
Iteration 38: (EM) log likelihood = -29057.585
Iteration 39: (EM) log likelihood = -29050.154
Iteration 40: (EM) log likelihood = -29042.247
Iteration 41: (EM) log likelihood = -29034.773
Iteration 42: (EM) log likelihood = -29026.58
Iteration 43: (EM) log likelihood = -29017.24
Iteration 44: (EM) log likelihood = -29007.47
Iteration 45: (EM) log likelihood = -28997.127
Iteration 46: (EM) log likelihood = -28988.334
Iteration 47: (EM) log likelihood = -28979.099
Iteration 48: (EM) log likelihood = -28968.318
Iteration 49: (EM) log likelihood = -28957.831
Iteration 50: (EM) log likelihood = -28945.826
Iteration 51: (EM) log likelihood = -28933.921
Iteration 52: (EM) log likelihood = -28921.417
Iteration 53: (EM) log likelihood = -28909.194
Iteration 54: (EM) log likelihood = -28897.575
Iteration 55: (EM) log likelihood = -28887.368
Iteration 56: (EM) log likelihood = -28877.435
Iteration 57: (EM) log likelihood = -28867.856
Iteration 58: (EM) log likelihood = -28858.155
Iteration 59: (EM) log likelihood = -28847.863
Iteration 60: (EM) log likelihood = -28838.847
Iteration 61: (EM) log likelihood = -28830.53
Iteration 62: (EM) log likelihood = -28822.394
Iteration 63: (EM) log likelihood = -28814.649
Iteration 64: (EM) log likelihood = -28806.827
Iteration 65: (EM) log likelihood = -28798.501
Iteration 66: (EM) log likelihood = -28789.4
Iteration 67: (EM) log likelihood = -28781.847
Iteration 68: (EM) log likelihood = -28774.365
Iteration 69: (EM) log likelihood = -28766
Iteration 70: (EM) log likelihood = -28759.488
Iteration 71: (EM) log likelihood = -28753.233
Iteration 72: (EM) log likelihood = -28747.714
Iteration 73: (EM) log likelihood = -28741.695
Iteration 74: (EM) log likelihood = -28736.607
Iteration 75: (EM) log likelihood = -28732.154
Iteration 76: (EM) log likelihood = -28727.76
Iteration 77: (EM) log likelihood = -28723.774
Iteration 78: (EM) log likelihood = -28718.823
Iteration 79: (EM) log likelihood = -28714.405
Iteration 80: (EM) log likelihood = -28710.733
Iteration 81: (EM) log likelihood = -28707.428
Iteration 82: (EM) log likelihood = -28704.342
Iteration 83: (EM) log likelihood = -28700.94
Iteration 84: (EM) log likelihood = -28697.617
Iteration 85: (EM) log likelihood = -28694.749
Iteration 86: (EM) log likelihood = -28691.334
Iteration 87: (EM) log likelihood = -28687.802
Iteration 88: (EM) log likelihood = -28685.171
Iteration 89: (EM) log likelihood = -28682.775
Iteration 90: (EM) log likelihood = -28680.304
Iteration 91: (EM) log likelihood = -28677.579
Iteration 92: (EM) log likelihood = -28674.44
Iteration 93: (EM) log likelihood = -28670.938
Iteration 94: (EM) log likelihood = -28667.996
Iteration 95: (EM) log likelihood = -28665.414
Iteration 96: (EM) log likelihood = -28663.082
Iteration 97: (EM) log likelihood = -28660.722
Iteration 98: (EM) log likelihood = -28657.73
Iteration 99: (EM) log likelihood = -28655.286
Iteration 100: (EM) log likelihood = -28652.967
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.2234
Iteration 1: (class) log likelihood = -6096.2234
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29126.43
Iteration 1: (outcome) log likelihood = -28942.157
Iteration 2: (outcome) log likelihood = -28888.164
Iteration 3: (outcome) log likelihood = -28881.922
Iteration 4: (outcome) log likelihood = -28881.272
Iteration 5: (outcome) log likelihood = -28881.183
Iteration 6: (outcome) log likelihood = -28881.168
Iteration 7: (outcome) log likelihood = -28881.165
Iteration 8: (outcome) log likelihood = -28881.164
Iteration 9: (outcome) log likelihood = -28881.164 (not concave)
Iteration 10: (outcome) log likelihood = -28881.164 (not concave)
Iteration 11: (outcome) log likelihood = -28881.164 (not concave)
Iteration 12: (outcome) log likelihood = -28881.164 (not concave)
Iteration 13: (outcome) log likelihood = -28881.164 (not concave)
Iteration 14: (outcome) log likelihood = -28881.164 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34956.549
Iteration 1: (EM) log likelihood = -34875.101
Iteration 2: (EM) log likelihood = -34614.005
Iteration 3: (EM) log likelihood = -33948.479
Iteration 4: (EM) log likelihood = -32902.298
Iteration 5: (EM) log likelihood = -31937.768
Iteration 6: (EM) log likelihood = -31226.575
Iteration 7: (EM) log likelihood = -30718.934
Iteration 8: (EM) log likelihood = -30366.893
Iteration 9: (EM) log likelihood = -30121.14
Iteration 10: (EM) log likelihood = -29946.036
Iteration 11: (EM) log likelihood = -29810.315
Iteration 12: (EM) log likelihood = -29692.055
Iteration 13: (EM) log likelihood = -29586.218
Iteration 14: (EM) log likelihood = -29492.19
Iteration 15: (EM) log likelihood = -29411.513
Iteration 16: (EM) log likelihood = -29342.883
Iteration 17: (EM) log likelihood = -29283.46
Iteration 18: (EM) log likelihood = -29230.136
Iteration 19: (EM) log likelihood = -29183.018
Iteration 20: (EM) log likelihood = -29141.013
Iteration 21: (EM) log likelihood = -29102.027
Iteration 22: (EM) log likelihood = -29065.854
Iteration 23: (EM) log likelihood = -29031.095
Iteration 24: (EM) log likelihood = -28997.152
Iteration 25: (EM) log likelihood = -28964.432
Iteration 26: (EM) log likelihood = -28933.926
Iteration 27: (EM) log likelihood = -28903.787
Iteration 28: (EM) log likelihood = -28875.189
Iteration 29: (EM) log likelihood = -28848.047
Iteration 30: (EM) log likelihood = -28823.594
Iteration 31: (EM) log likelihood = -28798.542
Iteration 32: (EM) log likelihood = -28775.167
Iteration 33: (EM) log likelihood = -28753.89
Iteration 34: (EM) log likelihood = -28735.451
Iteration 35: (EM) log likelihood = -28717.758
Iteration 36: (EM) log likelihood = -28699.766
Iteration 37: (EM) log likelihood = -28682.478
Iteration 38: (EM) log likelihood = -28669.331
Iteration 39: (EM) log likelihood = -28654.473
Iteration 40: (EM) log likelihood = -28641.371
Iteration 41: (EM) log likelihood = -28628.725
Iteration 42: (EM) log likelihood = -28617.253
Iteration 43: (EM) log likelihood = -28606.343
Iteration 44: (EM) log likelihood = -28595.423
Iteration 45: (EM) log likelihood = -28587.162
Iteration 46: (EM) log likelihood = -28579.068
Iteration 47: (EM) log likelihood = -28571.726
Iteration 48: (EM) log likelihood = -28565.777
Iteration 49: (EM) log likelihood = -28559.29
Iteration 50: (EM) log likelihood = -28552.404
Iteration 51: (EM) log likelihood = -28547.499
Iteration 52: (EM) log likelihood = -28539.576
Iteration 53: (EM) log likelihood = -28535.132
Iteration 54: (EM) log likelihood = -28529.608
Iteration 55: (EM) log likelihood = -28523.987
Iteration 56: (EM) log likelihood = -28519.648
Iteration 57: (EM) log likelihood = -28515.887
Iteration 58: (EM) log likelihood = -28512.337
Iteration 59: (EM) log likelihood = -28508.337
Iteration 60: (EM) log likelihood = -28503.939
Iteration 61: (EM) log likelihood = -28498.931
Iteration 62: (EM) log likelihood = -28494.185
Iteration 63: (EM) log likelihood = -28489.619
Iteration 64: (EM) log likelihood = -28485.336
Iteration 65: (EM) log likelihood = -28479.169
Iteration 66: (EM) log likelihood = -28474.285
Iteration 67: (EM) log likelihood = -28470.048
Iteration 68: (EM) log likelihood = -28464.126
Iteration 69: (EM) log likelihood = -28458.748
Iteration 70: (EM) log likelihood = -28453.462
Iteration 71: (EM) log likelihood = -28448.726
Iteration 72: (EM) log likelihood = -28444.132
Iteration 73: (EM) log likelihood = -28439.055
Iteration 74: (EM) log likelihood = -28436.214
Iteration 75: (EM) log likelihood = -28432.185
Iteration 76: (EM) log likelihood = -28428.681
Iteration 77: (EM) log likelihood = -28424.196
Iteration 78: (EM) log likelihood = -28420.96
Iteration 79: (EM) log likelihood = -28416.897
Iteration 80: (EM) log likelihood = -28414.008
Iteration 81: (EM) log likelihood = -28409.661
Iteration 82: (EM) log likelihood = -28405.903
Iteration 83: (EM) log likelihood = -28402.295
Iteration 84: (EM) log likelihood = -28399.024
Iteration 85: (EM) log likelihood = -28394.912
Iteration 86: (EM) log likelihood = -28391.906
Iteration 87: (EM) log likelihood = -28387.99
Iteration 88: (EM) log likelihood = -28383.378
Iteration 89: (EM) log likelihood = -28380.71
Iteration 90: (EM) log likelihood = -28376.678
Iteration 91: (EM) log likelihood = -28373.596
Iteration 92: (EM) log likelihood = -28371.395
Iteration 93: (EM) log likelihood = -28367.723
Iteration 94: (EM) log likelihood = -28366.355
Iteration 95: (EM) log likelihood = -28362.633
Iteration 96: (EM) log likelihood = -28360.399
Iteration 97: (EM) log likelihood = -28357.141
Iteration 98: (EM) log likelihood = -28355.124
Iteration 99: (EM) log likelihood = -28353.34
Iteration 100: (EM) log likelihood = -28350.774
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.8683
Iteration 1: (class) log likelihood = -6096.8683
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29583.688
Iteration 1: (outcome) log likelihood = -29028.56
Iteration 2: (outcome) log likelihood = -28897.535
Iteration 3: (outcome) log likelihood = -28875.532
Iteration 4: (outcome) log likelihood = -28872.179
Iteration 5: (outcome) log likelihood = -28871.463
Iteration 6: (outcome) log likelihood = -28871.295
Iteration 7: (outcome) log likelihood = -28871.261
Iteration 8: (outcome) log likelihood = -28871.255
Iteration 9: (outcome) log likelihood = -28871.254 (not concave)
Iteration 10: (outcome) log likelihood = -28871.254 (not concave)
Iteration 11: (outcome) log likelihood = -28871.254 (not concave)
Iteration 12: (outcome) log likelihood = -28871.254 (not concave)
Iteration 13: (outcome) log likelihood = -28871.254 (not concave)
Iteration 14: (outcome) log likelihood = -28871.254 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34928.092
Iteration 1: (EM) log likelihood = -34818.869
Iteration 2: (EM) log likelihood = -34593.168
Iteration 3: (EM) log likelihood = -34132.25
Iteration 4: (EM) log likelihood = -33223.982
Iteration 5: (EM) log likelihood = -32240.061
Iteration 6: (EM) log likelihood = -31647.069
Iteration 7: (EM) log likelihood = -31292.344
Iteration 8: (EM) log likelihood = -30996.88
Iteration 9: (EM) log likelihood = -30711
Iteration 10: (EM) log likelihood = -30460.729
Iteration 11: (EM) log likelihood = -30259.87
Iteration 12: (EM) log likelihood = -30102.411
Iteration 13: (EM) log likelihood = -29974.38
Iteration 14: (EM) log likelihood = -29860.542
Iteration 15: (EM) log likelihood = -29762.436
Iteration 16: (EM) log likelihood = -29675.265
Iteration 17: (EM) log likelihood = -29596.98
Iteration 18: (EM) log likelihood = -29526.653
Iteration 19: (EM) log likelihood = -29465.921
Iteration 20: (EM) log likelihood = -29414.16
Iteration 21: (EM) log likelihood = -29366.091
Iteration 22: (EM) log likelihood = -29327.298
Iteration 23: (EM) log likelihood = -29289.062
Iteration 24: (EM) log likelihood = -29258.633
Iteration 25: (EM) log likelihood = -29228.79
Iteration 26: (EM) log likelihood = -29198.347
Iteration 27: (EM) log likelihood = -29174.965
Iteration 28: (EM) log likelihood = -29151.181
Iteration 29: (EM) log likelihood = -29130.419
Iteration 30: (EM) log likelihood = -29111.104
Iteration 31: (EM) log likelihood = -29090.914
Iteration 32: (EM) log likelihood = -29072.336
Iteration 33: (EM) log likelihood = -29052.016
Iteration 34: (EM) log likelihood = -29029.425
Iteration 35: (EM) log likelihood = -29006.811
Iteration 36: (EM) log likelihood = -28983.615
Iteration 37: (EM) log likelihood = -28960.533
Iteration 38: (EM) log likelihood = -28936.82
Iteration 39: (EM) log likelihood = -28914.251
Iteration 40: (EM) log likelihood = -28893.982
Iteration 41: (EM) log likelihood = -28876.5
Iteration 42: (EM) log likelihood = -28860.162
Iteration 43: (EM) log likelihood = -28846.192
Iteration 44: (EM) log likelihood = -28833.613
Iteration 45: (EM) log likelihood = -28821.721
Iteration 46: (EM) log likelihood = -28811.388
Iteration 47: (EM) log likelihood = -28802.313
Iteration 48: (EM) log likelihood = -28792.939
Iteration 49: (EM) log likelihood = -28784.883
Iteration 50: (EM) log likelihood = -28776.451
Iteration 51: (EM) log likelihood = -28768.253
Iteration 52: (EM) log likelihood = -28759.03
Iteration 53: (EM) log likelihood = -28752.451
Iteration 54: (EM) log likelihood = -28745.874
Iteration 55: (EM) log likelihood = -28740.282
Iteration 56: (EM) log likelihood = -28734.578
Iteration 57: (EM) log likelihood = -28728.577
Iteration 58: (EM) log likelihood = -28721.575
Iteration 59: (EM) log likelihood = -28714.943
Iteration 60: (EM) log likelihood = -28709.001
Iteration 61: (EM) log likelihood = -28703.561
Iteration 62: (EM) log likelihood = -28697.809
Iteration 63: (EM) log likelihood = -28693.054
Iteration 64: (EM) log likelihood = -28685.212
Iteration 65: (EM) log likelihood = -28680.927
Iteration 66: (EM) log likelihood = -28675.504
Iteration 67: (EM) log likelihood = -28671.647
Iteration 68: (EM) log likelihood = -28665.905
Iteration 69: (EM) log likelihood = -28662.599
Iteration 70: (EM) log likelihood = -28659.341
Iteration 71: (EM) log likelihood = -28654.465
Iteration 72: (EM) log likelihood = -28648.023
Iteration 73: (EM) log likelihood = -28644.677
Iteration 74: (EM) log likelihood = -28640.904
Iteration 75: (EM) log likelihood = -28637.685
Iteration 76: (EM) log likelihood = -28633.901
Iteration 77: (EM) log likelihood = -28630.071
Iteration 78: (EM) log likelihood = -28627.432
Iteration 79: (EM) log likelihood = -28623.954
Iteration 80: (EM) log likelihood = -28620.667
Iteration 81: (EM) log likelihood = -28618.863
Iteration 82: (EM) log likelihood = -28617.021
Iteration 83: (EM) log likelihood = -28614.455
Iteration 84: (EM) log likelihood = -28612.956
Iteration 85: (EM) log likelihood = -28611.402
Iteration 86: (EM) log likelihood = -28610.108
Iteration 87: (EM) log likelihood = -28608.25
Iteration 88: (EM) log likelihood = -28607.348
Iteration 89: (EM) log likelihood = -28606.41
Iteration 90: (EM) log likelihood = -28605.96
Iteration 91: (EM) log likelihood = -28604.982
Iteration 92: (EM) log likelihood = -28604.145
Iteration 93: (EM) log likelihood = -28602.235
Iteration 94: (EM) log likelihood = -28601.566
Iteration 95: (EM) log likelihood = -28600.757
Iteration 96: (EM) log likelihood = -28600.797
Iteration 97: (EM) log likelihood = -28600.504
Iteration 98: (EM) log likelihood = -28599.073
Iteration 99: (EM) log likelihood = -28598.888
Iteration 100: (EM) log likelihood = -28599.253
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5381
Iteration 1: (class) log likelihood = -6097.5381
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29352.615
Iteration 1: (outcome) log likelihood = -28983.049
Iteration 2: (outcome) log likelihood = -28889.049
Iteration 3: (outcome) log likelihood = -28874.788
Iteration 4: (outcome) log likelihood = -28872.275
Iteration 5: (outcome) log likelihood = -28871.811
Iteration 6: (outcome) log likelihood = -28871.731
Iteration 7: (outcome) log likelihood = -28871.712
Iteration 8: (outcome) log likelihood = -28871.708
Iteration 9: (outcome) log likelihood = -28871.707
Iteration 10: (outcome) log likelihood = -28871.707 (not concave)
Iteration 11: (outcome) log likelihood = -28871.707 (not concave)
Iteration 12: (outcome) log likelihood = -28871.707 (not concave)
Iteration 13: (outcome) log likelihood = -28871.707 (not concave)
Iteration 14: (outcome) log likelihood = -28871.707 (not concave)
Iteration 15: (outcome) log likelihood = -28871.707 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34934.994
Iteration 1: (EM) log likelihood = -34814.054
Iteration 2: (EM) log likelihood = -34466.726
Iteration 3: (EM) log likelihood = -33647.549
Iteration 4: (EM) log likelihood = -32579.384
Iteration 5: (EM) log likelihood = -31855.21
Iteration 6: (EM) log likelihood = -31453.065
Iteration 7: (EM) log likelihood = -31206.944
Iteration 8: (EM) log likelihood = -31010.738
Iteration 9: (EM) log likelihood = -30803.725
Iteration 10: (EM) log likelihood = -30554.368
Iteration 11: (EM) log likelihood = -30281.946
Iteration 12: (EM) log likelihood = -30012.148
Iteration 13: (EM) log likelihood = -29778.768
Iteration 14: (EM) log likelihood = -29601.002
Iteration 15: (EM) log likelihood = -29471.362
Iteration 16: (EM) log likelihood = -29383.468
Iteration 17: (EM) log likelihood = -29320.203
Iteration 18: (EM) log likelihood = -29276.387
Iteration 19: (EM) log likelihood = -29244.116
Iteration 20: (EM) log likelihood = -29216.938
Iteration 21: (EM) log likelihood = -29193.655
Iteration 22: (EM) log likelihood = -29176.852
Iteration 23: (EM) log likelihood = -29158.642
Iteration 24: (EM) log likelihood = -29144.615
Iteration 25: (EM) log likelihood = -29128.515
Iteration 26: (EM) log likelihood = -29112.753
Iteration 27: (EM) log likelihood = -29098.851
Iteration 28: (EM) log likelihood = -29085.595
Iteration 29: (EM) log likelihood = -29073.049
Iteration 30: (EM) log likelihood = -29060.138
Iteration 31: (EM) log likelihood = -29047.674
Iteration 32: (EM) log likelihood = -29034.898
Iteration 33: (EM) log likelihood = -29018.938
Iteration 34: (EM) log likelihood = -29004.941
Iteration 35: (EM) log likelihood = -28988.809
Iteration 36: (EM) log likelihood = -28971.91
Iteration 37: (EM) log likelihood = -28959.359
Iteration 38: (EM) log likelihood = -28942.208
Iteration 39: (EM) log likelihood = -28927.901
Iteration 40: (EM) log likelihood = -28913.198
Iteration 41: (EM) log likelihood = -28897.253
Iteration 42: (EM) log likelihood = -28883.073
Iteration 43: (EM) log likelihood = -28869.082
Iteration 44: (EM) log likelihood = -28855.117
Iteration 45: (EM) log likelihood = -28842.477
Iteration 46: (EM) log likelihood = -28831.252
Iteration 47: (EM) log likelihood = -28820.552
Iteration 48: (EM) log likelihood = -28808.928
Iteration 49: (EM) log likelihood = -28799.083
Iteration 50: (EM) log likelihood = -28790.818
Iteration 51: (EM) log likelihood = -28782.973
Iteration 52: (EM) log likelihood = -28774.445
Iteration 53: (EM) log likelihood = -28768.188
Iteration 54: (EM) log likelihood = -28755.583
Iteration 55: (EM) log likelihood = -28747.952
Iteration 56: (EM) log likelihood = -28740.569
Iteration 57: (EM) log likelihood = -28735.638
Iteration 58: (EM) log likelihood = -28729.987
Iteration 59: (EM) log likelihood = -28724.911
Iteration 60: (EM) log likelihood = -28719.623
Iteration 61: (EM) log likelihood = -28713.244
Iteration 62: (EM) log likelihood = -28709.567
Iteration 63: (EM) log likelihood = -28703.117
Iteration 64: (EM) log likelihood = -28699.979
Iteration 65: (EM) log likelihood = -28695.996
Iteration 66: (EM) log likelihood = -28691.058
Iteration 67: (EM) log likelihood = -28688.335
Iteration 68: (EM) log likelihood = -28686.686
Iteration 69: (EM) log likelihood = -28684.964
Iteration 70: (EM) log likelihood = -28683.536
Iteration 71: (EM) log likelihood = -28678.616
Iteration 72: (EM) log likelihood = -28676.551
Iteration 73: (EM) log likelihood = -28672.207
Iteration 74: (EM) log likelihood = -28669.209
Iteration 75: (EM) log likelihood = -28665.802
Iteration 76: (EM) log likelihood = -28663.73
Iteration 77: (EM) log likelihood = -28662.274
Iteration 78: (EM) log likelihood = -28660.046
Iteration 79: (EM) log likelihood = -28658.216
Iteration 80: (EM) log likelihood = -28657.224
Iteration 81: (EM) log likelihood = -28654.03
Iteration 82: (EM) log likelihood = -28653.195
Iteration 83: (EM) log likelihood = -28651.27
Iteration 84: (EM) log likelihood = -28649.999
Iteration 85: (EM) log likelihood = -28647.663
Iteration 86: (EM) log likelihood = -28645.822
Iteration 87: (EM) log likelihood = -28643.621
Iteration 88: (EM) log likelihood = -28638.786
Iteration 89: (EM) log likelihood = -28636.585
Iteration 90: (EM) log likelihood = -28635.879
Iteration 91: (EM) log likelihood = -28635.052
Iteration 92: (EM) log likelihood = -28633.767
Iteration 93: (EM) log likelihood = -28632.375
Iteration 94: (EM) log likelihood = -28630.541
Iteration 95: (EM) log likelihood = -28627.908
Iteration 96: (EM) log likelihood = -28627.123
Iteration 97: (EM) log likelihood = -28626.18
Iteration 98: (EM) log likelihood = -28625.462
Iteration 99: (EM) log likelihood = -28624.829
Iteration 100: (EM) log likelihood = -28624.16
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.9416
Iteration 1: (class) log likelihood = -6097.9416
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30032.289
Iteration 1: (outcome) log likelihood = -29075.777
Iteration 2: (outcome) log likelihood = -28910.094
Iteration 3: (outcome) log likelihood = -28878.609
Iteration 4: (outcome) log likelihood = -28872.497
Iteration 5: (outcome) log likelihood = -28871.151
Iteration 6: (outcome) log likelihood = -28870.869
Iteration 7: (outcome) log likelihood = -28870.824
Iteration 8: (outcome) log likelihood = -28870.812
Iteration 9: (outcome) log likelihood = -28870.81
Iteration 10: (outcome) log likelihood = -28870.809 (not concave)
Iteration 11: (outcome) log likelihood = -28870.809 (not concave)
Iteration 12: (outcome) log likelihood = -28870.809 (not concave)
Iteration 13: (outcome) log likelihood = -28870.809 (not concave)
Iteration 14: (outcome) log likelihood = -28870.809 (not concave)
Iteration 15: (outcome) log likelihood = -28870.809 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34931.848
Iteration 1: (EM) log likelihood = -34811.82
Iteration 2: (EM) log likelihood = -34478.366
Iteration 3: (EM) log likelihood = -33732.011
Iteration 4: (EM) log likelihood = -32656.712
Iteration 5: (EM) log likelihood = -31722.426
Iteration 6: (EM) log likelihood = -31075.871
Iteration 7: (EM) log likelihood = -30655.532
Iteration 8: (EM) log likelihood = -30375.797
Iteration 9: (EM) log likelihood = -30167.421
Iteration 10: (EM) log likelihood = -29992.948
Iteration 11: (EM) log likelihood = -29842.131
Iteration 12: (EM) log likelihood = -29712.085
Iteration 13: (EM) log likelihood = -29602.555
Iteration 14: (EM) log likelihood = -29514.516
Iteration 15: (EM) log likelihood = -29443.378
Iteration 16: (EM) log likelihood = -29385.658
Iteration 17: (EM) log likelihood = -29335.658
Iteration 18: (EM) log likelihood = -29290.891
Iteration 19: (EM) log likelihood = -29250.147
Iteration 20: (EM) log likelihood = -29210.474
Iteration 21: (EM) log likelihood = -29169.537
Iteration 22: (EM) log likelihood = -29132.43
Iteration 23: (EM) log likelihood = -29095.797
Iteration 24: (EM) log likelihood = -29059.724
Iteration 25: (EM) log likelihood = -29022.148
Iteration 26: (EM) log likelihood = -28989.486
Iteration 27: (EM) log likelihood = -28955.834
Iteration 28: (EM) log likelihood = -28927.387
Iteration 29: (EM) log likelihood = -28900.548
Iteration 30: (EM) log likelihood = -28873.805
Iteration 31: (EM) log likelihood = -28849.853
Iteration 32: (EM) log likelihood = -28827.203
Iteration 33: (EM) log likelihood = -28806.194
Iteration 34: (EM) log likelihood = -28785.607
Iteration 35: (EM) log likelihood = -28767.464
Iteration 36: (EM) log likelihood = -28750.528
Iteration 37: (EM) log likelihood = -28734.59
Iteration 38: (EM) log likelihood = -28718.528
Iteration 39: (EM) log likelihood = -28704.597
Iteration 40: (EM) log likelihood = -28691.308
Iteration 41: (EM) log likelihood = -28677.655
Iteration 42: (EM) log likelihood = -28663.453
Iteration 43: (EM) log likelihood = -28652.419
Iteration 44: (EM) log likelihood = -28642.289
Iteration 45: (EM) log likelihood = -28633.262
Iteration 46: (EM) log likelihood = -28625.784
Iteration 47: (EM) log likelihood = -28619.629
Iteration 48: (EM) log likelihood = -28614.386
Iteration 49: (EM) log likelihood = -28609.803
Iteration 50: (EM) log likelihood = -28605.601
Iteration 51: (EM) log likelihood = -28601.958
Iteration 52: (EM) log likelihood = -28598.6
Iteration 53: (EM) log likelihood = -28595.738
Iteration 54: (EM) log likelihood = -28593.1
Iteration 55: (EM) log likelihood = -28590.242
Iteration 56: (EM) log likelihood = -28587.366
Iteration 57: (EM) log likelihood = -28584.756
Iteration 58: (EM) log likelihood = -28582.524
Iteration 59: (EM) log likelihood = -28580.323
Iteration 60: (EM) log likelihood = -28578.254
Iteration 61: (EM) log likelihood = -28576.454
Iteration 62: (EM) log likelihood = -28574.443
Iteration 63: (EM) log likelihood = -28572.859
Iteration 64: (EM) log likelihood = -28571.172
Iteration 65: (EM) log likelihood = -28569.647
Iteration 66: (EM) log likelihood = -28568.181
Iteration 67: (EM) log likelihood = -28566.5
Iteration 68: (EM) log likelihood = -28565.134
Iteration 69: (EM) log likelihood = -28563.377
Iteration 70: (EM) log likelihood = -28561.329
Iteration 71: (EM) log likelihood = -28559.501
Iteration 72: (EM) log likelihood = -28557.777
Iteration 73: (EM) log likelihood = -28556.046
Iteration 74: (EM) log likelihood = -28554.334
Iteration 75: (EM) log likelihood = -28552.829
Iteration 76: (EM) log likelihood = -28551.156
Iteration 77: (EM) log likelihood = -28549.572
Iteration 78: (EM) log likelihood = -28547.919
Iteration 79: (EM) log likelihood = -28546.35
Iteration 80: (EM) log likelihood = -28544.829
Iteration 81: (EM) log likelihood = -28543.351
Iteration 82: (EM) log likelihood = -28541.906
Iteration 83: (EM) log likelihood = -28540.544
Iteration 84: (EM) log likelihood = -28539.081
Iteration 85: (EM) log likelihood = -28537.735
Iteration 86: (EM) log likelihood = -28536.372
Iteration 87: (EM) log likelihood = -28535.01
Iteration 88: (EM) log likelihood = -28533.64
Iteration 89: (EM) log likelihood = -28532.078
Iteration 90: (EM) log likelihood = -28530.601
Iteration 91: (EM) log likelihood = -28529.086
Iteration 92: (EM) log likelihood = -28527.579
Iteration 93: (EM) log likelihood = -28525.641
Iteration 94: (EM) log likelihood = -28524.364
Iteration 95: (EM) log likelihood = -28522.721
Iteration 96: (EM) log likelihood = -28520.748
Iteration 97: (EM) log likelihood = -28518.815
Iteration 98: (EM) log likelihood = -28516.745
Iteration 99: (EM) log likelihood = -28514.948
Iteration 100: (EM) log likelihood = -28513.179
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.1124
Iteration 1: (class) log likelihood = -6097.1124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29621.285
Iteration 1: (outcome) log likelihood = -29007.312
Iteration 2: (outcome) log likelihood = -28904.654
Iteration 3: (outcome) log likelihood = -28886.428
Iteration 4: (outcome) log likelihood = -28882.805
Iteration 5: (outcome) log likelihood = -28882.03
Iteration 6: (outcome) log likelihood = -28881.853
Iteration 7: (outcome) log likelihood = -28881.81
Iteration 8: (outcome) log likelihood = -28881.801
Iteration 9: (outcome) log likelihood = -28881.8
Iteration 10: (outcome) log likelihood = -28881.799 (not concave)
Iteration 11: (outcome) log likelihood = -28881.799 (not concave)
Iteration 12: (outcome) log likelihood = -28881.799 (not concave)
Iteration 13: (outcome) log likelihood = -28881.799 (not concave)
Iteration 14: (outcome) log likelihood = -28881.799 (not concave)
Iteration 15: (outcome) log likelihood = -28881.799 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34931.802
Iteration 1: (EM) log likelihood = -34785.768
Iteration 2: (EM) log likelihood = -34459.438
Iteration 3: (EM) log likelihood = -33923.865
Iteration 4: (EM) log likelihood = -33187.593
Iteration 5: (EM) log likelihood = -32322.905
Iteration 6: (EM) log likelihood = -31483.764
Iteration 7: (EM) log likelihood = -30752.652
Iteration 8: (EM) log likelihood = -30183.168
Iteration 9: (EM) log likelihood = -29781.939
Iteration 10: (EM) log likelihood = -29523.309
Iteration 11: (EM) log likelihood = -29351.813
Iteration 12: (EM) log likelihood = -29229.123
Iteration 13: (EM) log likelihood = -29134.934
Iteration 14: (EM) log likelihood = -29056.958
Iteration 15: (EM) log likelihood = -28990.873
Iteration 16: (EM) log likelihood = -28930.506
Iteration 17: (EM) log likelihood = -28879.043
Iteration 18: (EM) log likelihood = -28831.453
Iteration 19: (EM) log likelihood = -28792.433
Iteration 20: (EM) log likelihood = -28762.204
Iteration 21: (EM) log likelihood = -28735.654
Iteration 22: (EM) log likelihood = -28709.764
Iteration 23: (EM) log likelihood = -28688.372
Iteration 24: (EM) log likelihood = -28671.185
Iteration 25: (EM) log likelihood = -28657.917
Iteration 26: (EM) log likelihood = -28645.783
Iteration 27: (EM) log likelihood = -28631.232
Iteration 28: (EM) log likelihood = -28618.415
Iteration 29: (EM) log likelihood = -28609.469
Iteration 30: (EM) log likelihood = -28598.426
Iteration 31: (EM) log likelihood = -28588.528
Iteration 32: (EM) log likelihood = -28578.307
Iteration 33: (EM) log likelihood = -28570.006
Iteration 34: (EM) log likelihood = -28560.795
Iteration 35: (EM) log likelihood = -28554.456
Iteration 36: (EM) log likelihood = -28546.5
Iteration 37: (EM) log likelihood = -28542.358
Iteration 38: (EM) log likelihood = -28534.906
Iteration 39: (EM) log likelihood = -28531.491
Iteration 40: (EM) log likelihood = -28528.51
Iteration 41: (EM) log likelihood = -28525.27
Iteration 42: (EM) log likelihood = -28521.6
Iteration 43: (EM) log likelihood = -28516.785
Iteration 44: (EM) log likelihood = -28514.655
Iteration 45: (EM) log likelihood = -28512.855
Iteration 46: (EM) log likelihood = -28509.999
Iteration 47: (EM) log likelihood = -28507.505
Iteration 48: (EM) log likelihood = -28505.605
Iteration 49: (EM) log likelihood = -28502.776
Iteration 50: (EM) log likelihood = -28499.724
Iteration 51: (EM) log likelihood = -28498.081
Iteration 52: (EM) log likelihood = -28495.156
Iteration 53: (EM) log likelihood = -28491.792
Iteration 54: (EM) log likelihood = -28489.427
Iteration 55: (EM) log likelihood = -28486.954
Iteration 56: (EM) log likelihood = -28485.161
Iteration 57: (EM) log likelihood = -28482.672
Iteration 58: (EM) log likelihood = -28480.739
Iteration 59: (EM) log likelihood = -28478.83
Iteration 60: (EM) log likelihood = -28477.348
Iteration 61: (EM) log likelihood = -28475.574
Iteration 62: (EM) log likelihood = -28475.145
Iteration 63: (EM) log likelihood = -28474.377
Iteration 64: (EM) log likelihood = -28472.421
Iteration 65: (EM) log likelihood = -28470.101
Iteration 66: (EM) log likelihood = -28467.386
Iteration 67: (EM) log likelihood = -28466.281
Iteration 68: (EM) log likelihood = -28464.333
Iteration 69: (EM) log likelihood = -28463.089
Iteration 70: (EM) log likelihood = -28460.392
Iteration 71: (EM) log likelihood = -28459.771
Iteration 72: (EM) log likelihood = -28458.56
Iteration 73: (EM) log likelihood = -28457.039
Iteration 74: (EM) log likelihood = -28455.081
Iteration 75: (EM) log likelihood = -28453.315
Iteration 76: (EM) log likelihood = -28452.761
Iteration 77: (EM) log likelihood = -28450.504
Iteration 78: (EM) log likelihood = -28449.766
Iteration 79: (EM) log likelihood = -28448.028
Iteration 80: (EM) log likelihood = -28446.395
Iteration 81: (EM) log likelihood = -28445.4
Iteration 82: (EM) log likelihood = -28443.62
Iteration 83: (EM) log likelihood = -28439.902
Iteration 84: (EM) log likelihood = -28437.638
Iteration 85: (EM) log likelihood = -28434.692
Iteration 86: (EM) log likelihood = -28432.88
Iteration 87: (EM) log likelihood = -28431.624
Iteration 88: (EM) log likelihood = -28426.869
Iteration 89: (EM) log likelihood = -28424.156
Iteration 90: (EM) log likelihood = -28421.857
Iteration 91: (EM) log likelihood = -28420.136
Iteration 92: (EM) log likelihood = -28418.507
Iteration 93: (EM) log likelihood = -28416.728
Iteration 94: (EM) log likelihood = -28415.039
Iteration 95: (EM) log likelihood = -28413.992
Iteration 96: (EM) log likelihood = -28412.455
Iteration 97: (EM) log likelihood = -28410.919
Iteration 98: (EM) log likelihood = -28410.296
Iteration 99: (EM) log likelihood = -28408.502
Iteration 100: (EM) log likelihood = -28406.497
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.5646
Iteration 1: (class) log likelihood = -6097.5646
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29849.417
Iteration 1: (outcome) log likelihood = -29091.316
Iteration 2: (outcome) log likelihood = -28911.922
Iteration 3: (outcome) log likelihood = -28879.055
Iteration 4: (outcome) log likelihood = -28873.255
Iteration 5: (outcome) log likelihood = -28872.05
Iteration 6: (outcome) log likelihood = -28871.765
Iteration 7: (outcome) log likelihood = -28871.701
Iteration 8: (outcome) log likelihood = -28871.687
Iteration 9: (outcome) log likelihood = -28871.685 (not concave)
Iteration 10: (outcome) log likelihood = -28871.685 (not concave)
Iteration 11: (outcome) log likelihood = -28871.685 (not concave)
Iteration 12: (outcome) log likelihood = -28871.685 (not concave)
Iteration 13: (outcome) log likelihood = -28871.685 (not concave)
Iteration 14: (outcome) log likelihood = -28871.685 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34932.244
Iteration 1: (EM) log likelihood = -34804.139
Iteration 2: (EM) log likelihood = -34402.385
Iteration 3: (EM) log likelihood = -33480.297
Iteration 4: (EM) log likelihood = -32379.575
Iteration 5: (EM) log likelihood = -31597.61
Iteration 6: (EM) log likelihood = -31045.751
Iteration 7: (EM) log likelihood = -30617.764
Iteration 8: (EM) log likelihood = -30287.523
Iteration 9: (EM) log likelihood = -30029.896
Iteration 10: (EM) log likelihood = -29829.3
Iteration 11: (EM) log likelihood = -29666.737
Iteration 12: (EM) log likelihood = -29533.416
Iteration 13: (EM) log likelihood = -29421.441
Iteration 14: (EM) log likelihood = -29311.434
Iteration 15: (EM) log likelihood = -29220.72
Iteration 16: (EM) log likelihood = -29147.711
Iteration 17: (EM) log likelihood = -29086.816
Iteration 18: (EM) log likelihood = -29035.539
Iteration 19: (EM) log likelihood = -28986.35
Iteration 20: (EM) log likelihood = -28944.308
Iteration 21: (EM) log likelihood = -28902.423
Iteration 22: (EM) log likelihood = -28863.436
Iteration 23: (EM) log likelihood = -28826.205
Iteration 24: (EM) log likelihood = -28792.407
Iteration 25: (EM) log likelihood = -28763.075
Iteration 26: (EM) log likelihood = -28733.914
Iteration 27: (EM) log likelihood = -28708.971
Iteration 28: (EM) log likelihood = -28681.919
Iteration 29: (EM) log likelihood = -28658.155
Iteration 30: (EM) log likelihood = -28638.023
Iteration 31: (EM) log likelihood = -28619.415
Iteration 32: (EM) log likelihood = -28602.111
Iteration 33: (EM) log likelihood = -28586.337
Iteration 34: (EM) log likelihood = -28572.287
Iteration 35: (EM) log likelihood = -28559.643
Iteration 36: (EM) log likelihood = -28547.074
Iteration 37: (EM) log likelihood = -28536.885
Iteration 38: (EM) log likelihood = -28526.71
Iteration 39: (EM) log likelihood = -28515.926
Iteration 40: (EM) log likelihood = -28506.388
Iteration 41: (EM) log likelihood = -28496.495
Iteration 42: (EM) log likelihood = -28486.783
Iteration 43: (EM) log likelihood = -28478.65
Iteration 44: (EM) log likelihood = -28469.586
Iteration 45: (EM) log likelihood = -28462.179
Iteration 46: (EM) log likelihood = -28456.406
Iteration 47: (EM) log likelihood = -28451.11
Iteration 48: (EM) log likelihood = -28443.287
Iteration 49: (EM) log likelihood = -28439.321
Iteration 50: (EM) log likelihood = -28434.022
Iteration 51: (EM) log likelihood = -28430.068
Iteration 52: (EM) log likelihood = -28425.343
Iteration 53: (EM) log likelihood = -28422.578
Iteration 54: (EM) log likelihood = -28419.085
Iteration 55: (EM) log likelihood = -28416.908
Iteration 56: (EM) log likelihood = -28414.564
Iteration 57: (EM) log likelihood = -28410.744
Iteration 58: (EM) log likelihood = -28406.891
Iteration 59: (EM) log likelihood = -28403.647
Iteration 60: (EM) log likelihood = -28400.51
Iteration 61: (EM) log likelihood = -28395.423
Iteration 62: (EM) log likelihood = -28389.398
Iteration 63: (EM) log likelihood = -28384.735
Iteration 64: (EM) log likelihood = -28379.376
Iteration 65: (EM) log likelihood = -28373.445
Iteration 66: (EM) log likelihood = -28370.812
Iteration 67: (EM) log likelihood = -28367.185
Iteration 68: (EM) log likelihood = -28362.341
Iteration 69: (EM) log likelihood = -28358.568
Iteration 70: (EM) log likelihood = -28355.489
Iteration 71: (EM) log likelihood = -28353.291
Iteration 72: (EM) log likelihood = -28352.023
Iteration 73: (EM) log likelihood = -28349.555
Iteration 74: (EM) log likelihood = -28345.065
Iteration 75: (EM) log likelihood = -28342.349
Iteration 76: (EM) log likelihood = -28340.21
Iteration 77: (EM) log likelihood = -28337.206
Iteration 78: (EM) log likelihood = -28334.507
Iteration 79: (EM) log likelihood = -28331.97
Iteration 80: (EM) log likelihood = -28326.907
Iteration 81: (EM) log likelihood = -28323.921
Iteration 82: (EM) log likelihood = -28321.472
Iteration 83: (EM) log likelihood = -28319.236
Iteration 84: (EM) log likelihood = -28316.241
Iteration 85: (EM) log likelihood = -28314.068
Iteration 86: (EM) log likelihood = -28312.505
Iteration 87: (EM) log likelihood = -28310.776
Iteration 88: (EM) log likelihood = -28308.971
Iteration 89: (EM) log likelihood = -28306.455
Iteration 90: (EM) log likelihood = -28305.679
Iteration 91: (EM) log likelihood = -28304.662
Iteration 92: (EM) log likelihood = -28302.624
Iteration 93: (EM) log likelihood = -28300.682
Iteration 94: (EM) log likelihood = -28299.225
Iteration 95: (EM) log likelihood = -28297.724
Iteration 96: (EM) log likelihood = -28295.926
Iteration 97: (EM) log likelihood = -28293.855
Iteration 98: (EM) log likelihood = -28291.904
Iteration 99: (EM) log likelihood = -28290.418
Iteration 100: (EM) log likelihood = -28289.151
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.0304
Iteration 1: (class) log likelihood = -6094.0304
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29122.288
Iteration 1: (outcome) log likelihood = -28894.714
Iteration 2: (outcome) log likelihood = -28865.906
Iteration 3: (outcome) log likelihood = -28863.862
Iteration 4: (outcome) log likelihood = -28863.613
Iteration 5: (outcome) log likelihood = -28863.56
Iteration 6: (outcome) log likelihood = -28863.549
Iteration 7: (outcome) log likelihood = -28863.546
Iteration 8: (outcome) log likelihood = -28863.546
Iteration 9: (outcome) log likelihood = -28863.545
Iteration 10: (outcome) log likelihood = -28863.545 (not concave)
Iteration 11: (outcome) log likelihood = -28863.545 (not concave)
Iteration 12: (outcome) log likelihood = -28863.545 (not concave)
Iteration 13: (outcome) log likelihood = -28863.545 (not concave)
Iteration 14: (outcome) log likelihood = -28863.545 (not concave)
Iteration 15: (outcome) log likelihood = -28863.545 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34911.646
Iteration 1: (EM) log likelihood = -34754.637
Iteration 2: (EM) log likelihood = -34389.386
Iteration 3: (EM) log likelihood = -33776.752
Iteration 4: (EM) log likelihood = -33000.426
Iteration 5: (EM) log likelihood = -32123.213
Iteration 6: (EM) log likelihood = -31260.906
Iteration 7: (EM) log likelihood = -30652.232
Iteration 8: (EM) log likelihood = -30301.02
Iteration 9: (EM) log likelihood = -30091.375
Iteration 10: (EM) log likelihood = -29947.219
Iteration 11: (EM) log likelihood = -29834.406
Iteration 12: (EM) log likelihood = -29736.075
Iteration 13: (EM) log likelihood = -29653.843
Iteration 14: (EM) log likelihood = -29572.129
Iteration 15: (EM) log likelihood = -29492.276
Iteration 16: (EM) log likelihood = -29415.908
Iteration 17: (EM) log likelihood = -29351.091
Iteration 18: (EM) log likelihood = -29293.587
Iteration 19: (EM) log likelihood = -29241.978
Iteration 20: (EM) log likelihood = -29198.455
Iteration 21: (EM) log likelihood = -29165.418
Iteration 22: (EM) log likelihood = -29135.224
Iteration 23: (EM) log likelihood = -29109.79
Iteration 24: (EM) log likelihood = -29084.077
Iteration 25: (EM) log likelihood = -29062.01
Iteration 26: (EM) log likelihood = -29040.192
Iteration 27: (EM) log likelihood = -29016.95
Iteration 28: (EM) log likelihood = -28993.666
Iteration 29: (EM) log likelihood = -28968.714
Iteration 30: (EM) log likelihood = -28942.39
Iteration 31: (EM) log likelihood = -28915.924
Iteration 32: (EM) log likelihood = -28890.423
Iteration 33: (EM) log likelihood = -28866.961
Iteration 34: (EM) log likelihood = -28844.566
Iteration 35: (EM) log likelihood = -28824.956
Iteration 36: (EM) log likelihood = -28807.184
Iteration 37: (EM) log likelihood = -28790.626
Iteration 38: (EM) log likelihood = -28775.985
Iteration 39: (EM) log likelihood = -28763.892
Iteration 40: (EM) log likelihood = -28753.642
Iteration 41: (EM) log likelihood = -28745.518
Iteration 42: (EM) log likelihood = -28738.25
Iteration 43: (EM) log likelihood = -28732.302
Iteration 44: (EM) log likelihood = -28727.611
Iteration 45: (EM) log likelihood = -28724.464
Iteration 46: (EM) log likelihood = -28721.039
Iteration 47: (EM) log likelihood = -28718.725
Iteration 48: (EM) log likelihood = -28716.907
Iteration 49: (EM) log likelihood = -28714.935
Iteration 50: (EM) log likelihood = -28713.921
Iteration 51: (EM) log likelihood = -28712.253
Iteration 52: (EM) log likelihood = -28711.268
Iteration 53: (EM) log likelihood = -28710.418
Iteration 54: (EM) log likelihood = -28708.909
Iteration 55: (EM) log likelihood = -28707.718
Iteration 56: (EM) log likelihood = -28707.376
Iteration 57: (EM) log likelihood = -28706.407
Iteration 58: (EM) log likelihood = -28706
Iteration 59: (EM) log likelihood = -28705.592
Iteration 60: (EM) log likelihood = -28704.971
Iteration 61: (EM) log likelihood = -28704.287
Iteration 62: (EM) log likelihood = -28704.078
Iteration 63: (EM) log likelihood = -28703.395
Iteration 64: (EM) log likelihood = -28702.95
Iteration 65: (EM) log likelihood = -28702.485
Iteration 66: (EM) log likelihood = -28701.956
Iteration 67: (EM) log likelihood = -28701.651
Iteration 68: (EM) log likelihood = -28701.543
Iteration 69: (EM) log likelihood = -28701.26
Iteration 70: (EM) log likelihood = -28701.103
Iteration 71: (EM) log likelihood = -28700.11
Iteration 72: (EM) log likelihood = -28695.817
Iteration 73: (EM) log likelihood = -28694.933
Iteration 74: (EM) log likelihood = -28694.093
Iteration 75: (EM) log likelihood = -28693.577
Iteration 76: (EM) log likelihood = -28692.944
Iteration 77: (EM) log likelihood = -28692.623
Iteration 78: (EM) log likelihood = -28692.283
Iteration 79: (EM) log likelihood = -28692.146
Iteration 80: (EM) log likelihood = -28691.975
Iteration 81: (EM) log likelihood = -28691.59
Iteration 82: (EM) log likelihood = -28691.447
Iteration 83: (EM) log likelihood = -28691.267
Iteration 84: (EM) log likelihood = -28691.362
Iteration 85: (EM) log likelihood = -28691.215
Iteration 86: (EM) log likelihood = -28691.03
Iteration 87: (EM) log likelihood = -28690.579
Iteration 88: (EM) log likelihood = -28690.613
Iteration 89: (EM) log likelihood = -28690.734
Iteration 90: (EM) log likelihood = -28690.603
Iteration 91: (EM) log likelihood = -28690.823
Iteration 92: (EM) log likelihood = -28690.55
Iteration 93: (EM) log likelihood = -28690.835
Iteration 94: (EM) log likelihood = -28690.638
Iteration 95: (EM) log likelihood = -28690.497
Iteration 96: (EM) log likelihood = -28690.437
Iteration 97: (EM) log likelihood = -28690.373
Iteration 98: (EM) log likelihood = -28690.407
Iteration 99: (EM) log likelihood = -28690.27
Iteration 100: (EM) log likelihood = -28690.553
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.954
Iteration 1: (class) log likelihood = -6094.954
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29115.607
Iteration 1: (outcome) log likelihood = -28939.51
Iteration 2: (outcome) log likelihood = -28884.225
Iteration 3: (outcome) log likelihood = -28877.209
Iteration 4: (outcome) log likelihood = -28876.489
Iteration 5: (outcome) log likelihood = -28876.422
Iteration 6: (outcome) log likelihood = -28876.408
Iteration 7: (outcome) log likelihood = -28876.405
Iteration 8: (outcome) log likelihood = -28876.405
Iteration 9: (outcome) log likelihood = -28876.405
Iteration 10: (outcome) log likelihood = -28876.405 (not concave)
Iteration 11: (outcome) log likelihood = -28876.405 (not concave)
Iteration 12: (outcome) log likelihood = -28876.405 (not concave)
Iteration 13: (outcome) log likelihood = -28876.405 (not concave)
Iteration 14: (outcome) log likelihood = -28876.405 (not concave)
Iteration 15: (outcome) log likelihood = -28876.405 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34929.953
Iteration 1: (EM) log likelihood = -34800.677
Iteration 2: (EM) log likelihood = -34449.094
Iteration 3: (EM) log likelihood = -33720.017
Iteration 4: (EM) log likelihood = -32741.233
Iteration 5: (EM) log likelihood = -31887.868
Iteration 6: (EM) log likelihood = -31207.754
Iteration 7: (EM) log likelihood = -30647.242
Iteration 8: (EM) log likelihood = -30217.449
Iteration 9: (EM) log likelihood = -29916.651
Iteration 10: (EM) log likelihood = -29701.946
Iteration 11: (EM) log likelihood = -29536.464
Iteration 12: (EM) log likelihood = -29402.846
Iteration 13: (EM) log likelihood = -29289.266
Iteration 14: (EM) log likelihood = -29189.238
Iteration 15: (EM) log likelihood = -29101.525
Iteration 16: (EM) log likelihood = -29024.562
Iteration 17: (EM) log likelihood = -28958.557
Iteration 18: (EM) log likelihood = -28904.214
Iteration 19: (EM) log likelihood = -28861.271
Iteration 20: (EM) log likelihood = -28825.728
Iteration 21: (EM) log likelihood = -28793.6
Iteration 22: (EM) log likelihood = -28767.786
Iteration 23: (EM) log likelihood = -28746.658
Iteration 24: (EM) log likelihood = -28732.626
Iteration 25: (EM) log likelihood = -28720.523
Iteration 26: (EM) log likelihood = -28709.787
Iteration 27: (EM) log likelihood = -28698.725
Iteration 28: (EM) log likelihood = -28689.451
Iteration 29: (EM) log likelihood = -28683.972
Iteration 30: (EM) log likelihood = -28678.758
Iteration 31: (EM) log likelihood = -28673.432
Iteration 32: (EM) log likelihood = -28669.868
Iteration 33: (EM) log likelihood = -28666.985
Iteration 34: (EM) log likelihood = -28663.496
Iteration 35: (EM) log likelihood = -28662.379
Iteration 36: (EM) log likelihood = -28661.189
Iteration 37: (EM) log likelihood = -28658.987
Iteration 38: (EM) log likelihood = -28656.802
Iteration 39: (EM) log likelihood = -28654.179
Iteration 40: (EM) log likelihood = -28651.494
Iteration 41: (EM) log likelihood = -28649.385
Iteration 42: (EM) log likelihood = -28648.466
Iteration 43: (EM) log likelihood = -28646.573
Iteration 44: (EM) log likelihood = -28644.088
Iteration 45: (EM) log likelihood = -28642.554
Iteration 46: (EM) log likelihood = -28640.174
Iteration 47: (EM) log likelihood = -28637.123
Iteration 48: (EM) log likelihood = -28634.76
Iteration 49: (EM) log likelihood = -28631.93
Iteration 50: (EM) log likelihood = -28628.578
Iteration 51: (EM) log likelihood = -28625.004
Iteration 52: (EM) log likelihood = -28621.104
Iteration 53: (EM) log likelihood = -28616.695
Iteration 54: (EM) log likelihood = -28612.431
Iteration 55: (EM) log likelihood = -28608.985
Iteration 56: (EM) log likelihood = -28604.679
Iteration 57: (EM) log likelihood = -28600.267
Iteration 58: (EM) log likelihood = -28595.337
Iteration 59: (EM) log likelihood = -28588.495
Iteration 60: (EM) log likelihood = -28583.443
Iteration 61: (EM) log likelihood = -28577.643
Iteration 62: (EM) log likelihood = -28572.464
Iteration 63: (EM) log likelihood = -28566.28
Iteration 64: (EM) log likelihood = -28561.226
Iteration 65: (EM) log likelihood = -28556.36
Iteration 66: (EM) log likelihood = -28551.896
Iteration 67: (EM) log likelihood = -28540.247
Iteration 68: (EM) log likelihood = -28532.402
Iteration 69: (EM) log likelihood = -28527.676
Iteration 70: (EM) log likelihood = -28525.093
Iteration 71: (EM) log likelihood = -28522.945
Iteration 72: (EM) log likelihood = -28520.16
Iteration 73: (EM) log likelihood = -28516.795
Iteration 74: (EM) log likelihood = -28515.117
Iteration 75: (EM) log likelihood = -28512.423
Iteration 76: (EM) log likelihood = -28510.878
Iteration 77: (EM) log likelihood = -28510.325
Iteration 78: (EM) log likelihood = -28507.638
Iteration 79: (EM) log likelihood = -28507.687
Iteration 80: (EM) log likelihood = -28505.776
Iteration 81: (EM) log likelihood = -28504.615
Iteration 82: (EM) log likelihood = -28503.626
Iteration 83: (EM) log likelihood = -28503.61
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.7986
Iteration 1: (class) log likelihood = -6096.7986
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29373.628
Iteration 1: (outcome) log likelihood = -29015.424
Iteration 2: (outcome) log likelihood = -28913.325
Iteration 3: (outcome) log likelihood = -28897.347
Iteration 4: (outcome) log likelihood = -28894.816
Iteration 5: (outcome) log likelihood = -28894.352
Iteration 6: (outcome) log likelihood = -28894.273
Iteration 7: (outcome) log likelihood = -28894.254
Iteration 8: (outcome) log likelihood = -28894.25
Iteration 9: (outcome) log likelihood = -28894.249 (not concave)
Iteration 10: (outcome) log likelihood = -28894.249 (not concave)
Iteration 11: (outcome) log likelihood = -28894.249 (not concave)
Iteration 12: (outcome) log likelihood = -28894.249 (not concave)
Iteration 13: (outcome) log likelihood = -28894.249 (not concave)
Iteration 14: (outcome) log likelihood = -28894.249 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34964.478
Iteration 1: (EM) log likelihood = -34870.03
Iteration 2: (EM) log likelihood = -34616.8
Iteration 3: (EM) log likelihood = -34066.443
Iteration 4: (EM) log likelihood = -33193.845
Iteration 5: (EM) log likelihood = -32327.492
Iteration 6: (EM) log likelihood = -31675.323
Iteration 7: (EM) log likelihood = -31169.075
Iteration 8: (EM) log likelihood = -30754.77
Iteration 9: (EM) log likelihood = -30425.581
Iteration 10: (EM) log likelihood = -30173.115
Iteration 11: (EM) log likelihood = -29974.248
Iteration 12: (EM) log likelihood = -29802.049
Iteration 13: (EM) log likelihood = -29655.916
Iteration 14: (EM) log likelihood = -29541.545
Iteration 15: (EM) log likelihood = -29449.876
Iteration 16: (EM) log likelihood = -29379.97
Iteration 17: (EM) log likelihood = -29324.684
Iteration 18: (EM) log likelihood = -29279.446
Iteration 19: (EM) log likelihood = -29244.157
Iteration 20: (EM) log likelihood = -29215.764
Iteration 21: (EM) log likelihood = -29193.012
Iteration 22: (EM) log likelihood = -29174.091
Iteration 23: (EM) log likelihood = -29157.57
Iteration 24: (EM) log likelihood = -29144.203
Iteration 25: (EM) log likelihood = -29132.276
Iteration 26: (EM) log likelihood = -29121.436
Iteration 27: (EM) log likelihood = -29112.094
Iteration 28: (EM) log likelihood = -29103.881
Iteration 29: (EM) log likelihood = -29096.221
Iteration 30: (EM) log likelihood = -29089.309
Iteration 31: (EM) log likelihood = -29082.85
Iteration 32: (EM) log likelihood = -29076.9
Iteration 33: (EM) log likelihood = -29071.241
Iteration 34: (EM) log likelihood = -29066.033
Iteration 35: (EM) log likelihood = -29061.421
Iteration 36: (EM) log likelihood = -29057.041
Iteration 37: (EM) log likelihood = -29053.044
Iteration 38: (EM) log likelihood = -29049.495
Iteration 39: (EM) log likelihood = -29046.316
Iteration 40: (EM) log likelihood = -29043.566
Iteration 41: (EM) log likelihood = -29040.684
Iteration 42: (EM) log likelihood = -29038.147
Iteration 43: (EM) log likelihood = -29035.918
Iteration 44: (EM) log likelihood = -29033.967
Iteration 45: (EM) log likelihood = -29031.882
Iteration 46: (EM) log likelihood = -29029.59
Iteration 47: (EM) log likelihood = -29027.012
Iteration 48: (EM) log likelihood = -29024.728
Iteration 49: (EM) log likelihood = -29022.32
Iteration 50: (EM) log likelihood = -29019.587
Iteration 51: (EM) log likelihood = -29016.562
Iteration 52: (EM) log likelihood = -29012.752
Iteration 53: (EM) log likelihood = -29009.475
Iteration 54: (EM) log likelihood = -29005.762
Iteration 55: (EM) log likelihood = -29001.68
Iteration 56: (EM) log likelihood = -28997.389
Iteration 57: (EM) log likelihood = -28992.572
Iteration 58: (EM) log likelihood = -28986.637
Iteration 59: (EM) log likelihood = -28981.771
Iteration 60: (EM) log likelihood = -28976.382
Iteration 61: (EM) log likelihood = -28971.213
Iteration 62: (EM) log likelihood = -28966.855
Iteration 63: (EM) log likelihood = -28962.196
Iteration 64: (EM) log likelihood = -28956.837
Iteration 65: (EM) log likelihood = -28950.499
Iteration 66: (EM) log likelihood = -28942.569
Iteration 67: (EM) log likelihood = -28934.171
Iteration 68: (EM) log likelihood = -28929.09
Iteration 69: (EM) log likelihood = -28923.773
Iteration 70: (EM) log likelihood = -28918.465
Iteration 71: (EM) log likelihood = -28913.953
Iteration 72: (EM) log likelihood = -28909.973
Iteration 73: (EM) log likelihood = -28906.386
Iteration 74: (EM) log likelihood = -28902.642
Iteration 75: (EM) log likelihood = -28898.854
Iteration 76: (EM) log likelihood = -28895.245
Iteration 77: (EM) log likelihood = -28891.149
Iteration 78: (EM) log likelihood = -28887.628
Iteration 79: (EM) log likelihood = -28883.146
Iteration 80: (EM) log likelihood = -28879.322
Iteration 81: (EM) log likelihood = -28874.317
Iteration 82: (EM) log likelihood = -28869.638
Iteration 83: (EM) log likelihood = -28865.224
Iteration 84: (EM) log likelihood = -28861.014
Iteration 85: (EM) log likelihood = -28855.709
Iteration 86: (EM) log likelihood = -28851.078
Iteration 87: (EM) log likelihood = -28846.656
Iteration 88: (EM) log likelihood = -28842.71
Iteration 89: (EM) log likelihood = -28836.64
Iteration 90: (EM) log likelihood = -28829.892
Iteration 91: (EM) log likelihood = -28825.893
Iteration 92: (EM) log likelihood = -28821.616
Iteration 93: (EM) log likelihood = -28818.209
Iteration 94: (EM) log likelihood = -28814.454
Iteration 95: (EM) log likelihood = -28810.647
Iteration 96: (EM) log likelihood = -28807.041
Iteration 97: (EM) log likelihood = -28802.109
Iteration 98: (EM) log likelihood = -28797.424
Iteration 99: (EM) log likelihood = -28795.276
Iteration 100: (EM) log likelihood = -28789.703
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.4674
Iteration 1: (class) log likelihood = -6096.4674
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29502.415
Iteration 1: (outcome) log likelihood = -28992.948
Iteration 2: (outcome) log likelihood = -28904.908
Iteration 3: (outcome) log likelihood = -28884.175
Iteration 4: (outcome) log likelihood = -28881.278
Iteration 5: (outcome) log likelihood = -28880.626
Iteration 6: (outcome) log likelihood = -28880.484
Iteration 7: (outcome) log likelihood = -28880.453
Iteration 8: (outcome) log likelihood = -28880.447
Iteration 9: (outcome) log likelihood = -28880.446 (not concave)
Iteration 10: (outcome) log likelihood = -28880.446 (not concave)
Iteration 11: (outcome) log likelihood = -28880.446 (not concave)
Iteration 12: (outcome) log likelihood = -28880.446 (not concave)
Iteration 13: (outcome) log likelihood = -28880.446 (not concave)
Iteration 14: (outcome) log likelihood = -28880.446 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34920.096
Iteration 1: (EM) log likelihood = -34693.086
Iteration 2: (EM) log likelihood = -34011.6
Iteration 3: (EM) log likelihood = -32851.09
Iteration 4: (EM) log likelihood = -31805.629
Iteration 5: (EM) log likelihood = -31096.695
Iteration 6: (EM) log likelihood = -30653.407
Iteration 7: (EM) log likelihood = -30356.786
Iteration 8: (EM) log likelihood = -30126.354
Iteration 9: (EM) log likelihood = -29932.971
Iteration 10: (EM) log likelihood = -29772.784
Iteration 11: (EM) log likelihood = -29640.299
Iteration 12: (EM) log likelihood = -29534.928
Iteration 13: (EM) log likelihood = -29453.47
Iteration 14: (EM) log likelihood = -29383.958
Iteration 15: (EM) log likelihood = -29328.947
Iteration 16: (EM) log likelihood = -29277.265
Iteration 17: (EM) log likelihood = -29232.992
Iteration 18: (EM) log likelihood = -29195.983
Iteration 19: (EM) log likelihood = -29162.83
Iteration 20: (EM) log likelihood = -29132.454
Iteration 21: (EM) log likelihood = -29105.476
Iteration 22: (EM) log likelihood = -29080.835
Iteration 23: (EM) log likelihood = -29058.528
Iteration 24: (EM) log likelihood = -29039.208
Iteration 25: (EM) log likelihood = -29019.768
Iteration 26: (EM) log likelihood = -29003.292
Iteration 27: (EM) log likelihood = -28989.063
Iteration 28: (EM) log likelihood = -28974.666
Iteration 29: (EM) log likelihood = -28963.412
Iteration 30: (EM) log likelihood = -28953.006
Iteration 31: (EM) log likelihood = -28943.871
Iteration 32: (EM) log likelihood = -28935.693
Iteration 33: (EM) log likelihood = -28928.186
Iteration 34: (EM) log likelihood = -28919.806
Iteration 35: (EM) log likelihood = -28913.258
Iteration 36: (EM) log likelihood = -28906.817
Iteration 37: (EM) log likelihood = -28900.221
Iteration 38: (EM) log likelihood = -28894.312
Iteration 39: (EM) log likelihood = -28888.895
Iteration 40: (EM) log likelihood = -28885.127
Iteration 41: (EM) log likelihood = -28879.962
Iteration 42: (EM) log likelihood = -28874.785
Iteration 43: (EM) log likelihood = -28870.711
Iteration 44: (EM) log likelihood = -28866.453
Iteration 45: (EM) log likelihood = -28859.989
Iteration 46: (EM) log likelihood = -28856.683
Iteration 47: (EM) log likelihood = -28850.213
Iteration 48: (EM) log likelihood = -28843.243
Iteration 49: (EM) log likelihood = -28837.324
Iteration 50: (EM) log likelihood = -28831.032
Iteration 51: (EM) log likelihood = -28823.095
Iteration 52: (EM) log likelihood = -28814.202
Iteration 53: (EM) log likelihood = -28804.412
Iteration 54: (EM) log likelihood = -28795.778
Iteration 55: (EM) log likelihood = -28784.359
Iteration 56: (EM) log likelihood = -28770.987
Iteration 57: (EM) log likelihood = -28756.792
Iteration 58: (EM) log likelihood = -28742.322
Iteration 59: (EM) log likelihood = -28728.25
Iteration 60: (EM) log likelihood = -28713.948
Iteration 61: (EM) log likelihood = -28697.116
Iteration 62: (EM) log likelihood = -28682.49
Iteration 63: (EM) log likelihood = -28667.15
Iteration 64: (EM) log likelihood = -28651.379
Iteration 65: (EM) log likelihood = -28636.069
Iteration 66: (EM) log likelihood = -28621.844
Iteration 67: (EM) log likelihood = -28604.696
Iteration 68: (EM) log likelihood = -28589.222
Iteration 69: (EM) log likelihood = -28574.403
Iteration 70: (EM) log likelihood = -28560.73
Iteration 71: (EM) log likelihood = -28546.379
Iteration 72: (EM) log likelihood = -28533.672
Iteration 73: (EM) log likelihood = -28521.683
Iteration 74: (EM) log likelihood = -28509.613
Iteration 75: (EM) log likelihood = -28498.504
Iteration 76: (EM) log likelihood = -28487.795
Iteration 77: (EM) log likelihood = -28476.511
Iteration 78: (EM) log likelihood = -28468.216
Iteration 79: (EM) log likelihood = -28459.216
Iteration 80: (EM) log likelihood = -28449.998
Iteration 81: (EM) log likelihood = -28442.266
Iteration 82: (EM) log likelihood = -28433.969
Iteration 83: (EM) log likelihood = -28426.188
Iteration 84: (EM) log likelihood = -28419.134
Iteration 85: (EM) log likelihood = -28414.214
Iteration 86: (EM) log likelihood = -28407.334
Iteration 87: (EM) log likelihood = -28402.287
Iteration 88: (EM) log likelihood = -28393.958
Iteration 89: (EM) log likelihood = -28386.955
Iteration 90: (EM) log likelihood = -28379.663
Iteration 91: (EM) log likelihood = -28373.804
Iteration 92: (EM) log likelihood = -28367.236
Iteration 93: (EM) log likelihood = -28361.56
Iteration 94: (EM) log likelihood = -28353.124
Iteration 95: (EM) log likelihood = -28346.563
Iteration 96: (EM) log likelihood = -28341.082
Iteration 97: (EM) log likelihood = -28335.24
Iteration 98: (EM) log likelihood = -28329.363
Iteration 99: (EM) log likelihood = -28323.48
Iteration 100: (EM) log likelihood = -28318.266
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.2124
Iteration 1: (class) log likelihood = -6097.2124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.54
Iteration 1: (outcome) log likelihood = -28978.507
Iteration 2: (outcome) log likelihood = -28889.562
Iteration 3: (outcome) log likelihood = -28879.224
Iteration 4: (outcome) log likelihood = -28878.197
Iteration 5: (outcome) log likelihood = -28878.088
Iteration 6: (outcome) log likelihood = -28878.068
Iteration 7: (outcome) log likelihood = -28878.063
Iteration 8: (outcome) log likelihood = -28878.062
Iteration 9: (outcome) log likelihood = -28878.062
Iteration 10: (outcome) log likelihood = -28878.062 (not concave)
Iteration 11: (outcome) log likelihood = -28878.062 (not concave)
Iteration 12: (outcome) log likelihood = -28878.062 (not concave)
Iteration 13: (outcome) log likelihood = -28878.062 (not concave)
Iteration 14: (outcome) log likelihood = -28878.062 (not concave)
Iteration 15: (outcome) log likelihood = -28878.062 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34965.382
Iteration 1: (EM) log likelihood = -34917.004
Iteration 2: (EM) log likelihood = -34767.641
Iteration 3: (EM) log likelihood = -34308.231
Iteration 4: (EM) log likelihood = -33286.762
Iteration 5: (EM) log likelihood = -32061.646
Iteration 6: (EM) log likelihood = -31152.187
Iteration 7: (EM) log likelihood = -30609.191
Iteration 8: (EM) log likelihood = -30281.861
Iteration 9: (EM) log likelihood = -30060.403
Iteration 10: (EM) log likelihood = -29897.923
Iteration 11: (EM) log likelihood = -29773.171
Iteration 12: (EM) log likelihood = -29672.01
Iteration 13: (EM) log likelihood = -29584.253
Iteration 14: (EM) log likelihood = -29506.61
Iteration 15: (EM) log likelihood = -29436.907
Iteration 16: (EM) log likelihood = -29372.497
Iteration 17: (EM) log likelihood = -29314.03
Iteration 18: (EM) log likelihood = -29257.898
Iteration 19: (EM) log likelihood = -29211.836
Iteration 20: (EM) log likelihood = -29170.14
Iteration 21: (EM) log likelihood = -29130.153
Iteration 22: (EM) log likelihood = -29089.859
Iteration 23: (EM) log likelihood = -29055.467
Iteration 24: (EM) log likelihood = -29021.759
Iteration 25: (EM) log likelihood = -28988.678
Iteration 26: (EM) log likelihood = -28954.815
Iteration 27: (EM) log likelihood = -28922.625
Iteration 28: (EM) log likelihood = -28888.833
Iteration 29: (EM) log likelihood = -28857.419
Iteration 30: (EM) log likelihood = -28827.053
Iteration 31: (EM) log likelihood = -28796.302
Iteration 32: (EM) log likelihood = -28763.435
Iteration 33: (EM) log likelihood = -28733.478
Iteration 34: (EM) log likelihood = -28702.444
Iteration 35: (EM) log likelihood = -28674.292
Iteration 36: (EM) log likelihood = -28647.484
Iteration 37: (EM) log likelihood = -28620.726
Iteration 38: (EM) log likelihood = -28594.484
Iteration 39: (EM) log likelihood = -28569.373
Iteration 40: (EM) log likelihood = -28545.79
Iteration 41: (EM) log likelihood = -28522.726
Iteration 42: (EM) log likelihood = -28501.003
Iteration 43: (EM) log likelihood = -28482.456
Iteration 44: (EM) log likelihood = -28464.328
Iteration 45: (EM) log likelihood = -28440.07
Iteration 46: (EM) log likelihood = -28423.123
Iteration 47: (EM) log likelihood = -28409.351
Iteration 48: (EM) log likelihood = -28395.955
Iteration 49: (EM) log likelihood = -28383.936
Iteration 50: (EM) log likelihood = -28372.223
Iteration 51: (EM) log likelihood = -28364.534
Iteration 52: (EM) log likelihood = -28354.457
Iteration 53: (EM) log likelihood = -28345.947
Iteration 54: (EM) log likelihood = -28337.949
Iteration 55: (EM) log likelihood = -28330.486
Iteration 56: (EM) log likelihood = -28323.216
Iteration 57: (EM) log likelihood = -28316.794
Iteration 58: (EM) log likelihood = -28310.653
Iteration 59: (EM) log likelihood = -28304.665
Iteration 60: (EM) log likelihood = -28299.472
Iteration 61: (EM) log likelihood = -28295.53
Iteration 62: (EM) log likelihood = -28291.38
Iteration 63: (EM) log likelihood = -28287.905
Iteration 64: (EM) log likelihood = -28284.196
Iteration 65: (EM) log likelihood = -28279.219
Iteration 66: (EM) log likelihood = -28276.386
Iteration 67: (EM) log likelihood = -28273.387
Iteration 68: (EM) log likelihood = -28270.72
Iteration 69: (EM) log likelihood = -28268.125
Iteration 70: (EM) log likelihood = -28265.999
Iteration 71: (EM) log likelihood = -28263.828
Iteration 72: (EM) log likelihood = -28262.149
Iteration 73: (EM) log likelihood = -28260.693
Iteration 74: (EM) log likelihood = -28259.285
Iteration 75: (EM) log likelihood = -28258.145
Iteration 76: (EM) log likelihood = -28257.098
Iteration 77: (EM) log likelihood = -28256.167
Iteration 78: (EM) log likelihood = -28255.302
Iteration 79: (EM) log likelihood = -28254.52
Iteration 80: (EM) log likelihood = -28253.742
Iteration 81: (EM) log likelihood = -28253.171
Iteration 82: (EM) log likelihood = -28252.468
Iteration 83: (EM) log likelihood = -28251.816
Iteration 84: (EM) log likelihood = -28251.207
Iteration 85: (EM) log likelihood = -28250.637
Iteration 86: (EM) log likelihood = -28250.081
Iteration 87: (EM) log likelihood = -28249.386
Iteration 88: (EM) log likelihood = -28248.712
Iteration 89: (EM) log likelihood = -28248.227
Iteration 90: (EM) log likelihood = -28247.74
Iteration 91: (EM) log likelihood = -28247.298
Iteration 92: (EM) log likelihood = -28246.846
Iteration 93: (EM) log likelihood = -28246.421
Iteration 94: (EM) log likelihood = -28245.99
Iteration 95: (EM) log likelihood = -28245.589
Iteration 96: (EM) log likelihood = -28245.179
Iteration 97: (EM) log likelihood = -28244.801
Iteration 98: (EM) log likelihood = -28244.407
Iteration 99: (EM) log likelihood = -28244.075
Iteration 100: (EM) log likelihood = -28243.728
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6097.3557
Iteration 1: (class) log likelihood = -6097.3557
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29408.688
Iteration 1: (outcome) log likelihood = -28981.816
Iteration 2: (outcome) log likelihood = -28901.227
Iteration 3: (outcome) log likelihood = -28888.632
Iteration 4: (outcome) log likelihood = -28886.176
Iteration 5: (outcome) log likelihood = -28885.639
Iteration 6: (outcome) log likelihood = -28885.531
Iteration 7: (outcome) log likelihood = -28885.512
Iteration 8: (outcome) log likelihood = -28885.508
Iteration 9: (outcome) log likelihood = -28885.507 (not concave)
Iteration 10: (outcome) log likelihood = -28885.507 (not concave)
Iteration 11: (outcome) log likelihood = -28885.507 (not concave)
Iteration 12: (outcome) log likelihood = -28885.507 (not concave)
Iteration 13: (outcome) log likelihood = -28885.507 (not concave)
Iteration 14: (outcome) log likelihood = -28885.507 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34928.023
Iteration 1: (EM) log likelihood = -34771.486
Iteration 2: (EM) log likelihood = -34396.133
Iteration 3: (EM) log likelihood = -33685.935
Iteration 4: (EM) log likelihood = -32731.325
Iteration 5: (EM) log likelihood = -31837.136
Iteration 6: (EM) log likelihood = -31143.913
Iteration 7: (EM) log likelihood = -30649.635
Iteration 8: (EM) log likelihood = -30316.145
Iteration 9: (EM) log likelihood = -30073.009
Iteration 10: (EM) log likelihood = -29885.235
Iteration 11: (EM) log likelihood = -29740.12
Iteration 12: (EM) log likelihood = -29631.006
Iteration 13: (EM) log likelihood = -29540.618
Iteration 14: (EM) log likelihood = -29470.521
Iteration 15: (EM) log likelihood = -29414.69
Iteration 16: (EM) log likelihood = -29372.6
Iteration 17: (EM) log likelihood = -29338.839
Iteration 18: (EM) log likelihood = -29310.314
Iteration 19: (EM) log likelihood = -29286.164
Iteration 20: (EM) log likelihood = -29265.702
Iteration 21: (EM) log likelihood = -29249.032
Iteration 22: (EM) log likelihood = -29233.59
Iteration 23: (EM) log likelihood = -29218.759
Iteration 24: (EM) log likelihood = -29206.88
Iteration 25: (EM) log likelihood = -29196.268
Iteration 26: (EM) log likelihood = -29185.44
Iteration 27: (EM) log likelihood = -29175.489
Iteration 28: (EM) log likelihood = -29168.052
Iteration 29: (EM) log likelihood = -29160.145
Iteration 30: (EM) log likelihood = -29152.544
Iteration 31: (EM) log likelihood = -29146.836
Iteration 32: (EM) log likelihood = -29141.087
Iteration 33: (EM) log likelihood = -29136.303
Iteration 34: (EM) log likelihood = -29132.167
Iteration 35: (EM) log likelihood = -29128.598
Iteration 36: (EM) log likelihood = -29124.974
Iteration 37: (EM) log likelihood = -29121.6
Iteration 38: (EM) log likelihood = -29118.337
Iteration 39: (EM) log likelihood = -29114.746
Iteration 40: (EM) log likelihood = -29111.097
Iteration 41: (EM) log likelihood = -29108.36
Iteration 42: (EM) log likelihood = -29105.337
Iteration 43: (EM) log likelihood = -29101.605
Iteration 44: (EM) log likelihood = -29097.947
Iteration 45: (EM) log likelihood = -29094.282
Iteration 46: (EM) log likelihood = -29091.205
Iteration 47: (EM) log likelihood = -29088.282
Iteration 48: (EM) log likelihood = -29085.839
Iteration 49: (EM) log likelihood = -29083.248
Iteration 50: (EM) log likelihood = -29080.581
Iteration 51: (EM) log likelihood = -29077.885
Iteration 52: (EM) log likelihood = -29074.034
Iteration 53: (EM) log likelihood = -29072.877
Iteration 54: (EM) log likelihood = -29071.72
Iteration 55: (EM) log likelihood = -29069.735
Iteration 56: (EM) log likelihood = -29068.069
Iteration 57: (EM) log likelihood = -29066.43
Iteration 58: (EM) log likelihood = -29065.062
Iteration 59: (EM) log likelihood = -29060.11
Iteration 60: (EM) log likelihood = -29059.978
Iteration 61: (EM) log likelihood = -29059.486
Iteration 62: (EM) log likelihood = -29058.569
Iteration 63: (EM) log likelihood = -29057.889
Iteration 64: (EM) log likelihood = -29057.185
Iteration 65: (EM) log likelihood = -29054.35
Iteration 66: (EM) log likelihood = -29049.645
Iteration 67: (EM) log likelihood = -29048.822
Iteration 68: (EM) log likelihood = -29048.582
Iteration 69: (EM) log likelihood = -29048.407
Iteration 70: (EM) log likelihood = -29047.478
Iteration 71: (EM) log likelihood = -29047.216
Iteration 72: (EM) log likelihood = -29046.42
Iteration 73: (EM) log likelihood = -29045.925
Iteration 74: (EM) log likelihood = -29045.785
Iteration 75: (EM) log likelihood = -29045.033
Iteration 76: (EM) log likelihood = -29044.787
Iteration 77: (EM) log likelihood = -29044.478
Iteration 78: (EM) log likelihood = -29043.606
Iteration 79: (EM) log likelihood = -29043.268
Iteration 80: (EM) log likelihood = -29042.924
Iteration 81: (EM) log likelihood = -29042.434
Iteration 82: (EM) log likelihood = -29042.291
Iteration 83: (EM) log likelihood = -29042.251
Iteration 84: (EM) log likelihood = -29041.916
Iteration 85: (EM) log likelihood = -29041.897
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6094.7497
Iteration 1: (class) log likelihood = -6094.7497
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29130.338
Iteration 1: (outcome) log likelihood = -28914.231
Iteration 2: (outcome) log likelihood = -28877.415
Iteration 3: (outcome) log likelihood = -28874.375
Iteration 4: (outcome) log likelihood = -28874.119
Iteration 5: (outcome) log likelihood = -28874.059
Iteration 6: (outcome) log likelihood = -28874.047
Iteration 7: (outcome) log likelihood = -28874.045
Iteration 8: (outcome) log likelihood = -28874.045
Iteration 9: (outcome) log likelihood = -28874.044
Iteration 10: (outcome) log likelihood = -28874.044 (not concave)
Iteration 11: (outcome) log likelihood = -28874.044 (not concave)
Iteration 12: (outcome) log likelihood = -28874.044 (not concave)
Iteration 13: (outcome) log likelihood = -28874.044 (not concave)
Iteration 14: (outcome) log likelihood = -28874.044 (not concave)
Iteration 15: (outcome) log likelihood = -28874.044 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34925.636
Iteration 1: (EM) log likelihood = -34805.324
Iteration 2: (EM) log likelihood = -34494.064
Iteration 3: (EM) log likelihood = -33767.946
Iteration 4: (EM) log likelihood = -32680.185
Iteration 5: (EM) log likelihood = -31744.297
Iteration 6: (EM) log likelihood = -31097.079
Iteration 7: (EM) log likelihood = -30650.188
Iteration 8: (EM) log likelihood = -30331.137
Iteration 9: (EM) log likelihood = -30106.834
Iteration 10: (EM) log likelihood = -29955.362
Iteration 11: (EM) log likelihood = -29853.212
Iteration 12: (EM) log likelihood = -29780.663
Iteration 13: (EM) log likelihood = -29730.097
Iteration 14: (EM) log likelihood = -29691.045
Iteration 15: (EM) log likelihood = -29656.57
Iteration 16: (EM) log likelihood = -29621.189
Iteration 17: (EM) log likelihood = -29592.237
Iteration 18: (EM) log likelihood = -29564.076
Iteration 19: (EM) log likelihood = -29533.975
Iteration 20: (EM) log likelihood = -29507.018
Iteration 21: (EM) log likelihood = -29477.84
Iteration 22: (EM) log likelihood = -29448.096
Iteration 23: (EM) log likelihood = -29414.339
Iteration 24: (EM) log likelihood = -29380.805
Iteration 25: (EM) log likelihood = -29345.624
Iteration 26: (EM) log likelihood = -29309.781
Iteration 27: (EM) log likelihood = -29272.522
Iteration 28: (EM) log likelihood = -29242.968
Iteration 29: (EM) log likelihood = -29215.531
Iteration 30: (EM) log likelihood = -29192.94
Iteration 31: (EM) log likelihood = -29174.178
Iteration 32: (EM) log likelihood = -29158.943
Iteration 33: (EM) log likelihood = -29146.025
Iteration 34: (EM) log likelihood = -29134.93
Iteration 35: (EM) log likelihood = -29125.235
Iteration 36: (EM) log likelihood = -29115.648
Iteration 37: (EM) log likelihood = -29106.495
Iteration 38: (EM) log likelihood = -29098.187
Iteration 39: (EM) log likelihood = -29090.882
Iteration 40: (EM) log likelihood = -29081.19
Iteration 41: (EM) log likelihood = -29074.503
Iteration 42: (EM) log likelihood = -29067.377
Iteration 43: (EM) log likelihood = -29061.621
Iteration 44: (EM) log likelihood = -29058.221
Iteration 45: (EM) log likelihood = -29054.756
Iteration 46: (EM) log likelihood = -29051.86
Iteration 47: (EM) log likelihood = -29049.146
Iteration 48: (EM) log likelihood = -29045.89
Iteration 49: (EM) log likelihood = -29043.458
Iteration 50: (EM) log likelihood = -29041.209
Iteration 51: (EM) log likelihood = -29035.933
Iteration 52: (EM) log likelihood = -29033.421
Iteration 53: (EM) log likelihood = -29029.942
Iteration 54: (EM) log likelihood = -29028.343
Iteration 55: (EM) log likelihood = -29025.098
Iteration 56: (EM) log likelihood = -29023.517
Iteration 57: (EM) log likelihood = -29021.454
Iteration 58: (EM) log likelihood = -29019.861
Iteration 59: (EM) log likelihood = -29016.339
Iteration 60: (EM) log likelihood = -29015.857
Iteration 61: (EM) log likelihood = -29014.424
Iteration 62: (EM) log likelihood = -29013.491
Iteration 63: (EM) log likelihood = -29011.152
Iteration 64: (EM) log likelihood = -29010.388
Iteration 65: (EM) log likelihood = -29009.549
Iteration 66: (EM) log likelihood = -29008.395
Iteration 67: (EM) log likelihood = -29007.638
Iteration 68: (EM) log likelihood = -29006.653
Iteration 69: (EM) log likelihood = -29005.928
Iteration 70: (EM) log likelihood = -29005.297
Iteration 71: (EM) log likelihood = -29004.614
Iteration 72: (EM) log likelihood = -29003.235
Iteration 73: (EM) log likelihood = -29002.114
Iteration 74: (EM) log likelihood = -29001.577
Iteration 75: (EM) log likelihood = -29001.052
Iteration 76: (EM) log likelihood = -28999.344
Iteration 77: (EM) log likelihood = -28999.087
Iteration 78: (EM) log likelihood = -28998.417
Iteration 79: (EM) log likelihood = -28998.18
Iteration 80: (EM) log likelihood = -28997.988
Iteration 81: (EM) log likelihood = -28997.784
Iteration 82: (EM) log likelihood = -28997.249
Iteration 83: (EM) log likelihood = -28997.257
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.6163
Iteration 1: (class) log likelihood = -6095.6163
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29885.039
Iteration 1: (outcome) log likelihood = -29029.824
Iteration 2: (outcome) log likelihood = -28898.27
Iteration 3: (outcome) log likelihood = -28873.772
Iteration 4: (outcome) log likelihood = -28868.407
Iteration 5: (outcome) log likelihood = -28867.286
Iteration 6: (outcome) log likelihood = -28867.095
Iteration 7: (outcome) log likelihood = -28867.051
Iteration 8: (outcome) log likelihood = -28867.04
Iteration 9: (outcome) log likelihood = -28867.038 (not concave)
Iteration 10: (outcome) log likelihood = -28867.038 (not concave)
Iteration 11: (outcome) log likelihood = -28867.038 (not concave)
Iteration 12: (outcome) log likelihood = -28867.038 (not concave)
Iteration 13: (outcome) log likelihood = -28867.038 (not concave)
Iteration 14: (outcome) log likelihood = -28867.038 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34867.06
Iteration 1: (EM) log likelihood = -34571.069
Iteration 2: (EM) log likelihood = -33848.317
Iteration 3: (EM) log likelihood = -32774.925
Iteration 4: (EM) log likelihood = -31809.952
Iteration 5: (EM) log likelihood = -31109.192
Iteration 6: (EM) log likelihood = -30636.688
Iteration 7: (EM) log likelihood = -30326.902
Iteration 8: (EM) log likelihood = -30118.522
Iteration 9: (EM) log likelihood = -29974.617
Iteration 10: (EM) log likelihood = -29872.575
Iteration 11: (EM) log likelihood = -29792.98
Iteration 12: (EM) log likelihood = -29722.89
Iteration 13: (EM) log likelihood = -29653.853
Iteration 14: (EM) log likelihood = -29588.644
Iteration 15: (EM) log likelihood = -29522.268
Iteration 16: (EM) log likelihood = -29464.001
Iteration 17: (EM) log likelihood = -29413.019
Iteration 18: (EM) log likelihood = -29367.72
Iteration 19: (EM) log likelihood = -29327.928
Iteration 20: (EM) log likelihood = -29291.029
Iteration 21: (EM) log likelihood = -29254.586
Iteration 22: (EM) log likelihood = -29225.528
Iteration 23: (EM) log likelihood = -29197.604
Iteration 24: (EM) log likelihood = -29169.713
Iteration 25: (EM) log likelihood = -29140.969
Iteration 26: (EM) log likelihood = -29110.55
Iteration 27: (EM) log likelihood = -29081.101
Iteration 28: (EM) log likelihood = -29050.348
Iteration 29: (EM) log likelihood = -29017.305
Iteration 30: (EM) log likelihood = -28980.998
Iteration 31: (EM) log likelihood = -28944.519
Iteration 32: (EM) log likelihood = -28905.921
Iteration 33: (EM) log likelihood = -28864.659
Iteration 34: (EM) log likelihood = -28824.941
Iteration 35: (EM) log likelihood = -28784.396
Iteration 36: (EM) log likelihood = -28745.157
Iteration 37: (EM) log likelihood = -28706.782
Iteration 38: (EM) log likelihood = -28669.354
Iteration 39: (EM) log likelihood = -28632.425
Iteration 40: (EM) log likelihood = -28594.453
Iteration 41: (EM) log likelihood = -28557.736
Iteration 42: (EM) log likelihood = -28522.23
Iteration 43: (EM) log likelihood = -28488.994
Iteration 44: (EM) log likelihood = -28457.141
Iteration 45: (EM) log likelihood = -28429.631
Iteration 46: (EM) log likelihood = -28402.082
Iteration 47: (EM) log likelihood = -28378.666
Iteration 48: (EM) log likelihood = -28357.453
Iteration 49: (EM) log likelihood = -28336.626
Iteration 50: (EM) log likelihood = -28315.047
Iteration 51: (EM) log likelihood = -28297.046
Iteration 52: (EM) log likelihood = -28281.153
Iteration 53: (EM) log likelihood = -28265.809
Iteration 54: (EM) log likelihood = -28251.201
Iteration 55: (EM) log likelihood = -28238.732
Iteration 56: (EM) log likelihood = -28227.17
Iteration 57: (EM) log likelihood = -28216.127
Iteration 58: (EM) log likelihood = -28205.588
Iteration 59: (EM) log likelihood = -28197.124
Iteration 60: (EM) log likelihood = -28189.241
Iteration 61: (EM) log likelihood = -28181.436
Iteration 62: (EM) log likelihood = -28173.808
Iteration 63: (EM) log likelihood = -28167.448
Iteration 64: (EM) log likelihood = -28160.313
Iteration 65: (EM) log likelihood = -28153.818
Iteration 66: (EM) log likelihood = -28147.384
Iteration 67: (EM) log likelihood = -28142.07
Iteration 68: (EM) log likelihood = -28133.759
Iteration 69: (EM) log likelihood = -28126.378
Iteration 70: (EM) log likelihood = -28120.456
Iteration 71: (EM) log likelihood = -28115.428
Iteration 72: (EM) log likelihood = -28111.356
Iteration 73: (EM) log likelihood = -28107.186
Iteration 74: (EM) log likelihood = -28101.888
Iteration 75: (EM) log likelihood = -28098.252
Iteration 76: (EM) log likelihood = -28095.4
Iteration 77: (EM) log likelihood = -28091.225
Iteration 78: (EM) log likelihood = -28087.825
Iteration 79: (EM) log likelihood = -28084.559
Iteration 80: (EM) log likelihood = -28080.777
Iteration 81: (EM) log likelihood = -28077.21
Iteration 82: (EM) log likelihood = -28073.844
Iteration 83: (EM) log likelihood = -28069.792
Iteration 84: (EM) log likelihood = -28066.78
Iteration 85: (EM) log likelihood = -28064.416
Iteration 86: (EM) log likelihood = -28061.713
Iteration 87: (EM) log likelihood = -28059.022
Iteration 88: (EM) log likelihood = -28056.861
Iteration 89: (EM) log likelihood = -28054.714
Iteration 90: (EM) log likelihood = -28052.563
Iteration 91: (EM) log likelihood = -28049.953
Iteration 92: (EM) log likelihood = -28047.759
Iteration 93: (EM) log likelihood = -28046.411
Iteration 94: (EM) log likelihood = -28044.303
Iteration 95: (EM) log likelihood = -28042.103
Iteration 96: (EM) log likelihood = -28039.436
Iteration 97: (EM) log likelihood = -28037.151
Iteration 98: (EM) log likelihood = -28035.24
Iteration 99: (EM) log likelihood = -28033.448
Iteration 100: (EM) log likelihood = -28031.281
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6095.9798
Iteration 1: (class) log likelihood = -6095.9798
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29136.135
Iteration 1: (outcome) log likelihood = -28974.821
Iteration 2: (outcome) log likelihood = -28885.094
Iteration 3: (outcome) log likelihood = -28877.101
Iteration 4: (outcome) log likelihood = -28876.351
Iteration 5: (outcome) log likelihood = -28876.263
Iteration 6: (outcome) log likelihood = -28876.248
Iteration 7: (outcome) log likelihood = -28876.244
Iteration 8: (outcome) log likelihood = -28876.243
Iteration 9: (outcome) log likelihood = -28876.243 (not concave)
Iteration 10: (outcome) log likelihood = -28876.243 (not concave)
Iteration 11: (outcome) log likelihood = -28876.243 (not concave)
Iteration 12: (outcome) log likelihood = -28876.243 (not concave)
Iteration 13: (outcome) log likelihood = -28876.243 (not concave)
Iteration 14: (outcome) log likelihood = -28876.243 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34925.875
Iteration 1: (EM) log likelihood = -34763.91
Iteration 2: (EM) log likelihood = -34370.044
Iteration 3: (EM) log likelihood = -33728.182
Iteration 4: (EM) log likelihood = -32869.734
Iteration 5: (EM) log likelihood = -31939.505
Iteration 6: (EM) log likelihood = -31101.982
Iteration 7: (EM) log likelihood = -30486.728
Iteration 8: (EM) log likelihood = -30098.213
Iteration 9: (EM) log likelihood = -29839.045
Iteration 10: (EM) log likelihood = -29626.631
Iteration 11: (EM) log likelihood = -29436.763
Iteration 12: (EM) log likelihood = -29271.7
Iteration 13: (EM) log likelihood = -29141.825
Iteration 14: (EM) log likelihood = -29048.294
Iteration 15: (EM) log likelihood = -28982.374
Iteration 16: (EM) log likelihood = -28932.263
Iteration 17: (EM) log likelihood = -28890.692
Iteration 18: (EM) log likelihood = -28855.11
Iteration 19: (EM) log likelihood = -28824.845
Iteration 20: (EM) log likelihood = -28793.105
Iteration 21: (EM) log likelihood = -28765.943
Iteration 22: (EM) log likelihood = -28745.085
Iteration 23: (EM) log likelihood = -28725.519
Iteration 24: (EM) log likelihood = -28710.446
Iteration 25: (EM) log likelihood = -28695.605
Iteration 26: (EM) log likelihood = -28682.304
Iteration 27: (EM) log likelihood = -28670.695
Iteration 28: (EM) log likelihood = -28659.591
Iteration 29: (EM) log likelihood = -28650.02
Iteration 30: (EM) log likelihood = -28643.393
Iteration 31: (EM) log likelihood = -28634.535
Iteration 32: (EM) log likelihood = -28626.462
Iteration 33: (EM) log likelihood = -28618.738
Iteration 34: (EM) log likelihood = -28611.599
Iteration 35: (EM) log likelihood = -28604.181
Iteration 36: (EM) log likelihood = -28599.27
Iteration 37: (EM) log likelihood = -28592.357
Iteration 38: (EM) log likelihood = -28587.599
Iteration 39: (EM) log likelihood = -28580.992
Iteration 40: (EM) log likelihood = -28574.561
Iteration 41: (EM) log likelihood = -28568.731
Iteration 42: (EM) log likelihood = -28565.067
Iteration 43: (EM) log likelihood = -28561.051
Iteration 44: (EM) log likelihood = -28556.137
Iteration 45: (EM) log likelihood = -28550.409
Iteration 46: (EM) log likelihood = -28546.384
Iteration 47: (EM) log likelihood = -28536.989
Iteration 48: (EM) log likelihood = -28533.566
Iteration 49: (EM) log likelihood = -28530.216
Iteration 50: (EM) log likelihood = -28525.949
Iteration 51: (EM) log likelihood = -28521.993
Iteration 52: (EM) log likelihood = -28519.661
Iteration 53: (EM) log likelihood = -28516.049
Iteration 54: (EM) log likelihood = -28512.664
Iteration 55: (EM) log likelihood = -28509.612
Iteration 56: (EM) log likelihood = -28506.797
Iteration 57: (EM) log likelihood = -28503.811
Iteration 58: (EM) log likelihood = -28499.75
Iteration 59: (EM) log likelihood = -28498.253
Iteration 60: (EM) log likelihood = -28496.225
Iteration 61: (EM) log likelihood = -28494.361
Iteration 62: (EM) log likelihood = -28492.112
Iteration 63: (EM) log likelihood = -28489.967
Iteration 64: (EM) log likelihood = -28488.303
Iteration 65: (EM) log likelihood = -28486.718
Iteration 66: (EM) log likelihood = -28484.945
Iteration 67: (EM) log likelihood = -28483.491
Iteration 68: (EM) log likelihood = -28481.72
Iteration 69: (EM) log likelihood = -28480.09
Iteration 70: (EM) log likelihood = -28478.527
Iteration 71: (EM) log likelihood = -28476.672
Iteration 72: (EM) log likelihood = -28475.483
Iteration 73: (EM) log likelihood = -28473.873
Iteration 74: (EM) log likelihood = -28472.852
Iteration 75: (EM) log likelihood = -28471.564
Iteration 76: (EM) log likelihood = -28470.449
Iteration 77: (EM) log likelihood = -28469.281
Iteration 78: (EM) log likelihood = -28467.849
Iteration 79: (EM) log likelihood = -28466.746
Iteration 80: (EM) log likelihood = -28465.152
Iteration 81: (EM) log likelihood = -28463.686
Iteration 82: (EM) log likelihood = -28462.304
Iteration 83: (EM) log likelihood = -28461.199
Iteration 84: (EM) log likelihood = -28459.726
Iteration 85: (EM) log likelihood = -28458.407
Iteration 86: (EM) log likelihood = -28457.537
Iteration 87: (EM) log likelihood = -28456.097
Iteration 88: (EM) log likelihood = -28455.402
Iteration 89: (EM) log likelihood = -28454.592
Iteration 90: (EM) log likelihood = -28453.36
Iteration 91: (EM) log likelihood = -28452.599
Iteration 92: (EM) log likelihood = -28451.276
Iteration 93: (EM) log likelihood = -28450.556
Iteration 94: (EM) log likelihood = -28449.759
Iteration 95: (EM) log likelihood = -28448.822
Iteration 96: (EM) log likelihood = -28447.578
Iteration 97: (EM) log likelihood = -28446.621
Iteration 98: (EM) log likelihood = -28445.895
Iteration 99: (EM) log likelihood = -28445.104
Iteration 100: (EM) log likelihood = -28444.511
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6096.1175
Iteration 1: (class) log likelihood = -6096.1175
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29798.947
Iteration 1: (outcome) log likelihood = -29007.946
Iteration 2: (outcome) log likelihood = -28906.939
Iteration 3: (outcome) log likelihood = -28885.099
Iteration 4: (outcome) log likelihood = -28880.919
Iteration 5: (outcome) log likelihood = -28879.904
Iteration 6: (outcome) log likelihood = -28879.729
Iteration 7: (outcome) log likelihood = -28879.689
Iteration 8: (outcome) log likelihood = -28879.679
Iteration 9: (outcome) log likelihood = -28879.677 (not concave)
Iteration 10: (outcome) log likelihood = -28879.677 (not concave)
Iteration 11: (outcome) log likelihood = -28879.677 (not concave)
Iteration 12: (outcome) log likelihood = -28879.677 (not concave)
Iteration 13: (outcome) log likelihood = -28879.677 (not concave)
Iteration 14: (outcome) log likelihood = -28879.677 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -34962.866
Iteration 1: (EM) log likelihood = -34920.272
Iteration 2: (EM) log likelihood = -34823.415
Iteration 3: (EM) log likelihood = -34598.924
Iteration 4: (EM) log likelihood = -34156.558
Iteration 5: (EM) log likelihood = -33408.166
Iteration 6: (EM) log likelihood = -32409.156
Iteration 7: (EM) log likelihood = -31488.299
Iteration 8: (EM) log likelihood = -30900.478
Iteration 9: (EM) log likelihood = -30585.107
Iteration 10: (EM) log likelihood = -30399.163
Iteration 11: (EM) log likelihood = -30259.992
Iteration 12: (EM) log likelihood = -30133.604
Iteration 13: (EM) log likelihood = -30003.927
Iteration 14: (EM) log likelihood = -29865.181
Iteration 15: (EM) log likelihood = -29723.675
Iteration 16: (EM) log likelihood = -29585.211
Iteration 17: (EM) log likelihood = -29456.29
Iteration 18: (EM) log likelihood = -29340.656
Iteration 19: (EM) log likelihood = -29241.32
Iteration 20: (EM) log likelihood = -29159.865
Iteration 21: (EM) log likelihood = -29097.39
Iteration 22: (EM) log likelihood = -29045.239
Iteration 23: (EM) log likelihood = -29008.937
Iteration 24: (EM) log likelihood = -28981.711
Iteration 25: (EM) log likelihood = -28952.479
Iteration 26: (EM) log likelihood = -28934.738
Iteration 27: (EM) log likelihood = -28917.15
Iteration 28: (EM) log likelihood = -28904.827
Iteration 29: (EM) log likelihood = -28890.857
Iteration 30: (EM) log likelihood = -28877.537
Iteration 31: (EM) log likelihood = -28863.607
Iteration 32: (EM) log likelihood = -28848.705
Iteration 33: (EM) log likelihood = -28834.355
Iteration 34: (EM) log likelihood = -28819.927
Iteration 35: (EM) log likelihood = -28807.292
Iteration 36: (EM) log likelihood = -28792.383
Iteration 37: (EM) log likelihood = -28777.261
Iteration 38: (EM) log likelihood = -28759.772
Iteration 39: (EM) log likelihood = -28741.359
Iteration 40: (EM) log likelihood = -28726.345
Iteration 41: (EM) log likelihood = -28712.304
Iteration 42: (EM) log likelihood = -28698.685
Iteration 43: (EM) log likelihood = -28683.502
Iteration 44: (EM) log likelihood = -28671.479
Iteration 45: (EM) log likelihood = -28655.512
Iteration 46: (EM) log likelihood = -28641.063
Iteration 47: (EM) log likelihood = -28628.479
Iteration 48: (EM) log likelihood = -28615.8
Iteration 49: (EM) log likelihood = -28602.798
Iteration 50: (EM) log likelihood = -28589.891
Iteration 51: (EM) log likelihood = -28574.754
Iteration 52: (EM) log likelihood = -28560.443
Iteration 53: (EM) log likelihood = -28546.091
Iteration 54: (EM) log likelihood = -28534.148
Iteration 55: (EM) log likelihood = -28523.402
Iteration 56: (EM) log likelihood = -28509.542
Iteration 57: (EM) log likelihood = -28495.855
Iteration 58: (EM) log likelihood = -28483.663
Iteration 59: (EM) log likelihood = -28470.923
Iteration 60: (EM) log likelihood = -28457.59
Iteration 61: (EM) log likelihood = -28443.735
Iteration 62: (EM) log likelihood = -28432.295
Iteration 63: (EM) log likelihood = -28418.277
Iteration 64: (EM) log likelihood = -28406.855
Iteration 65: (EM) log likelihood = -28392.333
Iteration 66: (EM) log likelihood = -28379.866
Iteration 67: (EM) log likelihood = -28371.132
Iteration 68: (EM) log likelihood = -28358.002
Iteration 69: (EM) log likelihood = -28348.012
Iteration 70: (EM) log likelihood = -28338.236
Iteration 71: (EM) log likelihood = -28329.172
Iteration 72: (EM) log likelihood = -28321.653
Iteration 73: (EM) log likelihood = -28313.888
Iteration 74: (EM) log likelihood = -28304.962
Iteration 75: (EM) log likelihood = -28292.811
Iteration 76: (EM) log likelihood = -28284.08
Iteration 77: (EM) log likelihood = -28277.664
Iteration 78: (EM) log likelihood = -28272.56
Iteration 79: (EM) log likelihood = -28262.525
Iteration 80: (EM) log likelihood = -28257.273
Iteration 81: (EM) log likelihood = -28252.233
Iteration 82: (EM) log likelihood = -28245.203
Iteration 83: (EM) log likelihood = -28237.164
Iteration 84: (EM) log likelihood = -28232.202
Iteration 85: (EM) log likelihood = -28225.388
Iteration 86: (EM) log likelihood = -28220.094
Iteration 87: (EM) log likelihood = -28213.132
Iteration 88: (EM) log likelihood = -28208.495
Iteration 89: (EM) log likelihood = -28203.446
Iteration 90: (EM) log likelihood = -28196.23
Iteration 91: (EM) log likelihood = -28190.844
Iteration 92: (EM) log likelihood = -28186.921
Iteration 93: (EM) log likelihood = -28182.08
Iteration 94: (EM) log likelihood = -28178.767
Iteration 95: (EM) log likelihood = -28170.97
Iteration 96: (EM) log likelihood = -28160.422
Iteration 97: (EM) log likelihood = -28147.788
Iteration 98: (EM) log likelihood = -28136.71
Iteration 99: (EM) log likelihood = -28128.951
Iteration 100: (EM) log likelihood = -28120.308
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -26878.392 (not concave)
Iteration 1: log likelihood = -26878.376 (not concave)
Iteration 2: log likelihood = -26878.25 (not concave)
Iteration 3: log likelihood = -26878.231 (not concave)
Iteration 4: log likelihood = -26878.223 (not concave)
Iteration 5: log likelihood = -26878.218 (not concave)
Iteration 6: log likelihood = -26878.215 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -26878.215
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | -1.088652 .1134333 -9.60 0.000 -1.310977 -.8663266
-------------+----------------------------------------------------------------
3.C |
_cons | -2.004668 .1404685 -14.27 0.000 -2.279981 -1.729355
-------------+----------------------------------------------------------------
4.C |
_cons | -.4980214 .0996821 -5.00 0.000 -.6933947 -.3026481
-------------+----------------------------------------------------------------
5.C |
_cons | -.6746376 .0606503 -11.12 0.000 -.79351 -.5557652
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | .4576842 .5098828 0.90 0.369 -.5416676 1.457036
_cons | 1.547834 .9088346 1.70 0.089 -.2334495 3.329117
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 14.98582 . . . . .
_cons | -81.59111 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -15.55792 .5163706 -30.13 0.000 -16.56999 -14.54586
_cons | 33.12831 .8472032 39.10 0.000 31.46783 34.7888
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.1049 .4312701 -35.02 0.000 -15.95017 -14.25962
_cons | 34.34917 .6809404 50.44 0.000 33.01455 35.68379
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -15.24479 .4122138 -36.98 0.000 -16.05271 -14.43687
_cons | 34.76315 .630311 55.15 0.000 33.52777 35.99854
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -15.37231 .4132338 -37.20 0.000 -16.18223 -14.56238
_cons | 34.85772 .6279023 55.51 0.000 33.62705 36.08838
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.41758 .2691968 -57.27 0.000 -15.94519 -14.88996
_cons | 33.42307 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .1427868 .2307116 0.62 0.536 -.3093997 .5949733
_cons | 1.42118 .4283554 3.32 0.001 .5816192 2.260741
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.2993684 .3464764 -0.86 0.388 -.9784497 .379713
_cons | -.4655692 .6330257 -0.74 0.462 -1.706277 .7751384
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -17.3538 3.108313 -5.58 0.000 -23.44598 -11.26161
_cons | 40.06484 6.196263 6.47 0.000 27.92039 52.20929
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -13.2873 .280026 -47.45 0.000 -13.83614 -12.73846
_cons | 30.43678 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 7.416822 270.5593 0.03 0.978 -522.8697 537.7033
_cons | -18.24457 540.523 -0.03 0.973 -1077.65 1041.161
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .1538313 1.258413 0.12 0.903 -2.312613 2.620276
_cons | 3.433644 2.405002 1.43 0.153 -1.280074 8.147362
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.007585 1.232405 -0.82 0.414 -3.423055 1.407885
_cons | 5.662369 2.355844 2.40 0.016 1.045 10.27974
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.40711 1.232409 -1.14 0.254 -3.822586 1.008367
_cons | 5.982783 2.349145 2.55 0.011 1.378543 10.58702
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.344915 1.238552 -1.89 0.058 -4.772431 .0826015
_cons | 6.435772 2.356209 2.73 0.006 1.817687 11.05386
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.81131 .534236 -27.72 0.000 -15.85839 -13.76423
_cons | 34.43983 .9361079 36.79 0.000 32.60509 36.27457
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -14.99706 .5829038 -25.73 0.000 -16.13953 -13.85459
_cons | 33.95403 1.038503 32.70 0.000 31.9186 35.98946
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -16.44972 .5036456 -32.66 0.000 -17.43685 -15.4626
_cons | 36.63611 .8539675 42.90 0.000 34.96237 38.30986
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.41226 .2597325 -55.49 0.000 -14.92132 -13.90319
_cons | 32.42952 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -15.78169 .5152627 -30.63 0.000 -16.79159 -14.77179
_cons | 35.47363 .883527 40.15 0.000 33.74195 37.20532
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -3.64553 6.225859 -0.59 0.558 -15.84799 8.556929
_cons | 6.994653 7.166008 0.98 0.329 -7.050464 21.03977
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.3649 1.993278 0.68 0.494 -2.541853 5.271654
_cons | 5.043966 3.957795 1.27 0.203 -2.71317 12.8011
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.326799 1.995577 0.66 0.506 -2.58446 5.238058
_cons | 4.528821 3.960734 1.14 0.253 -3.234075 12.29172
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 16.59172 . . . . .
_cons | -29.19567 . . . . .
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 1.51466 .6502672 2.33 0.020 .2401592 2.78916
_cons | -.2709786 1.084941 -0.25 0.803 -2.397424 1.855467
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 21.83466 4595039 0.00 1.000 -9006090 9006133
_cons | -78.75262 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -62.65075 . . . . .
_cons | -5.974613 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.91118 .548108 -29.03 0.000 -16.98545 -14.83691
_cons | 35.28607 . . . . .
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.77048 .8806773 -16.77 0.000 -16.49658 -13.04439
_cons | 34.22748 1.381694 24.77 0.000 31.51941 36.93555
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.81168 .8494152 -17.44 0.000 -16.47651 -13.14686
_cons | 34.95853 1.30912 26.70 0.000 32.3927 37.52436
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.84774 .8683305 -18.25 0.000 -17.54963 -14.14584
_cons | 34.88462 1.307294 26.68 0.000 32.32237 37.44687
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | 1.263187 .363674 3.47 0.001 .5503988 1.975975
_cons | -.6202262 .6748984 -0.92 0.358 -1.943003 .7025504
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -33.95172 . . . . .
_cons | -24.73714 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 5.220199 2.969202 1.76 0.079 -.5993298 11.03973
_cons | -2.62612 3.091962 -0.85 0.396 -8.686254 3.434014
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 4.211943 2.99399 1.41 0.159 -1.65617 10.08005
_cons | -3.119132 3.171405 -0.98 0.325 -9.334972 3.096707
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.593954 12.94567 0.20 0.841 -22.77908 27.96699
_cons | -5.572616 25.77321 -0.22 0.829 -56.08717 44.94194
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .0689769 2.718244 0.03 0.980 -5.258684 5.396638
_cons | 4.34824 5.280113 0.82 0.410 -6.000591 14.69707
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.328418 2.728368 -0.49 0.626 -6.675921 4.019086
_cons | 6.243805 5.297655 1.18 0.239 -4.139408 16.62702
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -3.204644 2.702478 -1.19 0.236 -8.501403 2.092115
_cons | 8.804438 5.238791 1.68 0.093 -1.463405 19.07228
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.953183 2.83273 -1.04 0.297 -8.505233 2.598867
_cons | 6.51616 5.448752 1.20 0.232 -4.163197 17.19552
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 2.965173 1.861992 1.59 0.111 -.6842642 6.614609
_cons | .6760402 2.367766 0.29 0.775 -3.964695 5.316776
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 2.759648 1.959285 1.41 0.159 -1.08048 6.599777
_cons | -.745931 2.647821 -0.28 0.778 -5.935565 4.443703
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 3.591 2.26604 1.58 0.113 -.8503569 8.032358
_cons | -2.880293 3.48392 -0.83 0.408 -9.708651 3.948066
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 2.538585 1.920187 1.32 0.186 -1.224913 6.302082
_cons | -.811054 2.51866 -0.32 0.747 -5.747537 4.125429
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 4.419038 3.140281 1.41 0.159 -1.7358 10.57388
_cons | -4.449946 5.577594 -0.80 0.425 -15.38183 6.481938
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 4.503533 1.888314 2.38 0.017 .8025053 8.204561
_cons | -2.716075 2.119165 -1.28 0.200 -6.869561 1.437411
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.8574145 3.331614 -0.26 0.797 -7.387257 5.672428
_cons | 2.894646 3.481168 0.83 0.406 -3.928318 9.71761
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 2.818531 1.928148 1.46 0.144 -.9605696 6.597632
_cons | -.9615278 2.182932 -0.44 0.660 -5.239997 3.316941
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 6.66117 1.12e+09 0.00 1.000 -2.19e+09 2.19e+09
_cons | -49.46452 2.21e+09 -0.00 1.000 -4.34e+09 4.34e+09
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -3.786067 .7868657 -4.81 0.000 -5.328296 -2.243839
_cons | 5.417385 1.200535 4.51 0.000 3.06438 7.770391
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -10.15465 33.18766 -0.31 0.760 -75.20126 54.89197
_cons | 8.409261 33.24342 0.25 0.800 -56.74665 73.56518
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -16.51574 2513.157 -0.01 0.995 -4942.213 4909.182
_cons | 32.84774 5026.314 0.01 0.995 -9818.547 9884.242
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.70666 2513.157 -0.01 0.995 -4941.404 4909.99
_cons | 33.38248 5026.314 0.01 0.995 -9818.012 9884.777
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.66338 2513.157 -0.01 0.995 -4940.361 4911.034
_cons | 31.43421 5026.314 0.01 0.995 -9819.96 9882.829
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -16.50584 2513.157 -0.01 0.995 -4942.203 4909.191
_cons | 34.7943 5026.314 0.01 0.994 -9816.6 9886.188
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -17.99412 2513.157 -0.01 0.994 -4943.691 4907.703
_cons | 35.7535 5026.314 0.01 0.994 -9815.641 9887.148
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -4.852332 1.186716 -4.09 0.000 -7.178253 -2.526411
_cons | 7.945074 2.260971 3.51 0.000 3.513652 12.3765
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -7.935119 8.868505 -0.89 0.371 -25.31707 9.446832
_cons | 8.63185 9.145846 0.94 0.345 -9.293678 26.55738
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -12.60713 .2578231 -48.90 0.000 -13.11245 -12.1018
_cons | 28.40503 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -19.42487 4.778864 -4.06 0.000 -28.79127 -10.05847
_cons | 39.91225 9.529437 4.19 0.000 21.2349 58.58961
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.338026 22.93185 0.10 0.919 -42.60757 47.28362
_cons | -6.517636 45.65193 -0.14 0.886 -95.99377 82.9585
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.529246 2.60584 -0.97 0.332 -7.636598 2.578106
_cons | 5.091705 5.019711 1.01 0.310 -4.746748 14.93016
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.621797 2.440973 -1.07 0.283 -7.406016 2.162423
_cons | 6.517921 4.786828 1.36 0.173 -2.864089 15.89993
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.492262 2.413404 -1.03 0.302 -7.222448 2.237923
_cons | 6.649824 4.748508 1.40 0.161 -2.65708 15.95673
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.178761 2.403414 -0.91 0.365 -6.889366 2.531845
_cons | 6.380079 4.732399 1.35 0.178 -2.895252 15.65541
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -1.140997 . . . . .
_cons | 17.37416 2.036466 8.53 0.000 13.38276 21.36556
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.59193 1.089349 1.46 0.144 -.5431542 3.727014
_cons | 13.10898 2.467049 5.31 0.000 8.273655 17.94431
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.1228329 .7892831 -0.16 0.876 -1.669799 1.424133
_cons | 15.75369 1.923783 8.19 0.000 11.98315 19.52424
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -2.493903 .7565193 -3.30 0.001 -3.976654 -1.011153
_cons | 19.39552 1.835583 10.57 0.000 15.79785 22.9932
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .7238905 1.070002 0.68 0.499 -1.373275 2.821056
_cons | 13.92287 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -10.8507 . . . . .
_cons | 25.76072 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -15.05159 7.495307 -2.01 0.045 -29.74212 -.361053
_cons | 36.97928 14.96779 2.47 0.013 7.642952 66.31561
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -14.93715 7.506877 -1.99 0.047 -29.65036 -.2239467
_cons | 35.63505 14.98752 2.38 0.017 6.260056 65.01004
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -16.13829 7.529279 -2.14 0.032 -30.89541 -1.381175
_cons | 36.24252 15.00707 2.42 0.016 6.82921 65.65583
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -1.058394 1.294955 -0.82 0.414 -3.596459 1.479672
_cons | -1.056978 1.915001 -0.55 0.581 -4.810311 2.696356
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -1.443977 . . . . .
_cons | -83.09171 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -11.08782 .483612 -22.93 0.000 -12.03568 -10.13996
_cons | 24.34472 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.25686 8.257468 -1.85 0.065 -31.4412 .9274822
_cons | 35.23076 16.48816 2.14 0.033 2.91456 67.54695
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -15.36405 8.25567 -1.86 0.063 -31.54487 .8167638
_cons | 35.88744 16.48474 2.18 0.029 3.577937 68.19694
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -15.37315 8.252622 -1.86 0.062 -31.54799 .8016945
_cons | 35.56341 16.47842 2.16 0.031 3.266292 67.86052
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -14.91206 8.275894 -1.80 0.072 -31.13251 1.308399
_cons | 32.6427 16.5212 1.98 0.048 .2617335 65.02366
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .0617802 .3989036 0.15 0.877 -.7200564 .8436168
_cons | 2.104085 .7149603 2.94 0.003 .7027887 3.505382
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.3489266 .5613737 -0.62 0.534 -1.449199 .7513456
_cons | -.0885551 1.014745 -0.09 0.930 -2.077419 1.900309
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -15.23087 .4845921 -31.43 0.000 -16.18065 -14.28108
_cons | 35.806 .573495 62.43 0.000 34.68197 36.93003
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -14.56701 .3927167 -37.09 0.000 -15.33672 -13.7973
_cons | 33.34696 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | .6493645 .5100867 1.27 0.203 -.3503871 1.649116
_cons | -.1828545 .9676294 -0.19 0.850 -2.079373 1.713664
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.0109182 .4257291 -0.03 0.980 -.8453319 .8234954
_cons | 1.477408 .7874881 1.88 0.061 -.0660407 3.020856
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | .0185739 .3969327 0.05 0.963 -.7594 .7965477
_cons | 2.076767 .736026 2.82 0.005 .6341821 3.519351
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.366511 18.86433 -0.23 0.817 -41.33992 32.60689
_cons | 1.984609 23.78341 0.08 0.933 -44.63002 48.59924
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.19967 15774.93 -0.00 0.999 -30928.49 30908.09
_cons | -.6938204 15781.73 -0.00 1.000 -30932.31 30930.93
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -15.33483 .5499628 -27.88 0.000 -16.41273 -14.25692
_cons | 35.76148 .8141889 43.92 0.000 34.1657 37.35726
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -14.89266 .3695023 -40.30 0.000 -15.61687 -14.16845
_cons | 33.84729 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.77307 .5781341 -27.28 0.000 -16.90619 -14.63995
_cons | 35.47836 .8750432 40.54 0.000 33.76331 37.19342
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -15.66034 .5985636 -26.16 0.000 -16.8335 -14.48718
_cons | 35.12474 .9253562 37.96 0.000 33.31107 36.9384
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -15.65252 .5759517 -27.18 0.000 -16.78137 -14.52368
_cons | 35.21888 .8673588 40.60 0.000 33.51889 36.91888
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .5965379 1.861201 0.32 0.749 -3.051349 4.244424
_cons | 1.900641 3.547393 0.54 0.592 -5.052121 8.853403
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.761494 1.768817 -0.43 0.667 -4.228312 2.705324
_cons | 6.392913 3.363283 1.90 0.057 -.1990005 12.98483
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.3947097 1.772447 -0.22 0.824 -3.868642 3.079223
_cons | 5.222225 3.371293 1.55 0.121 -1.385389 11.82984
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 4.633849 5.996252 0.77 0.440 -7.118589 16.38629
_cons | -7.120512 11.93705 -0.60 0.551 -30.51669 16.27567
--------------------------------------------------------------------------------------------
Class : 5
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -5.542513 . . . . .
_cons | 5.144796 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 6.363 6.610269 0.96 0.336 -6.592888 19.31889
_cons | -4.531099 6.676972 -0.68 0.497 -17.61772 8.555526
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 1.072302 1.264612 0.85 0.396 -1.406292 3.550897
_cons | 2.673423 2.120086 1.26 0.207 -1.481868 6.828715
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 2.596613 1.335271 1.94 0.052 -.0204703 5.213696
_cons | -.2535648 2.287214 -0.11 0.912 -4.736422 4.229293
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 2.737521 1.367387 2.00 0.045 .0574923 5.41755
_cons | -.8870202 2.360689 -0.38 0.707 -5.513886 3.739846
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 2.028238 1.351194 1.50 0.133 -.6200535 4.67653
_cons | -.1204976 2.319291 -0.05 0.959 -4.666225 4.425229
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | 5.988939 6.508024 0.92 0.357 -6.766554 18.74443
_cons | -9.669768 12.93611 -0.75 0.455 -35.02407 15.68454
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .0318179 .3718273 0.09 0.932 -.6969502 .760586
_cons | 1.623437 .719534 2.26 0.024 .213176 3.033698
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.0507291 .7504481 -0.07 0.946 -1.52158 1.420122
_cons | -1.145421 1.455765 -0.79 0.431 -3.998667 1.707825
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.8997 11.23823 0.26 0.796 -19.12682 24.92622
_cons | 4.913384 15.72831 0.31 0.755 -25.91354 35.74031
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 3.51065 11.24249 0.31 0.755 -18.52423 25.54553
_cons | 2.451407 15.74006 0.16 0.876 -28.39854 33.30136
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.829722 .7543989 2.43 0.015 .3511272 3.308317
_cons | .7532329 1.346296 0.56 0.576 -1.885459 3.391925
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .7079377 .7670005 0.92 0.356 -.7953556 2.211231
_cons | 1.5547 1.367938 1.14 0.256 -1.126408 4.235808
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -30.87949 . . . . .
_cons | -28.26375 . . . . .
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.965656 31.93535 -0.25 0.803 -70.5578 54.62649
_cons | 7.126761 32.00052 0.22 0.824 -55.59311 69.84663
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -46.95707 . . . . .
_cons | -50.12399 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.793116 1.508266 1.19 0.234 -1.163031 4.749264
_cons | 1.271332 2.789859 0.46 0.649 -4.196692 6.739356
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .3874021 1.500308 0.26 0.796 -2.553148 3.327952
_cons | 2.983059 2.768994 1.08 0.281 -2.44407 8.410188
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .1330599 1.507026 0.09 0.930 -2.820657 3.086777
_cons | 3.196231 2.781669 1.15 0.251 -2.25574 8.648202
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | .9341945 1.526727 0.61 0.541 -2.058135 3.926524
_cons | 1.77911 2.825576 0.63 0.529 -3.758918 7.317138
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .5236476 1.504364 0.35 0.728 -2.424852 3.472148
_cons | 2.833489 2.77846 1.02 0.308 -2.612192 8.279171
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .8547736 2.13546 0.40 0.689 -3.33065 5.040198
_cons | .4184 4.187608 0.10 0.920 -7.789161 8.625961
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.779384 1.885509 -0.41 0.679 -4.474913 2.916145
_cons | 6.102775 3.685672 1.66 0.098 -1.121009 13.32656
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .1046537 1.919155 0.05 0.957 -3.656821 3.866129
_cons | 3.135628 3.752428 0.84 0.403 -4.218997 10.49025
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 16.66434 .2406418 69.25 0.000 16.19269 17.13599
_cons | -31.06112 . . . . .
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 54204.430 Akaike's information criterion
BIC | 55602.159 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.84460883
(results lca_prueba_c4 are active now)
(results lca_prueba_c5 are active now)
LMR LT test statistic:
256.68109
P value Lo-Mendel:
0.00000000000000000
__00000B = 256.68109
__00000A = 267.06481
__00000D = 11
__00000C = 14
__000009 = 5
__000005 = 224
__000003 = -26878.215
__000008 = 4
__000004 = 189
__000002 = -27011.748
__000001 = 3789
scalars:
r(lmrt_p) = 1.50302348752e-35
r(lmrt) = 256.6810901508528
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6783.1201
Iteration 1: (class) log likelihood = -6783.1201
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29454.906
Iteration 1: (outcome) log likelihood = -28973.948
Iteration 2: (outcome) log likelihood = -28865.272
Iteration 3: (outcome) log likelihood = -28847.492
Iteration 4: (outcome) log likelihood = -28844.874
Iteration 5: (outcome) log likelihood = -28844.328
Iteration 6: (outcome) log likelihood = -28844.207
Iteration 7: (outcome) log likelihood = -28844.18
Iteration 8: (outcome) log likelihood = -28844.175
Iteration 9: (outcome) log likelihood = -28844.175 (not concave)
Iteration 10: (outcome) log likelihood = -28844.175 (not concave)
Iteration 11: (outcome) log likelihood = -28844.175 (not concave)
Iteration 12: (outcome) log likelihood = -28844.175 (not concave)
Iteration 13: (outcome) log likelihood = -28844.175 (not concave)
Iteration 14: (outcome) log likelihood = -28844.175 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35562.394
Iteration 1: (EM) log likelihood = -35342.7
Iteration 2: (EM) log likelihood = -34805.03
Iteration 3: (EM) log likelihood = -33827.161
Iteration 4: (EM) log likelihood = -32694.997
Iteration 5: (EM) log likelihood = -31765.849
Iteration 6: (EM) log likelihood = -31117.218
Iteration 7: (EM) log likelihood = -30709.073
Iteration 8: (EM) log likelihood = -30444.979
Iteration 9: (EM) log likelihood = -30265.613
Iteration 10: (EM) log likelihood = -30114.477
Iteration 11: (EM) log likelihood = -29968.816
Iteration 12: (EM) log likelihood = -29816.184
Iteration 13: (EM) log likelihood = -29657.42
Iteration 14: (EM) log likelihood = -29498.933
Iteration 15: (EM) log likelihood = -29349.777
Iteration 16: (EM) log likelihood = -29213.951
Iteration 17: (EM) log likelihood = -29091.071
Iteration 18: (EM) log likelihood = -28984.533
Iteration 19: (EM) log likelihood = -28893.591
Iteration 20: (EM) log likelihood = -28814.194
Iteration 21: (EM) log likelihood = -28743.465
Iteration 22: (EM) log likelihood = -28681.134
Iteration 23: (EM) log likelihood = -28624.087
Iteration 24: (EM) log likelihood = -28572.549
Iteration 25: (EM) log likelihood = -28524.627
Iteration 26: (EM) log likelihood = -28481.785
Iteration 27: (EM) log likelihood = -28445.155
Iteration 28: (EM) log likelihood = -28412.266
Iteration 29: (EM) log likelihood = -28381.539
Iteration 30: (EM) log likelihood = -28354.037
Iteration 31: (EM) log likelihood = -28328.488
Iteration 32: (EM) log likelihood = -28306.419
Iteration 33: (EM) log likelihood = -28287.115
Iteration 34: (EM) log likelihood = -28269.495
Iteration 35: (EM) log likelihood = -28254.321
Iteration 36: (EM) log likelihood = -28240.66
Iteration 37: (EM) log likelihood = -28227.819
Iteration 38: (EM) log likelihood = -28213.952
Iteration 39: (EM) log likelihood = -28202.561
Iteration 40: (EM) log likelihood = -28191.108
Iteration 41: (EM) log likelihood = -28179.394
Iteration 42: (EM) log likelihood = -28167.498
Iteration 43: (EM) log likelihood = -28156.232
Iteration 44: (EM) log likelihood = -28145.032
Iteration 45: (EM) log likelihood = -28133.975
Iteration 46: (EM) log likelihood = -28124.451
Iteration 47: (EM) log likelihood = -28114.964
Iteration 48: (EM) log likelihood = -28105.592
Iteration 49: (EM) log likelihood = -28096.374
Iteration 50: (EM) log likelihood = -28087.957
Iteration 51: (EM) log likelihood = -28079.882
Iteration 52: (EM) log likelihood = -28073.316
Iteration 53: (EM) log likelihood = -28067.226
Iteration 54: (EM) log likelihood = -28061.406
Iteration 55: (EM) log likelihood = -28056.461
Iteration 56: (EM) log likelihood = -28052.233
Iteration 57: (EM) log likelihood = -28048.505
Iteration 58: (EM) log likelihood = -28044.341
Iteration 59: (EM) log likelihood = -28040.964
Iteration 60: (EM) log likelihood = -28037.174
Iteration 61: (EM) log likelihood = -28034.185
Iteration 62: (EM) log likelihood = -28030.581
Iteration 63: (EM) log likelihood = -28027.29
Iteration 64: (EM) log likelihood = -28023.067
Iteration 65: (EM) log likelihood = -28018.444
Iteration 66: (EM) log likelihood = -28014.575
Iteration 67: (EM) log likelihood = -28010.267
Iteration 68: (EM) log likelihood = -28006.986
Iteration 69: (EM) log likelihood = -28004.353
Iteration 70: (EM) log likelihood = -28000.878
Iteration 71: (EM) log likelihood = -27998.081
Iteration 72: (EM) log likelihood = -27995.858
Iteration 73: (EM) log likelihood = -27993.822
Iteration 74: (EM) log likelihood = -27991.529
Iteration 75: (EM) log likelihood = -27989.644
Iteration 76: (EM) log likelihood = -27988.171
Iteration 77: (EM) log likelihood = -27985.81
Iteration 78: (EM) log likelihood = -27983.478
Iteration 79: (EM) log likelihood = -27980.965
Iteration 80: (EM) log likelihood = -27979.123
Iteration 81: (EM) log likelihood = -27977.088
Iteration 82: (EM) log likelihood = -27975.512
Iteration 83: (EM) log likelihood = -27974.12
Iteration 84: (EM) log likelihood = -27973.21
Iteration 85: (EM) log likelihood = -27971.941
Iteration 86: (EM) log likelihood = -27971.236
Iteration 87: (EM) log likelihood = -27970.23
Iteration 88: (EM) log likelihood = -27969.119
Iteration 89: (EM) log likelihood = -27967.295
Iteration 90: (EM) log likelihood = -27966.09
Iteration 91: (EM) log likelihood = -27964.987
Iteration 92: (EM) log likelihood = -27963.976
Iteration 93: (EM) log likelihood = -27962.54
Iteration 94: (EM) log likelihood = -27961.184
Iteration 95: (EM) log likelihood = -27960.553
Iteration 96: (EM) log likelihood = -27959.41
Iteration 97: (EM) log likelihood = -27958.15
Iteration 98: (EM) log likelihood = -27956.975
Iteration 99: (EM) log likelihood = -27954.682
Iteration 100: (EM) log likelihood = -27953.847
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.9027
Iteration 1: (class) log likelihood = -6788.9027
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29771.085
Iteration 1: (outcome) log likelihood = -29008.969
Iteration 2: (outcome) log likelihood = -28900.355
Iteration 3: (outcome) log likelihood = -28879.442
Iteration 4: (outcome) log likelihood = -28875.435
Iteration 5: (outcome) log likelihood = -28874.477
Iteration 6: (outcome) log likelihood = -28874.288
Iteration 7: (outcome) log likelihood = -28874.258
Iteration 8: (outcome) log likelihood = -28874.25
Iteration 9: (outcome) log likelihood = -28874.248 (not concave)
Iteration 10: (outcome) log likelihood = -28874.248 (not concave)
Iteration 11: (outcome) log likelihood = -28874.248 (not concave)
Iteration 12: (outcome) log likelihood = -28874.248 (not concave)
Iteration 13: (outcome) log likelihood = -28874.248 (not concave)
Iteration 14: (outcome) log likelihood = -28874.248 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35612.902
Iteration 1: (EM) log likelihood = -35439.252
Iteration 2: (EM) log likelihood = -34946.668
Iteration 3: (EM) log likelihood = -34002.385
Iteration 4: (EM) log likelihood = -32829.243
Iteration 5: (EM) log likelihood = -31806.398
Iteration 6: (EM) log likelihood = -31089.341
Iteration 7: (EM) log likelihood = -30639.52
Iteration 8: (EM) log likelihood = -30309.538
Iteration 9: (EM) log likelihood = -30035.526
Iteration 10: (EM) log likelihood = -29800.476
Iteration 11: (EM) log likelihood = -29609.489
Iteration 12: (EM) log likelihood = -29460.498
Iteration 13: (EM) log likelihood = -29340.525
Iteration 14: (EM) log likelihood = -29239.813
Iteration 15: (EM) log likelihood = -29149.551
Iteration 16: (EM) log likelihood = -29069.548
Iteration 17: (EM) log likelihood = -28994.713
Iteration 18: (EM) log likelihood = -28922.399
Iteration 19: (EM) log likelihood = -28852.304
Iteration 20: (EM) log likelihood = -28789.583
Iteration 21: (EM) log likelihood = -28727.565
Iteration 22: (EM) log likelihood = -28668.187
Iteration 23: (EM) log likelihood = -28616.226
Iteration 24: (EM) log likelihood = -28571.157
Iteration 25: (EM) log likelihood = -28531.416
Iteration 26: (EM) log likelihood = -28494.621
Iteration 27: (EM) log likelihood = -28461.008
Iteration 28: (EM) log likelihood = -28432.334
Iteration 29: (EM) log likelihood = -28408.082
Iteration 30: (EM) log likelihood = -28386.444
Iteration 31: (EM) log likelihood = -28366.152
Iteration 32: (EM) log likelihood = -28347.263
Iteration 33: (EM) log likelihood = -28329.964
Iteration 34: (EM) log likelihood = -28314.777
Iteration 35: (EM) log likelihood = -28300.219
Iteration 36: (EM) log likelihood = -28288.025
Iteration 37: (EM) log likelihood = -28276.674
Iteration 38: (EM) log likelihood = -28267.905
Iteration 39: (EM) log likelihood = -28261.011
Iteration 40: (EM) log likelihood = -28255.106
Iteration 41: (EM) log likelihood = -28249.219
Iteration 42: (EM) log likelihood = -28243.913
Iteration 43: (EM) log likelihood = -28239.466
Iteration 44: (EM) log likelihood = -28236.342
Iteration 45: (EM) log likelihood = -28232.745
Iteration 46: (EM) log likelihood = -28230.139
Iteration 47: (EM) log likelihood = -28226.282
Iteration 48: (EM) log likelihood = -28223.567
Iteration 49: (EM) log likelihood = -28220.4
Iteration 50: (EM) log likelihood = -28218.083
Iteration 51: (EM) log likelihood = -28215.682
Iteration 52: (EM) log likelihood = -28211.233
Iteration 53: (EM) log likelihood = -28208.753
Iteration 54: (EM) log likelihood = -28206.639
Iteration 55: (EM) log likelihood = -28204.619
Iteration 56: (EM) log likelihood = -28203.308
Iteration 57: (EM) log likelihood = -28201.207
Iteration 58: (EM) log likelihood = -28200.69
Iteration 59: (EM) log likelihood = -28199.542
Iteration 60: (EM) log likelihood = -28198.613
Iteration 61: (EM) log likelihood = -28196.991
Iteration 62: (EM) log likelihood = -28196.69
Iteration 63: (EM) log likelihood = -28195.567
Iteration 64: (EM) log likelihood = -28194.05
Iteration 65: (EM) log likelihood = -28192.271
Iteration 66: (EM) log likelihood = -28191.07
Iteration 67: (EM) log likelihood = -28190.069
Iteration 68: (EM) log likelihood = -28189.153
Iteration 69: (EM) log likelihood = -28188.179
Iteration 70: (EM) log likelihood = -28187.244
Iteration 71: (EM) log likelihood = -28186.412
Iteration 72: (EM) log likelihood = -28186.454
Iteration 73: (EM) log likelihood = -28185.47
Iteration 74: (EM) log likelihood = -28184.406
Iteration 75: (EM) log likelihood = -28182.363
Iteration 76: (EM) log likelihood = -28181.578
Iteration 77: (EM) log likelihood = -28180.745
Iteration 78: (EM) log likelihood = -28179.778
Iteration 79: (EM) log likelihood = -28178.883
Iteration 80: (EM) log likelihood = -28178.069
Iteration 81: (EM) log likelihood = -28177.901
Iteration 82: (EM) log likelihood = -28177.269
Iteration 83: (EM) log likelihood = -28176.729
Iteration 84: (EM) log likelihood = -28175.857
Iteration 85: (EM) log likelihood = -28175.084
Iteration 86: (EM) log likelihood = -28173.808
Iteration 87: (EM) log likelihood = -28172.906
Iteration 88: (EM) log likelihood = -28172.111
Iteration 89: (EM) log likelihood = -28171.372
Iteration 90: (EM) log likelihood = -28170.636
Iteration 91: (EM) log likelihood = -28169.925
Iteration 92: (EM) log likelihood = -28169.28
Iteration 93: (EM) log likelihood = -28168.673
Iteration 94: (EM) log likelihood = -28167.479
Iteration 95: (EM) log likelihood = -28166.668
Iteration 96: (EM) log likelihood = -28166.431
Iteration 97: (EM) log likelihood = -28165.681
Iteration 98: (EM) log likelihood = -28165.129
Iteration 99: (EM) log likelihood = -28164.601
Iteration 100: (EM) log likelihood = -28164.009
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3268
Iteration 1: (class) log likelihood = -6787.3268
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29311.811
Iteration 1: (outcome) log likelihood = -28964.395
Iteration 2: (outcome) log likelihood = -28867.238
Iteration 3: (outcome) log likelihood = -28854.099
Iteration 4: (outcome) log likelihood = -28851.715
Iteration 5: (outcome) log likelihood = -28851.228
Iteration 6: (outcome) log likelihood = -28851.131
Iteration 7: (outcome) log likelihood = -28851.11
Iteration 8: (outcome) log likelihood = -28851.105
Iteration 9: (outcome) log likelihood = -28851.104
Iteration 10: (outcome) log likelihood = -28851.104 (not concave)
Iteration 11: (outcome) log likelihood = -28851.104 (not concave)
Iteration 12: (outcome) log likelihood = -28851.104 (not concave)
Iteration 13: (outcome) log likelihood = -28851.104 (not concave)
Iteration 14: (outcome) log likelihood = -28851.104 (not concave)
Iteration 15: (outcome) log likelihood = -28851.104 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35541.264
Iteration 1: (EM) log likelihood = -35164.959
Iteration 2: (EM) log likelihood = -34268.798
Iteration 3: (EM) log likelihood = -33158.376
Iteration 4: (EM) log likelihood = -32264.131
Iteration 5: (EM) log likelihood = -31602.195
Iteration 6: (EM) log likelihood = -31112.856
Iteration 7: (EM) log likelihood = -30727.44
Iteration 8: (EM) log likelihood = -30409.974
Iteration 9: (EM) log likelihood = -30147.069
Iteration 10: (EM) log likelihood = -29932.39
Iteration 11: (EM) log likelihood = -29767.963
Iteration 12: (EM) log likelihood = -29646.896
Iteration 13: (EM) log likelihood = -29550.226
Iteration 14: (EM) log likelihood = -29469.209
Iteration 15: (EM) log likelihood = -29401.053
Iteration 16: (EM) log likelihood = -29341.205
Iteration 17: (EM) log likelihood = -29290.344
Iteration 18: (EM) log likelihood = -29250.801
Iteration 19: (EM) log likelihood = -29212.956
Iteration 20: (EM) log likelihood = -29182.501
Iteration 21: (EM) log likelihood = -29157.562
Iteration 22: (EM) log likelihood = -29133.277
Iteration 23: (EM) log likelihood = -29113.124
Iteration 24: (EM) log likelihood = -29091.287
Iteration 25: (EM) log likelihood = -29073.613
Iteration 26: (EM) log likelihood = -29056.868
Iteration 27: (EM) log likelihood = -29040.328
Iteration 28: (EM) log likelihood = -29024.201
Iteration 29: (EM) log likelihood = -29008.637
Iteration 30: (EM) log likelihood = -28993.65
Iteration 31: (EM) log likelihood = -28978.356
Iteration 32: (EM) log likelihood = -28965.205
Iteration 33: (EM) log likelihood = -28951.858
Iteration 34: (EM) log likelihood = -28940.917
Iteration 35: (EM) log likelihood = -28931.054
Iteration 36: (EM) log likelihood = -28921.678
Iteration 37: (EM) log likelihood = -28912.3
Iteration 38: (EM) log likelihood = -28903.544
Iteration 39: (EM) log likelihood = -28894.648
Iteration 40: (EM) log likelihood = -28884.527
Iteration 41: (EM) log likelihood = -28875.224
Iteration 42: (EM) log likelihood = -28866.546
Iteration 43: (EM) log likelihood = -28858.571
Iteration 44: (EM) log likelihood = -28850.581
Iteration 45: (EM) log likelihood = -28840.857
Iteration 46: (EM) log likelihood = -28832.9
Iteration 47: (EM) log likelihood = -28825.528
Iteration 48: (EM) log likelihood = -28818.544
Iteration 49: (EM) log likelihood = -28812.3
Iteration 50: (EM) log likelihood = -28806.545
Iteration 51: (EM) log likelihood = -28800.88
Iteration 52: (EM) log likelihood = -28795.49
Iteration 53: (EM) log likelihood = -28790.026
Iteration 54: (EM) log likelihood = -28784.467
Iteration 55: (EM) log likelihood = -28778.864
Iteration 56: (EM) log likelihood = -28772.662
Iteration 57: (EM) log likelihood = -28766.975
Iteration 58: (EM) log likelihood = -28760.563
Iteration 59: (EM) log likelihood = -28753.616
Iteration 60: (EM) log likelihood = -28747.208
Iteration 61: (EM) log likelihood = -28740.497
Iteration 62: (EM) log likelihood = -28733.317
Iteration 63: (EM) log likelihood = -28725.507
Iteration 64: (EM) log likelihood = -28716.636
Iteration 65: (EM) log likelihood = -28707.453
Iteration 66: (EM) log likelihood = -28697.718
Iteration 67: (EM) log likelihood = -28687.358
Iteration 68: (EM) log likelihood = -28676.517
Iteration 69: (EM) log likelihood = -28665.062
Iteration 70: (EM) log likelihood = -28651.71
Iteration 71: (EM) log likelihood = -28640.123
Iteration 72: (EM) log likelihood = -28629.737
Iteration 73: (EM) log likelihood = -28619.706
Iteration 74: (EM) log likelihood = -28610.131
Iteration 75: (EM) log likelihood = -28602.221
Iteration 76: (EM) log likelihood = -28594.744
Iteration 77: (EM) log likelihood = -28587.475
Iteration 78: (EM) log likelihood = -28581.653
Iteration 79: (EM) log likelihood = -28576.203
Iteration 80: (EM) log likelihood = -28570.12
Iteration 81: (EM) log likelihood = -28563.821
Iteration 82: (EM) log likelihood = -28560.161
Iteration 83: (EM) log likelihood = -28556.765
Iteration 84: (EM) log likelihood = -28554.341
Iteration 85: (EM) log likelihood = -28552.438
Iteration 86: (EM) log likelihood = -28550.449
Iteration 87: (EM) log likelihood = -28548.725
Iteration 88: (EM) log likelihood = -28547.865
Iteration 89: (EM) log likelihood = -28546.8
Iteration 90: (EM) log likelihood = -28546.449
Iteration 91: (EM) log likelihood = -28545.74
Iteration 92: (EM) log likelihood = -28544.466
Iteration 93: (EM) log likelihood = -28544.109
Iteration 94: (EM) log likelihood = -28542.51
Iteration 95: (EM) log likelihood = -28542.233
Iteration 96: (EM) log likelihood = -28542.224
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6782.0377
Iteration 1: (class) log likelihood = -6782.0377
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29928.926
Iteration 1: (outcome) log likelihood = -29045.227
Iteration 2: (outcome) log likelihood = -28893.966
Iteration 3: (outcome) log likelihood = -28867.296
Iteration 4: (outcome) log likelihood = -28861.478
Iteration 5: (outcome) log likelihood = -28860.022
Iteration 6: (outcome) log likelihood = -28859.739
Iteration 7: (outcome) log likelihood = -28859.689
Iteration 8: (outcome) log likelihood = -28859.683
Iteration 9: (outcome) log likelihood = -28859.682 (not concave)
Iteration 10: (outcome) log likelihood = -28859.682 (not concave)
Iteration 11: (outcome) log likelihood = -28859.682 (not concave)
Iteration 12: (outcome) log likelihood = -28859.682 (not concave)
Iteration 13: (outcome) log likelihood = -28859.682 (not concave)
Iteration 14: (outcome) log likelihood = -28859.682 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35596.634
Iteration 1: (EM) log likelihood = -35471.26
Iteration 2: (EM) log likelihood = -35198.295
Iteration 3: (EM) log likelihood = -34604.63
Iteration 4: (EM) log likelihood = -33514.792
Iteration 5: (EM) log likelihood = -32352.145
Iteration 6: (EM) log likelihood = -31552.992
Iteration 7: (EM) log likelihood = -31064.104
Iteration 8: (EM) log likelihood = -30752.928
Iteration 9: (EM) log likelihood = -30515.423
Iteration 10: (EM) log likelihood = -30296.291
Iteration 11: (EM) log likelihood = -30087.726
Iteration 12: (EM) log likelihood = -29875.332
Iteration 13: (EM) log likelihood = -29657.991
Iteration 14: (EM) log likelihood = -29439.498
Iteration 15: (EM) log likelihood = -29251.828
Iteration 16: (EM) log likelihood = -29104.947
Iteration 17: (EM) log likelihood = -28993.626
Iteration 18: (EM) log likelihood = -28908.532
Iteration 19: (EM) log likelihood = -28841.213
Iteration 20: (EM) log likelihood = -28782.016
Iteration 21: (EM) log likelihood = -28725.779
Iteration 22: (EM) log likelihood = -28674.441
Iteration 23: (EM) log likelihood = -28624.056
Iteration 24: (EM) log likelihood = -28581.979
Iteration 25: (EM) log likelihood = -28544.91
Iteration 26: (EM) log likelihood = -28504.944
Iteration 27: (EM) log likelihood = -28473.081
Iteration 28: (EM) log likelihood = -28442.642
Iteration 29: (EM) log likelihood = -28410.571
Iteration 30: (EM) log likelihood = -28386.506
Iteration 31: (EM) log likelihood = -28363.947
Iteration 32: (EM) log likelihood = -28344.479
Iteration 33: (EM) log likelihood = -28320.866
Iteration 34: (EM) log likelihood = -28302.174
Iteration 35: (EM) log likelihood = -28283.793
Iteration 36: (EM) log likelihood = -28263.086
Iteration 37: (EM) log likelihood = -28245.255
Iteration 38: (EM) log likelihood = -28232.181
Iteration 39: (EM) log likelihood = -28218.344
Iteration 40: (EM) log likelihood = -28207.041
Iteration 41: (EM) log likelihood = -28191.144
Iteration 42: (EM) log likelihood = -28177.173
Iteration 43: (EM) log likelihood = -28166.672
Iteration 44: (EM) log likelihood = -28156.883
Iteration 45: (EM) log likelihood = -28144.741
Iteration 46: (EM) log likelihood = -28137.216
Iteration 47: (EM) log likelihood = -28130.718
Iteration 48: (EM) log likelihood = -28123.434
Iteration 49: (EM) log likelihood = -28115.62
Iteration 50: (EM) log likelihood = -28110.41
Iteration 51: (EM) log likelihood = -28104.393
Iteration 52: (EM) log likelihood = -28099.244
Iteration 53: (EM) log likelihood = -28094.566
Iteration 54: (EM) log likelihood = -28087.706
Iteration 55: (EM) log likelihood = -28082.883
Iteration 56: (EM) log likelihood = -28078.907
Iteration 57: (EM) log likelihood = -28075.085
Iteration 58: (EM) log likelihood = -28070.368
Iteration 59: (EM) log likelihood = -28066.648
Iteration 60: (EM) log likelihood = -28062.953
Iteration 61: (EM) log likelihood = -28059.745
Iteration 62: (EM) log likelihood = -28056.148
Iteration 63: (EM) log likelihood = -28052.255
Iteration 64: (EM) log likelihood = -28048.057
Iteration 65: (EM) log likelihood = -28043.099
Iteration 66: (EM) log likelihood = -28039.068
Iteration 67: (EM) log likelihood = -28035.791
Iteration 68: (EM) log likelihood = -28033.221
Iteration 69: (EM) log likelihood = -28029.749
Iteration 70: (EM) log likelihood = -28026.54
Iteration 71: (EM) log likelihood = -28023.422
Iteration 72: (EM) log likelihood = -28020.611
Iteration 73: (EM) log likelihood = -28017.833
Iteration 74: (EM) log likelihood = -28015.871
Iteration 75: (EM) log likelihood = -28013.844
Iteration 76: (EM) log likelihood = -28011.254
Iteration 77: (EM) log likelihood = -28009.865
Iteration 78: (EM) log likelihood = -28008.094
Iteration 79: (EM) log likelihood = -28006.516
Iteration 80: (EM) log likelihood = -28004.907
Iteration 81: (EM) log likelihood = -28002.053
Iteration 82: (EM) log likelihood = -28000.097
Iteration 83: (EM) log likelihood = -27998.49
Iteration 84: (EM) log likelihood = -27996.677
Iteration 85: (EM) log likelihood = -27993.531
Iteration 86: (EM) log likelihood = -27991.756
Iteration 87: (EM) log likelihood = -27989.992
Iteration 88: (EM) log likelihood = -27988.451
Iteration 89: (EM) log likelihood = -27987.372
Iteration 90: (EM) log likelihood = -27985.5
Iteration 91: (EM) log likelihood = -27984.62
Iteration 92: (EM) log likelihood = -27983.53
Iteration 93: (EM) log likelihood = -27982.339
Iteration 94: (EM) log likelihood = -27980.852
Iteration 95: (EM) log likelihood = -27977.344
Iteration 96: (EM) log likelihood = -27975.806
Iteration 97: (EM) log likelihood = -27973.866
Iteration 98: (EM) log likelihood = -27973.089
Iteration 99: (EM) log likelihood = -27971.994
Iteration 100: (EM) log likelihood = -27970.349
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.8877
Iteration 1: (class) log likelihood = -6787.8877
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29123.849
Iteration 1: (outcome) log likelihood = -28926.178
Iteration 2: (outcome) log likelihood = -28864.825
Iteration 3: (outcome) log likelihood = -28860.177
Iteration 4: (outcome) log likelihood = -28859.668
Iteration 5: (outcome) log likelihood = -28859.577
Iteration 6: (outcome) log likelihood = -28859.559
Iteration 7: (outcome) log likelihood = -28859.555
Iteration 8: (outcome) log likelihood = -28859.554
Iteration 9: (outcome) log likelihood = -28859.554
Iteration 10: (outcome) log likelihood = -28859.554 (not concave)
Iteration 11: (outcome) log likelihood = -28859.554 (not concave)
Iteration 12: (outcome) log likelihood = -28859.554 (not concave)
Iteration 13: (outcome) log likelihood = -28859.554 (not concave)
Iteration 14: (outcome) log likelihood = -28859.554 (not concave)
Iteration 15: (outcome) log likelihood = -28859.554 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35592.316
Iteration 1: (EM) log likelihood = -35396.777
Iteration 2: (EM) log likelihood = -34840.925
Iteration 3: (EM) log likelihood = -33789.319
Iteration 4: (EM) log likelihood = -32712.574
Iteration 5: (EM) log likelihood = -31931.398
Iteration 6: (EM) log likelihood = -31408.998
Iteration 7: (EM) log likelihood = -31034.456
Iteration 8: (EM) log likelihood = -30744.914
Iteration 9: (EM) log likelihood = -30511.738
Iteration 10: (EM) log likelihood = -30322.411
Iteration 11: (EM) log likelihood = -30166.061
Iteration 12: (EM) log likelihood = -30039.685
Iteration 13: (EM) log likelihood = -29933.523
Iteration 14: (EM) log likelihood = -29841.955
Iteration 15: (EM) log likelihood = -29755.73
Iteration 16: (EM) log likelihood = -29667.858
Iteration 17: (EM) log likelihood = -29581.424
Iteration 18: (EM) log likelihood = -29494.377
Iteration 19: (EM) log likelihood = -29410.76
Iteration 20: (EM) log likelihood = -29331.92
Iteration 21: (EM) log likelihood = -29257.99
Iteration 22: (EM) log likelihood = -29189.261
Iteration 23: (EM) log likelihood = -29120.849
Iteration 24: (EM) log likelihood = -29056.711
Iteration 25: (EM) log likelihood = -28994.537
Iteration 26: (EM) log likelihood = -28934.144
Iteration 27: (EM) log likelihood = -28873.232
Iteration 28: (EM) log likelihood = -28813.461
Iteration 29: (EM) log likelihood = -28756.067
Iteration 30: (EM) log likelihood = -28702.762
Iteration 31: (EM) log likelihood = -28652.584
Iteration 32: (EM) log likelihood = -28607.077
Iteration 33: (EM) log likelihood = -28567.759
Iteration 34: (EM) log likelihood = -28529.943
Iteration 35: (EM) log likelihood = -28498.617
Iteration 36: (EM) log likelihood = -28466.334
Iteration 37: (EM) log likelihood = -28440.066
Iteration 38: (EM) log likelihood = -28414.738
Iteration 39: (EM) log likelihood = -28392.254
Iteration 40: (EM) log likelihood = -28368.687
Iteration 41: (EM) log likelihood = -28345.634
Iteration 42: (EM) log likelihood = -28322.052
Iteration 43: (EM) log likelihood = -28300.978
Iteration 44: (EM) log likelihood = -28278.695
Iteration 45: (EM) log likelihood = -28257.712
Iteration 46: (EM) log likelihood = -28237.747
Iteration 47: (EM) log likelihood = -28219.139
Iteration 48: (EM) log likelihood = -28204
Iteration 49: (EM) log likelihood = -28192.524
Iteration 50: (EM) log likelihood = -28179.06
Iteration 51: (EM) log likelihood = -28171.185
Iteration 52: (EM) log likelihood = -28162.233
Iteration 53: (EM) log likelihood = -28154.418
Iteration 54: (EM) log likelihood = -28147.518
Iteration 55: (EM) log likelihood = -28140.807
Iteration 56: (EM) log likelihood = -28135.343
Iteration 57: (EM) log likelihood = -28129.532
Iteration 58: (EM) log likelihood = -28124.598
Iteration 59: (EM) log likelihood = -28119.66
Iteration 60: (EM) log likelihood = -28115.534
Iteration 61: (EM) log likelihood = -28114.801
Iteration 62: (EM) log likelihood = -28109.117
Iteration 63: (EM) log likelihood = -28104.044
Iteration 64: (EM) log likelihood = -28101.215
Iteration 65: (EM) log likelihood = -28096.722
Iteration 66: (EM) log likelihood = -28093.295
Iteration 67: (EM) log likelihood = -28091.73
Iteration 68: (EM) log likelihood = -28088.73
Iteration 69: (EM) log likelihood = -28086.941
Iteration 70: (EM) log likelihood = -28085.209
Iteration 71: (EM) log likelihood = -28082.866
Iteration 72: (EM) log likelihood = -28080.01
Iteration 73: (EM) log likelihood = -28076.653
Iteration 74: (EM) log likelihood = -28075.65
Iteration 75: (EM) log likelihood = -28073.725
Iteration 76: (EM) log likelihood = -28070.601
Iteration 77: (EM) log likelihood = -28068.936
Iteration 78: (EM) log likelihood = -28066.886
Iteration 79: (EM) log likelihood = -28063.285
Iteration 80: (EM) log likelihood = -28062.543
Iteration 81: (EM) log likelihood = -28061.53
Iteration 82: (EM) log likelihood = -28059.873
Iteration 83: (EM) log likelihood = -28058.034
Iteration 84: (EM) log likelihood = -28056.672
Iteration 85: (EM) log likelihood = -28055.487
Iteration 86: (EM) log likelihood = -28054.024
Iteration 87: (EM) log likelihood = -28053.126
Iteration 88: (EM) log likelihood = -28051.708
Iteration 89: (EM) log likelihood = -28050.568
Iteration 90: (EM) log likelihood = -28049.899
Iteration 91: (EM) log likelihood = -28048.257
Iteration 92: (EM) log likelihood = -28045.403
Iteration 93: (EM) log likelihood = -28043.85
Iteration 94: (EM) log likelihood = -28042.452
Iteration 95: (EM) log likelihood = -28041.706
Iteration 96: (EM) log likelihood = -28040.535
Iteration 97: (EM) log likelihood = -28039.562
Iteration 98: (EM) log likelihood = -28037.59
Iteration 99: (EM) log likelihood = -28036.39
Iteration 100: (EM) log likelihood = -28035.459
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.516
Iteration 1: (class) log likelihood = -6788.516
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29895.569
Iteration 1: (outcome) log likelihood = -29013.95
Iteration 2: (outcome) log likelihood = -28886.926
Iteration 3: (outcome) log likelihood = -28857.77
Iteration 4: (outcome) log likelihood = -28852.282
Iteration 5: (outcome) log likelihood = -28851.187
Iteration 6: (outcome) log likelihood = -28850.931
Iteration 7: (outcome) log likelihood = -28850.88
Iteration 8: (outcome) log likelihood = -28850.871
Iteration 9: (outcome) log likelihood = -28850.869 (not concave)
Iteration 10: (outcome) log likelihood = -28850.869 (not concave)
Iteration 11: (outcome) log likelihood = -28850.869 (not concave)
Iteration 12: (outcome) log likelihood = -28850.868 (not concave)
Iteration 13: (outcome) log likelihood = -28850.868 (not concave)
Iteration 14: (outcome) log likelihood = -28850.868 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35573.515
Iteration 1: (EM) log likelihood = -35336.644
Iteration 2: (EM) log likelihood = -34701.941
Iteration 3: (EM) log likelihood = -33590.982
Iteration 4: (EM) log likelihood = -32574.504
Iteration 5: (EM) log likelihood = -31903.878
Iteration 6: (EM) log likelihood = -31421.801
Iteration 7: (EM) log likelihood = -31037.929
Iteration 8: (EM) log likelihood = -30732.66
Iteration 9: (EM) log likelihood = -30490.525
Iteration 10: (EM) log likelihood = -30295.572
Iteration 11: (EM) log likelihood = -30135.078
Iteration 12: (EM) log likelihood = -30000.094
Iteration 13: (EM) log likelihood = -29886.667
Iteration 14: (EM) log likelihood = -29798.478
Iteration 15: (EM) log likelihood = -29725.774
Iteration 16: (EM) log likelihood = -29663.062
Iteration 17: (EM) log likelihood = -29604.17
Iteration 18: (EM) log likelihood = -29548.147
Iteration 19: (EM) log likelihood = -29488.537
Iteration 20: (EM) log likelihood = -29424.799
Iteration 21: (EM) log likelihood = -29355.47
Iteration 22: (EM) log likelihood = -29281.387
Iteration 23: (EM) log likelihood = -29200.872
Iteration 24: (EM) log likelihood = -29128.059
Iteration 25: (EM) log likelihood = -29057.24
Iteration 26: (EM) log likelihood = -28989.458
Iteration 27: (EM) log likelihood = -28936.457
Iteration 28: (EM) log likelihood = -28889.324
Iteration 29: (EM) log likelihood = -28848.611
Iteration 30: (EM) log likelihood = -28812.962
Iteration 31: (EM) log likelihood = -28782.03
Iteration 32: (EM) log likelihood = -28754.32
Iteration 33: (EM) log likelihood = -28729.302
Iteration 34: (EM) log likelihood = -28706.912
Iteration 35: (EM) log likelihood = -28686.351
Iteration 36: (EM) log likelihood = -28666.705
Iteration 37: (EM) log likelihood = -28650.982
Iteration 38: (EM) log likelihood = -28636.785
Iteration 39: (EM) log likelihood = -28624.062
Iteration 40: (EM) log likelihood = -28612.528
Iteration 41: (EM) log likelihood = -28602.644
Iteration 42: (EM) log likelihood = -28593.658
Iteration 43: (EM) log likelihood = -28587.299
Iteration 44: (EM) log likelihood = -28580.729
Iteration 45: (EM) log likelihood = -28575.187
Iteration 46: (EM) log likelihood = -28571.44
Iteration 47: (EM) log likelihood = -28567.99
Iteration 48: (EM) log likelihood = -28565.171
Iteration 49: (EM) log likelihood = -28562.958
Iteration 50: (EM) log likelihood = -28560.773
Iteration 51: (EM) log likelihood = -28558.726
Iteration 52: (EM) log likelihood = -28557.162
Iteration 53: (EM) log likelihood = -28555.327
Iteration 54: (EM) log likelihood = -28553.636
Iteration 55: (EM) log likelihood = -28552.993
Iteration 56: (EM) log likelihood = -28552.334
Iteration 57: (EM) log likelihood = -28551.567
Iteration 58: (EM) log likelihood = -28550.5
Iteration 59: (EM) log likelihood = -28549.999
Iteration 60: (EM) log likelihood = -28549.273
Iteration 61: (EM) log likelihood = -28548.224
Iteration 62: (EM) log likelihood = -28547.497
Iteration 63: (EM) log likelihood = -28546.52
Iteration 64: (EM) log likelihood = -28546.246
Iteration 65: (EM) log likelihood = -28544.184
Iteration 66: (EM) log likelihood = -28543.33
Iteration 67: (EM) log likelihood = -28542.501
Iteration 68: (EM) log likelihood = -28541.778
Iteration 69: (EM) log likelihood = -28541.789
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.8323
Iteration 1: (class) log likelihood = -6785.8323
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29709.736
Iteration 1: (outcome) log likelihood = -29029.919
Iteration 2: (outcome) log likelihood = -28877.014
Iteration 3: (outcome) log likelihood = -28851.622
Iteration 4: (outcome) log likelihood = -28847.114
Iteration 5: (outcome) log likelihood = -28846.188
Iteration 6: (outcome) log likelihood = -28846.017
Iteration 7: (outcome) log likelihood = -28845.978
Iteration 8: (outcome) log likelihood = -28845.969
Iteration 9: (outcome) log likelihood = -28845.967
Iteration 10: (outcome) log likelihood = -28845.967 (not concave)
Iteration 11: (outcome) log likelihood = -28845.967 (not concave)
Iteration 12: (outcome) log likelihood = -28845.967 (not concave)
Iteration 13: (outcome) log likelihood = -28845.967 (not concave)
Iteration 14: (outcome) log likelihood = -28845.967 (not concave)
Iteration 15: (outcome) log likelihood = -28845.967 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35588.432
Iteration 1: (EM) log likelihood = -35462.122
Iteration 2: (EM) log likelihood = -35156.587
Iteration 3: (EM) log likelihood = -34510.278
Iteration 4: (EM) log likelihood = -33485.576
Iteration 5: (EM) log likelihood = -32501.3
Iteration 6: (EM) log likelihood = -31740.122
Iteration 7: (EM) log likelihood = -31168.096
Iteration 8: (EM) log likelihood = -30774.918
Iteration 9: (EM) log likelihood = -30517.236
Iteration 10: (EM) log likelihood = -30340.986
Iteration 11: (EM) log likelihood = -30208.467
Iteration 12: (EM) log likelihood = -30103.262
Iteration 13: (EM) log likelihood = -30012.195
Iteration 14: (EM) log likelihood = -29928.862
Iteration 15: (EM) log likelihood = -29852.49
Iteration 16: (EM) log likelihood = -29777.842
Iteration 17: (EM) log likelihood = -29713.315
Iteration 18: (EM) log likelihood = -29649.574
Iteration 19: (EM) log likelihood = -29596.26
Iteration 20: (EM) log likelihood = -29547.432
Iteration 21: (EM) log likelihood = -29500.13
Iteration 22: (EM) log likelihood = -29453.362
Iteration 23: (EM) log likelihood = -29409.829
Iteration 24: (EM) log likelihood = -29363.465
Iteration 25: (EM) log likelihood = -29318.75
Iteration 26: (EM) log likelihood = -29277.186
Iteration 27: (EM) log likelihood = -29237.542
Iteration 28: (EM) log likelihood = -29200.27
Iteration 29: (EM) log likelihood = -29165.372
Iteration 30: (EM) log likelihood = -29134.954
Iteration 31: (EM) log likelihood = -29107.809
Iteration 32: (EM) log likelihood = -29083.249
Iteration 33: (EM) log likelihood = -29061.65
Iteration 34: (EM) log likelihood = -29040.65
Iteration 35: (EM) log likelihood = -29022.336
Iteration 36: (EM) log likelihood = -29004.176
Iteration 37: (EM) log likelihood = -28987.392
Iteration 38: (EM) log likelihood = -28973.216
Iteration 39: (EM) log likelihood = -28961.012
Iteration 40: (EM) log likelihood = -28950.041
Iteration 41: (EM) log likelihood = -28940.193
Iteration 42: (EM) log likelihood = -28931.009
Iteration 43: (EM) log likelihood = -28922.412
Iteration 44: (EM) log likelihood = -28914.228
Iteration 45: (EM) log likelihood = -28906.625
Iteration 46: (EM) log likelihood = -28899.29
Iteration 47: (EM) log likelihood = -28892.527
Iteration 48: (EM) log likelihood = -28886.687
Iteration 49: (EM) log likelihood = -28880.369
Iteration 50: (EM) log likelihood = -28874.733
Iteration 51: (EM) log likelihood = -28867.838
Iteration 52: (EM) log likelihood = -28861.718
Iteration 53: (EM) log likelihood = -28855.082
Iteration 54: (EM) log likelihood = -28850.255
Iteration 55: (EM) log likelihood = -28845.401
Iteration 56: (EM) log likelihood = -28840.646
Iteration 57: (EM) log likelihood = -28836.237
Iteration 58: (EM) log likelihood = -28831.875
Iteration 59: (EM) log likelihood = -28826.487
Iteration 60: (EM) log likelihood = -28821.994
Iteration 61: (EM) log likelihood = -28818.69
Iteration 62: (EM) log likelihood = -28814.361
Iteration 63: (EM) log likelihood = -28810.226
Iteration 64: (EM) log likelihood = -28805.915
Iteration 65: (EM) log likelihood = -28801.843
Iteration 66: (EM) log likelihood = -28797.695
Iteration 67: (EM) log likelihood = -28794.057
Iteration 68: (EM) log likelihood = -28789.584
Iteration 69: (EM) log likelihood = -28786.676
Iteration 70: (EM) log likelihood = -28782.164
Iteration 71: (EM) log likelihood = -28777.716
Iteration 72: (EM) log likelihood = -28774.192
Iteration 73: (EM) log likelihood = -28769.102
Iteration 74: (EM) log likelihood = -28764.251
Iteration 75: (EM) log likelihood = -28757.016
Iteration 76: (EM) log likelihood = -28750.202
Iteration 77: (EM) log likelihood = -28744.45
Iteration 78: (EM) log likelihood = -28737.883
Iteration 79: (EM) log likelihood = -28732.543
Iteration 80: (EM) log likelihood = -28726.965
Iteration 81: (EM) log likelihood = -28722.353
Iteration 82: (EM) log likelihood = -28717.371
Iteration 83: (EM) log likelihood = -28712.301
Iteration 84: (EM) log likelihood = -28707.912
Iteration 85: (EM) log likelihood = -28702.446
Iteration 86: (EM) log likelihood = -28698.35
Iteration 87: (EM) log likelihood = -28687.926
Iteration 88: (EM) log likelihood = -28681.72
Iteration 89: (EM) log likelihood = -28674.776
Iteration 90: (EM) log likelihood = -28670.249
Iteration 91: (EM) log likelihood = -28662.395
Iteration 92: (EM) log likelihood = -28656.522
Iteration 93: (EM) log likelihood = -28650.872
Iteration 94: (EM) log likelihood = -28643.739
Iteration 95: (EM) log likelihood = -28639.046
Iteration 96: (EM) log likelihood = -28633.236
Iteration 97: (EM) log likelihood = -28626.204
Iteration 98: (EM) log likelihood = -28620.15
Iteration 99: (EM) log likelihood = -28613.552
Iteration 100: (EM) log likelihood = -28606.217
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.5473
Iteration 1: (class) log likelihood = -6787.5473
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30096.804
Iteration 1: (outcome) log likelihood = -29075.646
Iteration 2: (outcome) log likelihood = -28891.396
Iteration 3: (outcome) log likelihood = -28855.918
Iteration 4: (outcome) log likelihood = -28849.303
Iteration 5: (outcome) log likelihood = -28847.891
Iteration 6: (outcome) log likelihood = -28847.646
Iteration 7: (outcome) log likelihood = -28847.59
Iteration 8: (outcome) log likelihood = -28847.576
Iteration 9: (outcome) log likelihood = -28847.574
Iteration 10: (outcome) log likelihood = -28847.573 (not concave)
Iteration 11: (outcome) log likelihood = -28847.573 (not concave)
Iteration 12: (outcome) log likelihood = -28847.573 (not concave)
Iteration 13: (outcome) log likelihood = -28847.573 (not concave)
Iteration 14: (outcome) log likelihood = -28847.573 (not concave)
Iteration 15: (outcome) log likelihood = -28847.573 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35590.099
Iteration 1: (EM) log likelihood = -35452.784
Iteration 2: (EM) log likelihood = -35111.689
Iteration 3: (EM) log likelihood = -34450.788
Iteration 4: (EM) log likelihood = -33588.629
Iteration 5: (EM) log likelihood = -32776.845
Iteration 6: (EM) log likelihood = -32064.936
Iteration 7: (EM) log likelihood = -31400.986
Iteration 8: (EM) log likelihood = -30788.115
Iteration 9: (EM) log likelihood = -30290.904
Iteration 10: (EM) log likelihood = -29940.085
Iteration 11: (EM) log likelihood = -29702.183
Iteration 12: (EM) log likelihood = -29528.641
Iteration 13: (EM) log likelihood = -29389.093
Iteration 14: (EM) log likelihood = -29270.339
Iteration 15: (EM) log likelihood = -29168.379
Iteration 16: (EM) log likelihood = -29082.263
Iteration 17: (EM) log likelihood = -29010.836
Iteration 18: (EM) log likelihood = -28953.975
Iteration 19: (EM) log likelihood = -28904.478
Iteration 20: (EM) log likelihood = -28866.584
Iteration 21: (EM) log likelihood = -28831.045
Iteration 22: (EM) log likelihood = -28801.712
Iteration 23: (EM) log likelihood = -28775.13
Iteration 24: (EM) log likelihood = -28753.19
Iteration 25: (EM) log likelihood = -28732.882
Iteration 26: (EM) log likelihood = -28714.271
Iteration 27: (EM) log likelihood = -28697.666
Iteration 28: (EM) log likelihood = -28678.663
Iteration 29: (EM) log likelihood = -28662.146
Iteration 30: (EM) log likelihood = -28643.226
Iteration 31: (EM) log likelihood = -28627.96
Iteration 32: (EM) log likelihood = -28614.008
Iteration 33: (EM) log likelihood = -28599.763
Iteration 34: (EM) log likelihood = -28587.716
Iteration 35: (EM) log likelihood = -28574.2
Iteration 36: (EM) log likelihood = -28563.07
Iteration 37: (EM) log likelihood = -28551.931
Iteration 38: (EM) log likelihood = -28538.063
Iteration 39: (EM) log likelihood = -28528.424
Iteration 40: (EM) log likelihood = -28514.459
Iteration 41: (EM) log likelihood = -28506.163
Iteration 42: (EM) log likelihood = -28496.583
Iteration 43: (EM) log likelihood = -28486.397
Iteration 44: (EM) log likelihood = -28476.734
Iteration 45: (EM) log likelihood = -28469.835
Iteration 46: (EM) log likelihood = -28460.26
Iteration 47: (EM) log likelihood = -28453.034
Iteration 48: (EM) log likelihood = -28446.21
Iteration 49: (EM) log likelihood = -28439.631
Iteration 50: (EM) log likelihood = -28433.122
Iteration 51: (EM) log likelihood = -28425.662
Iteration 52: (EM) log likelihood = -28416.222
Iteration 53: (EM) log likelihood = -28411.359
Iteration 54: (EM) log likelihood = -28406.905
Iteration 55: (EM) log likelihood = -28400.774
Iteration 56: (EM) log likelihood = -28397.225
Iteration 57: (EM) log likelihood = -28393.158
Iteration 58: (EM) log likelihood = -28389.551
Iteration 59: (EM) log likelihood = -28386.278
Iteration 60: (EM) log likelihood = -28381.24
Iteration 61: (EM) log likelihood = -28377.307
Iteration 62: (EM) log likelihood = -28371.946
Iteration 63: (EM) log likelihood = -28368.467
Iteration 64: (EM) log likelihood = -28364.235
Iteration 65: (EM) log likelihood = -28360.178
Iteration 66: (EM) log likelihood = -28357.193
Iteration 67: (EM) log likelihood = -28353.882
Iteration 68: (EM) log likelihood = -28350.554
Iteration 69: (EM) log likelihood = -28347.05
Iteration 70: (EM) log likelihood = -28345.154
Iteration 71: (EM) log likelihood = -28342.917
Iteration 72: (EM) log likelihood = -28339.735
Iteration 73: (EM) log likelihood = -28338.335
Iteration 74: (EM) log likelihood = -28336.245
Iteration 75: (EM) log likelihood = -28334.983
Iteration 76: (EM) log likelihood = -28333.862
Iteration 77: (EM) log likelihood = -28332.265
Iteration 78: (EM) log likelihood = -28330.848
Iteration 79: (EM) log likelihood = -28329.112
Iteration 80: (EM) log likelihood = -28327.815
Iteration 81: (EM) log likelihood = -28326.582
Iteration 82: (EM) log likelihood = -28325.152
Iteration 83: (EM) log likelihood = -28323.513
Iteration 84: (EM) log likelihood = -28321.356
Iteration 85: (EM) log likelihood = -28319.726
Iteration 86: (EM) log likelihood = -28317.456
Iteration 87: (EM) log likelihood = -28316.197
Iteration 88: (EM) log likelihood = -28314.354
Iteration 89: (EM) log likelihood = -28312.278
Iteration 90: (EM) log likelihood = -28310.826
Iteration 91: (EM) log likelihood = -28309.422
Iteration 92: (EM) log likelihood = -28307.329
Iteration 93: (EM) log likelihood = -28305.454
Iteration 94: (EM) log likelihood = -28303.736
Iteration 95: (EM) log likelihood = -28302.846
Iteration 96: (EM) log likelihood = -28301.39
Iteration 97: (EM) log likelihood = -28300.816
Iteration 98: (EM) log likelihood = -28299.71
Iteration 99: (EM) log likelihood = -28299.104
Iteration 100: (EM) log likelihood = -28298.777
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.269
Iteration 1: (class) log likelihood = -6786.269
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29329.14
Iteration 1: (outcome) log likelihood = -29005.455
Iteration 2: (outcome) log likelihood = -28898.746
Iteration 3: (outcome) log likelihood = -28883.372
Iteration 4: (outcome) log likelihood = -28880.895
Iteration 5: (outcome) log likelihood = -28880.46
Iteration 6: (outcome) log likelihood = -28880.353
Iteration 7: (outcome) log likelihood = -28880.336
Iteration 8: (outcome) log likelihood = -28880.331
Iteration 9: (outcome) log likelihood = -28880.33
Iteration 10: (outcome) log likelihood = -28880.33 (not concave)
Iteration 11: (outcome) log likelihood = -28880.33 (not concave)
Iteration 12: (outcome) log likelihood = -28880.33 (not concave)
Iteration 13: (outcome) log likelihood = -28880.33 (not concave)
Iteration 14: (outcome) log likelihood = -28880.33 (not concave)
Iteration 15: (outcome) log likelihood = -28880.33 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35651.401
Iteration 1: (EM) log likelihood = -35582.185
Iteration 2: (EM) log likelihood = -35380.332
Iteration 3: (EM) log likelihood = -34806.485
Iteration 4: (EM) log likelihood = -33724.012
Iteration 5: (EM) log likelihood = -32726.173
Iteration 6: (EM) log likelihood = -32087.245
Iteration 7: (EM) log likelihood = -31637.851
Iteration 8: (EM) log likelihood = -31270.901
Iteration 9: (EM) log likelihood = -30966.225
Iteration 10: (EM) log likelihood = -30711.553
Iteration 11: (EM) log likelihood = -30499.293
Iteration 12: (EM) log likelihood = -30318.842
Iteration 13: (EM) log likelihood = -30154.072
Iteration 14: (EM) log likelihood = -29997.682
Iteration 15: (EM) log likelihood = -29848.323
Iteration 16: (EM) log likelihood = -29712.485
Iteration 17: (EM) log likelihood = -29594.067
Iteration 18: (EM) log likelihood = -29497.494
Iteration 19: (EM) log likelihood = -29417.578
Iteration 20: (EM) log likelihood = -29353.714
Iteration 21: (EM) log likelihood = -29298.098
Iteration 22: (EM) log likelihood = -29247.195
Iteration 23: (EM) log likelihood = -29203.081
Iteration 24: (EM) log likelihood = -29161.654
Iteration 25: (EM) log likelihood = -29123.695
Iteration 26: (EM) log likelihood = -29087.86
Iteration 27: (EM) log likelihood = -29053.514
Iteration 28: (EM) log likelihood = -29020.926
Iteration 29: (EM) log likelihood = -28987.354
Iteration 30: (EM) log likelihood = -28956.417
Iteration 31: (EM) log likelihood = -28924.959
Iteration 32: (EM) log likelihood = -28893.719
Iteration 33: (EM) log likelihood = -28864.741
Iteration 34: (EM) log likelihood = -28835.969
Iteration 35: (EM) log likelihood = -28809.621
Iteration 36: (EM) log likelihood = -28784.302
Iteration 37: (EM) log likelihood = -28760.259
Iteration 38: (EM) log likelihood = -28740.582
Iteration 39: (EM) log likelihood = -28719.491
Iteration 40: (EM) log likelihood = -28701.207
Iteration 41: (EM) log likelihood = -28684.106
Iteration 42: (EM) log likelihood = -28669.221
Iteration 43: (EM) log likelihood = -28654.695
Iteration 44: (EM) log likelihood = -28635.683
Iteration 45: (EM) log likelihood = -28620.66
Iteration 46: (EM) log likelihood = -28608.476
Iteration 47: (EM) log likelihood = -28593.145
Iteration 48: (EM) log likelihood = -28578.814
Iteration 49: (EM) log likelihood = -28566.183
Iteration 50: (EM) log likelihood = -28552.706
Iteration 51: (EM) log likelihood = -28541.151
Iteration 52: (EM) log likelihood = -28529.69
Iteration 53: (EM) log likelihood = -28522.865
Iteration 54: (EM) log likelihood = -28513.949
Iteration 55: (EM) log likelihood = -28505.524
Iteration 56: (EM) log likelihood = -28499.093
Iteration 57: (EM) log likelihood = -28490.998
Iteration 58: (EM) log likelihood = -28482.609
Iteration 59: (EM) log likelihood = -28476.395
Iteration 60: (EM) log likelihood = -28469.021
Iteration 61: (EM) log likelihood = -28462.856
Iteration 62: (EM) log likelihood = -28457.534
Iteration 63: (EM) log likelihood = -28451.363
Iteration 64: (EM) log likelihood = -28445.463
Iteration 65: (EM) log likelihood = -28437.41
Iteration 66: (EM) log likelihood = -28426.267
Iteration 67: (EM) log likelihood = -28414.762
Iteration 68: (EM) log likelihood = -28402.807
Iteration 69: (EM) log likelihood = -28393.247
Iteration 70: (EM) log likelihood = -28383.739
Iteration 71: (EM) log likelihood = -28375.901
Iteration 72: (EM) log likelihood = -28366.994
Iteration 73: (EM) log likelihood = -28360.285
Iteration 74: (EM) log likelihood = -28353.223
Iteration 75: (EM) log likelihood = -28345.242
Iteration 76: (EM) log likelihood = -28333.2
Iteration 77: (EM) log likelihood = -28327.639
Iteration 78: (EM) log likelihood = -28321.825
Iteration 79: (EM) log likelihood = -28314.763
Iteration 80: (EM) log likelihood = -28308.055
Iteration 81: (EM) log likelihood = -28301.731
Iteration 82: (EM) log likelihood = -28295.765
Iteration 83: (EM) log likelihood = -28290.687
Iteration 84: (EM) log likelihood = -28282.379
Iteration 85: (EM) log likelihood = -28275.005
Iteration 86: (EM) log likelihood = -28265.981
Iteration 87: (EM) log likelihood = -28260.1
Iteration 88: (EM) log likelihood = -28252.744
Iteration 89: (EM) log likelihood = -28243.217
Iteration 90: (EM) log likelihood = -28237.182
Iteration 91: (EM) log likelihood = -28228.844
Iteration 92: (EM) log likelihood = -28220.653
Iteration 93: (EM) log likelihood = -28216.062
Iteration 94: (EM) log likelihood = -28209.906
Iteration 95: (EM) log likelihood = -28202.14
Iteration 96: (EM) log likelihood = -28192.94
Iteration 97: (EM) log likelihood = -28174.946
Iteration 98: (EM) log likelihood = -28168.699
Iteration 99: (EM) log likelihood = -28162.577
Iteration 100: (EM) log likelihood = -28156.774
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3928
Iteration 1: (class) log likelihood = -6787.3928
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29844.381
Iteration 1: (outcome) log likelihood = -29096.835
Iteration 2: (outcome) log likelihood = -28890.425
Iteration 3: (outcome) log likelihood = -28857.127
Iteration 4: (outcome) log likelihood = -28852.009
Iteration 5: (outcome) log likelihood = -28850.998
Iteration 6: (outcome) log likelihood = -28850.761
Iteration 7: (outcome) log likelihood = -28850.708
Iteration 8: (outcome) log likelihood = -28850.696
Iteration 9: (outcome) log likelihood = -28850.695
Iteration 10: (outcome) log likelihood = -28850.694 (not concave)
Iteration 11: (outcome) log likelihood = -28850.694 (not concave)
Iteration 12: (outcome) log likelihood = -28850.694 (not concave)
Iteration 13: (outcome) log likelihood = -28850.694 (not concave)
Iteration 14: (outcome) log likelihood = -28850.694 (not concave)
Iteration 15: (outcome) log likelihood = -28850.694 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35597.603
Iteration 1: (EM) log likelihood = -35453.705
Iteration 2: (EM) log likelihood = -35060.196
Iteration 3: (EM) log likelihood = -34320.397
Iteration 4: (EM) log likelihood = -33284.468
Iteration 5: (EM) log likelihood = -32279.429
Iteration 6: (EM) log likelihood = -31445.867
Iteration 7: (EM) log likelihood = -30807.609
Iteration 8: (EM) log likelihood = -30373.541
Iteration 9: (EM) log likelihood = -30098.761
Iteration 10: (EM) log likelihood = -29910.771
Iteration 11: (EM) log likelihood = -29766.558
Iteration 12: (EM) log likelihood = -29647.005
Iteration 13: (EM) log likelihood = -29550.494
Iteration 14: (EM) log likelihood = -29470.005
Iteration 15: (EM) log likelihood = -29403.576
Iteration 16: (EM) log likelihood = -29348.045
Iteration 17: (EM) log likelihood = -29297.235
Iteration 18: (EM) log likelihood = -29251.314
Iteration 19: (EM) log likelihood = -29210.963
Iteration 20: (EM) log likelihood = -29173.629
Iteration 21: (EM) log likelihood = -29138.817
Iteration 22: (EM) log likelihood = -29103.635
Iteration 23: (EM) log likelihood = -29072.776
Iteration 24: (EM) log likelihood = -29042.16
Iteration 25: (EM) log likelihood = -29013.144
Iteration 26: (EM) log likelihood = -28984.588
Iteration 27: (EM) log likelihood = -28957.107
Iteration 28: (EM) log likelihood = -28935.249
Iteration 29: (EM) log likelihood = -28913.398
Iteration 30: (EM) log likelihood = -28894.259
Iteration 31: (EM) log likelihood = -28874.047
Iteration 32: (EM) log likelihood = -28854.318
Iteration 33: (EM) log likelihood = -28835.464
Iteration 34: (EM) log likelihood = -28821.051
Iteration 35: (EM) log likelihood = -28805.24
Iteration 36: (EM) log likelihood = -28790.616
Iteration 37: (EM) log likelihood = -28778.393
Iteration 38: (EM) log likelihood = -28765.884
Iteration 39: (EM) log likelihood = -28754.816
Iteration 40: (EM) log likelihood = -28744.439
Iteration 41: (EM) log likelihood = -28733.307
Iteration 42: (EM) log likelihood = -28723.719
Iteration 43: (EM) log likelihood = -28713.46
Iteration 44: (EM) log likelihood = -28704.86
Iteration 45: (EM) log likelihood = -28695.882
Iteration 46: (EM) log likelihood = -28689.56
Iteration 47: (EM) log likelihood = -28683.275
Iteration 48: (EM) log likelihood = -28677.049
Iteration 49: (EM) log likelihood = -28672.533
Iteration 50: (EM) log likelihood = -28667.821
Iteration 51: (EM) log likelihood = -28663.875
Iteration 52: (EM) log likelihood = -28660.266
Iteration 53: (EM) log likelihood = -28656.293
Iteration 54: (EM) log likelihood = -28652.543
Iteration 55: (EM) log likelihood = -28648.715
Iteration 56: (EM) log likelihood = -28645.464
Iteration 57: (EM) log likelihood = -28641.552
Iteration 58: (EM) log likelihood = -28637.52
Iteration 59: (EM) log likelihood = -28632.447
Iteration 60: (EM) log likelihood = -28626.104
Iteration 61: (EM) log likelihood = -28619.642
Iteration 62: (EM) log likelihood = -28614.21
Iteration 63: (EM) log likelihood = -28609.091
Iteration 64: (EM) log likelihood = -28601.948
Iteration 65: (EM) log likelihood = -28597.058
Iteration 66: (EM) log likelihood = -28592.566
Iteration 67: (EM) log likelihood = -28586.816
Iteration 68: (EM) log likelihood = -28582.461
Iteration 69: (EM) log likelihood = -28577.252
Iteration 70: (EM) log likelihood = -28571.26
Iteration 71: (EM) log likelihood = -28564.535
Iteration 72: (EM) log likelihood = -28558.53
Iteration 73: (EM) log likelihood = -28552.72
Iteration 74: (EM) log likelihood = -28546.576
Iteration 75: (EM) log likelihood = -28540.068
Iteration 76: (EM) log likelihood = -28533.059
Iteration 77: (EM) log likelihood = -28527.315
Iteration 78: (EM) log likelihood = -28521.887
Iteration 79: (EM) log likelihood = -28514.692
Iteration 80: (EM) log likelihood = -28508.38
Iteration 81: (EM) log likelihood = -28500.91
Iteration 82: (EM) log likelihood = -28494.947
Iteration 83: (EM) log likelihood = -28489.183
Iteration 84: (EM) log likelihood = -28483.877
Iteration 85: (EM) log likelihood = -28477.062
Iteration 86: (EM) log likelihood = -28469.467
Iteration 87: (EM) log likelihood = -28463.92
Iteration 88: (EM) log likelihood = -28458.349
Iteration 89: (EM) log likelihood = -28453.155
Iteration 90: (EM) log likelihood = -28447.573
Iteration 91: (EM) log likelihood = -28442.281
Iteration 92: (EM) log likelihood = -28437.594
Iteration 93: (EM) log likelihood = -28432.898
Iteration 94: (EM) log likelihood = -28428.749
Iteration 95: (EM) log likelihood = -28423.926
Iteration 96: (EM) log likelihood = -28420.346
Iteration 97: (EM) log likelihood = -28416.873
Iteration 98: (EM) log likelihood = -28413.856
Iteration 99: (EM) log likelihood = -28410.095
Iteration 100: (EM) log likelihood = -28405.47
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.671
Iteration 1: (class) log likelihood = -6784.671
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30044.588
Iteration 1: (outcome) log likelihood = -29098.604
Iteration 2: (outcome) log likelihood = -28914.704
Iteration 3: (outcome) log likelihood = -28874.469
Iteration 4: (outcome) log likelihood = -28867.428
Iteration 5: (outcome) log likelihood = -28865.767
Iteration 6: (outcome) log likelihood = -28865.453
Iteration 7: (outcome) log likelihood = -28865.381
Iteration 8: (outcome) log likelihood = -28865.364
Iteration 9: (outcome) log likelihood = -28865.36
Iteration 10: (outcome) log likelihood = -28865.36 (not concave)
Iteration 11: (outcome) log likelihood = -28865.36 (not concave)
Iteration 12: (outcome) log likelihood = -28865.36 (not concave)
Iteration 13: (outcome) log likelihood = -28865.36 (not concave)
Iteration 14: (outcome) log likelihood = -28865.36 (not concave)
Iteration 15: (outcome) log likelihood = -28865.36 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35615.422
Iteration 1: (EM) log likelihood = -35451.756
Iteration 2: (EM) log likelihood = -34871.72
Iteration 3: (EM) log likelihood = -33754.657
Iteration 4: (EM) log likelihood = -32823.026
Iteration 5: (EM) log likelihood = -32255.749
Iteration 6: (EM) log likelihood = -31857.239
Iteration 7: (EM) log likelihood = -31491.096
Iteration 8: (EM) log likelihood = -31130.182
Iteration 9: (EM) log likelihood = -30802.465
Iteration 10: (EM) log likelihood = -30522.238
Iteration 11: (EM) log likelihood = -30283.659
Iteration 12: (EM) log likelihood = -30075.72
Iteration 13: (EM) log likelihood = -29890.476
Iteration 14: (EM) log likelihood = -29722.789
Iteration 15: (EM) log likelihood = -29579.003
Iteration 16: (EM) log likelihood = -29458.469
Iteration 17: (EM) log likelihood = -29356.521
Iteration 18: (EM) log likelihood = -29283.75
Iteration 19: (EM) log likelihood = -29220.481
Iteration 20: (EM) log likelihood = -29168.352
Iteration 21: (EM) log likelihood = -29121.77
Iteration 22: (EM) log likelihood = -29076.863
Iteration 23: (EM) log likelihood = -29034.084
Iteration 24: (EM) log likelihood = -28992.24
Iteration 25: (EM) log likelihood = -28955.758
Iteration 26: (EM) log likelihood = -28926.44
Iteration 27: (EM) log likelihood = -28896.295
Iteration 28: (EM) log likelihood = -28868.312
Iteration 29: (EM) log likelihood = -28841.636
Iteration 30: (EM) log likelihood = -28819.631
Iteration 31: (EM) log likelihood = -28799.74
Iteration 32: (EM) log likelihood = -28780.129
Iteration 33: (EM) log likelihood = -28753.779
Iteration 34: (EM) log likelihood = -28735.007
Iteration 35: (EM) log likelihood = -28716.054
Iteration 36: (EM) log likelihood = -28699.758
Iteration 37: (EM) log likelihood = -28683.029
Iteration 38: (EM) log likelihood = -28669.681
Iteration 39: (EM) log likelihood = -28652.717
Iteration 40: (EM) log likelihood = -28642.477
Iteration 41: (EM) log likelihood = -28630.01
Iteration 42: (EM) log likelihood = -28620.738
Iteration 43: (EM) log likelihood = -28610.131
Iteration 44: (EM) log likelihood = -28601.018
Iteration 45: (EM) log likelihood = -28594.845
Iteration 46: (EM) log likelihood = -28587.284
Iteration 47: (EM) log likelihood = -28580.608
Iteration 48: (EM) log likelihood = -28574.275
Iteration 49: (EM) log likelihood = -28568.636
Iteration 50: (EM) log likelihood = -28563.353
Iteration 51: (EM) log likelihood = -28555.78
Iteration 52: (EM) log likelihood = -28550.405
Iteration 53: (EM) log likelihood = -28543.533
Iteration 54: (EM) log likelihood = -28537.148
Iteration 55: (EM) log likelihood = -28533.599
Iteration 56: (EM) log likelihood = -28530.019
Iteration 57: (EM) log likelihood = -28526.16
Iteration 58: (EM) log likelihood = -28521.462
Iteration 59: (EM) log likelihood = -28516.957
Iteration 60: (EM) log likelihood = -28513.728
Iteration 61: (EM) log likelihood = -28509.806
Iteration 62: (EM) log likelihood = -28505.297
Iteration 63: (EM) log likelihood = -28500.498
Iteration 64: (EM) log likelihood = -28495.447
Iteration 65: (EM) log likelihood = -28489.837
Iteration 66: (EM) log likelihood = -28483.749
Iteration 67: (EM) log likelihood = -28476.919
Iteration 68: (EM) log likelihood = -28469.696
Iteration 69: (EM) log likelihood = -28462.129
Iteration 70: (EM) log likelihood = -28454.835
Iteration 71: (EM) log likelihood = -28448.32
Iteration 72: (EM) log likelihood = -28441.962
Iteration 73: (EM) log likelihood = -28436.682
Iteration 74: (EM) log likelihood = -28431.906
Iteration 75: (EM) log likelihood = -28426.428
Iteration 76: (EM) log likelihood = -28421.1
Iteration 77: (EM) log likelihood = -28415.079
Iteration 78: (EM) log likelihood = -28407.408
Iteration 79: (EM) log likelihood = -28398.284
Iteration 80: (EM) log likelihood = -28387.895
Iteration 81: (EM) log likelihood = -28376.928
Iteration 82: (EM) log likelihood = -28365.632
Iteration 83: (EM) log likelihood = -28353.243
Iteration 84: (EM) log likelihood = -28340.557
Iteration 85: (EM) log likelihood = -28327.104
Iteration 86: (EM) log likelihood = -28313.556
Iteration 87: (EM) log likelihood = -28300.326
Iteration 88: (EM) log likelihood = -28288.108
Iteration 89: (EM) log likelihood = -28276.784
Iteration 90: (EM) log likelihood = -28266.532
Iteration 91: (EM) log likelihood = -28256.942
Iteration 92: (EM) log likelihood = -28247.909
Iteration 93: (EM) log likelihood = -28240.28
Iteration 94: (EM) log likelihood = -28233.906
Iteration 95: (EM) log likelihood = -28228.283
Iteration 96: (EM) log likelihood = -28222.273
Iteration 97: (EM) log likelihood = -28215.973
Iteration 98: (EM) log likelihood = -28212.24
Iteration 99: (EM) log likelihood = -28207.6
Iteration 100: (EM) log likelihood = -28204.825
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.0575
Iteration 1: (class) log likelihood = -6788.0575
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29488.531
Iteration 1: (outcome) log likelihood = -29012.063
Iteration 2: (outcome) log likelihood = -28873.228
Iteration 3: (outcome) log likelihood = -28852.439
Iteration 4: (outcome) log likelihood = -28848.387
Iteration 5: (outcome) log likelihood = -28847.668
Iteration 6: (outcome) log likelihood = -28847.543
Iteration 7: (outcome) log likelihood = -28847.514
Iteration 8: (outcome) log likelihood = -28847.507
Iteration 9: (outcome) log likelihood = -28847.506 (not concave)
Iteration 10: (outcome) log likelihood = -28847.506 (not concave)
Iteration 11: (outcome) log likelihood = -28847.506 (not concave)
Iteration 12: (outcome) log likelihood = -28847.506 (not concave)
Iteration 13: (outcome) log likelihood = -28847.506 (not concave)
Iteration 14: (outcome) log likelihood = -28847.506 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35602.454
Iteration 1: (EM) log likelihood = -35453.016
Iteration 2: (EM) log likelihood = -34994.196
Iteration 3: (EM) log likelihood = -34027.681
Iteration 4: (EM) log likelihood = -32930.825
Iteration 5: (EM) log likelihood = -32145.13
Iteration 6: (EM) log likelihood = -31625.902
Iteration 7: (EM) log likelihood = -31273.064
Iteration 8: (EM) log likelihood = -31014.353
Iteration 9: (EM) log likelihood = -30803.945
Iteration 10: (EM) log likelihood = -30623.24
Iteration 11: (EM) log likelihood = -30456.025
Iteration 12: (EM) log likelihood = -30304.976
Iteration 13: (EM) log likelihood = -30172.52
Iteration 14: (EM) log likelihood = -30057.907
Iteration 15: (EM) log likelihood = -29959.812
Iteration 16: (EM) log likelihood = -29869.779
Iteration 17: (EM) log likelihood = -29789.274
Iteration 18: (EM) log likelihood = -29710.782
Iteration 19: (EM) log likelihood = -29634.752
Iteration 20: (EM) log likelihood = -29562.757
Iteration 21: (EM) log likelihood = -29494.817
Iteration 22: (EM) log likelihood = -29432.557
Iteration 23: (EM) log likelihood = -29379.153
Iteration 24: (EM) log likelihood = -29333.389
Iteration 25: (EM) log likelihood = -29294.842
Iteration 26: (EM) log likelihood = -29261.883
Iteration 27: (EM) log likelihood = -29234.572
Iteration 28: (EM) log likelihood = -29211.567
Iteration 29: (EM) log likelihood = -29191.756
Iteration 30: (EM) log likelihood = -29171.26
Iteration 31: (EM) log likelihood = -29154.013
Iteration 32: (EM) log likelihood = -29139.015
Iteration 33: (EM) log likelihood = -29125.045
Iteration 34: (EM) log likelihood = -29114.108
Iteration 35: (EM) log likelihood = -29104.126
Iteration 36: (EM) log likelihood = -29094.532
Iteration 37: (EM) log likelihood = -29085.177
Iteration 38: (EM) log likelihood = -29075.988
Iteration 39: (EM) log likelihood = -29068.475
Iteration 40: (EM) log likelihood = -29061.869
Iteration 41: (EM) log likelihood = -29055.729
Iteration 42: (EM) log likelihood = -29048.927
Iteration 43: (EM) log likelihood = -29042.754
Iteration 44: (EM) log likelihood = -29036.211
Iteration 45: (EM) log likelihood = -29030.339
Iteration 46: (EM) log likelihood = -29025.524
Iteration 47: (EM) log likelihood = -29019.901
Iteration 48: (EM) log likelihood = -29014.375
Iteration 49: (EM) log likelihood = -29010.253
Iteration 50: (EM) log likelihood = -29006.306
Iteration 51: (EM) log likelihood = -29001.092
Iteration 52: (EM) log likelihood = -28996.918
Iteration 53: (EM) log likelihood = -28993.146
Iteration 54: (EM) log likelihood = -28989.842
Iteration 55: (EM) log likelihood = -28986.488
Iteration 56: (EM) log likelihood = -28983.923
Iteration 57: (EM) log likelihood = -28981.242
Iteration 58: (EM) log likelihood = -28978.491
Iteration 59: (EM) log likelihood = -28975.155
Iteration 60: (EM) log likelihood = -28972.793
Iteration 61: (EM) log likelihood = -28970.9
Iteration 62: (EM) log likelihood = -28967.529
Iteration 63: (EM) log likelihood = -28964.896
Iteration 64: (EM) log likelihood = -28959.35
Iteration 65: (EM) log likelihood = -28955.78
Iteration 66: (EM) log likelihood = -28951.421
Iteration 67: (EM) log likelihood = -28947.752
Iteration 68: (EM) log likelihood = -28943.885
Iteration 69: (EM) log likelihood = -28939.107
Iteration 70: (EM) log likelihood = -28933.853
Iteration 71: (EM) log likelihood = -28929.948
Iteration 72: (EM) log likelihood = -28925.627
Iteration 73: (EM) log likelihood = -28923.058
Iteration 74: (EM) log likelihood = -28917.355
Iteration 75: (EM) log likelihood = -28912.701
Iteration 76: (EM) log likelihood = -28908.802
Iteration 77: (EM) log likelihood = -28904.305
Iteration 78: (EM) log likelihood = -28900.316
Iteration 79: (EM) log likelihood = -28894.362
Iteration 80: (EM) log likelihood = -28888.645
Iteration 81: (EM) log likelihood = -28883.448
Iteration 82: (EM) log likelihood = -28878.469
Iteration 83: (EM) log likelihood = -28871.62
Iteration 84: (EM) log likelihood = -28866.093
Iteration 85: (EM) log likelihood = -28860.633
Iteration 86: (EM) log likelihood = -28855.946
Iteration 87: (EM) log likelihood = -28849.598
Iteration 88: (EM) log likelihood = -28843.429
Iteration 89: (EM) log likelihood = -28837.047
Iteration 90: (EM) log likelihood = -28830.424
Iteration 91: (EM) log likelihood = -28823.858
Iteration 92: (EM) log likelihood = -28818.009
Iteration 93: (EM) log likelihood = -28814.492
Iteration 94: (EM) log likelihood = -28807.198
Iteration 95: (EM) log likelihood = -28801.072
Iteration 96: (EM) log likelihood = -28794.522
Iteration 97: (EM) log likelihood = -28786.223
Iteration 98: (EM) log likelihood = -28779.579
Iteration 99: (EM) log likelihood = -28774.178
Iteration 100: (EM) log likelihood = -28765.998
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.6083
Iteration 1: (class) log likelihood = -6787.6083
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29499.75
Iteration 1: (outcome) log likelihood = -28963.385
Iteration 2: (outcome) log likelihood = -28888.361
Iteration 3: (outcome) log likelihood = -28873.244
Iteration 4: (outcome) log likelihood = -28870.658
Iteration 5: (outcome) log likelihood = -28870.056
Iteration 6: (outcome) log likelihood = -28869.918
Iteration 7: (outcome) log likelihood = -28869.889
Iteration 8: (outcome) log likelihood = -28869.883
Iteration 9: (outcome) log likelihood = -28869.883 (not concave)
Iteration 10: (outcome) log likelihood = -28869.883 (not concave)
Iteration 11: (outcome) log likelihood = -28869.883 (not concave)
Iteration 12: (outcome) log likelihood = -28869.883 (not concave)
Iteration 13: (outcome) log likelihood = -28869.883 (not concave)
Iteration 14: (outcome) log likelihood = -28869.883 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35622.431
Iteration 1: (EM) log likelihood = -35498.271
Iteration 2: (EM) log likelihood = -35089.729
Iteration 3: (EM) log likelihood = -34092.059
Iteration 4: (EM) log likelihood = -32961.207
Iteration 5: (EM) log likelihood = -32243.651
Iteration 6: (EM) log likelihood = -31751.069
Iteration 7: (EM) log likelihood = -31331.711
Iteration 8: (EM) log likelihood = -30956.032
Iteration 9: (EM) log likelihood = -30649.25
Iteration 10: (EM) log likelihood = -30396.967
Iteration 11: (EM) log likelihood = -30176.195
Iteration 12: (EM) log likelihood = -29972.811
Iteration 13: (EM) log likelihood = -29788.303
Iteration 14: (EM) log likelihood = -29628.795
Iteration 15: (EM) log likelihood = -29505.112
Iteration 16: (EM) log likelihood = -29408.82
Iteration 17: (EM) log likelihood = -29331.546
Iteration 18: (EM) log likelihood = -29268.177
Iteration 19: (EM) log likelihood = -29213.74
Iteration 20: (EM) log likelihood = -29166.46
Iteration 21: (EM) log likelihood = -29122.517
Iteration 22: (EM) log likelihood = -29083.419
Iteration 23: (EM) log likelihood = -29047.064
Iteration 24: (EM) log likelihood = -29013.785
Iteration 25: (EM) log likelihood = -28981.662
Iteration 26: (EM) log likelihood = -28951.614
Iteration 27: (EM) log likelihood = -28922.445
Iteration 28: (EM) log likelihood = -28897.842
Iteration 29: (EM) log likelihood = -28874.41
Iteration 30: (EM) log likelihood = -28853.624
Iteration 31: (EM) log likelihood = -28833.463
Iteration 32: (EM) log likelihood = -28814.915
Iteration 33: (EM) log likelihood = -28797.429
Iteration 34: (EM) log likelihood = -28780.282
Iteration 35: (EM) log likelihood = -28763.855
Iteration 36: (EM) log likelihood = -28747.039
Iteration 37: (EM) log likelihood = -28731.101
Iteration 38: (EM) log likelihood = -28717.94
Iteration 39: (EM) log likelihood = -28705.618
Iteration 40: (EM) log likelihood = -28695.728
Iteration 41: (EM) log likelihood = -28686.348
Iteration 42: (EM) log likelihood = -28675.978
Iteration 43: (EM) log likelihood = -28668.08
Iteration 44: (EM) log likelihood = -28659.791
Iteration 45: (EM) log likelihood = -28650.889
Iteration 46: (EM) log likelihood = -28641.55
Iteration 47: (EM) log likelihood = -28635.186
Iteration 48: (EM) log likelihood = -28629.423
Iteration 49: (EM) log likelihood = -28624.196
Iteration 50: (EM) log likelihood = -28619.479
Iteration 51: (EM) log likelihood = -28614.953
Iteration 52: (EM) log likelihood = -28609.492
Iteration 53: (EM) log likelihood = -28605.006
Iteration 54: (EM) log likelihood = -28600.438
Iteration 55: (EM) log likelihood = -28596.358
Iteration 56: (EM) log likelihood = -28592.03
Iteration 57: (EM) log likelihood = -28588.268
Iteration 58: (EM) log likelihood = -28584.637
Iteration 59: (EM) log likelihood = -28580.932
Iteration 60: (EM) log likelihood = -28577.305
Iteration 61: (EM) log likelihood = -28571.809
Iteration 62: (EM) log likelihood = -28567.863
Iteration 63: (EM) log likelihood = -28564.213
Iteration 64: (EM) log likelihood = -28560.809
Iteration 65: (EM) log likelihood = -28556.936
Iteration 66: (EM) log likelihood = -28551.958
Iteration 67: (EM) log likelihood = -28548.801
Iteration 68: (EM) log likelihood = -28545.384
Iteration 69: (EM) log likelihood = -28539.254
Iteration 70: (EM) log likelihood = -28535.682
Iteration 71: (EM) log likelihood = -28531.254
Iteration 72: (EM) log likelihood = -28527.701
Iteration 73: (EM) log likelihood = -28523.847
Iteration 74: (EM) log likelihood = -28520.093
Iteration 75: (EM) log likelihood = -28516.482
Iteration 76: (EM) log likelihood = -28512.649
Iteration 77: (EM) log likelihood = -28506.66
Iteration 78: (EM) log likelihood = -28502.211
Iteration 79: (EM) log likelihood = -28497.287
Iteration 80: (EM) log likelihood = -28488.945
Iteration 81: (EM) log likelihood = -28482.81
Iteration 82: (EM) log likelihood = -28474.336
Iteration 83: (EM) log likelihood = -28465.342
Iteration 84: (EM) log likelihood = -28454.598
Iteration 85: (EM) log likelihood = -28442.921
Iteration 86: (EM) log likelihood = -28426.126
Iteration 87: (EM) log likelihood = -28413.122
Iteration 88: (EM) log likelihood = -28399.884
Iteration 89: (EM) log likelihood = -28388.107
Iteration 90: (EM) log likelihood = -28377.276
Iteration 91: (EM) log likelihood = -28365.441
Iteration 92: (EM) log likelihood = -28357.86
Iteration 93: (EM) log likelihood = -28352.449
Iteration 94: (EM) log likelihood = -28347.446
Iteration 95: (EM) log likelihood = -28343.048
Iteration 96: (EM) log likelihood = -28338.272
Iteration 97: (EM) log likelihood = -28333.238
Iteration 98: (EM) log likelihood = -28330.836
Iteration 99: (EM) log likelihood = -28328.364
Iteration 100: (EM) log likelihood = -28326.142
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.9178
Iteration 1: (class) log likelihood = -6785.9178
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29342.256
Iteration 1: (outcome) log likelihood = -29000.598
Iteration 2: (outcome) log likelihood = -28893.27
Iteration 3: (outcome) log likelihood = -28878.574
Iteration 4: (outcome) log likelihood = -28876.094
Iteration 5: (outcome) log likelihood = -28875.6
Iteration 6: (outcome) log likelihood = -28875.498
Iteration 7: (outcome) log likelihood = -28875.477
Iteration 8: (outcome) log likelihood = -28875.472
Iteration 9: (outcome) log likelihood = -28875.471
Iteration 10: (outcome) log likelihood = -28875.47 (not concave)
Iteration 11: (outcome) log likelihood = -28875.47 (not concave)
Iteration 12: (outcome) log likelihood = -28875.47 (not concave)
Iteration 13: (outcome) log likelihood = -28875.47 (not concave)
Iteration 14: (outcome) log likelihood = -28875.47 (not concave)
Iteration 15: (outcome) log likelihood = -28875.47 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35627.407
Iteration 1: (EM) log likelihood = -35497.094
Iteration 2: (EM) log likelihood = -35114.424
Iteration 3: (EM) log likelihood = -34298.436
Iteration 4: (EM) log likelihood = -33229.397
Iteration 5: (EM) log likelihood = -32302.732
Iteration 6: (EM) log likelihood = -31577.621
Iteration 7: (EM) log likelihood = -31042.27
Iteration 8: (EM) log likelihood = -30685.698
Iteration 9: (EM) log likelihood = -30440.875
Iteration 10: (EM) log likelihood = -30252.725
Iteration 11: (EM) log likelihood = -30096.069
Iteration 12: (EM) log likelihood = -29962.334
Iteration 13: (EM) log likelihood = -29846.092
Iteration 14: (EM) log likelihood = -29748.268
Iteration 15: (EM) log likelihood = -29662.686
Iteration 16: (EM) log likelihood = -29590.826
Iteration 17: (EM) log likelihood = -29522.471
Iteration 18: (EM) log likelihood = -29459.006
Iteration 19: (EM) log likelihood = -29407.329
Iteration 20: (EM) log likelihood = -29358.092
Iteration 21: (EM) log likelihood = -29315.893
Iteration 22: (EM) log likelihood = -29276.797
Iteration 23: (EM) log likelihood = -29241.24
Iteration 24: (EM) log likelihood = -29209.711
Iteration 25: (EM) log likelihood = -29179.927
Iteration 26: (EM) log likelihood = -29151.084
Iteration 27: (EM) log likelihood = -29124.722
Iteration 28: (EM) log likelihood = -29101.187
Iteration 29: (EM) log likelihood = -29079.772
Iteration 30: (EM) log likelihood = -29057.646
Iteration 31: (EM) log likelihood = -29036.904
Iteration 32: (EM) log likelihood = -29017.414
Iteration 33: (EM) log likelihood = -29000.905
Iteration 34: (EM) log likelihood = -28983.893
Iteration 35: (EM) log likelihood = -28968.382
Iteration 36: (EM) log likelihood = -28954.06
Iteration 37: (EM) log likelihood = -28941.323
Iteration 38: (EM) log likelihood = -28928.06
Iteration 39: (EM) log likelihood = -28913.846
Iteration 40: (EM) log likelihood = -28899.507
Iteration 41: (EM) log likelihood = -28884.355
Iteration 42: (EM) log likelihood = -28869.181
Iteration 43: (EM) log likelihood = -28852.941
Iteration 44: (EM) log likelihood = -28836.738
Iteration 45: (EM) log likelihood = -28819.76
Iteration 46: (EM) log likelihood = -28802.396
Iteration 47: (EM) log likelihood = -28783.982
Iteration 48: (EM) log likelihood = -28766.205
Iteration 49: (EM) log likelihood = -28746.908
Iteration 50: (EM) log likelihood = -28728.486
Iteration 51: (EM) log likelihood = -28710.166
Iteration 52: (EM) log likelihood = -28692.015
Iteration 53: (EM) log likelihood = -28673.699
Iteration 54: (EM) log likelihood = -28657.751
Iteration 55: (EM) log likelihood = -28642.608
Iteration 56: (EM) log likelihood = -28628.375
Iteration 57: (EM) log likelihood = -28615.031
Iteration 58: (EM) log likelihood = -28604.167
Iteration 59: (EM) log likelihood = -28591.876
Iteration 60: (EM) log likelihood = -28580.262
Iteration 61: (EM) log likelihood = -28570.277
Iteration 62: (EM) log likelihood = -28558.909
Iteration 63: (EM) log likelihood = -28546.737
Iteration 64: (EM) log likelihood = -28535.503
Iteration 65: (EM) log likelihood = -28525.255
Iteration 66: (EM) log likelihood = -28514.952
Iteration 67: (EM) log likelihood = -28504.084
Iteration 68: (EM) log likelihood = -28495.294
Iteration 69: (EM) log likelihood = -28488.498
Iteration 70: (EM) log likelihood = -28481.439
Iteration 71: (EM) log likelihood = -28474.824
Iteration 72: (EM) log likelihood = -28468.418
Iteration 73: (EM) log likelihood = -28461.532
Iteration 74: (EM) log likelihood = -28455.041
Iteration 75: (EM) log likelihood = -28449.685
Iteration 76: (EM) log likelihood = -28445.217
Iteration 77: (EM) log likelihood = -28438.825
Iteration 78: (EM) log likelihood = -28432.613
Iteration 79: (EM) log likelihood = -28428.671
Iteration 80: (EM) log likelihood = -28422.417
Iteration 81: (EM) log likelihood = -28417.579
Iteration 82: (EM) log likelihood = -28412.651
Iteration 83: (EM) log likelihood = -28407.843
Iteration 84: (EM) log likelihood = -28400.197
Iteration 85: (EM) log likelihood = -28396.258
Iteration 86: (EM) log likelihood = -28391.403
Iteration 87: (EM) log likelihood = -28385.379
Iteration 88: (EM) log likelihood = -28380.149
Iteration 89: (EM) log likelihood = -28377.122
Iteration 90: (EM) log likelihood = -28371.921
Iteration 91: (EM) log likelihood = -28366.334
Iteration 92: (EM) log likelihood = -28359.536
Iteration 93: (EM) log likelihood = -28354.217
Iteration 94: (EM) log likelihood = -28346.195
Iteration 95: (EM) log likelihood = -28342.267
Iteration 96: (EM) log likelihood = -28336.805
Iteration 97: (EM) log likelihood = -28330.72
Iteration 98: (EM) log likelihood = -28324.904
Iteration 99: (EM) log likelihood = -28319.968
Iteration 100: (EM) log likelihood = -28314.175
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.9735
Iteration 1: (class) log likelihood = -6784.9735
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29669.233
Iteration 1: (outcome) log likelihood = -29021.603
Iteration 2: (outcome) log likelihood = -28902.972
Iteration 3: (outcome) log likelihood = -28882.982
Iteration 4: (outcome) log likelihood = -28879.338
Iteration 5: (outcome) log likelihood = -28878.501
Iteration 6: (outcome) log likelihood = -28878.353
Iteration 7: (outcome) log likelihood = -28878.32
Iteration 8: (outcome) log likelihood = -28878.311
Iteration 9: (outcome) log likelihood = -28878.31
Iteration 10: (outcome) log likelihood = -28878.309 (not concave)
Iteration 11: (outcome) log likelihood = -28878.309 (not concave)
Iteration 12: (outcome) log likelihood = -28878.309 (not concave)
Iteration 13: (outcome) log likelihood = -28878.309 (not concave)
Iteration 14: (outcome) log likelihood = -28878.309 (not concave)
Iteration 15: (outcome) log likelihood = -28878.309 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35615.914
Iteration 1: (EM) log likelihood = -35462.933
Iteration 2: (EM) log likelihood = -35006.414
Iteration 3: (EM) log likelihood = -34069.496
Iteration 4: (EM) log likelihood = -33015.445
Iteration 5: (EM) log likelihood = -32190.534
Iteration 6: (EM) log likelihood = -31574.392
Iteration 7: (EM) log likelihood = -31118.935
Iteration 8: (EM) log likelihood = -30767.381
Iteration 9: (EM) log likelihood = -30493.124
Iteration 10: (EM) log likelihood = -30278.269
Iteration 11: (EM) log likelihood = -30112.902
Iteration 12: (EM) log likelihood = -29983.994
Iteration 13: (EM) log likelihood = -29880.9
Iteration 14: (EM) log likelihood = -29792.762
Iteration 15: (EM) log likelihood = -29708.773
Iteration 16: (EM) log likelihood = -29627.284
Iteration 17: (EM) log likelihood = -29544.971
Iteration 18: (EM) log likelihood = -29458.547
Iteration 19: (EM) log likelihood = -29367.295
Iteration 20: (EM) log likelihood = -29275.704
Iteration 21: (EM) log likelihood = -29185.846
Iteration 22: (EM) log likelihood = -29097.099
Iteration 23: (EM) log likelihood = -29018.037
Iteration 24: (EM) log likelihood = -28945.657
Iteration 25: (EM) log likelihood = -28877.089
Iteration 26: (EM) log likelihood = -28826.368
Iteration 27: (EM) log likelihood = -28781.912
Iteration 28: (EM) log likelihood = -28741.44
Iteration 29: (EM) log likelihood = -28706.463
Iteration 30: (EM) log likelihood = -28670.634
Iteration 31: (EM) log likelihood = -28640.778
Iteration 32: (EM) log likelihood = -28610.48
Iteration 33: (EM) log likelihood = -28582.646
Iteration 34: (EM) log likelihood = -28557.772
Iteration 35: (EM) log likelihood = -28536.09
Iteration 36: (EM) log likelihood = -28516.291
Iteration 37: (EM) log likelihood = -28496.535
Iteration 38: (EM) log likelihood = -28480.497
Iteration 39: (EM) log likelihood = -28465.075
Iteration 40: (EM) log likelihood = -28450.512
Iteration 41: (EM) log likelihood = -28440.667
Iteration 42: (EM) log likelihood = -28426.533
Iteration 43: (EM) log likelihood = -28416.277
Iteration 44: (EM) log likelihood = -28406.03
Iteration 45: (EM) log likelihood = -28397.482
Iteration 46: (EM) log likelihood = -28391.257
Iteration 47: (EM) log likelihood = -28387.021
Iteration 48: (EM) log likelihood = -28383.183
Iteration 49: (EM) log likelihood = -28379.744
Iteration 50: (EM) log likelihood = -28377.015
Iteration 51: (EM) log likelihood = -28373.376
Iteration 52: (EM) log likelihood = -28369.886
Iteration 53: (EM) log likelihood = -28366.888
Iteration 54: (EM) log likelihood = -28364.418
Iteration 55: (EM) log likelihood = -28362.404
Iteration 56: (EM) log likelihood = -28359.277
Iteration 57: (EM) log likelihood = -28356.04
Iteration 58: (EM) log likelihood = -28353.496
Iteration 59: (EM) log likelihood = -28351.619
Iteration 60: (EM) log likelihood = -28349.785
Iteration 61: (EM) log likelihood = -28346.262
Iteration 62: (EM) log likelihood = -28344.412
Iteration 63: (EM) log likelihood = -28342.292
Iteration 64: (EM) log likelihood = -28340.29
Iteration 65: (EM) log likelihood = -28338.557
Iteration 66: (EM) log likelihood = -28337.174
Iteration 67: (EM) log likelihood = -28335.537
Iteration 68: (EM) log likelihood = -28334.004
Iteration 69: (EM) log likelihood = -28333.027
Iteration 70: (EM) log likelihood = -28331.761
Iteration 71: (EM) log likelihood = -28331.291
Iteration 72: (EM) log likelihood = -28330.54
Iteration 73: (EM) log likelihood = -28325.937
Iteration 74: (EM) log likelihood = -28324.788
Iteration 75: (EM) log likelihood = -28324.375
Iteration 76: (EM) log likelihood = -28322.398
Iteration 77: (EM) log likelihood = -28320.262
Iteration 78: (EM) log likelihood = -28318.779
Iteration 79: (EM) log likelihood = -28314.53
Iteration 80: (EM) log likelihood = -28313.296
Iteration 81: (EM) log likelihood = -28311.447
Iteration 82: (EM) log likelihood = -28306.32
Iteration 83: (EM) log likelihood = -28303.936
Iteration 84: (EM) log likelihood = -28301.211
Iteration 85: (EM) log likelihood = -28300.203
Iteration 86: (EM) log likelihood = -28298.234
Iteration 87: (EM) log likelihood = -28292.917
Iteration 88: (EM) log likelihood = -28290.386
Iteration 89: (EM) log likelihood = -28288.097
Iteration 90: (EM) log likelihood = -28286.548
Iteration 91: (EM) log likelihood = -28285.794
Iteration 92: (EM) log likelihood = -28285.627
Iteration 93: (EM) log likelihood = -28284.931
Iteration 94: (EM) log likelihood = -28283.645
Iteration 95: (EM) log likelihood = -28282.309
Iteration 96: (EM) log likelihood = -28281.312
Iteration 97: (EM) log likelihood = -28280.763
Iteration 98: (EM) log likelihood = -28279.593
Iteration 99: (EM) log likelihood = -28279.006
Iteration 100: (EM) log likelihood = -28278.25
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6783.4593
Iteration 1: (class) log likelihood = -6783.4593
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30040.653
Iteration 1: (outcome) log likelihood = -29074.38
Iteration 2: (outcome) log likelihood = -28901.039
Iteration 3: (outcome) log likelihood = -28864.236
Iteration 4: (outcome) log likelihood = -28857.553
Iteration 5: (outcome) log likelihood = -28856.095
Iteration 6: (outcome) log likelihood = -28855.771
Iteration 7: (outcome) log likelihood = -28855.702
Iteration 8: (outcome) log likelihood = -28855.69
Iteration 9: (outcome) log likelihood = -28855.687 (not concave)
Iteration 10: (outcome) log likelihood = -28855.687 (not concave)
Iteration 11: (outcome) log likelihood = -28855.687 (not concave)
Iteration 12: (outcome) log likelihood = -28855.687 (not concave)
Iteration 13: (outcome) log likelihood = -28855.687 (not concave)
Iteration 14: (outcome) log likelihood = -28855.687 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35606.206
Iteration 1: (EM) log likelihood = -35459.342
Iteration 2: (EM) log likelihood = -35002.248
Iteration 3: (EM) log likelihood = -34018.181
Iteration 4: (EM) log likelihood = -32961.741
Iteration 5: (EM) log likelihood = -32235.379
Iteration 6: (EM) log likelihood = -31746.157
Iteration 7: (EM) log likelihood = -31364.187
Iteration 8: (EM) log likelihood = -31036.836
Iteration 9: (EM) log likelihood = -30757.53
Iteration 10: (EM) log likelihood = -30526.166
Iteration 11: (EM) log likelihood = -30324.328
Iteration 12: (EM) log likelihood = -30138.221
Iteration 13: (EM) log likelihood = -29978.537
Iteration 14: (EM) log likelihood = -29846.962
Iteration 15: (EM) log likelihood = -29731.951
Iteration 16: (EM) log likelihood = -29630.881
Iteration 17: (EM) log likelihood = -29541.294
Iteration 18: (EM) log likelihood = -29463.414
Iteration 19: (EM) log likelihood = -29394.434
Iteration 20: (EM) log likelihood = -29334.61
Iteration 21: (EM) log likelihood = -29283.127
Iteration 22: (EM) log likelihood = -29239.407
Iteration 23: (EM) log likelihood = -29199.251
Iteration 24: (EM) log likelihood = -29161.112
Iteration 25: (EM) log likelihood = -29125.806
Iteration 26: (EM) log likelihood = -29091.564
Iteration 27: (EM) log likelihood = -29057.745
Iteration 28: (EM) log likelihood = -29023.346
Iteration 29: (EM) log likelihood = -28990.707
Iteration 30: (EM) log likelihood = -28958.625
Iteration 31: (EM) log likelihood = -28929.297
Iteration 32: (EM) log likelihood = -28901.361
Iteration 33: (EM) log likelihood = -28874.922
Iteration 34: (EM) log likelihood = -28849.48
Iteration 35: (EM) log likelihood = -28820.991
Iteration 36: (EM) log likelihood = -28798.938
Iteration 37: (EM) log likelihood = -28776.908
Iteration 38: (EM) log likelihood = -28753.174
Iteration 39: (EM) log likelihood = -28730.383
Iteration 40: (EM) log likelihood = -28707.317
Iteration 41: (EM) log likelihood = -28682.146
Iteration 42: (EM) log likelihood = -28658.771
Iteration 43: (EM) log likelihood = -28635.861
Iteration 44: (EM) log likelihood = -28608.019
Iteration 45: (EM) log likelihood = -28585.542
Iteration 46: (EM) log likelihood = -28563.354
Iteration 47: (EM) log likelihood = -28543.105
Iteration 48: (EM) log likelihood = -28523.074
Iteration 49: (EM) log likelihood = -28505.7
Iteration 50: (EM) log likelihood = -28489.176
Iteration 51: (EM) log likelihood = -28472.152
Iteration 52: (EM) log likelihood = -28458.538
Iteration 53: (EM) log likelihood = -28442.041
Iteration 54: (EM) log likelihood = -28429.007
Iteration 55: (EM) log likelihood = -28417.792
Iteration 56: (EM) log likelihood = -28406.257
Iteration 57: (EM) log likelihood = -28395.459
Iteration 58: (EM) log likelihood = -28383.414
Iteration 59: (EM) log likelihood = -28371.124
Iteration 60: (EM) log likelihood = -28363.37
Iteration 61: (EM) log likelihood = -28355.448
Iteration 62: (EM) log likelihood = -28349.612
Iteration 63: (EM) log likelihood = -28341.883
Iteration 64: (EM) log likelihood = -28334.643
Iteration 65: (EM) log likelihood = -28327.925
Iteration 66: (EM) log likelihood = -28322.087
Iteration 67: (EM) log likelihood = -28316.988
Iteration 68: (EM) log likelihood = -28310.764
Iteration 69: (EM) log likelihood = -28307.112
Iteration 70: (EM) log likelihood = -28303.766
Iteration 71: (EM) log likelihood = -28298.562
Iteration 72: (EM) log likelihood = -28295.595
Iteration 73: (EM) log likelihood = -28290.287
Iteration 74: (EM) log likelihood = -28287.698
Iteration 75: (EM) log likelihood = -28284.671
Iteration 76: (EM) log likelihood = -28279.931
Iteration 77: (EM) log likelihood = -28277.239
Iteration 78: (EM) log likelihood = -28274.719
Iteration 79: (EM) log likelihood = -28271.278
Iteration 80: (EM) log likelihood = -28268.841
Iteration 81: (EM) log likelihood = -28266.393
Iteration 82: (EM) log likelihood = -28264.341
Iteration 83: (EM) log likelihood = -28259.615
Iteration 84: (EM) log likelihood = -28256.978
Iteration 85: (EM) log likelihood = -28254.676
Iteration 86: (EM) log likelihood = -28253.041
Iteration 87: (EM) log likelihood = -28251.475
Iteration 88: (EM) log likelihood = -28249.382
Iteration 89: (EM) log likelihood = -28247.849
Iteration 90: (EM) log likelihood = -28245.952
Iteration 91: (EM) log likelihood = -28242.635
Iteration 92: (EM) log likelihood = -28241.039
Iteration 93: (EM) log likelihood = -28239.339
Iteration 94: (EM) log likelihood = -28236.347
Iteration 95: (EM) log likelihood = -28234.111
Iteration 96: (EM) log likelihood = -28231.729
Iteration 97: (EM) log likelihood = -28224.02
Iteration 98: (EM) log likelihood = -28221.99
Iteration 99: (EM) log likelihood = -28217.71
Iteration 100: (EM) log likelihood = -28215.362
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.3628
Iteration 1: (class) log likelihood = -6786.3628
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29367.107
Iteration 1: (outcome) log likelihood = -29035.609
Iteration 2: (outcome) log likelihood = -28867.806
Iteration 3: (outcome) log likelihood = -28846.988
Iteration 4: (outcome) log likelihood = -28844.114
Iteration 5: (outcome) log likelihood = -28843.629
Iteration 6: (outcome) log likelihood = -28843.51
Iteration 7: (outcome) log likelihood = -28843.485
Iteration 8: (outcome) log likelihood = -28843.48
Iteration 9: (outcome) log likelihood = -28843.479
Iteration 10: (outcome) log likelihood = -28843.479 (not concave)
Iteration 11: (outcome) log likelihood = -28843.479 (not concave)
Iteration 12: (outcome) log likelihood = -28843.479 (not concave)
Iteration 13: (outcome) log likelihood = -28843.479 (not concave)
Iteration 14: (outcome) log likelihood = -28843.479 (not concave)
Iteration 15: (outcome) log likelihood = -28843.479 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35582.347
Iteration 1: (EM) log likelihood = -35408.108
Iteration 2: (EM) log likelihood = -34938.182
Iteration 3: (EM) log likelihood = -34024.409
Iteration 4: (EM) log likelihood = -32955.892
Iteration 5: (EM) log likelihood = -32139.885
Iteration 6: (EM) log likelihood = -31568.708
Iteration 7: (EM) log likelihood = -31156.579
Iteration 8: (EM) log likelihood = -30843.368
Iteration 9: (EM) log likelihood = -30591.253
Iteration 10: (EM) log likelihood = -30365.632
Iteration 11: (EM) log likelihood = -30158.191
Iteration 12: (EM) log likelihood = -29982.276
Iteration 13: (EM) log likelihood = -29840.195
Iteration 14: (EM) log likelihood = -29738.672
Iteration 15: (EM) log likelihood = -29659.74
Iteration 16: (EM) log likelihood = -29591.809
Iteration 17: (EM) log likelihood = -29534.33
Iteration 18: (EM) log likelihood = -29481.937
Iteration 19: (EM) log likelihood = -29434.16
Iteration 20: (EM) log likelihood = -29385.071
Iteration 21: (EM) log likelihood = -29337.036
Iteration 22: (EM) log likelihood = -29289.984
Iteration 23: (EM) log likelihood = -29246.323
Iteration 24: (EM) log likelihood = -29204.345
Iteration 25: (EM) log likelihood = -29165.86
Iteration 26: (EM) log likelihood = -29130.761
Iteration 27: (EM) log likelihood = -29098.947
Iteration 28: (EM) log likelihood = -29069.763
Iteration 29: (EM) log likelihood = -29042.675
Iteration 30: (EM) log likelihood = -29015.541
Iteration 31: (EM) log likelihood = -28990.306
Iteration 32: (EM) log likelihood = -28966.614
Iteration 33: (EM) log likelihood = -28946.313
Iteration 34: (EM) log likelihood = -28923.175
Iteration 35: (EM) log likelihood = -28903.723
Iteration 36: (EM) log likelihood = -28883.313
Iteration 37: (EM) log likelihood = -28863.484
Iteration 38: (EM) log likelihood = -28846.015
Iteration 39: (EM) log likelihood = -28830.133
Iteration 40: (EM) log likelihood = -28814.496
Iteration 41: (EM) log likelihood = -28798.954
Iteration 42: (EM) log likelihood = -28783.524
Iteration 43: (EM) log likelihood = -28770.813
Iteration 44: (EM) log likelihood = -28760.643
Iteration 45: (EM) log likelihood = -28750.641
Iteration 46: (EM) log likelihood = -28737.915
Iteration 47: (EM) log likelihood = -28726.185
Iteration 48: (EM) log likelihood = -28715.119
Iteration 49: (EM) log likelihood = -28705.1
Iteration 50: (EM) log likelihood = -28695.807
Iteration 51: (EM) log likelihood = -28687.32
Iteration 52: (EM) log likelihood = -28679.167
Iteration 53: (EM) log likelihood = -28667.989
Iteration 54: (EM) log likelihood = -28659.256
Iteration 55: (EM) log likelihood = -28652.592
Iteration 56: (EM) log likelihood = -28645.731
Iteration 57: (EM) log likelihood = -28640.651
Iteration 58: (EM) log likelihood = -28635.951
Iteration 59: (EM) log likelihood = -28631.391
Iteration 60: (EM) log likelihood = -28625.369
Iteration 61: (EM) log likelihood = -28619.642
Iteration 62: (EM) log likelihood = -28614.435
Iteration 63: (EM) log likelihood = -28610.76
Iteration 64: (EM) log likelihood = -28602.339
Iteration 65: (EM) log likelihood = -28597.767
Iteration 66: (EM) log likelihood = -28594.316
Iteration 67: (EM) log likelihood = -28589.516
Iteration 68: (EM) log likelihood = -28583.319
Iteration 69: (EM) log likelihood = -28580.03
Iteration 70: (EM) log likelihood = -28577.934
Iteration 71: (EM) log likelihood = -28574.177
Iteration 72: (EM) log likelihood = -28570.724
Iteration 73: (EM) log likelihood = -28567.978
Iteration 74: (EM) log likelihood = -28564.984
Iteration 75: (EM) log likelihood = -28562.832
Iteration 76: (EM) log likelihood = -28559.797
Iteration 77: (EM) log likelihood = -28557.563
Iteration 78: (EM) log likelihood = -28556.351
Iteration 79: (EM) log likelihood = -28554.891
Iteration 80: (EM) log likelihood = -28553.219
Iteration 81: (EM) log likelihood = -28551.822
Iteration 82: (EM) log likelihood = -28549.97
Iteration 83: (EM) log likelihood = -28548.864
Iteration 84: (EM) log likelihood = -28547.724
Iteration 85: (EM) log likelihood = -28546.278
Iteration 86: (EM) log likelihood = -28545.163
Iteration 87: (EM) log likelihood = -28543.365
Iteration 88: (EM) log likelihood = -28542.818
Iteration 89: (EM) log likelihood = -28541.436
Iteration 90: (EM) log likelihood = -28539.39
Iteration 91: (EM) log likelihood = -28537.366
Iteration 92: (EM) log likelihood = -28535.852
Iteration 93: (EM) log likelihood = -28534.069
Iteration 94: (EM) log likelihood = -28532.188
Iteration 95: (EM) log likelihood = -28530.409
Iteration 96: (EM) log likelihood = -28528.857
Iteration 97: (EM) log likelihood = -28527.255
Iteration 98: (EM) log likelihood = -28525.857
Iteration 99: (EM) log likelihood = -28523.644
Iteration 100: (EM) log likelihood = -28521.444
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.4797
Iteration 1: (class) log likelihood = -6788.4797
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29722.227
Iteration 1: (outcome) log likelihood = -29016.883
Iteration 2: (outcome) log likelihood = -28859.853
Iteration 3: (outcome) log likelihood = -28830.443
Iteration 4: (outcome) log likelihood = -28825.443
Iteration 5: (outcome) log likelihood = -28824.481
Iteration 6: (outcome) log likelihood = -28824.312
Iteration 7: (outcome) log likelihood = -28824.273
Iteration 8: (outcome) log likelihood = -28824.264
Iteration 9: (outcome) log likelihood = -28824.262
Iteration 10: (outcome) log likelihood = -28824.262 (not concave)
Iteration 11: (outcome) log likelihood = -28824.262 (not concave)
Iteration 12: (outcome) log likelihood = -28824.262 (not concave)
Iteration 13: (outcome) log likelihood = -28824.262 (not concave)
Iteration 14: (outcome) log likelihood = -28824.262 (not concave)
Iteration 15: (outcome) log likelihood = -28824.262 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35512.442
Iteration 1: (EM) log likelihood = -35208.329
Iteration 2: (EM) log likelihood = -34585.193
Iteration 3: (EM) log likelihood = -33787.351
Iteration 4: (EM) log likelihood = -33033.317
Iteration 5: (EM) log likelihood = -32349.797
Iteration 6: (EM) log likelihood = -31671.28
Iteration 7: (EM) log likelihood = -31065.181
Iteration 8: (EM) log likelihood = -30606.765
Iteration 9: (EM) log likelihood = -30279.159
Iteration 10: (EM) log likelihood = -30044.181
Iteration 11: (EM) log likelihood = -29873.125
Iteration 12: (EM) log likelihood = -29747.065
Iteration 13: (EM) log likelihood = -29648.265
Iteration 14: (EM) log likelihood = -29570.779
Iteration 15: (EM) log likelihood = -29504.329
Iteration 16: (EM) log likelihood = -29450.755
Iteration 17: (EM) log likelihood = -29404.358
Iteration 18: (EM) log likelihood = -29367.623
Iteration 19: (EM) log likelihood = -29334.481
Iteration 20: (EM) log likelihood = -29306.884
Iteration 21: (EM) log likelihood = -29283.529
Iteration 22: (EM) log likelihood = -29265.286
Iteration 23: (EM) log likelihood = -29245.242
Iteration 24: (EM) log likelihood = -29232.249
Iteration 25: (EM) log likelihood = -29217.312
Iteration 26: (EM) log likelihood = -29203.681
Iteration 27: (EM) log likelihood = -29193.602
Iteration 28: (EM) log likelihood = -29182.625
Iteration 29: (EM) log likelihood = -29170.732
Iteration 30: (EM) log likelihood = -29162.528
Iteration 31: (EM) log likelihood = -29152.444
Iteration 32: (EM) log likelihood = -29145.346
Iteration 33: (EM) log likelihood = -29134.271
Iteration 34: (EM) log likelihood = -29127.72
Iteration 35: (EM) log likelihood = -29121.979
Iteration 36: (EM) log likelihood = -29116.335
Iteration 37: (EM) log likelihood = -29108.355
Iteration 38: (EM) log likelihood = -29102.746
Iteration 39: (EM) log likelihood = -29095.799
Iteration 40: (EM) log likelihood = -29089.308
Iteration 41: (EM) log likelihood = -29079.509
Iteration 42: (EM) log likelihood = -29070.354
Iteration 43: (EM) log likelihood = -29064.115
Iteration 44: (EM) log likelihood = -29056.638
Iteration 45: (EM) log likelihood = -29044.462
Iteration 46: (EM) log likelihood = -29032.072
Iteration 47: (EM) log likelihood = -29019.712
Iteration 48: (EM) log likelihood = -29005.792
Iteration 49: (EM) log likelihood = -28992.798
Iteration 50: (EM) log likelihood = -28981.29
Iteration 51: (EM) log likelihood = -28966.833
Iteration 52: (EM) log likelihood = -28956.244
Iteration 53: (EM) log likelihood = -28947.559
Iteration 54: (EM) log likelihood = -28936.792
Iteration 55: (EM) log likelihood = -28928.895
Iteration 56: (EM) log likelihood = -28917.444
Iteration 57: (EM) log likelihood = -28905.247
Iteration 58: (EM) log likelihood = -28894.116
Iteration 59: (EM) log likelihood = -28886.217
Iteration 60: (EM) log likelihood = -28874.93
Iteration 61: (EM) log likelihood = -28865.324
Iteration 62: (EM) log likelihood = -28856.436
Iteration 63: (EM) log likelihood = -28847.846
Iteration 64: (EM) log likelihood = -28841.391
Iteration 65: (EM) log likelihood = -28833.87
Iteration 66: (EM) log likelihood = -28828.2
Iteration 67: (EM) log likelihood = -28820.621
Iteration 68: (EM) log likelihood = -28812.614
Iteration 69: (EM) log likelihood = -28804.334
Iteration 70: (EM) log likelihood = -28797.497
Iteration 71: (EM) log likelihood = -28788.629
Iteration 72: (EM) log likelihood = -28782.401
Iteration 73: (EM) log likelihood = -28773.837
Iteration 74: (EM) log likelihood = -28765.79
Iteration 75: (EM) log likelihood = -28758.311
Iteration 76: (EM) log likelihood = -28750.019
Iteration 77: (EM) log likelihood = -28741.379
Iteration 78: (EM) log likelihood = -28734.022
Iteration 79: (EM) log likelihood = -28723.953
Iteration 80: (EM) log likelihood = -28714.148
Iteration 81: (EM) log likelihood = -28704.226
Iteration 82: (EM) log likelihood = -28692.186
Iteration 83: (EM) log likelihood = -28682.176
Iteration 84: (EM) log likelihood = -28669.701
Iteration 85: (EM) log likelihood = -28658.278
Iteration 86: (EM) log likelihood = -28644.283
Iteration 87: (EM) log likelihood = -28631.663
Iteration 88: (EM) log likelihood = -28619.242
Iteration 89: (EM) log likelihood = -28607.271
Iteration 90: (EM) log likelihood = -28594.549
Iteration 91: (EM) log likelihood = -28578.708
Iteration 92: (EM) log likelihood = -28564.328
Iteration 93: (EM) log likelihood = -28550.439
Iteration 94: (EM) log likelihood = -28537.207
Iteration 95: (EM) log likelihood = -28523.395
Iteration 96: (EM) log likelihood = -28507.987
Iteration 97: (EM) log likelihood = -28493.2
Iteration 98: (EM) log likelihood = -28480.527
Iteration 99: (EM) log likelihood = -28467.125
Iteration 100: (EM) log likelihood = -28454.885
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.9124
Iteration 1: (class) log likelihood = -6786.9124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29644.594
Iteration 1: (outcome) log likelihood = -28997.292
Iteration 2: (outcome) log likelihood = -28875.136
Iteration 3: (outcome) log likelihood = -28849.551
Iteration 4: (outcome) log likelihood = -28845.049
Iteration 5: (outcome) log likelihood = -28844.054
Iteration 6: (outcome) log likelihood = -28843.848
Iteration 7: (outcome) log likelihood = -28843.804
Iteration 8: (outcome) log likelihood = -28843.794
Iteration 9: (outcome) log likelihood = -28843.792
Iteration 10: (outcome) log likelihood = -28843.791 (not concave)
Iteration 11: (outcome) log likelihood = -28843.791 (not concave)
Iteration 12: (outcome) log likelihood = -28843.791 (not concave)
Iteration 13: (outcome) log likelihood = -28843.791 (not concave)
Iteration 14: (outcome) log likelihood = -28843.791 (not concave)
Iteration 15: (outcome) log likelihood = -28843.791 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35566.988
Iteration 1: (EM) log likelihood = -35333.618
Iteration 2: (EM) log likelihood = -34702.713
Iteration 3: (EM) log likelihood = -33706.024
Iteration 4: (EM) log likelihood = -32746.913
Iteration 5: (EM) log likelihood = -31931.722
Iteration 6: (EM) log likelihood = -31252.745
Iteration 7: (EM) log likelihood = -30740.865
Iteration 8: (EM) log likelihood = -30396.56
Iteration 9: (EM) log likelihood = -30156.193
Iteration 10: (EM) log likelihood = -29982.032
Iteration 11: (EM) log likelihood = -29854.356
Iteration 12: (EM) log likelihood = -29754.63
Iteration 13: (EM) log likelihood = -29672.944
Iteration 14: (EM) log likelihood = -29615.182
Iteration 15: (EM) log likelihood = -29567.595
Iteration 16: (EM) log likelihood = -29531.58
Iteration 17: (EM) log likelihood = -29500.304
Iteration 18: (EM) log likelihood = -29469.89
Iteration 19: (EM) log likelihood = -29441.633
Iteration 20: (EM) log likelihood = -29419.94
Iteration 21: (EM) log likelihood = -29395.713
Iteration 22: (EM) log likelihood = -29376.231
Iteration 23: (EM) log likelihood = -29359.028
Iteration 24: (EM) log likelihood = -29341.703
Iteration 25: (EM) log likelihood = -29320.447
Iteration 26: (EM) log likelihood = -29295.446
Iteration 27: (EM) log likelihood = -29275.117
Iteration 28: (EM) log likelihood = -29255.668
Iteration 29: (EM) log likelihood = -29239.917
Iteration 30: (EM) log likelihood = -29222.738
Iteration 31: (EM) log likelihood = -29206.319
Iteration 32: (EM) log likelihood = -29186.862
Iteration 33: (EM) log likelihood = -29165.274
Iteration 34: (EM) log likelihood = -29145.263
Iteration 35: (EM) log likelihood = -29124.495
Iteration 36: (EM) log likelihood = -29105.265
Iteration 37: (EM) log likelihood = -29085.596
Iteration 38: (EM) log likelihood = -29063.416
Iteration 39: (EM) log likelihood = -29042.197
Iteration 40: (EM) log likelihood = -29020.445
Iteration 41: (EM) log likelihood = -28999.503
Iteration 42: (EM) log likelihood = -28978.305
Iteration 43: (EM) log likelihood = -28955.478
Iteration 44: (EM) log likelihood = -28937.721
Iteration 45: (EM) log likelihood = -28917.999
Iteration 46: (EM) log likelihood = -28902.203
Iteration 47: (EM) log likelihood = -28886.077
Iteration 48: (EM) log likelihood = -28872.675
Iteration 49: (EM) log likelihood = -28861.547
Iteration 50: (EM) log likelihood = -28848.92
Iteration 51: (EM) log likelihood = -28838.42
Iteration 52: (EM) log likelihood = -28829.626
Iteration 53: (EM) log likelihood = -28822.018
Iteration 54: (EM) log likelihood = -28813.06
Iteration 55: (EM) log likelihood = -28806.022
Iteration 56: (EM) log likelihood = -28799.09
Iteration 57: (EM) log likelihood = -28791.492
Iteration 58: (EM) log likelihood = -28784.085
Iteration 59: (EM) log likelihood = -28773.884
Iteration 60: (EM) log likelihood = -28759.712
Iteration 61: (EM) log likelihood = -28746.174
Iteration 62: (EM) log likelihood = -28731.318
Iteration 63: (EM) log likelihood = -28715.45
Iteration 64: (EM) log likelihood = -28701.83
Iteration 65: (EM) log likelihood = -28687.712
Iteration 66: (EM) log likelihood = -28674.996
Iteration 67: (EM) log likelihood = -28662.541
Iteration 68: (EM) log likelihood = -28652.11
Iteration 69: (EM) log likelihood = -28640.773
Iteration 70: (EM) log likelihood = -28630.172
Iteration 71: (EM) log likelihood = -28621.064
Iteration 72: (EM) log likelihood = -28612.618
Iteration 73: (EM) log likelihood = -28602.23
Iteration 74: (EM) log likelihood = -28594.582
Iteration 75: (EM) log likelihood = -28586.028
Iteration 76: (EM) log likelihood = -28578.807
Iteration 77: (EM) log likelihood = -28572.165
Iteration 78: (EM) log likelihood = -28565.493
Iteration 79: (EM) log likelihood = -28558.509
Iteration 80: (EM) log likelihood = -28550.76
Iteration 81: (EM) log likelihood = -28543.605
Iteration 82: (EM) log likelihood = -28536.242
Iteration 83: (EM) log likelihood = -28530.792
Iteration 84: (EM) log likelihood = -28524.707
Iteration 85: (EM) log likelihood = -28519.06
Iteration 86: (EM) log likelihood = -28514.207
Iteration 87: (EM) log likelihood = -28509.711
Iteration 88: (EM) log likelihood = -28504.705
Iteration 89: (EM) log likelihood = -28500.265
Iteration 90: (EM) log likelihood = -28496.445
Iteration 91: (EM) log likelihood = -28492.006
Iteration 92: (EM) log likelihood = -28487.384
Iteration 93: (EM) log likelihood = -28483.559
Iteration 94: (EM) log likelihood = -28479.961
Iteration 95: (EM) log likelihood = -28476.371
Iteration 96: (EM) log likelihood = -28473.2
Iteration 97: (EM) log likelihood = -28469.245
Iteration 98: (EM) log likelihood = -28463.923
Iteration 99: (EM) log likelihood = -28460.675
Iteration 100: (EM) log likelihood = -28457.714
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.571
Iteration 1: (class) log likelihood = -6787.571
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29668.928
Iteration 1: (outcome) log likelihood = -28985.337
Iteration 2: (outcome) log likelihood = -28877.43
Iteration 3: (outcome) log likelihood = -28857.789
Iteration 4: (outcome) log likelihood = -28853.554
Iteration 5: (outcome) log likelihood = -28852.654
Iteration 6: (outcome) log likelihood = -28852.502
Iteration 7: (outcome) log likelihood = -28852.466
Iteration 8: (outcome) log likelihood = -28852.458
Iteration 9: (outcome) log likelihood = -28852.456 (not concave)
Iteration 10: (outcome) log likelihood = -28852.456 (not concave)
Iteration 11: (outcome) log likelihood = -28852.456 (not concave)
Iteration 12: (outcome) log likelihood = -28852.456 (not concave)
Iteration 13: (outcome) log likelihood = -28852.456 (not concave)
Iteration 14: (outcome) log likelihood = -28852.456 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35595.574
Iteration 1: (EM) log likelihood = -35465.544
Iteration 2: (EM) log likelihood = -35172.391
Iteration 3: (EM) log likelihood = -34611.211
Iteration 4: (EM) log likelihood = -33631.948
Iteration 5: (EM) log likelihood = -32559.771
Iteration 6: (EM) log likelihood = -31755.125
Iteration 7: (EM) log likelihood = -31226.628
Iteration 8: (EM) log likelihood = -30870.276
Iteration 9: (EM) log likelihood = -30614.957
Iteration 10: (EM) log likelihood = -30408.954
Iteration 11: (EM) log likelihood = -30233.509
Iteration 12: (EM) log likelihood = -30084.576
Iteration 13: (EM) log likelihood = -29965.687
Iteration 14: (EM) log likelihood = -29867.631
Iteration 15: (EM) log likelihood = -29782.517
Iteration 16: (EM) log likelihood = -29698.832
Iteration 17: (EM) log likelihood = -29619.806
Iteration 18: (EM) log likelihood = -29538.755
Iteration 19: (EM) log likelihood = -29455.825
Iteration 20: (EM) log likelihood = -29374.805
Iteration 21: (EM) log likelihood = -29299.964
Iteration 22: (EM) log likelihood = -29234.851
Iteration 23: (EM) log likelihood = -29180.472
Iteration 24: (EM) log likelihood = -29134.955
Iteration 25: (EM) log likelihood = -29094.953
Iteration 26: (EM) log likelihood = -29060.857
Iteration 27: (EM) log likelihood = -29030.858
Iteration 28: (EM) log likelihood = -29004.74
Iteration 29: (EM) log likelihood = -28980.779
Iteration 30: (EM) log likelihood = -28960
Iteration 31: (EM) log likelihood = -28940.122
Iteration 32: (EM) log likelihood = -28920.099
Iteration 33: (EM) log likelihood = -28897.512
Iteration 34: (EM) log likelihood = -28876.905
Iteration 35: (EM) log likelihood = -28856.639
Iteration 36: (EM) log likelihood = -28838.429
Iteration 37: (EM) log likelihood = -28817.405
Iteration 38: (EM) log likelihood = -28798.187
Iteration 39: (EM) log likelihood = -28780.089
Iteration 40: (EM) log likelihood = -28762.927
Iteration 41: (EM) log likelihood = -28747.723
Iteration 42: (EM) log likelihood = -28734.353
Iteration 43: (EM) log likelihood = -28722.137
Iteration 44: (EM) log likelihood = -28712.951
Iteration 45: (EM) log likelihood = -28704.894
Iteration 46: (EM) log likelihood = -28696.881
Iteration 47: (EM) log likelihood = -28690.171
Iteration 48: (EM) log likelihood = -28684.446
Iteration 49: (EM) log likelihood = -28679.569
Iteration 50: (EM) log likelihood = -28675.325
Iteration 51: (EM) log likelihood = -28671.555
Iteration 52: (EM) log likelihood = -28666.898
Iteration 53: (EM) log likelihood = -28662.807
Iteration 54: (EM) log likelihood = -28658.49
Iteration 55: (EM) log likelihood = -28654.63
Iteration 56: (EM) log likelihood = -28651.242
Iteration 57: (EM) log likelihood = -28647.507
Iteration 58: (EM) log likelihood = -28645.04
Iteration 59: (EM) log likelihood = -28642.545
Iteration 60: (EM) log likelihood = -28639.904
Iteration 61: (EM) log likelihood = -28635.337
Iteration 62: (EM) log likelihood = -28632.173
Iteration 63: (EM) log likelihood = -28627.996
Iteration 64: (EM) log likelihood = -28623.846
Iteration 65: (EM) log likelihood = -28619.819
Iteration 66: (EM) log likelihood = -28617.5
Iteration 67: (EM) log likelihood = -28614.207
Iteration 68: (EM) log likelihood = -28610.183
Iteration 69: (EM) log likelihood = -28605.565
Iteration 70: (EM) log likelihood = -28603.993
Iteration 71: (EM) log likelihood = -28600.2
Iteration 72: (EM) log likelihood = -28593.843
Iteration 73: (EM) log likelihood = -28590.721
Iteration 74: (EM) log likelihood = -28585.768
Iteration 75: (EM) log likelihood = -28581.814
Iteration 76: (EM) log likelihood = -28574.236
Iteration 77: (EM) log likelihood = -28568.587
Iteration 78: (EM) log likelihood = -28563.178
Iteration 79: (EM) log likelihood = -28558.664
Iteration 80: (EM) log likelihood = -28552.28
Iteration 81: (EM) log likelihood = -28546.046
Iteration 82: (EM) log likelihood = -28540.742
Iteration 83: (EM) log likelihood = -28534.453
Iteration 84: (EM) log likelihood = -28528.781
Iteration 85: (EM) log likelihood = -28523.031
Iteration 86: (EM) log likelihood = -28518.61
Iteration 87: (EM) log likelihood = -28513.105
Iteration 88: (EM) log likelihood = -28508.954
Iteration 89: (EM) log likelihood = -28505.852
Iteration 90: (EM) log likelihood = -28500.099
Iteration 91: (EM) log likelihood = -28496.712
Iteration 92: (EM) log likelihood = -28491.591
Iteration 93: (EM) log likelihood = -28485.318
Iteration 94: (EM) log likelihood = -28480.787
Iteration 95: (EM) log likelihood = -28477.263
Iteration 96: (EM) log likelihood = -28472.936
Iteration 97: (EM) log likelihood = -28467.841
Iteration 98: (EM) log likelihood = -28463.683
Iteration 99: (EM) log likelihood = -28458.299
Iteration 100: (EM) log likelihood = -28452.468
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.6795
Iteration 1: (class) log likelihood = -6786.6795
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29672.84
Iteration 1: (outcome) log likelihood = -28999.773
Iteration 2: (outcome) log likelihood = -28883.075
Iteration 3: (outcome) log likelihood = -28857.408
Iteration 4: (outcome) log likelihood = -28852.646
Iteration 5: (outcome) log likelihood = -28851.622
Iteration 6: (outcome) log likelihood = -28851.399
Iteration 7: (outcome) log likelihood = -28851.368
Iteration 8: (outcome) log likelihood = -28851.364
Iteration 9: (outcome) log likelihood = -28851.363 (not concave)
Iteration 10: (outcome) log likelihood = -28851.363 (not concave)
Iteration 11: (outcome) log likelihood = -28851.363 (not concave)
Iteration 12: (outcome) log likelihood = -28851.363 (not concave)
Iteration 13: (outcome) log likelihood = -28851.363 (not concave)
Iteration 14: (outcome) log likelihood = -28851.363 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35577.233
Iteration 1: (EM) log likelihood = -35360.432
Iteration 2: (EM) log likelihood = -34750.516
Iteration 3: (EM) log likelihood = -33733.989
Iteration 4: (EM) log likelihood = -32817.522
Iteration 5: (EM) log likelihood = -32149.634
Iteration 6: (EM) log likelihood = -31658.834
Iteration 7: (EM) log likelihood = -31296.305
Iteration 8: (EM) log likelihood = -31000.693
Iteration 9: (EM) log likelihood = -30729.319
Iteration 10: (EM) log likelihood = -30470.547
Iteration 11: (EM) log likelihood = -30232.531
Iteration 12: (EM) log likelihood = -30027.305
Iteration 13: (EM) log likelihood = -29853.421
Iteration 14: (EM) log likelihood = -29706.343
Iteration 15: (EM) log likelihood = -29583.662
Iteration 16: (EM) log likelihood = -29477.527
Iteration 17: (EM) log likelihood = -29380.988
Iteration 18: (EM) log likelihood = -29295.71
Iteration 19: (EM) log likelihood = -29218.888
Iteration 20: (EM) log likelihood = -29148.308
Iteration 21: (EM) log likelihood = -29089.415
Iteration 22: (EM) log likelihood = -29037.152
Iteration 23: (EM) log likelihood = -28990.601
Iteration 24: (EM) log likelihood = -28947.101
Iteration 25: (EM) log likelihood = -28905.916
Iteration 26: (EM) log likelihood = -28871.869
Iteration 27: (EM) log likelihood = -28839.518
Iteration 28: (EM) log likelihood = -28804.82
Iteration 29: (EM) log likelihood = -28779.429
Iteration 30: (EM) log likelihood = -28756.365
Iteration 31: (EM) log likelihood = -28735.482
Iteration 32: (EM) log likelihood = -28722.501
Iteration 33: (EM) log likelihood = -28709.979
Iteration 34: (EM) log likelihood = -28691.749
Iteration 35: (EM) log likelihood = -28673.761
Iteration 36: (EM) log likelihood = -28661.011
Iteration 37: (EM) log likelihood = -28649.951
Iteration 38: (EM) log likelihood = -28638.61
Iteration 39: (EM) log likelihood = -28629.575
Iteration 40: (EM) log likelihood = -28618.853
Iteration 41: (EM) log likelihood = -28610.369
Iteration 42: (EM) log likelihood = -28601.12
Iteration 43: (EM) log likelihood = -28592.679
Iteration 44: (EM) log likelihood = -28573.768
Iteration 45: (EM) log likelihood = -28565.235
Iteration 46: (EM) log likelihood = -28557.705
Iteration 47: (EM) log likelihood = -28546.882
Iteration 48: (EM) log likelihood = -28539.76
Iteration 49: (EM) log likelihood = -28532.18
Iteration 50: (EM) log likelihood = -28521.63
Iteration 51: (EM) log likelihood = -28515.191
Iteration 52: (EM) log likelihood = -28507.373
Iteration 53: (EM) log likelihood = -28500.866
Iteration 54: (EM) log likelihood = -28494.028
Iteration 55: (EM) log likelihood = -28487.553
Iteration 56: (EM) log likelihood = -28481.152
Iteration 57: (EM) log likelihood = -28472.685
Iteration 58: (EM) log likelihood = -28466.644
Iteration 59: (EM) log likelihood = -28460.656
Iteration 60: (EM) log likelihood = -28454.718
Iteration 61: (EM) log likelihood = -28448.562
Iteration 62: (EM) log likelihood = -28442.558
Iteration 63: (EM) log likelihood = -28434.883
Iteration 64: (EM) log likelihood = -28429.149
Iteration 65: (EM) log likelihood = -28423.407
Iteration 66: (EM) log likelihood = -28417.001
Iteration 67: (EM) log likelihood = -28410.763
Iteration 68: (EM) log likelihood = -28399.943
Iteration 69: (EM) log likelihood = -28394.677
Iteration 70: (EM) log likelihood = -28389.628
Iteration 71: (EM) log likelihood = -28384.876
Iteration 72: (EM) log likelihood = -28380.016
Iteration 73: (EM) log likelihood = -28376.009
Iteration 74: (EM) log likelihood = -28371.156
Iteration 75: (EM) log likelihood = -28366.106
Iteration 76: (EM) log likelihood = -28359.802
Iteration 77: (EM) log likelihood = -28356.68
Iteration 78: (EM) log likelihood = -28353.742
Iteration 79: (EM) log likelihood = -28349.499
Iteration 80: (EM) log likelihood = -28347.317
Iteration 81: (EM) log likelihood = -28345.308
Iteration 82: (EM) log likelihood = -28343.344
Iteration 83: (EM) log likelihood = -28341.095
Iteration 84: (EM) log likelihood = -28338.088
Iteration 85: (EM) log likelihood = -28336.572
Iteration 86: (EM) log likelihood = -28335.343
Iteration 87: (EM) log likelihood = -28334.247
Iteration 88: (EM) log likelihood = -28332.561
Iteration 89: (EM) log likelihood = -28331.074
Iteration 90: (EM) log likelihood = -28330.287
Iteration 91: (EM) log likelihood = -28329.318
Iteration 92: (EM) log likelihood = -28327.787
Iteration 93: (EM) log likelihood = -28326.107
Iteration 94: (EM) log likelihood = -28325.296
Iteration 95: (EM) log likelihood = -28324.306
Iteration 96: (EM) log likelihood = -28323.849
Iteration 97: (EM) log likelihood = -28323.014
Iteration 98: (EM) log likelihood = -28322.653
Iteration 99: (EM) log likelihood = -28322.256
Iteration 100: (EM) log likelihood = -28321.848
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.0953
Iteration 1: (class) log likelihood = -6788.0953
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29120.705
Iteration 1: (outcome) log likelihood = -28963.32
Iteration 2: (outcome) log likelihood = -28874.275
Iteration 3: (outcome) log likelihood = -28864.557
Iteration 4: (outcome) log likelihood = -28863.656
Iteration 5: (outcome) log likelihood = -28863.57
Iteration 6: (outcome) log likelihood = -28863.554
Iteration 7: (outcome) log likelihood = -28863.55
Iteration 8: (outcome) log likelihood = -28863.55
Iteration 9: (outcome) log likelihood = -28863.549
Iteration 10: (outcome) log likelihood = -28863.549 (not concave)
Iteration 11: (outcome) log likelihood = -28863.549 (not concave)
Iteration 12: (outcome) log likelihood = -28863.549 (not concave)
Iteration 13: (outcome) log likelihood = -28863.549 (not concave)
Iteration 14: (outcome) log likelihood = -28863.549 (not concave)
Iteration 15: (outcome) log likelihood = -28863.549 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35610.727
Iteration 1: (EM) log likelihood = -35452.678
Iteration 2: (EM) log likelihood = -34981.583
Iteration 3: (EM) log likelihood = -33985.277
Iteration 4: (EM) log likelihood = -32864.572
Iteration 5: (EM) log likelihood = -32050.242
Iteration 6: (EM) log likelihood = -31483.561
Iteration 7: (EM) log likelihood = -31075.088
Iteration 8: (EM) log likelihood = -30772.87
Iteration 9: (EM) log likelihood = -30547.005
Iteration 10: (EM) log likelihood = -30370.898
Iteration 11: (EM) log likelihood = -30227.442
Iteration 12: (EM) log likelihood = -30102.408
Iteration 13: (EM) log likelihood = -29986.787
Iteration 14: (EM) log likelihood = -29877.752
Iteration 15: (EM) log likelihood = -29776.306
Iteration 16: (EM) log likelihood = -29682.742
Iteration 17: (EM) log likelihood = -29596.579
Iteration 18: (EM) log likelihood = -29516.284
Iteration 19: (EM) log likelihood = -29443.058
Iteration 20: (EM) log likelihood = -29371.75
Iteration 21: (EM) log likelihood = -29307.378
Iteration 22: (EM) log likelihood = -29247.803
Iteration 23: (EM) log likelihood = -29189.861
Iteration 24: (EM) log likelihood = -29135.941
Iteration 25: (EM) log likelihood = -29087.048
Iteration 26: (EM) log likelihood = -29043.901
Iteration 27: (EM) log likelihood = -29006.184
Iteration 28: (EM) log likelihood = -28972.312
Iteration 29: (EM) log likelihood = -28940.204
Iteration 30: (EM) log likelihood = -28910.859
Iteration 31: (EM) log likelihood = -28882.046
Iteration 32: (EM) log likelihood = -28852.453
Iteration 33: (EM) log likelihood = -28819.573
Iteration 34: (EM) log likelihood = -28788.865
Iteration 35: (EM) log likelihood = -28756.557
Iteration 36: (EM) log likelihood = -28726.419
Iteration 37: (EM) log likelihood = -28696.651
Iteration 38: (EM) log likelihood = -28671.189
Iteration 39: (EM) log likelihood = -28645.778
Iteration 40: (EM) log likelihood = -28621.098
Iteration 41: (EM) log likelihood = -28598.735
Iteration 42: (EM) log likelihood = -28575.575
Iteration 43: (EM) log likelihood = -28557.072
Iteration 44: (EM) log likelihood = -28539.792
Iteration 45: (EM) log likelihood = -28522.138
Iteration 46: (EM) log likelihood = -28507.692
Iteration 47: (EM) log likelihood = -28494.765
Iteration 48: (EM) log likelihood = -28482.521
Iteration 49: (EM) log likelihood = -28468.683
Iteration 50: (EM) log likelihood = -28455.704
Iteration 51: (EM) log likelihood = -28444.7
Iteration 52: (EM) log likelihood = -28434.668
Iteration 53: (EM) log likelihood = -28426.247
Iteration 54: (EM) log likelihood = -28418.357
Iteration 55: (EM) log likelihood = -28406.754
Iteration 56: (EM) log likelihood = -28396.558
Iteration 57: (EM) log likelihood = -28388.06
Iteration 58: (EM) log likelihood = -28380.154
Iteration 59: (EM) log likelihood = -28372.68
Iteration 60: (EM) log likelihood = -28366.171
Iteration 61: (EM) log likelihood = -28358.967
Iteration 62: (EM) log likelihood = -28353.252
Iteration 63: (EM) log likelihood = -28345.452
Iteration 64: (EM) log likelihood = -28338.529
Iteration 65: (EM) log likelihood = -28332.673
Iteration 66: (EM) log likelihood = -28327.643
Iteration 67: (EM) log likelihood = -28321.906
Iteration 68: (EM) log likelihood = -28317.289
Iteration 69: (EM) log likelihood = -28312.323
Iteration 70: (EM) log likelihood = -28307.658
Iteration 71: (EM) log likelihood = -28303.929
Iteration 72: (EM) log likelihood = -28300.388
Iteration 73: (EM) log likelihood = -28296.871
Iteration 74: (EM) log likelihood = -28292.491
Iteration 75: (EM) log likelihood = -28289.163
Iteration 76: (EM) log likelihood = -28285.208
Iteration 77: (EM) log likelihood = -28281.242
Iteration 78: (EM) log likelihood = -28278.24
Iteration 79: (EM) log likelihood = -28275.31
Iteration 80: (EM) log likelihood = -28272.863
Iteration 81: (EM) log likelihood = -28270.754
Iteration 82: (EM) log likelihood = -28268.842
Iteration 83: (EM) log likelihood = -28266.577
Iteration 84: (EM) log likelihood = -28264.68
Iteration 85: (EM) log likelihood = -28262.869
Iteration 86: (EM) log likelihood = -28261.137
Iteration 87: (EM) log likelihood = -28258.304
Iteration 88: (EM) log likelihood = -28256.028
Iteration 89: (EM) log likelihood = -28253.729
Iteration 90: (EM) log likelihood = -28251.017
Iteration 91: (EM) log likelihood = -28248.831
Iteration 92: (EM) log likelihood = -28246.114
Iteration 93: (EM) log likelihood = -28243.443
Iteration 94: (EM) log likelihood = -28240.994
Iteration 95: (EM) log likelihood = -28238.948
Iteration 96: (EM) log likelihood = -28236.814
Iteration 97: (EM) log likelihood = -28234.906
Iteration 98: (EM) log likelihood = -28232.799
Iteration 99: (EM) log likelihood = -28231.066
Iteration 100: (EM) log likelihood = -28229.401
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.098
Iteration 1: (class) log likelihood = -6786.098
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29317.523
Iteration 1: (outcome) log likelihood = -28961.87
Iteration 2: (outcome) log likelihood = -28866.401
Iteration 3: (outcome) log likelihood = -28853.397
Iteration 4: (outcome) log likelihood = -28850.959
Iteration 5: (outcome) log likelihood = -28850.552
Iteration 6: (outcome) log likelihood = -28850.478
Iteration 7: (outcome) log likelihood = -28850.461
Iteration 8: (outcome) log likelihood = -28850.457
Iteration 9: (outcome) log likelihood = -28850.456
Iteration 10: (outcome) log likelihood = -28850.456 (not concave)
Iteration 11: (outcome) log likelihood = -28850.456 (not concave)
Iteration 12: (outcome) log likelihood = -28850.456 (not concave)
Iteration 13: (outcome) log likelihood = -28850.456 (not concave)
Iteration 14: (outcome) log likelihood = -28850.456 (not concave)
Iteration 15: (outcome) log likelihood = -28850.456 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35588.341
Iteration 1: (EM) log likelihood = -35437.307
Iteration 2: (EM) log likelihood = -35064.552
Iteration 3: (EM) log likelihood = -34422.716
Iteration 4: (EM) log likelihood = -33596.92
Iteration 5: (EM) log likelihood = -32727.452
Iteration 6: (EM) log likelihood = -31942.366
Iteration 7: (EM) log likelihood = -31339.673
Iteration 8: (EM) log likelihood = -30882.139
Iteration 9: (EM) log likelihood = -30531.579
Iteration 10: (EM) log likelihood = -30257.293
Iteration 11: (EM) log likelihood = -30035.378
Iteration 12: (EM) log likelihood = -29856.498
Iteration 13: (EM) log likelihood = -29707.802
Iteration 14: (EM) log likelihood = -29572.738
Iteration 15: (EM) log likelihood = -29458.736
Iteration 16: (EM) log likelihood = -29359.352
Iteration 17: (EM) log likelihood = -29268.601
Iteration 18: (EM) log likelihood = -29188.088
Iteration 19: (EM) log likelihood = -29117.361
Iteration 20: (EM) log likelihood = -29051.513
Iteration 21: (EM) log likelihood = -28995.278
Iteration 22: (EM) log likelihood = -28948.98
Iteration 23: (EM) log likelihood = -28904.765
Iteration 24: (EM) log likelihood = -28863.247
Iteration 25: (EM) log likelihood = -28828.209
Iteration 26: (EM) log likelihood = -28795.935
Iteration 27: (EM) log likelihood = -28766.092
Iteration 28: (EM) log likelihood = -28737.988
Iteration 29: (EM) log likelihood = -28713.942
Iteration 30: (EM) log likelihood = -28691.67
Iteration 31: (EM) log likelihood = -28668.166
Iteration 32: (EM) log likelihood = -28648.407
Iteration 33: (EM) log likelihood = -28625.885
Iteration 34: (EM) log likelihood = -28609.122
Iteration 35: (EM) log likelihood = -28593.863
Iteration 36: (EM) log likelihood = -28580.366
Iteration 37: (EM) log likelihood = -28569.021
Iteration 38: (EM) log likelihood = -28559.911
Iteration 39: (EM) log likelihood = -28551.337
Iteration 40: (EM) log likelihood = -28543.695
Iteration 41: (EM) log likelihood = -28535.831
Iteration 42: (EM) log likelihood = -28528.833
Iteration 43: (EM) log likelihood = -28522.555
Iteration 44: (EM) log likelihood = -28517.197
Iteration 45: (EM) log likelihood = -28512.741
Iteration 46: (EM) log likelihood = -28508.402
Iteration 47: (EM) log likelihood = -28503.847
Iteration 48: (EM) log likelihood = -28499.588
Iteration 49: (EM) log likelihood = -28495.79
Iteration 50: (EM) log likelihood = -28492.391
Iteration 51: (EM) log likelihood = -28489.149
Iteration 52: (EM) log likelihood = -28486.47
Iteration 53: (EM) log likelihood = -28484.169
Iteration 54: (EM) log likelihood = -28481.76
Iteration 55: (EM) log likelihood = -28479.247
Iteration 56: (EM) log likelihood = -28477.309
Iteration 57: (EM) log likelihood = -28475.938
Iteration 58: (EM) log likelihood = -28474.654
Iteration 59: (EM) log likelihood = -28473.679
Iteration 60: (EM) log likelihood = -28471.98
Iteration 61: (EM) log likelihood = -28471.372
Iteration 62: (EM) log likelihood = -28470.442
Iteration 63: (EM) log likelihood = -28469.99
Iteration 64: (EM) log likelihood = -28469.006
Iteration 65: (EM) log likelihood = -28469.223
Iteration 66: (EM) log likelihood = -28469.664
Iteration 67: (EM) log likelihood = -28469.608
Iteration 68: (EM) log likelihood = -28468.84
Iteration 69: (EM) log likelihood = -28468.475
Iteration 70: (EM) log likelihood = -28468.19
Iteration 71: (EM) log likelihood = -28468.065
Iteration 72: (EM) log likelihood = -28467.785
Iteration 73: (EM) log likelihood = -28466.866
Iteration 74: (EM) log likelihood = -28465.678
Iteration 75: (EM) log likelihood = -28463.637
Iteration 76: (EM) log likelihood = -28461.792
Iteration 77: (EM) log likelihood = -28460.829
Iteration 78: (EM) log likelihood = -28459.505
Iteration 79: (EM) log likelihood = -28458.761
Iteration 80: (EM) log likelihood = -28455.852
Iteration 81: (EM) log likelihood = -28455.153
Iteration 82: (EM) log likelihood = -28453.938
Iteration 83: (EM) log likelihood = -28452.612
Iteration 84: (EM) log likelihood = -28450.031
Iteration 85: (EM) log likelihood = -28447.842
Iteration 86: (EM) log likelihood = -28446.656
Iteration 87: (EM) log likelihood = -28444.863
Iteration 88: (EM) log likelihood = -28443.785
Iteration 89: (EM) log likelihood = -28443.1
Iteration 90: (EM) log likelihood = -28441.587
Iteration 91: (EM) log likelihood = -28439.761
Iteration 92: (EM) log likelihood = -28436.954
Iteration 93: (EM) log likelihood = -28434.201
Iteration 94: (EM) log likelihood = -28432.231
Iteration 95: (EM) log likelihood = -28428.377
Iteration 96: (EM) log likelihood = -28427.053
Iteration 97: (EM) log likelihood = -28425.334
Iteration 98: (EM) log likelihood = -28425.035
Iteration 99: (EM) log likelihood = -28422.293
Iteration 100: (EM) log likelihood = -28418.683
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.3071
Iteration 1: (class) log likelihood = -6784.3071
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29441.952
Iteration 1: (outcome) log likelihood = -28995.032
Iteration 2: (outcome) log likelihood = -28867.026
Iteration 3: (outcome) log likelihood = -28845.652
Iteration 4: (outcome) log likelihood = -28843.03
Iteration 5: (outcome) log likelihood = -28842.538
Iteration 6: (outcome) log likelihood = -28842.423
Iteration 7: (outcome) log likelihood = -28842.397
Iteration 8: (outcome) log likelihood = -28842.392
Iteration 9: (outcome) log likelihood = -28842.391 (not concave)
Iteration 10: (outcome) log likelihood = -28842.391 (not concave)
Iteration 11: (outcome) log likelihood = -28842.391 (not concave)
Iteration 12: (outcome) log likelihood = -28842.391 (not concave)
Iteration 13: (outcome) log likelihood = -28842.391 (not concave)
Iteration 14: (outcome) log likelihood = -28842.391 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35580.885
Iteration 1: (EM) log likelihood = -35459.831
Iteration 2: (EM) log likelihood = -35185.829
Iteration 3: (EM) log likelihood = -34593.534
Iteration 4: (EM) log likelihood = -33602.894
Iteration 5: (EM) log likelihood = -32619.048
Iteration 6: (EM) log likelihood = -31856.484
Iteration 7: (EM) log likelihood = -31240.213
Iteration 8: (EM) log likelihood = -30767.896
Iteration 9: (EM) log likelihood = -30434.352
Iteration 10: (EM) log likelihood = -30200.548
Iteration 11: (EM) log likelihood = -30030.279
Iteration 12: (EM) log likelihood = -29900.398
Iteration 13: (EM) log likelihood = -29791.688
Iteration 14: (EM) log likelihood = -29695.618
Iteration 15: (EM) log likelihood = -29607.65
Iteration 16: (EM) log likelihood = -29523.6
Iteration 17: (EM) log likelihood = -29447.032
Iteration 18: (EM) log likelihood = -29376.377
Iteration 19: (EM) log likelihood = -29313.501
Iteration 20: (EM) log likelihood = -29258.892
Iteration 21: (EM) log likelihood = -29209.149
Iteration 22: (EM) log likelihood = -29161.153
Iteration 23: (EM) log likelihood = -29115.109
Iteration 24: (EM) log likelihood = -29076.315
Iteration 25: (EM) log likelihood = -29039.336
Iteration 26: (EM) log likelihood = -29004.444
Iteration 27: (EM) log likelihood = -28972.684
Iteration 28: (EM) log likelihood = -28943.95
Iteration 29: (EM) log likelihood = -28918.356
Iteration 30: (EM) log likelihood = -28895.372
Iteration 31: (EM) log likelihood = -28872.491
Iteration 32: (EM) log likelihood = -28853.692
Iteration 33: (EM) log likelihood = -28833.073
Iteration 34: (EM) log likelihood = -28816.168
Iteration 35: (EM) log likelihood = -28800.588
Iteration 36: (EM) log likelihood = -28786.751
Iteration 37: (EM) log likelihood = -28775.762
Iteration 38: (EM) log likelihood = -28765.632
Iteration 39: (EM) log likelihood = -28755.986
Iteration 40: (EM) log likelihood = -28744.774
Iteration 41: (EM) log likelihood = -28733.605
Iteration 42: (EM) log likelihood = -28715.989
Iteration 43: (EM) log likelihood = -28702.309
Iteration 44: (EM) log likelihood = -28690.349
Iteration 45: (EM) log likelihood = -28676.928
Iteration 46: (EM) log likelihood = -28663.97
Iteration 47: (EM) log likelihood = -28650.349
Iteration 48: (EM) log likelihood = -28636.894
Iteration 49: (EM) log likelihood = -28623.788
Iteration 50: (EM) log likelihood = -28612.371
Iteration 51: (EM) log likelihood = -28602.064
Iteration 52: (EM) log likelihood = -28592.955
Iteration 53: (EM) log likelihood = -28585.197
Iteration 54: (EM) log likelihood = -28577.073
Iteration 55: (EM) log likelihood = -28571.22
Iteration 56: (EM) log likelihood = -28566.544
Iteration 57: (EM) log likelihood = -28562.692
Iteration 58: (EM) log likelihood = -28559.065
Iteration 59: (EM) log likelihood = -28555.684
Iteration 60: (EM) log likelihood = -28552.438
Iteration 61: (EM) log likelihood = -28549.54
Iteration 62: (EM) log likelihood = -28546.295
Iteration 63: (EM) log likelihood = -28543.26
Iteration 64: (EM) log likelihood = -28540.727
Iteration 65: (EM) log likelihood = -28538.31
Iteration 66: (EM) log likelihood = -28535.721
Iteration 67: (EM) log likelihood = -28532.947
Iteration 68: (EM) log likelihood = -28530.076
Iteration 69: (EM) log likelihood = -28526.916
Iteration 70: (EM) log likelihood = -28523.382
Iteration 71: (EM) log likelihood = -28519.467
Iteration 72: (EM) log likelihood = -28515.661
Iteration 73: (EM) log likelihood = -28511.494
Iteration 74: (EM) log likelihood = -28507.164
Iteration 75: (EM) log likelihood = -28502.824
Iteration 76: (EM) log likelihood = -28498.335
Iteration 77: (EM) log likelihood = -28493.357
Iteration 78: (EM) log likelihood = -28487.747
Iteration 79: (EM) log likelihood = -28482.362
Iteration 80: (EM) log likelihood = -28477.738
Iteration 81: (EM) log likelihood = -28473.513
Iteration 82: (EM) log likelihood = -28469.136
Iteration 83: (EM) log likelihood = -28465.219
Iteration 84: (EM) log likelihood = -28461.896
Iteration 85: (EM) log likelihood = -28458.913
Iteration 86: (EM) log likelihood = -28455.876
Iteration 87: (EM) log likelihood = -28452.992
Iteration 88: (EM) log likelihood = -28450.002
Iteration 89: (EM) log likelihood = -28447.685
Iteration 90: (EM) log likelihood = -28445.979
Iteration 91: (EM) log likelihood = -28444.137
Iteration 92: (EM) log likelihood = -28442.72
Iteration 93: (EM) log likelihood = -28441.617
Iteration 94: (EM) log likelihood = -28440.742
Iteration 95: (EM) log likelihood = -28439.45
Iteration 96: (EM) log likelihood = -28438.417
Iteration 97: (EM) log likelihood = -28437.71
Iteration 98: (EM) log likelihood = -28437.038
Iteration 99: (EM) log likelihood = -28436.578
Iteration 100: (EM) log likelihood = -28436.352
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3462
Iteration 1: (class) log likelihood = -6787.3462
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29470.692
Iteration 1: (outcome) log likelihood = -28961.592
Iteration 2: (outcome) log likelihood = -28878.713
Iteration 3: (outcome) log likelihood = -28864.788
Iteration 4: (outcome) log likelihood = -28862.573
Iteration 5: (outcome) log likelihood = -28862.013
Iteration 6: (outcome) log likelihood = -28861.898
Iteration 7: (outcome) log likelihood = -28861.873
Iteration 8: (outcome) log likelihood = -28861.868
Iteration 9: (outcome) log likelihood = -28861.866
Iteration 10: (outcome) log likelihood = -28861.866 (not concave)
Iteration 11: (outcome) log likelihood = -28861.866 (not concave)
Iteration 12: (outcome) log likelihood = -28861.866 (not concave)
Iteration 13: (outcome) log likelihood = -28861.866 (not concave)
Iteration 14: (outcome) log likelihood = -28861.866 (not concave)
Iteration 15: (outcome) log likelihood = -28861.866 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35616.061
Iteration 1: (EM) log likelihood = -35485.806
Iteration 2: (EM) log likelihood = -35264.495
Iteration 3: (EM) log likelihood = -34903.529
Iteration 4: (EM) log likelihood = -34088.574
Iteration 5: (EM) log likelihood = -32979.679
Iteration 6: (EM) log likelihood = -32224.126
Iteration 7: (EM) log likelihood = -31746.183
Iteration 8: (EM) log likelihood = -31369.523
Iteration 9: (EM) log likelihood = -31046.875
Iteration 10: (EM) log likelihood = -30759.512
Iteration 11: (EM) log likelihood = -30494.333
Iteration 12: (EM) log likelihood = -30254.801
Iteration 13: (EM) log likelihood = -30049.658
Iteration 14: (EM) log likelihood = -29879.649
Iteration 15: (EM) log likelihood = -29735.02
Iteration 16: (EM) log likelihood = -29610.915
Iteration 17: (EM) log likelihood = -29502.3
Iteration 18: (EM) log likelihood = -29406.391
Iteration 19: (EM) log likelihood = -29320.511
Iteration 20: (EM) log likelihood = -29244.845
Iteration 21: (EM) log likelihood = -29177.605
Iteration 22: (EM) log likelihood = -29117.121
Iteration 23: (EM) log likelihood = -29065.679
Iteration 24: (EM) log likelihood = -29019.399
Iteration 25: (EM) log likelihood = -28976.625
Iteration 26: (EM) log likelihood = -28940.463
Iteration 27: (EM) log likelihood = -28907.574
Iteration 28: (EM) log likelihood = -28878.785
Iteration 29: (EM) log likelihood = -28853.359
Iteration 30: (EM) log likelihood = -28828.52
Iteration 31: (EM) log likelihood = -28803.898
Iteration 32: (EM) log likelihood = -28780.364
Iteration 33: (EM) log likelihood = -28758.55
Iteration 34: (EM) log likelihood = -28739.396
Iteration 35: (EM) log likelihood = -28720.35
Iteration 36: (EM) log likelihood = -28704.127
Iteration 37: (EM) log likelihood = -28687.66
Iteration 38: (EM) log likelihood = -28671.62
Iteration 39: (EM) log likelihood = -28655.977
Iteration 40: (EM) log likelihood = -28644.222
Iteration 41: (EM) log likelihood = -28631.407
Iteration 42: (EM) log likelihood = -28619.674
Iteration 43: (EM) log likelihood = -28609.706
Iteration 44: (EM) log likelihood = -28599.576
Iteration 45: (EM) log likelihood = -28589.995
Iteration 46: (EM) log likelihood = -28579.893
Iteration 47: (EM) log likelihood = -28571.414
Iteration 48: (EM) log likelihood = -28563.04
Iteration 49: (EM) log likelihood = -28552.297
Iteration 50: (EM) log likelihood = -28541.714
Iteration 51: (EM) log likelihood = -28526.684
Iteration 52: (EM) log likelihood = -28510.733
Iteration 53: (EM) log likelihood = -28497.136
Iteration 54: (EM) log likelihood = -28486.069
Iteration 55: (EM) log likelihood = -28476.013
Iteration 56: (EM) log likelihood = -28468.825
Iteration 57: (EM) log likelihood = -28459.905
Iteration 58: (EM) log likelihood = -28451.574
Iteration 59: (EM) log likelihood = -28444.269
Iteration 60: (EM) log likelihood = -28436.908
Iteration 61: (EM) log likelihood = -28430.027
Iteration 62: (EM) log likelihood = -28425.149
Iteration 63: (EM) log likelihood = -28418.733
Iteration 64: (EM) log likelihood = -28414.759
Iteration 65: (EM) log likelihood = -28409.462
Iteration 66: (EM) log likelihood = -28404.274
Iteration 67: (EM) log likelihood = -28399.502
Iteration 68: (EM) log likelihood = -28396.293
Iteration 69: (EM) log likelihood = -28390.51
Iteration 70: (EM) log likelihood = -28387.424
Iteration 71: (EM) log likelihood = -28380.299
Iteration 72: (EM) log likelihood = -28372.64
Iteration 73: (EM) log likelihood = -28364.933
Iteration 74: (EM) log likelihood = -28357.056
Iteration 75: (EM) log likelihood = -28350.717
Iteration 76: (EM) log likelihood = -28341.841
Iteration 77: (EM) log likelihood = -28336.721
Iteration 78: (EM) log likelihood = -28331.516
Iteration 79: (EM) log likelihood = -28325.999
Iteration 80: (EM) log likelihood = -28321.147
Iteration 81: (EM) log likelihood = -28315.429
Iteration 82: (EM) log likelihood = -28311.397
Iteration 83: (EM) log likelihood = -28305.42
Iteration 84: (EM) log likelihood = -28297.007
Iteration 85: (EM) log likelihood = -28290.943
Iteration 86: (EM) log likelihood = -28284.259
Iteration 87: (EM) log likelihood = -28277.691
Iteration 88: (EM) log likelihood = -28272.282
Iteration 89: (EM) log likelihood = -28266.67
Iteration 90: (EM) log likelihood = -28262.556
Iteration 91: (EM) log likelihood = -28257.623
Iteration 92: (EM) log likelihood = -28253.184
Iteration 93: (EM) log likelihood = -28248.63
Iteration 94: (EM) log likelihood = -28244.166
Iteration 95: (EM) log likelihood = -28240.943
Iteration 96: (EM) log likelihood = -28236.532
Iteration 97: (EM) log likelihood = -28233.437
Iteration 98: (EM) log likelihood = -28229.289
Iteration 99: (EM) log likelihood = -28226.584
Iteration 100: (EM) log likelihood = -28224.299
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.6233
Iteration 1: (class) log likelihood = -6787.6233
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29529.002
Iteration 1: (outcome) log likelihood = -29093.091
Iteration 2: (outcome) log likelihood = -28877.583
Iteration 3: (outcome) log likelihood = -28853.92
Iteration 4: (outcome) log likelihood = -28849.579
Iteration 5: (outcome) log likelihood = -28848.723
Iteration 6: (outcome) log likelihood = -28848.52
Iteration 7: (outcome) log likelihood = -28848.474
Iteration 8: (outcome) log likelihood = -28848.464
Iteration 9: (outcome) log likelihood = -28848.463 (not concave)
Iteration 10: (outcome) log likelihood = -28848.463 (not concave)
Iteration 11: (outcome) log likelihood = -28848.463 (not concave)
Iteration 12: (outcome) log likelihood = -28848.463 (not concave)
Iteration 13: (outcome) log likelihood = -28848.463 (not concave)
Iteration 14: (outcome) log likelihood = -28848.463 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35594.407
Iteration 1: (EM) log likelihood = -35463.035
Iteration 2: (EM) log likelihood = -35123.642
Iteration 3: (EM) log likelihood = -34511.837
Iteration 4: (EM) log likelihood = -33674.965
Iteration 5: (EM) log likelihood = -32705.357
Iteration 6: (EM) log likelihood = -31799.309
Iteration 7: (EM) log likelihood = -31077.642
Iteration 8: (EM) log likelihood = -30540.553
Iteration 9: (EM) log likelihood = -30165.913
Iteration 10: (EM) log likelihood = -29920.625
Iteration 11: (EM) log likelihood = -29745.35
Iteration 12: (EM) log likelihood = -29606.595
Iteration 13: (EM) log likelihood = -29493.948
Iteration 14: (EM) log likelihood = -29398.862
Iteration 15: (EM) log likelihood = -29329.11
Iteration 16: (EM) log likelihood = -29269.86
Iteration 17: (EM) log likelihood = -29216.267
Iteration 18: (EM) log likelihood = -29163.504
Iteration 19: (EM) log likelihood = -29113.741
Iteration 20: (EM) log likelihood = -29066.431
Iteration 21: (EM) log likelihood = -29022.245
Iteration 22: (EM) log likelihood = -28981.172
Iteration 23: (EM) log likelihood = -28942.454
Iteration 24: (EM) log likelihood = -28905.931
Iteration 25: (EM) log likelihood = -28871.607
Iteration 26: (EM) log likelihood = -28839.355
Iteration 27: (EM) log likelihood = -28809.629
Iteration 28: (EM) log likelihood = -28780.855
Iteration 29: (EM) log likelihood = -28753.134
Iteration 30: (EM) log likelihood = -28726.626
Iteration 31: (EM) log likelihood = -28702.443
Iteration 32: (EM) log likelihood = -28679.476
Iteration 33: (EM) log likelihood = -28656.567
Iteration 34: (EM) log likelihood = -28635.635
Iteration 35: (EM) log likelihood = -28614.377
Iteration 36: (EM) log likelihood = -28594.91
Iteration 37: (EM) log likelihood = -28576.297
Iteration 38: (EM) log likelihood = -28558.624
Iteration 39: (EM) log likelihood = -28542.323
Iteration 40: (EM) log likelihood = -28527.196
Iteration 41: (EM) log likelihood = -28512.373
Iteration 42: (EM) log likelihood = -28499.999
Iteration 43: (EM) log likelihood = -28489.11
Iteration 44: (EM) log likelihood = -28479.783
Iteration 45: (EM) log likelihood = -28470.239
Iteration 46: (EM) log likelihood = -28460.568
Iteration 47: (EM) log likelihood = -28451.421
Iteration 48: (EM) log likelihood = -28440.818
Iteration 49: (EM) log likelihood = -28432.717
Iteration 50: (EM) log likelihood = -28424.489
Iteration 51: (EM) log likelihood = -28417.972
Iteration 52: (EM) log likelihood = -28411.06
Iteration 53: (EM) log likelihood = -28405.69
Iteration 54: (EM) log likelihood = -28399.547
Iteration 55: (EM) log likelihood = -28394.516
Iteration 56: (EM) log likelihood = -28390.054
Iteration 57: (EM) log likelihood = -28386.007
Iteration 58: (EM) log likelihood = -28380.782
Iteration 59: (EM) log likelihood = -28373.279
Iteration 60: (EM) log likelihood = -28369.018
Iteration 61: (EM) log likelihood = -28362.66
Iteration 62: (EM) log likelihood = -28356.897
Iteration 63: (EM) log likelihood = -28352.879
Iteration 64: (EM) log likelihood = -28348.81
Iteration 65: (EM) log likelihood = -28344.146
Iteration 66: (EM) log likelihood = -28340.739
Iteration 67: (EM) log likelihood = -28337.425
Iteration 68: (EM) log likelihood = -28334.549
Iteration 69: (EM) log likelihood = -28331.544
Iteration 70: (EM) log likelihood = -28328.593
Iteration 71: (EM) log likelihood = -28325.296
Iteration 72: (EM) log likelihood = -28322.782
Iteration 73: (EM) log likelihood = -28320.233
Iteration 74: (EM) log likelihood = -28318.216
Iteration 75: (EM) log likelihood = -28316.436
Iteration 76: (EM) log likelihood = -28315.058
Iteration 77: (EM) log likelihood = -28313.023
Iteration 78: (EM) log likelihood = -28311.167
Iteration 79: (EM) log likelihood = -28309.439
Iteration 80: (EM) log likelihood = -28307.648
Iteration 81: (EM) log likelihood = -28305.193
Iteration 82: (EM) log likelihood = -28302.956
Iteration 83: (EM) log likelihood = -28300.449
Iteration 84: (EM) log likelihood = -28298.542
Iteration 85: (EM) log likelihood = -28296.307
Iteration 86: (EM) log likelihood = -28295.21
Iteration 87: (EM) log likelihood = -28292.569
Iteration 88: (EM) log likelihood = -28291.04
Iteration 89: (EM) log likelihood = -28289.701
Iteration 90: (EM) log likelihood = -28285.538
Iteration 91: (EM) log likelihood = -28277.274
Iteration 92: (EM) log likelihood = -28274.283
Iteration 93: (EM) log likelihood = -28272.394
Iteration 94: (EM) log likelihood = -28270.648
Iteration 95: (EM) log likelihood = -28268.515
Iteration 96: (EM) log likelihood = -28265.496
Iteration 97: (EM) log likelihood = -28263.037
Iteration 98: (EM) log likelihood = -28260.951
Iteration 99: (EM) log likelihood = -28258.535
Iteration 100: (EM) log likelihood = -28256.795
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.903
Iteration 1: (class) log likelihood = -6787.903
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29672.51
Iteration 1: (outcome) log likelihood = -29039.146
Iteration 2: (outcome) log likelihood = -28884.076
Iteration 3: (outcome) log likelihood = -28857.421
Iteration 4: (outcome) log likelihood = -28852.685
Iteration 5: (outcome) log likelihood = -28851.659
Iteration 6: (outcome) log likelihood = -28851.455
Iteration 7: (outcome) log likelihood = -28851.423
Iteration 8: (outcome) log likelihood = -28851.419
Iteration 9: (outcome) log likelihood = -28851.419 (not concave)
Iteration 10: (outcome) log likelihood = -28851.419 (not concave)
Iteration 11: (outcome) log likelihood = -28851.419 (not concave)
Iteration 12: (outcome) log likelihood = -28851.419 (not concave)
Iteration 13: (outcome) log likelihood = -28851.419 (not concave)
Iteration 14: (outcome) log likelihood = -28851.419 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35589.784
Iteration 1: (EM) log likelihood = -35413.427
Iteration 2: (EM) log likelihood = -35014.622
Iteration 3: (EM) log likelihood = -34351.343
Iteration 4: (EM) log likelihood = -33451.682
Iteration 5: (EM) log likelihood = -32472.218
Iteration 6: (EM) log likelihood = -31607.8
Iteration 7: (EM) log likelihood = -30982.99
Iteration 8: (EM) log likelihood = -30584.116
Iteration 9: (EM) log likelihood = -30327.17
Iteration 10: (EM) log likelihood = -30147.488
Iteration 11: (EM) log likelihood = -30010.828
Iteration 12: (EM) log likelihood = -29902.075
Iteration 13: (EM) log likelihood = -29812.304
Iteration 14: (EM) log likelihood = -29738.137
Iteration 15: (EM) log likelihood = -29678.5
Iteration 16: (EM) log likelihood = -29629.756
Iteration 17: (EM) log likelihood = -29588.377
Iteration 18: (EM) log likelihood = -29548.031
Iteration 19: (EM) log likelihood = -29505.248
Iteration 20: (EM) log likelihood = -29475.061
Iteration 21: (EM) log likelihood = -29448.735
Iteration 22: (EM) log likelihood = -29419.371
Iteration 23: (EM) log likelihood = -29394.641
Iteration 24: (EM) log likelihood = -29368.952
Iteration 25: (EM) log likelihood = -29341.372
Iteration 26: (EM) log likelihood = -29312.173
Iteration 27: (EM) log likelihood = -29283.889
Iteration 28: (EM) log likelihood = -29260.31
Iteration 29: (EM) log likelihood = -29235.09
Iteration 30: (EM) log likelihood = -29211.928
Iteration 31: (EM) log likelihood = -29187.37
Iteration 32: (EM) log likelihood = -29164.75
Iteration 33: (EM) log likelihood = -29136.227
Iteration 34: (EM) log likelihood = -29111.948
Iteration 35: (EM) log likelihood = -29089.79
Iteration 36: (EM) log likelihood = -29067.671
Iteration 37: (EM) log likelihood = -29042.101
Iteration 38: (EM) log likelihood = -29020.602
Iteration 39: (EM) log likelihood = -28999.427
Iteration 40: (EM) log likelihood = -28975.098
Iteration 41: (EM) log likelihood = -28952.92
Iteration 42: (EM) log likelihood = -28928.135
Iteration 43: (EM) log likelihood = -28904.402
Iteration 44: (EM) log likelihood = -28881.817
Iteration 45: (EM) log likelihood = -28859.892
Iteration 46: (EM) log likelihood = -28837.903
Iteration 47: (EM) log likelihood = -28817.836
Iteration 48: (EM) log likelihood = -28797.469
Iteration 49: (EM) log likelihood = -28775.339
Iteration 50: (EM) log likelihood = -28753.483
Iteration 51: (EM) log likelihood = -28727.744
Iteration 52: (EM) log likelihood = -28699.827
Iteration 53: (EM) log likelihood = -28671.939
Iteration 54: (EM) log likelihood = -28642.02
Iteration 55: (EM) log likelihood = -28612.089
Iteration 56: (EM) log likelihood = -28584.085
Iteration 57: (EM) log likelihood = -28557.232
Iteration 58: (EM) log likelihood = -28532.235
Iteration 59: (EM) log likelihood = -28508.713
Iteration 60: (EM) log likelihood = -28485.113
Iteration 61: (EM) log likelihood = -28465.979
Iteration 62: (EM) log likelihood = -28447.585
Iteration 63: (EM) log likelihood = -28430.259
Iteration 64: (EM) log likelihood = -28413.733
Iteration 65: (EM) log likelihood = -28395.941
Iteration 66: (EM) log likelihood = -28377.191
Iteration 67: (EM) log likelihood = -28363.219
Iteration 68: (EM) log likelihood = -28348.354
Iteration 69: (EM) log likelihood = -28336.276
Iteration 70: (EM) log likelihood = -28324.054
Iteration 71: (EM) log likelihood = -28310.769
Iteration 72: (EM) log likelihood = -28296.682
Iteration 73: (EM) log likelihood = -28285.858
Iteration 74: (EM) log likelihood = -28275.077
Iteration 75: (EM) log likelihood = -28262.755
Iteration 76: (EM) log likelihood = -28251.213
Iteration 77: (EM) log likelihood = -28239.4
Iteration 78: (EM) log likelihood = -28227.493
Iteration 79: (EM) log likelihood = -28215.745
Iteration 80: (EM) log likelihood = -28204.232
Iteration 81: (EM) log likelihood = -28193.183
Iteration 82: (EM) log likelihood = -28181.766
Iteration 83: (EM) log likelihood = -28169.445
Iteration 84: (EM) log likelihood = -28157.367
Iteration 85: (EM) log likelihood = -28146.019
Iteration 86: (EM) log likelihood = -28135.971
Iteration 87: (EM) log likelihood = -28125.778
Iteration 88: (EM) log likelihood = -28116.978
Iteration 89: (EM) log likelihood = -28108.111
Iteration 90: (EM) log likelihood = -28100.369
Iteration 91: (EM) log likelihood = -28091.715
Iteration 92: (EM) log likelihood = -28083.097
Iteration 93: (EM) log likelihood = -28076.003
Iteration 94: (EM) log likelihood = -28068.367
Iteration 95: (EM) log likelihood = -28058.111
Iteration 96: (EM) log likelihood = -28050.573
Iteration 97: (EM) log likelihood = -28040.759
Iteration 98: (EM) log likelihood = -28032.824
Iteration 99: (EM) log likelihood = -28023.857
Iteration 100: (EM) log likelihood = -28017.567
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.3127
Iteration 1: (class) log likelihood = -6784.3127
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29953.215
Iteration 1: (outcome) log likelihood = -29038.191
Iteration 2: (outcome) log likelihood = -28878.439
Iteration 3: (outcome) log likelihood = -28848.48
Iteration 4: (outcome) log likelihood = -28842.608
Iteration 5: (outcome) log likelihood = -28841.298
Iteration 6: (outcome) log likelihood = -28840.986
Iteration 7: (outcome) log likelihood = -28840.923
Iteration 8: (outcome) log likelihood = -28840.911
Iteration 9: (outcome) log likelihood = -28840.91 (not concave)
Iteration 10: (outcome) log likelihood = -28840.91 (not concave)
Iteration 11: (outcome) log likelihood = -28840.91 (not concave)
Iteration 12: (outcome) log likelihood = -28840.91 (not concave)
Iteration 13: (outcome) log likelihood = -28840.91 (not concave)
Iteration 14: (outcome) log likelihood = -28840.91 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35567.468
Iteration 1: (EM) log likelihood = -35379.769
Iteration 2: (EM) log likelihood = -34880.308
Iteration 3: (EM) log likelihood = -33914.831
Iteration 4: (EM) log likelihood = -32795.927
Iteration 5: (EM) log likelihood = -31903.945
Iteration 6: (EM) log likelihood = -31211.395
Iteration 7: (EM) log likelihood = -30709.953
Iteration 8: (EM) log likelihood = -30376.782
Iteration 9: (EM) log likelihood = -30152.254
Iteration 10: (EM) log likelihood = -29984.826
Iteration 11: (EM) log likelihood = -29856.373
Iteration 12: (EM) log likelihood = -29750.084
Iteration 13: (EM) log likelihood = -29657.186
Iteration 14: (EM) log likelihood = -29580.23
Iteration 15: (EM) log likelihood = -29511.332
Iteration 16: (EM) log likelihood = -29447.886
Iteration 17: (EM) log likelihood = -29390.383
Iteration 18: (EM) log likelihood = -29336.937
Iteration 19: (EM) log likelihood = -29285.303
Iteration 20: (EM) log likelihood = -29239.009
Iteration 21: (EM) log likelihood = -29192.18
Iteration 22: (EM) log likelihood = -29145.856
Iteration 23: (EM) log likelihood = -29097.752
Iteration 24: (EM) log likelihood = -29053.451
Iteration 25: (EM) log likelihood = -29014.164
Iteration 26: (EM) log likelihood = -28976.733
Iteration 27: (EM) log likelihood = -28940.031
Iteration 28: (EM) log likelihood = -28906.835
Iteration 29: (EM) log likelihood = -28878.931
Iteration 30: (EM) log likelihood = -28855.519
Iteration 31: (EM) log likelihood = -28833.162
Iteration 32: (EM) log likelihood = -28814.93
Iteration 33: (EM) log likelihood = -28794.318
Iteration 34: (EM) log likelihood = -28779.395
Iteration 35: (EM) log likelihood = -28764.684
Iteration 36: (EM) log likelihood = -28750.704
Iteration 37: (EM) log likelihood = -28741.448
Iteration 38: (EM) log likelihood = -28731.973
Iteration 39: (EM) log likelihood = -28718.346
Iteration 40: (EM) log likelihood = -28706.344
Iteration 41: (EM) log likelihood = -28696.198
Iteration 42: (EM) log likelihood = -28688.109
Iteration 43: (EM) log likelihood = -28682.333
Iteration 44: (EM) log likelihood = -28676.575
Iteration 45: (EM) log likelihood = -28672.44
Iteration 46: (EM) log likelihood = -28668.347
Iteration 47: (EM) log likelihood = -28663.086
Iteration 48: (EM) log likelihood = -28657.163
Iteration 49: (EM) log likelihood = -28652.217
Iteration 50: (EM) log likelihood = -28647.593
Iteration 51: (EM) log likelihood = -28643.127
Iteration 52: (EM) log likelihood = -28638.331
Iteration 53: (EM) log likelihood = -28632.674
Iteration 54: (EM) log likelihood = -28625.731
Iteration 55: (EM) log likelihood = -28619.631
Iteration 56: (EM) log likelihood = -28612.821
Iteration 57: (EM) log likelihood = -28606.831
Iteration 58: (EM) log likelihood = -28599.687
Iteration 59: (EM) log likelihood = -28593.635
Iteration 60: (EM) log likelihood = -28587.29
Iteration 61: (EM) log likelihood = -28581.507
Iteration 62: (EM) log likelihood = -28575.103
Iteration 63: (EM) log likelihood = -28566.405
Iteration 64: (EM) log likelihood = -28560.336
Iteration 65: (EM) log likelihood = -28555.229
Iteration 66: (EM) log likelihood = -28551.062
Iteration 67: (EM) log likelihood = -28545.093
Iteration 68: (EM) log likelihood = -28539.142
Iteration 69: (EM) log likelihood = -28532.531
Iteration 70: (EM) log likelihood = -28528.076
Iteration 71: (EM) log likelihood = -28521.644
Iteration 72: (EM) log likelihood = -28516.792
Iteration 73: (EM) log likelihood = -28512.534
Iteration 74: (EM) log likelihood = -28508.109
Iteration 75: (EM) log likelihood = -28503.42
Iteration 76: (EM) log likelihood = -28500.239
Iteration 77: (EM) log likelihood = -28497.316
Iteration 78: (EM) log likelihood = -28494.948
Iteration 79: (EM) log likelihood = -28492.852
Iteration 80: (EM) log likelihood = -28490.795
Iteration 81: (EM) log likelihood = -28488.733
Iteration 82: (EM) log likelihood = -28486.69
Iteration 83: (EM) log likelihood = -28481.943
Iteration 84: (EM) log likelihood = -28478.554
Iteration 85: (EM) log likelihood = -28476.056
Iteration 86: (EM) log likelihood = -28467.097
Iteration 87: (EM) log likelihood = -28464.7
Iteration 88: (EM) log likelihood = -28461.826
Iteration 89: (EM) log likelihood = -28458.128
Iteration 90: (EM) log likelihood = -28455.911
Iteration 91: (EM) log likelihood = -28453.974
Iteration 92: (EM) log likelihood = -28452.124
Iteration 93: (EM) log likelihood = -28450.385
Iteration 94: (EM) log likelihood = -28448.388
Iteration 95: (EM) log likelihood = -28447.111
Iteration 96: (EM) log likelihood = -28446.383
Iteration 97: (EM) log likelihood = -28444.39
Iteration 98: (EM) log likelihood = -28442.567
Iteration 99: (EM) log likelihood = -28441.162
Iteration 100: (EM) log likelihood = -28439.773
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.5361
Iteration 1: (class) log likelihood = -6786.5361
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29708.229
Iteration 1: (outcome) log likelihood = -29073.924
Iteration 2: (outcome) log likelihood = -28905.601
Iteration 3: (outcome) log likelihood = -28870.562
Iteration 4: (outcome) log likelihood = -28865.303
Iteration 5: (outcome) log likelihood = -28864.109
Iteration 6: (outcome) log likelihood = -28863.88
Iteration 7: (outcome) log likelihood = -28863.842
Iteration 8: (outcome) log likelihood = -28863.833
Iteration 9: (outcome) log likelihood = -28863.831
Iteration 10: (outcome) log likelihood = -28863.831 (not concave)
Iteration 11: (outcome) log likelihood = -28863.831 (not concave)
Iteration 12: (outcome) log likelihood = -28863.831 (not concave)
Iteration 13: (outcome) log likelihood = -28863.831 (not concave)
Iteration 14: (outcome) log likelihood = -28863.831 (not concave)
Iteration 15: (outcome) log likelihood = -28863.831 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35608.82
Iteration 1: (EM) log likelihood = -35439.235
Iteration 2: (EM) log likelihood = -34924.121
Iteration 3: (EM) log likelihood = -33857.723
Iteration 4: (EM) log likelihood = -32763.878
Iteration 5: (EM) log likelihood = -32038.847
Iteration 6: (EM) log likelihood = -31532.042
Iteration 7: (EM) log likelihood = -31121.085
Iteration 8: (EM) log likelihood = -30782.041
Iteration 9: (EM) log likelihood = -30503.056
Iteration 10: (EM) log likelihood = -30269.494
Iteration 11: (EM) log likelihood = -30085.811
Iteration 12: (EM) log likelihood = -29936.48
Iteration 13: (EM) log likelihood = -29813.322
Iteration 14: (EM) log likelihood = -29702.458
Iteration 15: (EM) log likelihood = -29603.262
Iteration 16: (EM) log likelihood = -29509.584
Iteration 17: (EM) log likelihood = -29417.705
Iteration 18: (EM) log likelihood = -29342.298
Iteration 19: (EM) log likelihood = -29274.344
Iteration 20: (EM) log likelihood = -29213.02
Iteration 21: (EM) log likelihood = -29157.324
Iteration 22: (EM) log likelihood = -29106.784
Iteration 23: (EM) log likelihood = -29054.726
Iteration 24: (EM) log likelihood = -29013.984
Iteration 25: (EM) log likelihood = -28977.94
Iteration 26: (EM) log likelihood = -28943.921
Iteration 27: (EM) log likelihood = -28915.618
Iteration 28: (EM) log likelihood = -28890.948
Iteration 29: (EM) log likelihood = -28868.77
Iteration 30: (EM) log likelihood = -28846.345
Iteration 31: (EM) log likelihood = -28819.977
Iteration 32: (EM) log likelihood = -28798.933
Iteration 33: (EM) log likelihood = -28779.041
Iteration 34: (EM) log likelihood = -28758.832
Iteration 35: (EM) log likelihood = -28740.469
Iteration 36: (EM) log likelihood = -28721.891
Iteration 37: (EM) log likelihood = -28706.506
Iteration 38: (EM) log likelihood = -28692.048
Iteration 39: (EM) log likelihood = -28677.623
Iteration 40: (EM) log likelihood = -28665.008
Iteration 41: (EM) log likelihood = -28652.074
Iteration 42: (EM) log likelihood = -28641.098
Iteration 43: (EM) log likelihood = -28629.425
Iteration 44: (EM) log likelihood = -28618.241
Iteration 45: (EM) log likelihood = -28607.845
Iteration 46: (EM) log likelihood = -28598.671
Iteration 47: (EM) log likelihood = -28589.92
Iteration 48: (EM) log likelihood = -28582.092
Iteration 49: (EM) log likelihood = -28573.794
Iteration 50: (EM) log likelihood = -28565.138
Iteration 51: (EM) log likelihood = -28559.89
Iteration 52: (EM) log likelihood = -28554.44
Iteration 53: (EM) log likelihood = -28549.442
Iteration 54: (EM) log likelihood = -28542.789
Iteration 55: (EM) log likelihood = -28537.686
Iteration 56: (EM) log likelihood = -28531.207
Iteration 57: (EM) log likelihood = -28525.604
Iteration 58: (EM) log likelihood = -28519.9
Iteration 59: (EM) log likelihood = -28515.191
Iteration 60: (EM) log likelihood = -28511.078
Iteration 61: (EM) log likelihood = -28506.057
Iteration 62: (EM) log likelihood = -28501.465
Iteration 63: (EM) log likelihood = -28496.894
Iteration 64: (EM) log likelihood = -28493.471
Iteration 65: (EM) log likelihood = -28489.119
Iteration 66: (EM) log likelihood = -28484.729
Iteration 67: (EM) log likelihood = -28480.659
Iteration 68: (EM) log likelihood = -28476.798
Iteration 69: (EM) log likelihood = -28472.714
Iteration 70: (EM) log likelihood = -28468.901
Iteration 71: (EM) log likelihood = -28465.204
Iteration 72: (EM) log likelihood = -28460.094
Iteration 73: (EM) log likelihood = -28455.811
Iteration 74: (EM) log likelihood = -28450.94
Iteration 75: (EM) log likelihood = -28446.9
Iteration 76: (EM) log likelihood = -28442.354
Iteration 77: (EM) log likelihood = -28437.63
Iteration 78: (EM) log likelihood = -28433.171
Iteration 79: (EM) log likelihood = -28429.453
Iteration 80: (EM) log likelihood = -28425.998
Iteration 81: (EM) log likelihood = -28422.494
Iteration 82: (EM) log likelihood = -28419.552
Iteration 83: (EM) log likelihood = -28416.279
Iteration 84: (EM) log likelihood = -28413.369
Iteration 85: (EM) log likelihood = -28410.125
Iteration 86: (EM) log likelihood = -28407.316
Iteration 87: (EM) log likelihood = -28404.622
Iteration 88: (EM) log likelihood = -28401.813
Iteration 89: (EM) log likelihood = -28397.592
Iteration 90: (EM) log likelihood = -28395.793
Iteration 91: (EM) log likelihood = -28393.043
Iteration 92: (EM) log likelihood = -28386.312
Iteration 93: (EM) log likelihood = -28383.453
Iteration 94: (EM) log likelihood = -28380.73
Iteration 95: (EM) log likelihood = -28377.493
Iteration 96: (EM) log likelihood = -28374.216
Iteration 97: (EM) log likelihood = -28371.534
Iteration 98: (EM) log likelihood = -28368.881
Iteration 99: (EM) log likelihood = -28366.527
Iteration 100: (EM) log likelihood = -28364.174
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.2559
Iteration 1: (class) log likelihood = -6788.2559
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29121.043
Iteration 1: (outcome) log likelihood = -28968.42
Iteration 2: (outcome) log likelihood = -28872.964
Iteration 3: (outcome) log likelihood = -28865.061
Iteration 4: (outcome) log likelihood = -28864.294
Iteration 5: (outcome) log likelihood = -28864.205
Iteration 6: (outcome) log likelihood = -28864.189
Iteration 7: (outcome) log likelihood = -28864.185
Iteration 8: (outcome) log likelihood = -28864.184
Iteration 9: (outcome) log likelihood = -28864.184
Iteration 10: (outcome) log likelihood = -28864.184 (not concave)
Iteration 11: (outcome) log likelihood = -28864.184 (not concave)
Iteration 12: (outcome) log likelihood = -28864.184 (not concave)
Iteration 13: (outcome) log likelihood = -28864.184 (not concave)
Iteration 14: (outcome) log likelihood = -28864.184 (not concave)
Iteration 15: (outcome) log likelihood = -28864.184 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35619.876
Iteration 1: (EM) log likelihood = -35496.718
Iteration 2: (EM) log likelihood = -35112.308
Iteration 3: (EM) log likelihood = -34153.283
Iteration 4: (EM) log likelihood = -32895.638
Iteration 5: (EM) log likelihood = -31981.87
Iteration 6: (EM) log likelihood = -31410.693
Iteration 7: (EM) log likelihood = -31051.087
Iteration 8: (EM) log likelihood = -30785.745
Iteration 9: (EM) log likelihood = -30544.477
Iteration 10: (EM) log likelihood = -30302.814
Iteration 11: (EM) log likelihood = -30064.844
Iteration 12: (EM) log likelihood = -29849.659
Iteration 13: (EM) log likelihood = -29662.804
Iteration 14: (EM) log likelihood = -29516.54
Iteration 15: (EM) log likelihood = -29396.643
Iteration 16: (EM) log likelihood = -29294.041
Iteration 17: (EM) log likelihood = -29217.152
Iteration 18: (EM) log likelihood = -29151.409
Iteration 19: (EM) log likelihood = -29092.973
Iteration 20: (EM) log likelihood = -29037.368
Iteration 21: (EM) log likelihood = -28984.354
Iteration 22: (EM) log likelihood = -28935.133
Iteration 23: (EM) log likelihood = -28893.206
Iteration 24: (EM) log likelihood = -28853.226
Iteration 25: (EM) log likelihood = -28814.076
Iteration 26: (EM) log likelihood = -28776.274
Iteration 27: (EM) log likelihood = -28739.718
Iteration 28: (EM) log likelihood = -28704.667
Iteration 29: (EM) log likelihood = -28671.313
Iteration 30: (EM) log likelihood = -28640.557
Iteration 31: (EM) log likelihood = -28610.458
Iteration 32: (EM) log likelihood = -28579.938
Iteration 33: (EM) log likelihood = -28549.705
Iteration 34: (EM) log likelihood = -28522.548
Iteration 35: (EM) log likelihood = -28495.458
Iteration 36: (EM) log likelihood = -28465.057
Iteration 37: (EM) log likelihood = -28439.473
Iteration 38: (EM) log likelihood = -28414.912
Iteration 39: (EM) log likelihood = -28395.22
Iteration 40: (EM) log likelihood = -28375.866
Iteration 41: (EM) log likelihood = -28355.28
Iteration 42: (EM) log likelihood = -28339.444
Iteration 43: (EM) log likelihood = -28326.119
Iteration 44: (EM) log likelihood = -28312.602
Iteration 45: (EM) log likelihood = -28301.471
Iteration 46: (EM) log likelihood = -28290.033
Iteration 47: (EM) log likelihood = -28279.641
Iteration 48: (EM) log likelihood = -28271.773
Iteration 49: (EM) log likelihood = -28263.324
Iteration 50: (EM) log likelihood = -28251.68
Iteration 51: (EM) log likelihood = -28237.557
Iteration 52: (EM) log likelihood = -28229.315
Iteration 53: (EM) log likelihood = -28222.028
Iteration 54: (EM) log likelihood = -28215.805
Iteration 55: (EM) log likelihood = -28210.378
Iteration 56: (EM) log likelihood = -28203.325
Iteration 57: (EM) log likelihood = -28196.371
Iteration 58: (EM) log likelihood = -28191.724
Iteration 59: (EM) log likelihood = -28186.815
Iteration 60: (EM) log likelihood = -28183.649
Iteration 61: (EM) log likelihood = -28181.391
Iteration 62: (EM) log likelihood = -28178.03
Iteration 63: (EM) log likelihood = -28174.345
Iteration 64: (EM) log likelihood = -28170.839
Iteration 65: (EM) log likelihood = -28167.072
Iteration 66: (EM) log likelihood = -28163.495
Iteration 67: (EM) log likelihood = -28158.612
Iteration 68: (EM) log likelihood = -28154.363
Iteration 69: (EM) log likelihood = -28150.528
Iteration 70: (EM) log likelihood = -28145.632
Iteration 71: (EM) log likelihood = -28141.079
Iteration 72: (EM) log likelihood = -28137.82
Iteration 73: (EM) log likelihood = -28134.578
Iteration 74: (EM) log likelihood = -28131.797
Iteration 75: (EM) log likelihood = -28129.129
Iteration 76: (EM) log likelihood = -28124.427
Iteration 77: (EM) log likelihood = -28122.533
Iteration 78: (EM) log likelihood = -28120.771
Iteration 79: (EM) log likelihood = -28117.613
Iteration 80: (EM) log likelihood = -28115.839
Iteration 81: (EM) log likelihood = -28113.518
Iteration 82: (EM) log likelihood = -28109.21
Iteration 83: (EM) log likelihood = -28107.923
Iteration 84: (EM) log likelihood = -28106.759
Iteration 85: (EM) log likelihood = -28105.146
Iteration 86: (EM) log likelihood = -28104.177
Iteration 87: (EM) log likelihood = -28103.168
Iteration 88: (EM) log likelihood = -28102.09
Iteration 89: (EM) log likelihood = -28101.145
Iteration 90: (EM) log likelihood = -28099.473
Iteration 91: (EM) log likelihood = -28096.242
Iteration 92: (EM) log likelihood = -28094.811
Iteration 93: (EM) log likelihood = -28093.925
Iteration 94: (EM) log likelihood = -28091.864
Iteration 95: (EM) log likelihood = -28091.175
Iteration 96: (EM) log likelihood = -28090.467
Iteration 97: (EM) log likelihood = -28089.887
Iteration 98: (EM) log likelihood = -28089.212
Iteration 99: (EM) log likelihood = -28087.646
Iteration 100: (EM) log likelihood = -28087.053
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3326
Iteration 1: (class) log likelihood = -6787.3326
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29522.58
Iteration 1: (outcome) log likelihood = -29059.649
Iteration 2: (outcome) log likelihood = -28888.2
Iteration 3: (outcome) log likelihood = -28864.464
Iteration 4: (outcome) log likelihood = -28859.929
Iteration 5: (outcome) log likelihood = -28859.186
Iteration 6: (outcome) log likelihood = -28859.06
Iteration 7: (outcome) log likelihood = -28859.03
Iteration 8: (outcome) log likelihood = -28859.024
Iteration 9: (outcome) log likelihood = -28859.022 (not concave)
Iteration 10: (outcome) log likelihood = -28859.022 (not concave)
Iteration 11: (outcome) log likelihood = -28859.022 (not concave)
Iteration 12: (outcome) log likelihood = -28859.022 (not concave)
Iteration 13: (outcome) log likelihood = -28859.022 (not concave)
Iteration 14: (outcome) log likelihood = -28859.022 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35587.381
Iteration 1: (EM) log likelihood = -35369.774
Iteration 2: (EM) log likelihood = -34702.975
Iteration 3: (EM) log likelihood = -33500.847
Iteration 4: (EM) log likelihood = -32431.536
Iteration 5: (EM) log likelihood = -31732.309
Iteration 6: (EM) log likelihood = -31290.144
Iteration 7: (EM) log likelihood = -30994.606
Iteration 8: (EM) log likelihood = -30769.001
Iteration 9: (EM) log likelihood = -30574.822
Iteration 10: (EM) log likelihood = -30401.539
Iteration 11: (EM) log likelihood = -30250.189
Iteration 12: (EM) log likelihood = -30119.711
Iteration 13: (EM) log likelihood = -30006.414
Iteration 14: (EM) log likelihood = -29902.506
Iteration 15: (EM) log likelihood = -29809.527
Iteration 16: (EM) log likelihood = -29714.912
Iteration 17: (EM) log likelihood = -29612.718
Iteration 18: (EM) log likelihood = -29523.861
Iteration 19: (EM) log likelihood = -29450.427
Iteration 20: (EM) log likelihood = -29382.379
Iteration 21: (EM) log likelihood = -29318.075
Iteration 22: (EM) log likelihood = -29260.969
Iteration 23: (EM) log likelihood = -29206.23
Iteration 24: (EM) log likelihood = -29158.631
Iteration 25: (EM) log likelihood = -29113.699
Iteration 26: (EM) log likelihood = -29076.074
Iteration 27: (EM) log likelihood = -29041.389
Iteration 28: (EM) log likelihood = -29007.765
Iteration 29: (EM) log likelihood = -28974.647
Iteration 30: (EM) log likelihood = -28943.52
Iteration 31: (EM) log likelihood = -28916.611
Iteration 32: (EM) log likelihood = -28892.741
Iteration 33: (EM) log likelihood = -28870.431
Iteration 34: (EM) log likelihood = -28849.641
Iteration 35: (EM) log likelihood = -28829.757
Iteration 36: (EM) log likelihood = -28813.506
Iteration 37: (EM) log likelihood = -28794.135
Iteration 38: (EM) log likelihood = -28777.429
Iteration 39: (EM) log likelihood = -28763.643
Iteration 40: (EM) log likelihood = -28748.346
Iteration 41: (EM) log likelihood = -28732.346
Iteration 42: (EM) log likelihood = -28719.268
Iteration 43: (EM) log likelihood = -28707.703
Iteration 44: (EM) log likelihood = -28695.351
Iteration 45: (EM) log likelihood = -28681.092
Iteration 46: (EM) log likelihood = -28665.069
Iteration 47: (EM) log likelihood = -28653.285
Iteration 48: (EM) log likelihood = -28642.211
Iteration 49: (EM) log likelihood = -28628.833
Iteration 50: (EM) log likelihood = -28619.016
Iteration 51: (EM) log likelihood = -28608.927
Iteration 52: (EM) log likelihood = -28596.46
Iteration 53: (EM) log likelihood = -28585.452
Iteration 54: (EM) log likelihood = -28575.373
Iteration 55: (EM) log likelihood = -28564.69
Iteration 56: (EM) log likelihood = -28557.872
Iteration 57: (EM) log likelihood = -28548.298
Iteration 58: (EM) log likelihood = -28540.16
Iteration 59: (EM) log likelihood = -28531.128
Iteration 60: (EM) log likelihood = -28522.434
Iteration 61: (EM) log likelihood = -28516.069
Iteration 62: (EM) log likelihood = -28508.313
Iteration 63: (EM) log likelihood = -28500.357
Iteration 64: (EM) log likelihood = -28489.366
Iteration 65: (EM) log likelihood = -28480.631
Iteration 66: (EM) log likelihood = -28472.89
Iteration 67: (EM) log likelihood = -28462.448
Iteration 68: (EM) log likelihood = -28450.929
Iteration 69: (EM) log likelihood = -28440.563
Iteration 70: (EM) log likelihood = -28429.098
Iteration 71: (EM) log likelihood = -28416.691
Iteration 72: (EM) log likelihood = -28400.206
Iteration 73: (EM) log likelihood = -28385.155
Iteration 74: (EM) log likelihood = -28369.99
Iteration 75: (EM) log likelihood = -28356.361
Iteration 76: (EM) log likelihood = -28340.773
Iteration 77: (EM) log likelihood = -28325.628
Iteration 78: (EM) log likelihood = -28309.976
Iteration 79: (EM) log likelihood = -28293.742
Iteration 80: (EM) log likelihood = -28276.343
Iteration 81: (EM) log likelihood = -28257.188
Iteration 82: (EM) log likelihood = -28235.764
Iteration 83: (EM) log likelihood = -28211.291
Iteration 84: (EM) log likelihood = -28188.981
Iteration 85: (EM) log likelihood = -28168.04
Iteration 86: (EM) log likelihood = -28147.231
Iteration 87: (EM) log likelihood = -28131.486
Iteration 88: (EM) log likelihood = -28112
Iteration 89: (EM) log likelihood = -28100.087
Iteration 90: (EM) log likelihood = -28089.902
Iteration 91: (EM) log likelihood = -28078.343
Iteration 92: (EM) log likelihood = -28067.233
Iteration 93: (EM) log likelihood = -28056.847
Iteration 94: (EM) log likelihood = -28048.251
Iteration 95: (EM) log likelihood = -28040.015
Iteration 96: (EM) log likelihood = -28030.699
Iteration 97: (EM) log likelihood = -28021.786
Iteration 98: (EM) log likelihood = -28011.841
Iteration 99: (EM) log likelihood = -28003.735
Iteration 100: (EM) log likelihood = -27996.332
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.2442
Iteration 1: (class) log likelihood = -6787.2442
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30077.405
Iteration 1: (outcome) log likelihood = -29101.85
Iteration 2: (outcome) log likelihood = -28902.341
Iteration 3: (outcome) log likelihood = -28867.972
Iteration 4: (outcome) log likelihood = -28861.333
Iteration 5: (outcome) log likelihood = -28859.738
Iteration 6: (outcome) log likelihood = -28859.471
Iteration 7: (outcome) log likelihood = -28859.408
Iteration 8: (outcome) log likelihood = -28859.393
Iteration 9: (outcome) log likelihood = -28859.39 (not concave)
Iteration 10: (outcome) log likelihood = -28859.39 (not concave)
Iteration 11: (outcome) log likelihood = -28859.39 (not concave)
Iteration 12: (outcome) log likelihood = -28859.39 (not concave)
Iteration 13: (outcome) log likelihood = -28859.39 (not concave)
Iteration 14: (outcome) log likelihood = -28859.39 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35608.862
Iteration 1: (EM) log likelihood = -35486.978
Iteration 2: (EM) log likelihood = -35151.053
Iteration 3: (EM) log likelihood = -34367.134
Iteration 4: (EM) log likelihood = -33156.498
Iteration 5: (EM) log likelihood = -31975.036
Iteration 6: (EM) log likelihood = -31178.367
Iteration 7: (EM) log likelihood = -30723.897
Iteration 8: (EM) log likelihood = -30438.244
Iteration 9: (EM) log likelihood = -30237.607
Iteration 10: (EM) log likelihood = -30077.687
Iteration 11: (EM) log likelihood = -29940.61
Iteration 12: (EM) log likelihood = -29816.021
Iteration 13: (EM) log likelihood = -29704.644
Iteration 14: (EM) log likelihood = -29601.221
Iteration 15: (EM) log likelihood = -29510.634
Iteration 16: (EM) log likelihood = -29426.57
Iteration 17: (EM) log likelihood = -29351.456
Iteration 18: (EM) log likelihood = -29283.246
Iteration 19: (EM) log likelihood = -29220.104
Iteration 20: (EM) log likelihood = -29162.371
Iteration 21: (EM) log likelihood = -29107.153
Iteration 22: (EM) log likelihood = -29062.214
Iteration 23: (EM) log likelihood = -29021.571
Iteration 24: (EM) log likelihood = -28985.083
Iteration 25: (EM) log likelihood = -28952.546
Iteration 26: (EM) log likelihood = -28920.171
Iteration 27: (EM) log likelihood = -28886.685
Iteration 28: (EM) log likelihood = -28859.382
Iteration 29: (EM) log likelihood = -28833.643
Iteration 30: (EM) log likelihood = -28810.676
Iteration 31: (EM) log likelihood = -28788.217
Iteration 32: (EM) log likelihood = -28767.075
Iteration 33: (EM) log likelihood = -28746.957
Iteration 34: (EM) log likelihood = -28725.554
Iteration 35: (EM) log likelihood = -28705.935
Iteration 36: (EM) log likelihood = -28688.534
Iteration 37: (EM) log likelihood = -28669.578
Iteration 38: (EM) log likelihood = -28652.347
Iteration 39: (EM) log likelihood = -28633.272
Iteration 40: (EM) log likelihood = -28615.92
Iteration 41: (EM) log likelihood = -28597.5
Iteration 42: (EM) log likelihood = -28580.071
Iteration 43: (EM) log likelihood = -28561.668
Iteration 44: (EM) log likelihood = -28545.605
Iteration 45: (EM) log likelihood = -28530.201
Iteration 46: (EM) log likelihood = -28515.957
Iteration 47: (EM) log likelihood = -28501.646
Iteration 48: (EM) log likelihood = -28489.337
Iteration 49: (EM) log likelihood = -28477.658
Iteration 50: (EM) log likelihood = -28466.46
Iteration 51: (EM) log likelihood = -28454.97
Iteration 52: (EM) log likelihood = -28444.861
Iteration 53: (EM) log likelihood = -28436.328
Iteration 54: (EM) log likelihood = -28428.242
Iteration 55: (EM) log likelihood = -28420.909
Iteration 56: (EM) log likelihood = -28414.779
Iteration 57: (EM) log likelihood = -28410.075
Iteration 58: (EM) log likelihood = -28404.906
Iteration 59: (EM) log likelihood = -28400.391
Iteration 60: (EM) log likelihood = -28395.134
Iteration 61: (EM) log likelihood = -28391.933
Iteration 62: (EM) log likelihood = -28388.59
Iteration 63: (EM) log likelihood = -28385.463
Iteration 64: (EM) log likelihood = -28383.206
Iteration 65: (EM) log likelihood = -28381.931
Iteration 66: (EM) log likelihood = -28380.491
Iteration 67: (EM) log likelihood = -28379.374
Iteration 68: (EM) log likelihood = -28378.051
Iteration 69: (EM) log likelihood = -28376.208
Iteration 70: (EM) log likelihood = -28374.481
Iteration 71: (EM) log likelihood = -28375.772
Iteration 72: (EM) log likelihood = -28374.841
Iteration 73: (EM) log likelihood = -28374.244
Iteration 74: (EM) log likelihood = -28372.909
Iteration 75: (EM) log likelihood = -28372.563
Iteration 76: (EM) log likelihood = -28373.669
Iteration 77: (EM) log likelihood = -28375.401
Iteration 78: (EM) log likelihood = -28373.591
Iteration 79: (EM) log likelihood = -28374.464
Iteration 80: (EM) log likelihood = -28375.326
Iteration 81: (EM) log likelihood = -28375.001
Iteration 82: (EM) log likelihood = -28375.897
Iteration 83: (EM) log likelihood = -28375.376
Iteration 84: (EM) log likelihood = -28375.872
Iteration 85: (EM) log likelihood = -28375.755
Iteration 86: (EM) log likelihood = -28376.216
Iteration 87: (EM) log likelihood = -28376.443
Iteration 88: (EM) log likelihood = -28377.013
Iteration 89: (EM) log likelihood = -28377.252
Iteration 90: (EM) log likelihood = -28374.64
Iteration 91: (EM) log likelihood = -28374.955
Iteration 92: (EM) log likelihood = -28376.424
Iteration 93: (EM) log likelihood = -28377.705
Iteration 94: (EM) log likelihood = -28378.677
Iteration 95: (EM) log likelihood = -28377.475
Iteration 96: (EM) log likelihood = -28375.513
Iteration 97: (EM) log likelihood = -28375.274
Iteration 98: (EM) log likelihood = -28377.624
Iteration 99: (EM) log likelihood = -28376.83
Iteration 100: (EM) log likelihood = -28376.557
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.4705
Iteration 1: (class) log likelihood = -6787.4705
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29554.432
Iteration 1: (outcome) log likelihood = -29059.351
Iteration 2: (outcome) log likelihood = -28874.271
Iteration 3: (outcome) log likelihood = -28848.014
Iteration 4: (outcome) log likelihood = -28843.591
Iteration 5: (outcome) log likelihood = -28842.627
Iteration 6: (outcome) log likelihood = -28842.439
Iteration 7: (outcome) log likelihood = -28842.399
Iteration 8: (outcome) log likelihood = -28842.389
Iteration 9: (outcome) log likelihood = -28842.387
Iteration 10: (outcome) log likelihood = -28842.387 (not concave)
Iteration 11: (outcome) log likelihood = -28842.387 (not concave)
Iteration 12: (outcome) log likelihood = -28842.387 (not concave)
Iteration 13: (outcome) log likelihood = -28842.387 (not concave)
Iteration 14: (outcome) log likelihood = -28842.387 (not concave)
Iteration 15: (outcome) log likelihood = -28842.387 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35560.896
Iteration 1: (EM) log likelihood = -35360.58
Iteration 2: (EM) log likelihood = -34980.338
Iteration 3: (EM) log likelihood = -34287.216
Iteration 4: (EM) log likelihood = -33288.579
Iteration 5: (EM) log likelihood = -32326.921
Iteration 6: (EM) log likelihood = -31574.037
Iteration 7: (EM) log likelihood = -31070.89
Iteration 8: (EM) log likelihood = -30742.61
Iteration 9: (EM) log likelihood = -30498.634
Iteration 10: (EM) log likelihood = -30296.742
Iteration 11: (EM) log likelihood = -30111.735
Iteration 12: (EM) log likelihood = -29932.611
Iteration 13: (EM) log likelihood = -29761.676
Iteration 14: (EM) log likelihood = -29607.523
Iteration 15: (EM) log likelihood = -29477.04
Iteration 16: (EM) log likelihood = -29369.698
Iteration 17: (EM) log likelihood = -29283.699
Iteration 18: (EM) log likelihood = -29213.328
Iteration 19: (EM) log likelihood = -29154.439
Iteration 20: (EM) log likelihood = -29102.604
Iteration 21: (EM) log likelihood = -29058.51
Iteration 22: (EM) log likelihood = -29018.012
Iteration 23: (EM) log likelihood = -28981.831
Iteration 24: (EM) log likelihood = -28944.605
Iteration 25: (EM) log likelihood = -28913.878
Iteration 26: (EM) log likelihood = -28884.146
Iteration 27: (EM) log likelihood = -28855.446
Iteration 28: (EM) log likelihood = -28827.612
Iteration 29: (EM) log likelihood = -28800.412
Iteration 30: (EM) log likelihood = -28774.605
Iteration 31: (EM) log likelihood = -28750.519
Iteration 32: (EM) log likelihood = -28727.691
Iteration 33: (EM) log likelihood = -28706.209
Iteration 34: (EM) log likelihood = -28684.269
Iteration 35: (EM) log likelihood = -28666.919
Iteration 36: (EM) log likelihood = -28649.687
Iteration 37: (EM) log likelihood = -28635.093
Iteration 38: (EM) log likelihood = -28619.961
Iteration 39: (EM) log likelihood = -28607.292
Iteration 40: (EM) log likelihood = -28597.103
Iteration 41: (EM) log likelihood = -28588.235
Iteration 42: (EM) log likelihood = -28582.09
Iteration 43: (EM) log likelihood = -28577.392
Iteration 44: (EM) log likelihood = -28572.672
Iteration 45: (EM) log likelihood = -28569.941
Iteration 46: (EM) log likelihood = -28567.116
Iteration 47: (EM) log likelihood = -28564.774
Iteration 48: (EM) log likelihood = -28562.532
Iteration 49: (EM) log likelihood = -28560.834
Iteration 50: (EM) log likelihood = -28558.876
Iteration 51: (EM) log likelihood = -28557.174
Iteration 52: (EM) log likelihood = -28555.207
Iteration 53: (EM) log likelihood = -28553.843
Iteration 54: (EM) log likelihood = -28552.785
Iteration 55: (EM) log likelihood = -28551.28
Iteration 56: (EM) log likelihood = -28550.589
Iteration 57: (EM) log likelihood = -28549.778
Iteration 58: (EM) log likelihood = -28548.486
Iteration 59: (EM) log likelihood = -28545.165
Iteration 60: (EM) log likelihood = -28544.762
Iteration 61: (EM) log likelihood = -28542.707
Iteration 62: (EM) log likelihood = -28541.156
Iteration 63: (EM) log likelihood = -28539.346
Iteration 64: (EM) log likelihood = -28538.769
Iteration 65: (EM) log likelihood = -28537.691
Iteration 66: (EM) log likelihood = -28537.334
Iteration 67: (EM) log likelihood = -28536.295
Iteration 68: (EM) log likelihood = -28534.114
Iteration 69: (EM) log likelihood = -28533.29
Iteration 70: (EM) log likelihood = -28532.267
Iteration 71: (EM) log likelihood = -28531.114
Iteration 72: (EM) log likelihood = -28529.84
Iteration 73: (EM) log likelihood = -28528.032
Iteration 74: (EM) log likelihood = -28525.462
Iteration 75: (EM) log likelihood = -28522.39
Iteration 76: (EM) log likelihood = -28519.223
Iteration 77: (EM) log likelihood = -28515.911
Iteration 78: (EM) log likelihood = -28511.85
Iteration 79: (EM) log likelihood = -28506.867
Iteration 80: (EM) log likelihood = -28501.068
Iteration 81: (EM) log likelihood = -28494.07
Iteration 82: (EM) log likelihood = -28486.655
Iteration 83: (EM) log likelihood = -28478.079
Iteration 84: (EM) log likelihood = -28468.661
Iteration 85: (EM) log likelihood = -28458.97
Iteration 86: (EM) log likelihood = -28449.5
Iteration 87: (EM) log likelihood = -28439.936
Iteration 88: (EM) log likelihood = -28431.713
Iteration 89: (EM) log likelihood = -28422.106
Iteration 90: (EM) log likelihood = -28413.13
Iteration 91: (EM) log likelihood = -28405.204
Iteration 92: (EM) log likelihood = -28395.992
Iteration 93: (EM) log likelihood = -28387.416
Iteration 94: (EM) log likelihood = -28380.658
Iteration 95: (EM) log likelihood = -28372.348
Iteration 96: (EM) log likelihood = -28366.283
Iteration 97: (EM) log likelihood = -28360.813
Iteration 98: (EM) log likelihood = -28355.521
Iteration 99: (EM) log likelihood = -28351.538
Iteration 100: (EM) log likelihood = -28348.003
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.1287
Iteration 1: (class) log likelihood = -6784.1287
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29114.566
Iteration 1: (outcome) log likelihood = -28922.642
Iteration 2: (outcome) log likelihood = -28868.055
Iteration 3: (outcome) log likelihood = -28862.847
Iteration 4: (outcome) log likelihood = -28862.257
Iteration 5: (outcome) log likelihood = -28862.168
Iteration 6: (outcome) log likelihood = -28862.153
Iteration 7: (outcome) log likelihood = -28862.149
Iteration 8: (outcome) log likelihood = -28862.149
Iteration 9: (outcome) log likelihood = -28862.148 (not concave)
Iteration 10: (outcome) log likelihood = -28862.148 (not concave)
Iteration 11: (outcome) log likelihood = -28862.148 (not concave)
Iteration 12: (outcome) log likelihood = -28862.148 (not concave)
Iteration 13: (outcome) log likelihood = -28862.148 (not concave)
Iteration 14: (outcome) log likelihood = -28862.148 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35579.418
Iteration 1: (EM) log likelihood = -35366.191
Iteration 2: (EM) log likelihood = -34825.54
Iteration 3: (EM) log likelihood = -33776.123
Iteration 4: (EM) log likelihood = -32613.922
Iteration 5: (EM) log likelihood = -31778.342
Iteration 6: (EM) log likelihood = -31233.142
Iteration 7: (EM) log likelihood = -30839.206
Iteration 8: (EM) log likelihood = -30514.492
Iteration 9: (EM) log likelihood = -30251.128
Iteration 10: (EM) log likelihood = -30052.849
Iteration 11: (EM) log likelihood = -29911.131
Iteration 12: (EM) log likelihood = -29802.443
Iteration 13: (EM) log likelihood = -29714.564
Iteration 14: (EM) log likelihood = -29646.624
Iteration 15: (EM) log likelihood = -29589.732
Iteration 16: (EM) log likelihood = -29536.289
Iteration 17: (EM) log likelihood = -29486.512
Iteration 18: (EM) log likelihood = -29439.041
Iteration 19: (EM) log likelihood = -29390.31
Iteration 20: (EM) log likelihood = -29340.226
Iteration 21: (EM) log likelihood = -29291.795
Iteration 22: (EM) log likelihood = -29243.091
Iteration 23: (EM) log likelihood = -29194.809
Iteration 24: (EM) log likelihood = -29150.828
Iteration 25: (EM) log likelihood = -29113.461
Iteration 26: (EM) log likelihood = -29079.943
Iteration 27: (EM) log likelihood = -29053.046
Iteration 28: (EM) log likelihood = -29030.274
Iteration 29: (EM) log likelihood = -29013.032
Iteration 30: (EM) log likelihood = -28998.32
Iteration 31: (EM) log likelihood = -28983.954
Iteration 32: (EM) log likelihood = -28971.971
Iteration 33: (EM) log likelihood = -28959.831
Iteration 34: (EM) log likelihood = -28949.244
Iteration 35: (EM) log likelihood = -28936.794
Iteration 36: (EM) log likelihood = -28923.885
Iteration 37: (EM) log likelihood = -28911.695
Iteration 38: (EM) log likelihood = -28898.052
Iteration 39: (EM) log likelihood = -28882.992
Iteration 40: (EM) log likelihood = -28867.262
Iteration 41: (EM) log likelihood = -28851.893
Iteration 42: (EM) log likelihood = -28834.946
Iteration 43: (EM) log likelihood = -28817.274
Iteration 44: (EM) log likelihood = -28801.523
Iteration 45: (EM) log likelihood = -28784.454
Iteration 46: (EM) log likelihood = -28767.473
Iteration 47: (EM) log likelihood = -28750.467
Iteration 48: (EM) log likelihood = -28731.693
Iteration 49: (EM) log likelihood = -28711.141
Iteration 50: (EM) log likelihood = -28689.961
Iteration 51: (EM) log likelihood = -28670.906
Iteration 52: (EM) log likelihood = -28651.003
Iteration 53: (EM) log likelihood = -28630.009
Iteration 54: (EM) log likelihood = -28607.351
Iteration 55: (EM) log likelihood = -28586.671
Iteration 56: (EM) log likelihood = -28565.541
Iteration 57: (EM) log likelihood = -28547.79
Iteration 58: (EM) log likelihood = -28530.034
Iteration 59: (EM) log likelihood = -28510.933
Iteration 60: (EM) log likelihood = -28493.829
Iteration 61: (EM) log likelihood = -28479.118
Iteration 62: (EM) log likelihood = -28465.562
Iteration 63: (EM) log likelihood = -28451.359
Iteration 64: (EM) log likelihood = -28438.516
Iteration 65: (EM) log likelihood = -28428.089
Iteration 66: (EM) log likelihood = -28416.879
Iteration 67: (EM) log likelihood = -28405.934
Iteration 68: (EM) log likelihood = -28394.789
Iteration 69: (EM) log likelihood = -28384.574
Iteration 70: (EM) log likelihood = -28377.423
Iteration 71: (EM) log likelihood = -28370.4
Iteration 72: (EM) log likelihood = -28361.759
Iteration 73: (EM) log likelihood = -28356.12
Iteration 74: (EM) log likelihood = -28350.649
Iteration 75: (EM) log likelihood = -28344.219
Iteration 76: (EM) log likelihood = -28336.766
Iteration 77: (EM) log likelihood = -28326.632
Iteration 78: (EM) log likelihood = -28320.071
Iteration 79: (EM) log likelihood = -28314.149
Iteration 80: (EM) log likelihood = -28307.91
Iteration 81: (EM) log likelihood = -28301.258
Iteration 82: (EM) log likelihood = -28292.696
Iteration 83: (EM) log likelihood = -28287.69
Iteration 84: (EM) log likelihood = -28281.473
Iteration 85: (EM) log likelihood = -28277.623
Iteration 86: (EM) log likelihood = -28274.408
Iteration 87: (EM) log likelihood = -28271.435
Iteration 88: (EM) log likelihood = -28268.291
Iteration 89: (EM) log likelihood = -28265.166
Iteration 90: (EM) log likelihood = -28260.808
Iteration 91: (EM) log likelihood = -28257.146
Iteration 92: (EM) log likelihood = -28253.437
Iteration 93: (EM) log likelihood = -28250.741
Iteration 94: (EM) log likelihood = -28244.58
Iteration 95: (EM) log likelihood = -28235.494
Iteration 96: (EM) log likelihood = -28231.091
Iteration 97: (EM) log likelihood = -28228.194
Iteration 98: (EM) log likelihood = -28225.088
Iteration 99: (EM) log likelihood = -28221.744
Iteration 100: (EM) log likelihood = -28218.704
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.0758
Iteration 1: (class) log likelihood = -6788.0758
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29876.737
Iteration 1: (outcome) log likelihood = -29056.276
Iteration 2: (outcome) log likelihood = -28888.906
Iteration 3: (outcome) log likelihood = -28859.14
Iteration 4: (outcome) log likelihood = -28852.786
Iteration 5: (outcome) log likelihood = -28851.636
Iteration 6: (outcome) log likelihood = -28851.439
Iteration 7: (outcome) log likelihood = -28851.393
Iteration 8: (outcome) log likelihood = -28851.382
Iteration 9: (outcome) log likelihood = -28851.38 (not concave)
Iteration 10: (outcome) log likelihood = -28851.379 (not concave)
Iteration 11: (outcome) log likelihood = -28851.379 (not concave)
Iteration 12: (outcome) log likelihood = -28851.379 (not concave)
Iteration 13: (outcome) log likelihood = -28851.379 (not concave)
Iteration 14: (outcome) log likelihood = -28851.379 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35569.882
Iteration 1: (EM) log likelihood = -35387.562
Iteration 2: (EM) log likelihood = -35081.168
Iteration 3: (EM) log likelihood = -34512.254
Iteration 4: (EM) log likelihood = -33516.825
Iteration 5: (EM) log likelihood = -32442.958
Iteration 6: (EM) log likelihood = -31639.643
Iteration 7: (EM) log likelihood = -31121.536
Iteration 8: (EM) log likelihood = -30769.973
Iteration 9: (EM) log likelihood = -30484.751
Iteration 10: (EM) log likelihood = -30235.031
Iteration 11: (EM) log likelihood = -30020.072
Iteration 12: (EM) log likelihood = -29834.65
Iteration 13: (EM) log likelihood = -29682.69
Iteration 14: (EM) log likelihood = -29561.278
Iteration 15: (EM) log likelihood = -29467.296
Iteration 16: (EM) log likelihood = -29390.689
Iteration 17: (EM) log likelihood = -29330.783
Iteration 18: (EM) log likelihood = -29280.556
Iteration 19: (EM) log likelihood = -29235.816
Iteration 20: (EM) log likelihood = -29195.688
Iteration 21: (EM) log likelihood = -29163.211
Iteration 22: (EM) log likelihood = -29130.133
Iteration 23: (EM) log likelihood = -29095.459
Iteration 24: (EM) log likelihood = -29061.554
Iteration 25: (EM) log likelihood = -29026.226
Iteration 26: (EM) log likelihood = -28990.097
Iteration 27: (EM) log likelihood = -28949.407
Iteration 28: (EM) log likelihood = -28904.756
Iteration 29: (EM) log likelihood = -28858.73
Iteration 30: (EM) log likelihood = -28812.635
Iteration 31: (EM) log likelihood = -28765.395
Iteration 32: (EM) log likelihood = -28717.738
Iteration 33: (EM) log likelihood = -28666.604
Iteration 34: (EM) log likelihood = -28615.305
Iteration 35: (EM) log likelihood = -28564.274
Iteration 36: (EM) log likelihood = -28514.923
Iteration 37: (EM) log likelihood = -28464.947
Iteration 38: (EM) log likelihood = -28411.561
Iteration 39: (EM) log likelihood = -28361.983
Iteration 40: (EM) log likelihood = -28318.98
Iteration 41: (EM) log likelihood = -28284.419
Iteration 42: (EM) log likelihood = -28254.478
Iteration 43: (EM) log likelihood = -28230.471
Iteration 44: (EM) log likelihood = -28209.683
Iteration 45: (EM) log likelihood = -28191.465
Iteration 46: (EM) log likelihood = -28176.068
Iteration 47: (EM) log likelihood = -28164.875
Iteration 48: (EM) log likelihood = -28154.93
Iteration 49: (EM) log likelihood = -28145.062
Iteration 50: (EM) log likelihood = -28136.459
Iteration 51: (EM) log likelihood = -28128.17
Iteration 52: (EM) log likelihood = -28121.283
Iteration 53: (EM) log likelihood = -28114.998
Iteration 54: (EM) log likelihood = -28109.258
Iteration 55: (EM) log likelihood = -28100.328
Iteration 56: (EM) log likelihood = -28093.81
Iteration 57: (EM) log likelihood = -28088.693
Iteration 58: (EM) log likelihood = -28084.471
Iteration 59: (EM) log likelihood = -28078.786
Iteration 60: (EM) log likelihood = -28074.416
Iteration 61: (EM) log likelihood = -28070.642
Iteration 62: (EM) log likelihood = -28067.795
Iteration 63: (EM) log likelihood = -28063.234
Iteration 64: (EM) log likelihood = -28060.196
Iteration 65: (EM) log likelihood = -28058.111
Iteration 66: (EM) log likelihood = -28056.581
Iteration 67: (EM) log likelihood = -28055.447
Iteration 68: (EM) log likelihood = -28052.402
Iteration 69: (EM) log likelihood = -28050.752
Iteration 70: (EM) log likelihood = -28047.039
Iteration 71: (EM) log likelihood = -28044.043
Iteration 72: (EM) log likelihood = -28042.475
Iteration 73: (EM) log likelihood = -28040.46
Iteration 74: (EM) log likelihood = -28038.486
Iteration 75: (EM) log likelihood = -28036.899
Iteration 76: (EM) log likelihood = -28032.852
Iteration 77: (EM) log likelihood = -28030.575
Iteration 78: (EM) log likelihood = -28029.405
Iteration 79: (EM) log likelihood = -28027.759
Iteration 80: (EM) log likelihood = -28024.545
Iteration 81: (EM) log likelihood = -28022.501
Iteration 82: (EM) log likelihood = -28021.068
Iteration 83: (EM) log likelihood = -28018.728
Iteration 84: (EM) log likelihood = -28016.881
Iteration 85: (EM) log likelihood = -28013.995
Iteration 86: (EM) log likelihood = -28012.78
Iteration 87: (EM) log likelihood = -28011.52
Iteration 88: (EM) log likelihood = -28010.429
Iteration 89: (EM) log likelihood = -28009.625
Iteration 90: (EM) log likelihood = -28008.492
Iteration 91: (EM) log likelihood = -28007.575
Iteration 92: (EM) log likelihood = -28006.919
Iteration 93: (EM) log likelihood = -28006.513
Iteration 94: (EM) log likelihood = -28006.049
Iteration 95: (EM) log likelihood = -28005.492
Iteration 96: (EM) log likelihood = -28004.448
Iteration 97: (EM) log likelihood = -28003.517
Iteration 98: (EM) log likelihood = -28002.577
Iteration 99: (EM) log likelihood = -28001.59
Iteration 100: (EM) log likelihood = -28001.135
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.2365
Iteration 1: (class) log likelihood = -6788.2365
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30035.805
Iteration 1: (outcome) log likelihood = -29087.063
Iteration 2: (outcome) log likelihood = -28877.732
Iteration 3: (outcome) log likelihood = -28840.622
Iteration 4: (outcome) log likelihood = -28833.573
Iteration 5: (outcome) log likelihood = -28831.851
Iteration 6: (outcome) log likelihood = -28831.499
Iteration 7: (outcome) log likelihood = -28831.423
Iteration 8: (outcome) log likelihood = -28831.406
Iteration 9: (outcome) log likelihood = -28831.402
Iteration 10: (outcome) log likelihood = -28831.401 (not concave)
Iteration 11: (outcome) log likelihood = -28831.401 (not concave)
Iteration 12: (outcome) log likelihood = -28831.401 (not concave)
Iteration 13: (outcome) log likelihood = -28831.401 (not concave)
Iteration 14: (outcome) log likelihood = -28831.401 (not concave)
Iteration 15: (outcome) log likelihood = -28831.401 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35549.578
Iteration 1: (EM) log likelihood = -35316.488
Iteration 2: (EM) log likelihood = -34711.878
Iteration 3: (EM) log likelihood = -33622.884
Iteration 4: (EM) log likelihood = -32393.735
Iteration 5: (EM) log likelihood = -31436.726
Iteration 6: (EM) log likelihood = -30835.814
Iteration 7: (EM) log likelihood = -30464.013
Iteration 8: (EM) log likelihood = -30213.303
Iteration 9: (EM) log likelihood = -30018.302
Iteration 10: (EM) log likelihood = -29857.626
Iteration 11: (EM) log likelihood = -29725.975
Iteration 12: (EM) log likelihood = -29616.75
Iteration 13: (EM) log likelihood = -29535.467
Iteration 14: (EM) log likelihood = -29471.464
Iteration 15: (EM) log likelihood = -29417.818
Iteration 16: (EM) log likelihood = -29373.181
Iteration 17: (EM) log likelihood = -29332.993
Iteration 18: (EM) log likelihood = -29293.913
Iteration 19: (EM) log likelihood = -29259.771
Iteration 20: (EM) log likelihood = -29227.888
Iteration 21: (EM) log likelihood = -29198.249
Iteration 22: (EM) log likelihood = -29167.679
Iteration 23: (EM) log likelihood = -29138.67
Iteration 24: (EM) log likelihood = -29107.516
Iteration 25: (EM) log likelihood = -29078.687
Iteration 26: (EM) log likelihood = -29050.01
Iteration 27: (EM) log likelihood = -29021.306
Iteration 28: (EM) log likelihood = -28989.741
Iteration 29: (EM) log likelihood = -28960.585
Iteration 30: (EM) log likelihood = -28931.774
Iteration 31: (EM) log likelihood = -28905.175
Iteration 32: (EM) log likelihood = -28876.977
Iteration 33: (EM) log likelihood = -28850.06
Iteration 34: (EM) log likelihood = -28822.644
Iteration 35: (EM) log likelihood = -28796.206
Iteration 36: (EM) log likelihood = -28771.276
Iteration 37: (EM) log likelihood = -28750.033
Iteration 38: (EM) log likelihood = -28727.846
Iteration 39: (EM) log likelihood = -28706.765
Iteration 40: (EM) log likelihood = -28688.97
Iteration 41: (EM) log likelihood = -28671.795
Iteration 42: (EM) log likelihood = -28656.498
Iteration 43: (EM) log likelihood = -28639.795
Iteration 44: (EM) log likelihood = -28628.546
Iteration 45: (EM) log likelihood = -28613.741
Iteration 46: (EM) log likelihood = -28601.238
Iteration 47: (EM) log likelihood = -28583.878
Iteration 48: (EM) log likelihood = -28572.421
Iteration 49: (EM) log likelihood = -28561.539
Iteration 50: (EM) log likelihood = -28544.899
Iteration 51: (EM) log likelihood = -28535.465
Iteration 52: (EM) log likelihood = -28526.363
Iteration 53: (EM) log likelihood = -28519.412
Iteration 54: (EM) log likelihood = -28512.643
Iteration 55: (EM) log likelihood = -28504.468
Iteration 56: (EM) log likelihood = -28498.374
Iteration 57: (EM) log likelihood = -28493.387
Iteration 58: (EM) log likelihood = -28487.127
Iteration 59: (EM) log likelihood = -28481.694
Iteration 60: (EM) log likelihood = -28476.504
Iteration 61: (EM) log likelihood = -28470.642
Iteration 62: (EM) log likelihood = -28470.188
Iteration 63: (EM) log likelihood = -28464.666
Iteration 64: (EM) log likelihood = -28455.17
Iteration 65: (EM) log likelihood = -28449.877
Iteration 66: (EM) log likelihood = -28442.783
Iteration 67: (EM) log likelihood = -28435.952
Iteration 68: (EM) log likelihood = -28430.835
Iteration 69: (EM) log likelihood = -28424.154
Iteration 70: (EM) log likelihood = -28414.663
Iteration 71: (EM) log likelihood = -28409.305
Iteration 72: (EM) log likelihood = -28404.771
Iteration 73: (EM) log likelihood = -28399.5
Iteration 74: (EM) log likelihood = -28394.292
Iteration 75: (EM) log likelihood = -28385.707
Iteration 76: (EM) log likelihood = -28379.412
Iteration 77: (EM) log likelihood = -28374.3
Iteration 78: (EM) log likelihood = -28367.973
Iteration 79: (EM) log likelihood = -28361.59
Iteration 80: (EM) log likelihood = -28356.267
Iteration 81: (EM) log likelihood = -28351.627
Iteration 82: (EM) log likelihood = -28345.817
Iteration 83: (EM) log likelihood = -28334.511
Iteration 84: (EM) log likelihood = -28327.424
Iteration 85: (EM) log likelihood = -28322.622
Iteration 86: (EM) log likelihood = -28316.675
Iteration 87: (EM) log likelihood = -28310.328
Iteration 88: (EM) log likelihood = -28304.482
Iteration 89: (EM) log likelihood = -28297.999
Iteration 90: (EM) log likelihood = -28292.592
Iteration 91: (EM) log likelihood = -28287.415
Iteration 92: (EM) log likelihood = -28282.488
Iteration 93: (EM) log likelihood = -28276.064
Iteration 94: (EM) log likelihood = -28268.666
Iteration 95: (EM) log likelihood = -28263.932
Iteration 96: (EM) log likelihood = -28258.607
Iteration 97: (EM) log likelihood = -28255.052
Iteration 98: (EM) log likelihood = -28251.275
Iteration 99: (EM) log likelihood = -28246.981
Iteration 100: (EM) log likelihood = -28241.277
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.296
Iteration 1: (class) log likelihood = -6786.296
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29468.701
Iteration 1: (outcome) log likelihood = -28952.497
Iteration 2: (outcome) log likelihood = -28878.82
Iteration 3: (outcome) log likelihood = -28862.072
Iteration 4: (outcome) log likelihood = -28859.664
Iteration 5: (outcome) log likelihood = -28859.062
Iteration 6: (outcome) log likelihood = -28858.926
Iteration 7: (outcome) log likelihood = -28858.897
Iteration 8: (outcome) log likelihood = -28858.892
Iteration 9: (outcome) log likelihood = -28858.891 (not concave)
Iteration 10: (outcome) log likelihood = -28858.891 (not concave)
Iteration 11: (outcome) log likelihood = -28858.891 (not concave)
Iteration 12: (outcome) log likelihood = -28858.891 (not concave)
Iteration 13: (outcome) log likelihood = -28858.891 (not concave)
Iteration 14: (outcome) log likelihood = -28858.891 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35601.84
Iteration 1: (EM) log likelihood = -35437.223
Iteration 2: (EM) log likelihood = -35021.736
Iteration 3: (EM) log likelihood = -34208.207
Iteration 4: (EM) log likelihood = -33197.947
Iteration 5: (EM) log likelihood = -32327.462
Iteration 6: (EM) log likelihood = -31616.708
Iteration 7: (EM) log likelihood = -31058.641
Iteration 8: (EM) log likelihood = -30638.238
Iteration 9: (EM) log likelihood = -30310.502
Iteration 10: (EM) log likelihood = -30053.384
Iteration 11: (EM) log likelihood = -29855.865
Iteration 12: (EM) log likelihood = -29700.109
Iteration 13: (EM) log likelihood = -29570.142
Iteration 14: (EM) log likelihood = -29472.034
Iteration 15: (EM) log likelihood = -29390.897
Iteration 16: (EM) log likelihood = -29321.397
Iteration 17: (EM) log likelihood = -29266.351
Iteration 18: (EM) log likelihood = -29215.909
Iteration 19: (EM) log likelihood = -29167.885
Iteration 20: (EM) log likelihood = -29126.189
Iteration 21: (EM) log likelihood = -29088.182
Iteration 22: (EM) log likelihood = -29050.27
Iteration 23: (EM) log likelihood = -29016.6
Iteration 24: (EM) log likelihood = -28987.321
Iteration 25: (EM) log likelihood = -28963.193
Iteration 26: (EM) log likelihood = -28941.212
Iteration 27: (EM) log likelihood = -28924.336
Iteration 28: (EM) log likelihood = -28904.664
Iteration 29: (EM) log likelihood = -28877.591
Iteration 30: (EM) log likelihood = -28866.939
Iteration 31: (EM) log likelihood = -28854.806
Iteration 32: (EM) log likelihood = -28843.566
Iteration 33: (EM) log likelihood = -28833.349
Iteration 34: (EM) log likelihood = -28820.816
Iteration 35: (EM) log likelihood = -28808.901
Iteration 36: (EM) log likelihood = -28793.891
Iteration 37: (EM) log likelihood = -28783.605
Iteration 38: (EM) log likelihood = -28774.513
Iteration 39: (EM) log likelihood = -28764.138
Iteration 40: (EM) log likelihood = -28754.484
Iteration 41: (EM) log likelihood = -28745.906
Iteration 42: (EM) log likelihood = -28738.11
Iteration 43: (EM) log likelihood = -28729.871
Iteration 44: (EM) log likelihood = -28718.041
Iteration 45: (EM) log likelihood = -28707.47
Iteration 46: (EM) log likelihood = -28698.502
Iteration 47: (EM) log likelihood = -28690.423
Iteration 48: (EM) log likelihood = -28679.52
Iteration 49: (EM) log likelihood = -28669.335
Iteration 50: (EM) log likelihood = -28661.413
Iteration 51: (EM) log likelihood = -28652.515
Iteration 52: (EM) log likelihood = -28643.857
Iteration 53: (EM) log likelihood = -28636.869
Iteration 54: (EM) log likelihood = -28627.197
Iteration 55: (EM) log likelihood = -28620.323
Iteration 56: (EM) log likelihood = -28607.821
Iteration 57: (EM) log likelihood = -28598.323
Iteration 58: (EM) log likelihood = -28594.149
Iteration 59: (EM) log likelihood = -28586.922
Iteration 60: (EM) log likelihood = -28581.852
Iteration 61: (EM) log likelihood = -28573.878
Iteration 62: (EM) log likelihood = -28566.643
Iteration 63: (EM) log likelihood = -28562.062
Iteration 64: (EM) log likelihood = -28557.641
Iteration 65: (EM) log likelihood = -28553.191
Iteration 66: (EM) log likelihood = -28547.552
Iteration 67: (EM) log likelihood = -28548.088
Iteration 68: (EM) log likelihood = -28531.619
Iteration 69: (EM) log likelihood = -28528.165
Iteration 70: (EM) log likelihood = -28521.769
Iteration 71: (EM) log likelihood = -28519.089
Iteration 72: (EM) log likelihood = -28513.904
Iteration 73: (EM) log likelihood = -28509.141
Iteration 74: (EM) log likelihood = -28504.984
Iteration 75: (EM) log likelihood = -28502.06
Iteration 76: (EM) log likelihood = -28498.413
Iteration 77: (EM) log likelihood = -28486.918
Iteration 78: (EM) log likelihood = -28482.995
Iteration 79: (EM) log likelihood = -28480.765
Iteration 80: (EM) log likelihood = -28478.164
Iteration 81: (EM) log likelihood = -28476.372
Iteration 82: (EM) log likelihood = -28473.046
Iteration 83: (EM) log likelihood = -28468.054
Iteration 84: (EM) log likelihood = -28468.928
Iteration 85: (EM) log likelihood = -28461.486
Iteration 86: (EM) log likelihood = -28458.757
Iteration 87: (EM) log likelihood = -28456.069
Iteration 88: (EM) log likelihood = -28457.375
Iteration 89: (EM) log likelihood = -28453.724
Iteration 90: (EM) log likelihood = -28454.24
Iteration 91: (EM) log likelihood = -28451.662
Iteration 92: (EM) log likelihood = -28454.018
Iteration 93: (EM) log likelihood = -28450.182
Iteration 94: (EM) log likelihood = -28446.782
Iteration 95: (EM) log likelihood = -28443.968
Iteration 96: (EM) log likelihood = -28442.187
Iteration 97: (EM) log likelihood = -28440.001
Iteration 98: (EM) log likelihood = -28437.797
Iteration 99: (EM) log likelihood = -28437.138
Iteration 100: (EM) log likelihood = -28435.057
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.1217
Iteration 1: (class) log likelihood = -6785.1217
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29983.528
Iteration 1: (outcome) log likelihood = -29078.497
Iteration 2: (outcome) log likelihood = -28898.791
Iteration 3: (outcome) log likelihood = -28866.357
Iteration 4: (outcome) log likelihood = -28859.686
Iteration 5: (outcome) log likelihood = -28858.369
Iteration 6: (outcome) log likelihood = -28858.068
Iteration 7: (outcome) log likelihood = -28858.006
Iteration 8: (outcome) log likelihood = -28857.995
Iteration 9: (outcome) log likelihood = -28857.993
Iteration 10: (outcome) log likelihood = -28857.992 (not concave)
Iteration 11: (outcome) log likelihood = -28857.992 (not concave)
Iteration 12: (outcome) log likelihood = -28857.992 (not concave)
Iteration 13: (outcome) log likelihood = -28857.992 (not concave)
Iteration 14: (outcome) log likelihood = -28857.992 (not concave)
Iteration 15: (outcome) log likelihood = -28857.992 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35619.11
Iteration 1: (EM) log likelihood = -35542.844
Iteration 2: (EM) log likelihood = -35332.052
Iteration 3: (EM) log likelihood = -34864.168
Iteration 4: (EM) log likelihood = -34001.265
Iteration 5: (EM) log likelihood = -32848.101
Iteration 6: (EM) log likelihood = -31809.385
Iteration 7: (EM) log likelihood = -31080.92
Iteration 8: (EM) log likelihood = -30613.424
Iteration 9: (EM) log likelihood = -30307.619
Iteration 10: (EM) log likelihood = -30086.905
Iteration 11: (EM) log likelihood = -29915.745
Iteration 12: (EM) log likelihood = -29776.686
Iteration 13: (EM) log likelihood = -29660.838
Iteration 14: (EM) log likelihood = -29564.073
Iteration 15: (EM) log likelihood = -29489.488
Iteration 16: (EM) log likelihood = -29424.568
Iteration 17: (EM) log likelihood = -29370.641
Iteration 18: (EM) log likelihood = -29322.944
Iteration 19: (EM) log likelihood = -29279.298
Iteration 20: (EM) log likelihood = -29239.815
Iteration 21: (EM) log likelihood = -29204.453
Iteration 22: (EM) log likelihood = -29174.292
Iteration 23: (EM) log likelihood = -29146.1
Iteration 24: (EM) log likelihood = -29119.567
Iteration 25: (EM) log likelihood = -29092.566
Iteration 26: (EM) log likelihood = -29068.01
Iteration 27: (EM) log likelihood = -29045.503
Iteration 28: (EM) log likelihood = -29021.946
Iteration 29: (EM) log likelihood = -29000.146
Iteration 30: (EM) log likelihood = -28981.011
Iteration 31: (EM) log likelihood = -28962.634
Iteration 32: (EM) log likelihood = -28943.275
Iteration 33: (EM) log likelihood = -28926.692
Iteration 34: (EM) log likelihood = -28912.387
Iteration 35: (EM) log likelihood = -28901.229
Iteration 36: (EM) log likelihood = -28887.453
Iteration 37: (EM) log likelihood = -28878.505
Iteration 38: (EM) log likelihood = -28866.055
Iteration 39: (EM) log likelihood = -28855.563
Iteration 40: (EM) log likelihood = -28847.094
Iteration 41: (EM) log likelihood = -28833.924
Iteration 42: (EM) log likelihood = -28822.116
Iteration 43: (EM) log likelihood = -28808.761
Iteration 44: (EM) log likelihood = -28797.498
Iteration 45: (EM) log likelihood = -28785.045
Iteration 46: (EM) log likelihood = -28775.281
Iteration 47: (EM) log likelihood = -28765.632
Iteration 48: (EM) log likelihood = -28756.199
Iteration 49: (EM) log likelihood = -28747.45
Iteration 50: (EM) log likelihood = -28738.241
Iteration 51: (EM) log likelihood = -28730.335
Iteration 52: (EM) log likelihood = -28721.83
Iteration 53: (EM) log likelihood = -28716.908
Iteration 54: (EM) log likelihood = -28708.903
Iteration 55: (EM) log likelihood = -28702.439
Iteration 56: (EM) log likelihood = -28690.604
Iteration 57: (EM) log likelihood = -28683.836
Iteration 58: (EM) log likelihood = -28674.185
Iteration 59: (EM) log likelihood = -28668.325
Iteration 60: (EM) log likelihood = -28662.384
Iteration 61: (EM) log likelihood = -28654.746
Iteration 62: (EM) log likelihood = -28648.646
Iteration 63: (EM) log likelihood = -28643.388
Iteration 64: (EM) log likelihood = -28638.719
Iteration 65: (EM) log likelihood = -28633.164
Iteration 66: (EM) log likelihood = -28627.849
Iteration 67: (EM) log likelihood = -28624.384
Iteration 68: (EM) log likelihood = -28622.425
Iteration 69: (EM) log likelihood = -28617.303
Iteration 70: (EM) log likelihood = -28613.921
Iteration 71: (EM) log likelihood = -28610.779
Iteration 72: (EM) log likelihood = -28607.496
Iteration 73: (EM) log likelihood = -28603.013
Iteration 74: (EM) log likelihood = -28600.037
Iteration 75: (EM) log likelihood = -28593.416
Iteration 76: (EM) log likelihood = -28587.811
Iteration 77: (EM) log likelihood = -28584.13
Iteration 78: (EM) log likelihood = -28580.823
Iteration 79: (EM) log likelihood = -28577.732
Iteration 80: (EM) log likelihood = -28572.217
Iteration 81: (EM) log likelihood = -28569.967
Iteration 82: (EM) log likelihood = -28567.567
Iteration 83: (EM) log likelihood = -28565.11
Iteration 84: (EM) log likelihood = -28562.763
Iteration 85: (EM) log likelihood = -28559.317
Iteration 86: (EM) log likelihood = -28554.382
Iteration 87: (EM) log likelihood = -28552.31
Iteration 88: (EM) log likelihood = -28551.585
Iteration 89: (EM) log likelihood = -28547.482
Iteration 90: (EM) log likelihood = -28543.642
Iteration 91: (EM) log likelihood = -28538.833
Iteration 92: (EM) log likelihood = -28534.122
Iteration 93: (EM) log likelihood = -28531.657
Iteration 94: (EM) log likelihood = -28527.758
Iteration 95: (EM) log likelihood = -28525.756
Iteration 96: (EM) log likelihood = -28521.724
Iteration 97: (EM) log likelihood = -28519.678
Iteration 98: (EM) log likelihood = -28516.668
Iteration 99: (EM) log likelihood = -28513.55
Iteration 100: (EM) log likelihood = -28511.231
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.7786
Iteration 1: (class) log likelihood = -6786.7786
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29278.67
Iteration 1: (outcome) log likelihood = -29034.68
Iteration 2: (outcome) log likelihood = -28852.726
Iteration 3: (outcome) log likelihood = -28833.356
Iteration 4: (outcome) log likelihood = -28830.438
Iteration 5: (outcome) log likelihood = -28829.939
Iteration 6: (outcome) log likelihood = -28829.825
Iteration 7: (outcome) log likelihood = -28829.797
Iteration 8: (outcome) log likelihood = -28829.791
Iteration 9: (outcome) log likelihood = -28829.79
Iteration 10: (outcome) log likelihood = -28829.79 (not concave)
Iteration 11: (outcome) log likelihood = -28829.79 (not concave)
Iteration 12: (outcome) log likelihood = -28829.79 (not concave)
Iteration 13: (outcome) log likelihood = -28829.79 (not concave)
Iteration 14: (outcome) log likelihood = -28829.79 (not concave)
Iteration 15: (outcome) log likelihood = -28829.79 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35517.443
Iteration 1: (EM) log likelihood = -35184.882
Iteration 2: (EM) log likelihood = -34393.605
Iteration 3: (EM) log likelihood = -33250.276
Iteration 4: (EM) log likelihood = -32258.593
Iteration 5: (EM) log likelihood = -31535.443
Iteration 6: (EM) log likelihood = -31015.443
Iteration 7: (EM) log likelihood = -30657.234
Iteration 8: (EM) log likelihood = -30393.104
Iteration 9: (EM) log likelihood = -30189.576
Iteration 10: (EM) log likelihood = -30029.365
Iteration 11: (EM) log likelihood = -29883.58
Iteration 12: (EM) log likelihood = -29757.012
Iteration 13: (EM) log likelihood = -29648.055
Iteration 14: (EM) log likelihood = -29553.782
Iteration 15: (EM) log likelihood = -29472.258
Iteration 16: (EM) log likelihood = -29401.205
Iteration 17: (EM) log likelihood = -29339.229
Iteration 18: (EM) log likelihood = -29285.297
Iteration 19: (EM) log likelihood = -29237.858
Iteration 20: (EM) log likelihood = -29196.318
Iteration 21: (EM) log likelihood = -29157.171
Iteration 22: (EM) log likelihood = -29119.908
Iteration 23: (EM) log likelihood = -29085.085
Iteration 24: (EM) log likelihood = -29054.698
Iteration 25: (EM) log likelihood = -29025.419
Iteration 26: (EM) log likelihood = -29001.327
Iteration 27: (EM) log likelihood = -28979.336
Iteration 28: (EM) log likelihood = -28959.989
Iteration 29: (EM) log likelihood = -28941.782
Iteration 30: (EM) log likelihood = -28921.953
Iteration 31: (EM) log likelihood = -28907.726
Iteration 32: (EM) log likelihood = -28894.175
Iteration 33: (EM) log likelihood = -28881.637
Iteration 34: (EM) log likelihood = -28869.969
Iteration 35: (EM) log likelihood = -28857.83
Iteration 36: (EM) log likelihood = -28847.143
Iteration 37: (EM) log likelihood = -28836.4
Iteration 38: (EM) log likelihood = -28827.41
Iteration 39: (EM) log likelihood = -28818.78
Iteration 40: (EM) log likelihood = -28810.025
Iteration 41: (EM) log likelihood = -28801.181
Iteration 42: (EM) log likelihood = -28793.343
Iteration 43: (EM) log likelihood = -28786.83
Iteration 44: (EM) log likelihood = -28779.01
Iteration 45: (EM) log likelihood = -28771.69
Iteration 46: (EM) log likelihood = -28765.817
Iteration 47: (EM) log likelihood = -28758.945
Iteration 48: (EM) log likelihood = -28750.86
Iteration 49: (EM) log likelihood = -28743.558
Iteration 50: (EM) log likelihood = -28736.291
Iteration 51: (EM) log likelihood = -28730.025
Iteration 52: (EM) log likelihood = -28723.535
Iteration 53: (EM) log likelihood = -28717.473
Iteration 54: (EM) log likelihood = -28710.239
Iteration 55: (EM) log likelihood = -28703.38
Iteration 56: (EM) log likelihood = -28696.853
Iteration 57: (EM) log likelihood = -28689.674
Iteration 58: (EM) log likelihood = -28682.719
Iteration 59: (EM) log likelihood = -28675.934
Iteration 60: (EM) log likelihood = -28668.289
Iteration 61: (EM) log likelihood = -28660.849
Iteration 62: (EM) log likelihood = -28652.787
Iteration 63: (EM) log likelihood = -28644.502
Iteration 64: (EM) log likelihood = -28635.643
Iteration 65: (EM) log likelihood = -28625.63
Iteration 66: (EM) log likelihood = -28616.847
Iteration 67: (EM) log likelihood = -28608.042
Iteration 68: (EM) log likelihood = -28598.787
Iteration 69: (EM) log likelihood = -28587.566
Iteration 70: (EM) log likelihood = -28577.113
Iteration 71: (EM) log likelihood = -28565.583
Iteration 72: (EM) log likelihood = -28555.833
Iteration 73: (EM) log likelihood = -28546.462
Iteration 74: (EM) log likelihood = -28537.09
Iteration 75: (EM) log likelihood = -28527.924
Iteration 76: (EM) log likelihood = -28518.666
Iteration 77: (EM) log likelihood = -28508.898
Iteration 78: (EM) log likelihood = -28499.173
Iteration 79: (EM) log likelihood = -28489.601
Iteration 80: (EM) log likelihood = -28480.108
Iteration 81: (EM) log likelihood = -28470.728
Iteration 82: (EM) log likelihood = -28461.573
Iteration 83: (EM) log likelihood = -28452.19
Iteration 84: (EM) log likelihood = -28443.202
Iteration 85: (EM) log likelihood = -28434.404
Iteration 86: (EM) log likelihood = -28425.261
Iteration 87: (EM) log likelihood = -28415.14
Iteration 88: (EM) log likelihood = -28405.935
Iteration 89: (EM) log likelihood = -28396.815
Iteration 90: (EM) log likelihood = -28385.514
Iteration 91: (EM) log likelihood = -28375.33
Iteration 92: (EM) log likelihood = -28366.556
Iteration 93: (EM) log likelihood = -28358.559
Iteration 94: (EM) log likelihood = -28350.691
Iteration 95: (EM) log likelihood = -28341.802
Iteration 96: (EM) log likelihood = -28333.368
Iteration 97: (EM) log likelihood = -28325.732
Iteration 98: (EM) log likelihood = -28318.047
Iteration 99: (EM) log likelihood = -28310.647
Iteration 100: (EM) log likelihood = -28303.733
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.5418
Iteration 1: (class) log likelihood = -6784.5418
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29674.859
Iteration 1: (outcome) log likelihood = -29023.601
Iteration 2: (outcome) log likelihood = -28876.926
Iteration 3: (outcome) log likelihood = -28848.017
Iteration 4: (outcome) log likelihood = -28843.257
Iteration 5: (outcome) log likelihood = -28842.22
Iteration 6: (outcome) log likelihood = -28842.006
Iteration 7: (outcome) log likelihood = -28841.974
Iteration 8: (outcome) log likelihood = -28841.971
Iteration 9: (outcome) log likelihood = -28841.97 (not concave)
Iteration 10: (outcome) log likelihood = -28841.97 (not concave)
Iteration 11: (outcome) log likelihood = -28841.97 (not concave)
Iteration 12: (outcome) log likelihood = -28841.97 (not concave)
Iteration 13: (outcome) log likelihood = -28841.97 (not concave)
Iteration 14: (outcome) log likelihood = -28841.97 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35583.356
Iteration 1: (EM) log likelihood = -35435.609
Iteration 2: (EM) log likelihood = -35054.434
Iteration 3: (EM) log likelihood = -34274.213
Iteration 4: (EM) log likelihood = -33143.583
Iteration 5: (EM) log likelihood = -32122.851
Iteration 6: (EM) log likelihood = -31414.669
Iteration 7: (EM) log likelihood = -30957.955
Iteration 8: (EM) log likelihood = -30645.329
Iteration 9: (EM) log likelihood = -30407.027
Iteration 10: (EM) log likelihood = -30213.311
Iteration 11: (EM) log likelihood = -30053.731
Iteration 12: (EM) log likelihood = -29917.732
Iteration 13: (EM) log likelihood = -29808.431
Iteration 14: (EM) log likelihood = -29718.799
Iteration 15: (EM) log likelihood = -29644.973
Iteration 16: (EM) log likelihood = -29582.56
Iteration 17: (EM) log likelihood = -29531.012
Iteration 18: (EM) log likelihood = -29487.501
Iteration 19: (EM) log likelihood = -29453.622
Iteration 20: (EM) log likelihood = -29424.191
Iteration 21: (EM) log likelihood = -29396.996
Iteration 22: (EM) log likelihood = -29374.781
Iteration 23: (EM) log likelihood = -29353.974
Iteration 24: (EM) log likelihood = -29331.014
Iteration 25: (EM) log likelihood = -29310.837
Iteration 26: (EM) log likelihood = -29292.718
Iteration 27: (EM) log likelihood = -29274.098
Iteration 28: (EM) log likelihood = -29254.689
Iteration 29: (EM) log likelihood = -29234.838
Iteration 30: (EM) log likelihood = -29213.374
Iteration 31: (EM) log likelihood = -29185.516
Iteration 32: (EM) log likelihood = -29155.635
Iteration 33: (EM) log likelihood = -29128.716
Iteration 34: (EM) log likelihood = -29102.952
Iteration 35: (EM) log likelihood = -29077.973
Iteration 36: (EM) log likelihood = -29052.088
Iteration 37: (EM) log likelihood = -29022.761
Iteration 38: (EM) log likelihood = -28991.252
Iteration 39: (EM) log likelihood = -28962.05
Iteration 40: (EM) log likelihood = -28935.361
Iteration 41: (EM) log likelihood = -28910.804
Iteration 42: (EM) log likelihood = -28889.165
Iteration 43: (EM) log likelihood = -28869.593
Iteration 44: (EM) log likelihood = -28851.745
Iteration 45: (EM) log likelihood = -28835.542
Iteration 46: (EM) log likelihood = -28818.439
Iteration 47: (EM) log likelihood = -28803.404
Iteration 48: (EM) log likelihood = -28789.478
Iteration 49: (EM) log likelihood = -28775.722
Iteration 50: (EM) log likelihood = -28762.038
Iteration 51: (EM) log likelihood = -28748.524
Iteration 52: (EM) log likelihood = -28734.819
Iteration 53: (EM) log likelihood = -28722.514
Iteration 54: (EM) log likelihood = -28710.924
Iteration 55: (EM) log likelihood = -28700.261
Iteration 56: (EM) log likelihood = -28690.4
Iteration 57: (EM) log likelihood = -28681.286
Iteration 58: (EM) log likelihood = -28672.768
Iteration 59: (EM) log likelihood = -28664.256
Iteration 60: (EM) log likelihood = -28655.325
Iteration 61: (EM) log likelihood = -28646.365
Iteration 62: (EM) log likelihood = -28636.045
Iteration 63: (EM) log likelihood = -28625.967
Iteration 64: (EM) log likelihood = -28616.475
Iteration 65: (EM) log likelihood = -28606.746
Iteration 66: (EM) log likelihood = -28596.608
Iteration 67: (EM) log likelihood = -28586.031
Iteration 68: (EM) log likelihood = -28576.115
Iteration 69: (EM) log likelihood = -28564.767
Iteration 70: (EM) log likelihood = -28553.367
Iteration 71: (EM) log likelihood = -28542.05
Iteration 72: (EM) log likelihood = -28530.515
Iteration 73: (EM) log likelihood = -28518.502
Iteration 74: (EM) log likelihood = -28505.751
Iteration 75: (EM) log likelihood = -28492.984
Iteration 76: (EM) log likelihood = -28472.317
Iteration 77: (EM) log likelihood = -28459.064
Iteration 78: (EM) log likelihood = -28446.206
Iteration 79: (EM) log likelihood = -28433.732
Iteration 80: (EM) log likelihood = -28420.474
Iteration 81: (EM) log likelihood = -28408.039
Iteration 82: (EM) log likelihood = -28396.046
Iteration 83: (EM) log likelihood = -28384.808
Iteration 84: (EM) log likelihood = -28375.519
Iteration 85: (EM) log likelihood = -28366.129
Iteration 86: (EM) log likelihood = -28355.368
Iteration 87: (EM) log likelihood = -28343.869
Iteration 88: (EM) log likelihood = -28332.909
Iteration 89: (EM) log likelihood = -28321.534
Iteration 90: (EM) log likelihood = -28311.586
Iteration 91: (EM) log likelihood = -28302.712
Iteration 92: (EM) log likelihood = -28293.648
Iteration 93: (EM) log likelihood = -28286.166
Iteration 94: (EM) log likelihood = -28278.408
Iteration 95: (EM) log likelihood = -28271.795
Iteration 96: (EM) log likelihood = -28266.995
Iteration 97: (EM) log likelihood = -28262.362
Iteration 98: (EM) log likelihood = -28257.409
Iteration 99: (EM) log likelihood = -28251.977
Iteration 100: (EM) log likelihood = -28248.395
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.1591
Iteration 1: (class) log likelihood = -6786.1591
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29112.332
Iteration 1: (outcome) log likelihood = -28939.955
Iteration 2: (outcome) log likelihood = -28854.279
Iteration 3: (outcome) log likelihood = -28846.727
Iteration 4: (outcome) log likelihood = -28846.022
Iteration 5: (outcome) log likelihood = -28845.939
Iteration 6: (outcome) log likelihood = -28845.924
Iteration 7: (outcome) log likelihood = -28845.921
Iteration 8: (outcome) log likelihood = -28845.92
Iteration 9: (outcome) log likelihood = -28845.92
Iteration 10: (outcome) log likelihood = -28845.92 (not concave)
Iteration 11: (outcome) log likelihood = -28845.92 (not concave)
Iteration 12: (outcome) log likelihood = -28845.92 (not concave)
Iteration 13: (outcome) log likelihood = -28845.92 (not concave)
Iteration 14: (outcome) log likelihood = -28845.92 (not concave)
Iteration 15: (outcome) log likelihood = -28845.92 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35568.657
Iteration 1: (EM) log likelihood = -35364.802
Iteration 2: (EM) log likelihood = -34806.933
Iteration 3: (EM) log likelihood = -33710.07
Iteration 4: (EM) log likelihood = -32547.028
Iteration 5: (EM) log likelihood = -31732.176
Iteration 6: (EM) log likelihood = -31186.102
Iteration 7: (EM) log likelihood = -30795.426
Iteration 8: (EM) log likelihood = -30482.874
Iteration 9: (EM) log likelihood = -30224.561
Iteration 10: (EM) log likelihood = -30007.925
Iteration 11: (EM) log likelihood = -29821.829
Iteration 12: (EM) log likelihood = -29657.881
Iteration 13: (EM) log likelihood = -29519.768
Iteration 14: (EM) log likelihood = -29406.138
Iteration 15: (EM) log likelihood = -29309.984
Iteration 16: (EM) log likelihood = -29230.962
Iteration 17: (EM) log likelihood = -29163.487
Iteration 18: (EM) log likelihood = -29107.378
Iteration 19: (EM) log likelihood = -29056.262
Iteration 20: (EM) log likelihood = -29010.286
Iteration 21: (EM) log likelihood = -28966.807
Iteration 22: (EM) log likelihood = -28923.511
Iteration 23: (EM) log likelihood = -28881.307
Iteration 24: (EM) log likelihood = -28835.102
Iteration 25: (EM) log likelihood = -28786.951
Iteration 26: (EM) log likelihood = -28738.788
Iteration 27: (EM) log likelihood = -28693.975
Iteration 28: (EM) log likelihood = -28649.408
Iteration 29: (EM) log likelihood = -28606.33
Iteration 30: (EM) log likelihood = -28561.692
Iteration 31: (EM) log likelihood = -28516.462
Iteration 32: (EM) log likelihood = -28473.911
Iteration 33: (EM) log likelihood = -28431.428
Iteration 34: (EM) log likelihood = -28393.727
Iteration 35: (EM) log likelihood = -28355.389
Iteration 36: (EM) log likelihood = -28319.255
Iteration 37: (EM) log likelihood = -28288.219
Iteration 38: (EM) log likelihood = -28259.62
Iteration 39: (EM) log likelihood = -28232.572
Iteration 40: (EM) log likelihood = -28205.322
Iteration 41: (EM) log likelihood = -28183.489
Iteration 42: (EM) log likelihood = -28165.146
Iteration 43: (EM) log likelihood = -28146.62
Iteration 44: (EM) log likelihood = -28130.072
Iteration 45: (EM) log likelihood = -28117.835
Iteration 46: (EM) log likelihood = -28106.343
Iteration 47: (EM) log likelihood = -28097.866
Iteration 48: (EM) log likelihood = -28090.759
Iteration 49: (EM) log likelihood = -28083.033
Iteration 50: (EM) log likelihood = -28078.482
Iteration 51: (EM) log likelihood = -28074.306
Iteration 52: (EM) log likelihood = -28070.661
Iteration 53: (EM) log likelihood = -28068.88
Iteration 54: (EM) log likelihood = -28063.462
Iteration 55: (EM) log likelihood = -28060.046
Iteration 56: (EM) log likelihood = -28056.609
Iteration 57: (EM) log likelihood = -28053.672
Iteration 58: (EM) log likelihood = -28050.199
Iteration 59: (EM) log likelihood = -28047.183
Iteration 60: (EM) log likelihood = -28045.47
Iteration 61: (EM) log likelihood = -28044.243
Iteration 62: (EM) log likelihood = -28040.702
Iteration 63: (EM) log likelihood = -28037.892
Iteration 64: (EM) log likelihood = -28035.793
Iteration 65: (EM) log likelihood = -28033.58
Iteration 66: (EM) log likelihood = -28031.181
Iteration 67: (EM) log likelihood = -28029.935
Iteration 68: (EM) log likelihood = -28027.93
Iteration 69: (EM) log likelihood = -28025.786
Iteration 70: (EM) log likelihood = -28022.917
Iteration 71: (EM) log likelihood = -28021.754
Iteration 72: (EM) log likelihood = -28020.327
Iteration 73: (EM) log likelihood = -28019.014
Iteration 74: (EM) log likelihood = -28016.919
Iteration 75: (EM) log likelihood = -28016.593
Iteration 76: (EM) log likelihood = -28016
Iteration 77: (EM) log likelihood = -28013.021
Iteration 78: (EM) log likelihood = -28011.845
Iteration 79: (EM) log likelihood = -28008.813
Iteration 80: (EM) log likelihood = -28008.089
Iteration 81: (EM) log likelihood = -28003.596
Iteration 82: (EM) log likelihood = -28003.005
Iteration 83: (EM) log likelihood = -27999.239
Iteration 84: (EM) log likelihood = -27995.913
Iteration 85: (EM) log likelihood = -27990.633
Iteration 86: (EM) log likelihood = -27987.822
Iteration 87: (EM) log likelihood = -27986.24
Iteration 88: (EM) log likelihood = -27982.392
Iteration 89: (EM) log likelihood = -27979.28
Iteration 90: (EM) log likelihood = -27976.276
Iteration 91: (EM) log likelihood = -27973.064
Iteration 92: (EM) log likelihood = -27970.748
Iteration 93: (EM) log likelihood = -27968.155
Iteration 94: (EM) log likelihood = -27965.565
Iteration 95: (EM) log likelihood = -27963.109
Iteration 96: (EM) log likelihood = -27960.515
Iteration 97: (EM) log likelihood = -27959.162
Iteration 98: (EM) log likelihood = -27957.818
Iteration 99: (EM) log likelihood = -27956.32
Iteration 100: (EM) log likelihood = -27952.959
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.1173
Iteration 1: (class) log likelihood = -6788.1173
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29662.582
Iteration 1: (outcome) log likelihood = -29043.52
Iteration 2: (outcome) log likelihood = -28886.636
Iteration 3: (outcome) log likelihood = -28863.683
Iteration 4: (outcome) log likelihood = -28859.303
Iteration 5: (outcome) log likelihood = -28858.322
Iteration 6: (outcome) log likelihood = -28858.09
Iteration 7: (outcome) log likelihood = -28858.042
Iteration 8: (outcome) log likelihood = -28858.034
Iteration 9: (outcome) log likelihood = -28858.033 (not concave)
Iteration 10: (outcome) log likelihood = -28858.033 (not concave)
Iteration 11: (outcome) log likelihood = -28858.033 (not concave)
Iteration 12: (outcome) log likelihood = -28858.033 (not concave)
Iteration 13: (outcome) log likelihood = -28858.033 (not concave)
Iteration 14: (outcome) log likelihood = -28858.033 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35579.042
Iteration 1: (EM) log likelihood = -35350.854
Iteration 2: (EM) log likelihood = -34768.833
Iteration 3: (EM) log likelihood = -33845.562
Iteration 4: (EM) log likelihood = -33008.726
Iteration 5: (EM) log likelihood = -32401.311
Iteration 6: (EM) log likelihood = -31856.868
Iteration 7: (EM) log likelihood = -31326.154
Iteration 8: (EM) log likelihood = -30873.291
Iteration 9: (EM) log likelihood = -30537.662
Iteration 10: (EM) log likelihood = -30297.26
Iteration 11: (EM) log likelihood = -30117.375
Iteration 12: (EM) log likelihood = -29976.208
Iteration 13: (EM) log likelihood = -29858.906
Iteration 14: (EM) log likelihood = -29758.351
Iteration 15: (EM) log likelihood = -29672.659
Iteration 16: (EM) log likelihood = -29593.756
Iteration 17: (EM) log likelihood = -29522.795
Iteration 18: (EM) log likelihood = -29454.966
Iteration 19: (EM) log likelihood = -29390.556
Iteration 20: (EM) log likelihood = -29326.987
Iteration 21: (EM) log likelihood = -29263.358
Iteration 22: (EM) log likelihood = -29196.072
Iteration 23: (EM) log likelihood = -29129.54
Iteration 24: (EM) log likelihood = -29062.372
Iteration 25: (EM) log likelihood = -28996.71
Iteration 26: (EM) log likelihood = -28932.897
Iteration 27: (EM) log likelihood = -28870.957
Iteration 28: (EM) log likelihood = -28810.938
Iteration 29: (EM) log likelihood = -28753.771
Iteration 30: (EM) log likelihood = -28696.991
Iteration 31: (EM) log likelihood = -28640.315
Iteration 32: (EM) log likelihood = -28585.58
Iteration 33: (EM) log likelihood = -28529.422
Iteration 34: (EM) log likelihood = -28479.249
Iteration 35: (EM) log likelihood = -28432.995
Iteration 36: (EM) log likelihood = -28392.338
Iteration 37: (EM) log likelihood = -28354.639
Iteration 38: (EM) log likelihood = -28319.224
Iteration 39: (EM) log likelihood = -28280.554
Iteration 40: (EM) log likelihood = -28247.648
Iteration 41: (EM) log likelihood = -28223.859
Iteration 42: (EM) log likelihood = -28203.792
Iteration 43: (EM) log likelihood = -28185.99
Iteration 44: (EM) log likelihood = -28168.499
Iteration 45: (EM) log likelihood = -28153.219
Iteration 46: (EM) log likelihood = -28141.557
Iteration 47: (EM) log likelihood = -28129.906
Iteration 48: (EM) log likelihood = -28119.922
Iteration 49: (EM) log likelihood = -28109.788
Iteration 50: (EM) log likelihood = -28099.967
Iteration 51: (EM) log likelihood = -28091.998
Iteration 52: (EM) log likelihood = -28085.011
Iteration 53: (EM) log likelihood = -28079.339
Iteration 54: (EM) log likelihood = -28074.425
Iteration 55: (EM) log likelihood = -28068.804
Iteration 56: (EM) log likelihood = -28064.161
Iteration 57: (EM) log likelihood = -28059.833
Iteration 58: (EM) log likelihood = -28056.411
Iteration 59: (EM) log likelihood = -28052.481
Iteration 60: (EM) log likelihood = -28049.494
Iteration 61: (EM) log likelihood = -28046.805
Iteration 62: (EM) log likelihood = -28044.762
Iteration 63: (EM) log likelihood = -28042.627
Iteration 64: (EM) log likelihood = -28040.599
Iteration 65: (EM) log likelihood = -28038.579
Iteration 66: (EM) log likelihood = -28036.584
Iteration 67: (EM) log likelihood = -28033.978
Iteration 68: (EM) log likelihood = -28032.206
Iteration 69: (EM) log likelihood = -28030.522
Iteration 70: (EM) log likelihood = -28028.929
Iteration 71: (EM) log likelihood = -28027.601
Iteration 72: (EM) log likelihood = -28026.206
Iteration 73: (EM) log likelihood = -28025.025
Iteration 74: (EM) log likelihood = -28023.506
Iteration 75: (EM) log likelihood = -28022.231
Iteration 76: (EM) log likelihood = -28020.976
Iteration 77: (EM) log likelihood = -28019.996
Iteration 78: (EM) log likelihood = -28019.047
Iteration 79: (EM) log likelihood = -28018.086
Iteration 80: (EM) log likelihood = -28017.185
Iteration 81: (EM) log likelihood = -28016.357
Iteration 82: (EM) log likelihood = -28015.363
Iteration 83: (EM) log likelihood = -28014.556
Iteration 84: (EM) log likelihood = -28013.56
Iteration 85: (EM) log likelihood = -28012.505
Iteration 86: (EM) log likelihood = -28011.482
Iteration 87: (EM) log likelihood = -28010.62
Iteration 88: (EM) log likelihood = -28009.534
Iteration 89: (EM) log likelihood = -28008.794
Iteration 90: (EM) log likelihood = -28008.073
Iteration 91: (EM) log likelihood = -28007.297
Iteration 92: (EM) log likelihood = -28006.616
Iteration 93: (EM) log likelihood = -28005.868
Iteration 94: (EM) log likelihood = -28004.635
Iteration 95: (EM) log likelihood = -28003.879
Iteration 96: (EM) log likelihood = -28003.077
Iteration 97: (EM) log likelihood = -28002.446
Iteration 98: (EM) log likelihood = -28001.658
Iteration 99: (EM) log likelihood = -28000.714
Iteration 100: (EM) log likelihood = -28000.288
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.5218
Iteration 1: (class) log likelihood = -6788.5218 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29651.055
Iteration 1: (outcome) log likelihood = -29023.471
Iteration 2: (outcome) log likelihood = -28876.19
Iteration 3: (outcome) log likelihood = -28851.634
Iteration 4: (outcome) log likelihood = -28847.62
Iteration 5: (outcome) log likelihood = -28846.792
Iteration 6: (outcome) log likelihood = -28846.644
Iteration 7: (outcome) log likelihood = -28846.61
Iteration 8: (outcome) log likelihood = -28846.602
Iteration 9: (outcome) log likelihood = -28846.6
Iteration 10: (outcome) log likelihood = -28846.6 (not concave)
Iteration 11: (outcome) log likelihood = -28846.6 (not concave)
Iteration 12: (outcome) log likelihood = -28846.6 (not concave)
Iteration 13: (outcome) log likelihood = -28846.6 (not concave)
Iteration 14: (outcome) log likelihood = -28846.6 (not concave)
Iteration 15: (outcome) log likelihood = -28846.6 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35598.897
Iteration 1: (EM) log likelihood = -35463.116
Iteration 2: (EM) log likelihood = -35081.654
Iteration 3: (EM) log likelihood = -34361.432
Iteration 4: (EM) log likelihood = -33447.441
Iteration 5: (EM) log likelihood = -32516.744
Iteration 6: (EM) log likelihood = -31701.709
Iteration 7: (EM) log likelihood = -31130.695
Iteration 8: (EM) log likelihood = -30769.146
Iteration 9: (EM) log likelihood = -30517.153
Iteration 10: (EM) log likelihood = -30318.486
Iteration 11: (EM) log likelihood = -30139.723
Iteration 12: (EM) log likelihood = -29992.164
Iteration 13: (EM) log likelihood = -29857.805
Iteration 14: (EM) log likelihood = -29732.807
Iteration 15: (EM) log likelihood = -29617.162
Iteration 16: (EM) log likelihood = -29509.87
Iteration 17: (EM) log likelihood = -29410.213
Iteration 18: (EM) log likelihood = -29318.056
Iteration 19: (EM) log likelihood = -29229.813
Iteration 20: (EM) log likelihood = -29145.165
Iteration 21: (EM) log likelihood = -29064.106
Iteration 22: (EM) log likelihood = -28992.787
Iteration 23: (EM) log likelihood = -28925.33
Iteration 24: (EM) log likelihood = -28863.567
Iteration 25: (EM) log likelihood = -28808.649
Iteration 26: (EM) log likelihood = -28758.065
Iteration 27: (EM) log likelihood = -28711.701
Iteration 28: (EM) log likelihood = -28665.779
Iteration 29: (EM) log likelihood = -28631.563
Iteration 30: (EM) log likelihood = -28601.378
Iteration 31: (EM) log likelihood = -28573.209
Iteration 32: (EM) log likelihood = -28545.657
Iteration 33: (EM) log likelihood = -28524.521
Iteration 34: (EM) log likelihood = -28509.768
Iteration 35: (EM) log likelihood = -28495.29
Iteration 36: (EM) log likelihood = -28483.939
Iteration 37: (EM) log likelihood = -28469.484
Iteration 38: (EM) log likelihood = -28454.095
Iteration 39: (EM) log likelihood = -28441.612
Iteration 40: (EM) log likelihood = -28428.774
Iteration 41: (EM) log likelihood = -28419.877
Iteration 42: (EM) log likelihood = -28411.385
Iteration 43: (EM) log likelihood = -28406.369
Iteration 44: (EM) log likelihood = -28400.081
Iteration 45: (EM) log likelihood = -28395.343
Iteration 46: (EM) log likelihood = -28391.354
Iteration 47: (EM) log likelihood = -28384.983
Iteration 48: (EM) log likelihood = -28379.002
Iteration 49: (EM) log likelihood = -28374.966
Iteration 50: (EM) log likelihood = -28369.095
Iteration 51: (EM) log likelihood = -28364.914
Iteration 52: (EM) log likelihood = -28361.304
Iteration 53: (EM) log likelihood = -28357.553
Iteration 54: (EM) log likelihood = -28354.205
Iteration 55: (EM) log likelihood = -28351.077
Iteration 56: (EM) log likelihood = -28349.367
Iteration 57: (EM) log likelihood = -28347.653
Iteration 58: (EM) log likelihood = -28345.009
Iteration 59: (EM) log likelihood = -28342.304
Iteration 60: (EM) log likelihood = -28340.209
Iteration 61: (EM) log likelihood = -28337.963
Iteration 62: (EM) log likelihood = -28335.703
Iteration 63: (EM) log likelihood = -28333.669
Iteration 64: (EM) log likelihood = -28331.09
Iteration 65: (EM) log likelihood = -28329.521
Iteration 66: (EM) log likelihood = -28328.517
Iteration 67: (EM) log likelihood = -28327.368
Iteration 68: (EM) log likelihood = -28326.405
Iteration 69: (EM) log likelihood = -28325.415
Iteration 70: (EM) log likelihood = -28324.523
Iteration 71: (EM) log likelihood = -28323.627
Iteration 72: (EM) log likelihood = -28323.021
Iteration 73: (EM) log likelihood = -28322.43
Iteration 74: (EM) log likelihood = -28321.935
Iteration 75: (EM) log likelihood = -28320.946
Iteration 76: (EM) log likelihood = -28320.406
Iteration 77: (EM) log likelihood = -28319.877
Iteration 78: (EM) log likelihood = -28319.461
Iteration 79: (EM) log likelihood = -28318.972
Iteration 80: (EM) log likelihood = -28318.559
Iteration 81: (EM) log likelihood = -28318.22
Iteration 82: (EM) log likelihood = -28317.804
Iteration 83: (EM) log likelihood = -28317.377
Iteration 84: (EM) log likelihood = -28316.988
Iteration 85: (EM) log likelihood = -28316.693
Iteration 86: (EM) log likelihood = -28316.343
Iteration 87: (EM) log likelihood = -28315.808
Iteration 88: (EM) log likelihood = -28315.657
Iteration 89: (EM) log likelihood = -28315.341
Iteration 90: (EM) log likelihood = -28314.979
Iteration 91: (EM) log likelihood = -28314.698
Iteration 92: (EM) log likelihood = -28314.431
Iteration 93: (EM) log likelihood = -28313.968
Iteration 94: (EM) log likelihood = -28312.702
Iteration 95: (EM) log likelihood = -28309.756
Iteration 96: (EM) log likelihood = -28309.888
Iteration 97: (EM) log likelihood = -28309.779
Iteration 98: (EM) log likelihood = -28309.592
Iteration 99: (EM) log likelihood = -28309.351
Iteration 100: (EM) log likelihood = -28308.749
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.4039
Iteration 1: (class) log likelihood = -6785.4039
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29340.372
Iteration 1: (outcome) log likelihood = -29006.768
Iteration 2: (outcome) log likelihood = -28880.529
Iteration 3: (outcome) log likelihood = -28866.544
Iteration 4: (outcome) log likelihood = -28864.285
Iteration 5: (outcome) log likelihood = -28863.806
Iteration 6: (outcome) log likelihood = -28863.707
Iteration 7: (outcome) log likelihood = -28863.686
Iteration 8: (outcome) log likelihood = -28863.682
Iteration 9: (outcome) log likelihood = -28863.68
Iteration 10: (outcome) log likelihood = -28863.68 (not concave)
Iteration 11: (outcome) log likelihood = -28863.68 (not concave)
Iteration 12: (outcome) log likelihood = -28863.68 (not concave)
Iteration 13: (outcome) log likelihood = -28863.68 (not concave)
Iteration 14: (outcome) log likelihood = -28863.68 (not concave)
Iteration 15: (outcome) log likelihood = -28863.68 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35642.807
Iteration 1: (EM) log likelihood = -35596.538
Iteration 2: (EM) log likelihood = -35449.425
Iteration 3: (EM) log likelihood = -35010.557
Iteration 4: (EM) log likelihood = -34082.533
Iteration 5: (EM) log likelihood = -33020.078
Iteration 6: (EM) log likelihood = -32255.066
Iteration 7: (EM) log likelihood = -31744.415
Iteration 8: (EM) log likelihood = -31341.757
Iteration 9: (EM) log likelihood = -30978.743
Iteration 10: (EM) log likelihood = -30672.149
Iteration 11: (EM) log likelihood = -30438.852
Iteration 12: (EM) log likelihood = -30271.839
Iteration 13: (EM) log likelihood = -30148.674
Iteration 14: (EM) log likelihood = -30047.001
Iteration 15: (EM) log likelihood = -29957.377
Iteration 16: (EM) log likelihood = -29871.326
Iteration 17: (EM) log likelihood = -29794.499
Iteration 18: (EM) log likelihood = -29717.713
Iteration 19: (EM) log likelihood = -29645.942
Iteration 20: (EM) log likelihood = -29578.397
Iteration 21: (EM) log likelihood = -29513.211
Iteration 22: (EM) log likelihood = -29450.187
Iteration 23: (EM) log likelihood = -29387.485
Iteration 24: (EM) log likelihood = -29332.416
Iteration 25: (EM) log likelihood = -29281.776
Iteration 26: (EM) log likelihood = -29235.046
Iteration 27: (EM) log likelihood = -29194.773
Iteration 28: (EM) log likelihood = -29158.813
Iteration 29: (EM) log likelihood = -29126.466
Iteration 30: (EM) log likelihood = -29098.616
Iteration 31: (EM) log likelihood = -29073.747
Iteration 32: (EM) log likelihood = -29049.93
Iteration 33: (EM) log likelihood = -29028.294
Iteration 34: (EM) log likelihood = -29008.829
Iteration 35: (EM) log likelihood = -28991.135
Iteration 36: (EM) log likelihood = -28974.898
Iteration 37: (EM) log likelihood = -28959.135
Iteration 38: (EM) log likelihood = -28943.901
Iteration 39: (EM) log likelihood = -28928.617
Iteration 40: (EM) log likelihood = -28914.56
Iteration 41: (EM) log likelihood = -28899.108
Iteration 42: (EM) log likelihood = -28885.594
Iteration 43: (EM) log likelihood = -28872.017
Iteration 44: (EM) log likelihood = -28858.477
Iteration 45: (EM) log likelihood = -28845.833
Iteration 46: (EM) log likelihood = -28833.257
Iteration 47: (EM) log likelihood = -28821.294
Iteration 48: (EM) log likelihood = -28808.987
Iteration 49: (EM) log likelihood = -28796.916
Iteration 50: (EM) log likelihood = -28785.463
Iteration 51: (EM) log likelihood = -28775.179
Iteration 52: (EM) log likelihood = -28764.316
Iteration 53: (EM) log likelihood = -28753.254
Iteration 54: (EM) log likelihood = -28743.73
Iteration 55: (EM) log likelihood = -28734.189
Iteration 56: (EM) log likelihood = -28724.448
Iteration 57: (EM) log likelihood = -28715.025
Iteration 58: (EM) log likelihood = -28706.61
Iteration 59: (EM) log likelihood = -28698.268
Iteration 60: (EM) log likelihood = -28689.856
Iteration 61: (EM) log likelihood = -28681.851
Iteration 62: (EM) log likelihood = -28674.275
Iteration 63: (EM) log likelihood = -28665.678
Iteration 64: (EM) log likelihood = -28657.762
Iteration 65: (EM) log likelihood = -28648.505
Iteration 66: (EM) log likelihood = -28641.183
Iteration 67: (EM) log likelihood = -28633.486
Iteration 68: (EM) log likelihood = -28627.448
Iteration 69: (EM) log likelihood = -28621.482
Iteration 70: (EM) log likelihood = -28615.696
Iteration 71: (EM) log likelihood = -28608.998
Iteration 72: (EM) log likelihood = -28602.764
Iteration 73: (EM) log likelihood = -28597.025
Iteration 74: (EM) log likelihood = -28591.925
Iteration 75: (EM) log likelihood = -28589.13
Iteration 76: (EM) log likelihood = -28583.957
Iteration 77: (EM) log likelihood = -28578.859
Iteration 78: (EM) log likelihood = -28574.826
Iteration 79: (EM) log likelihood = -28570.209
Iteration 80: (EM) log likelihood = -28566.834
Iteration 81: (EM) log likelihood = -28562.216
Iteration 82: (EM) log likelihood = -28557.813
Iteration 83: (EM) log likelihood = -28552.937
Iteration 84: (EM) log likelihood = -28548.818
Iteration 85: (EM) log likelihood = -28543.477
Iteration 86: (EM) log likelihood = -28538.458
Iteration 87: (EM) log likelihood = -28535.497
Iteration 88: (EM) log likelihood = -28531.319
Iteration 89: (EM) log likelihood = -28526.777
Iteration 90: (EM) log likelihood = -28522.64
Iteration 91: (EM) log likelihood = -28519.614
Iteration 92: (EM) log likelihood = -28515.514
Iteration 93: (EM) log likelihood = -28512.247
Iteration 94: (EM) log likelihood = -28508.96
Iteration 95: (EM) log likelihood = -28506.455
Iteration 96: (EM) log likelihood = -28504.018
Iteration 97: (EM) log likelihood = -28501.994
Iteration 98: (EM) log likelihood = -28499.539
Iteration 99: (EM) log likelihood = -28497.312
Iteration 100: (EM) log likelihood = -28494.5
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.3002
Iteration 1: (class) log likelihood = -6785.3002
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29329.399
Iteration 1: (outcome) log likelihood = -28977.662
Iteration 2: (outcome) log likelihood = -28868.381
Iteration 3: (outcome) log likelihood = -28855.316
Iteration 4: (outcome) log likelihood = -28853.258
Iteration 5: (outcome) log likelihood = -28852.775
Iteration 6: (outcome) log likelihood = -28852.676
Iteration 7: (outcome) log likelihood = -28852.655
Iteration 8: (outcome) log likelihood = -28852.65
Iteration 9: (outcome) log likelihood = -28852.649
Iteration 10: (outcome) log likelihood = -28852.649 (not concave)
Iteration 11: (outcome) log likelihood = -28852.649 (not concave)
Iteration 12: (outcome) log likelihood = -28852.649 (not concave)
Iteration 13: (outcome) log likelihood = -28852.649 (not concave)
Iteration 14: (outcome) log likelihood = -28852.649 (not concave)
Iteration 15: (outcome) log likelihood = -28852.649 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35605.986
Iteration 1: (EM) log likelihood = -35481.624
Iteration 2: (EM) log likelihood = -35131.191
Iteration 3: (EM) log likelihood = -34356.751
Iteration 4: (EM) log likelihood = -33182.53
Iteration 5: (EM) log likelihood = -32184.858
Iteration 6: (EM) log likelihood = -31507.072
Iteration 7: (EM) log likelihood = -31036.266
Iteration 8: (EM) log likelihood = -30681.148
Iteration 9: (EM) log likelihood = -30382.704
Iteration 10: (EM) log likelihood = -30119.87
Iteration 11: (EM) log likelihood = -29896.556
Iteration 12: (EM) log likelihood = -29715.054
Iteration 13: (EM) log likelihood = -29585.511
Iteration 14: (EM) log likelihood = -29488.979
Iteration 15: (EM) log likelihood = -29414.396
Iteration 16: (EM) log likelihood = -29354.129
Iteration 17: (EM) log likelihood = -29303.432
Iteration 18: (EM) log likelihood = -29252.973
Iteration 19: (EM) log likelihood = -29215.65
Iteration 20: (EM) log likelihood = -29182.135
Iteration 21: (EM) log likelihood = -29150.054
Iteration 22: (EM) log likelihood = -29124.361
Iteration 23: (EM) log likelihood = -29098.11
Iteration 24: (EM) log likelihood = -29076.424
Iteration 25: (EM) log likelihood = -29056.664
Iteration 26: (EM) log likelihood = -29036.487
Iteration 27: (EM) log likelihood = -29015.314
Iteration 28: (EM) log likelihood = -28993.61
Iteration 29: (EM) log likelihood = -28969.899
Iteration 30: (EM) log likelihood = -28943.949
Iteration 31: (EM) log likelihood = -28915.126
Iteration 32: (EM) log likelihood = -28883.507
Iteration 33: (EM) log likelihood = -28853.585
Iteration 34: (EM) log likelihood = -28825.126
Iteration 35: (EM) log likelihood = -28798.759
Iteration 36: (EM) log likelihood = -28775.038
Iteration 37: (EM) log likelihood = -28754.001
Iteration 38: (EM) log likelihood = -28735.415
Iteration 39: (EM) log likelihood = -28719.04
Iteration 40: (EM) log likelihood = -28704.181
Iteration 41: (EM) log likelihood = -28687.365
Iteration 42: (EM) log likelihood = -28673.525
Iteration 43: (EM) log likelihood = -28657.657
Iteration 44: (EM) log likelihood = -28643.353
Iteration 45: (EM) log likelihood = -28633.786
Iteration 46: (EM) log likelihood = -28625.147
Iteration 47: (EM) log likelihood = -28617.312
Iteration 48: (EM) log likelihood = -28608.356
Iteration 49: (EM) log likelihood = -28598.686
Iteration 50: (EM) log likelihood = -28587.462
Iteration 51: (EM) log likelihood = -28571.43
Iteration 52: (EM) log likelihood = -28562.614
Iteration 53: (EM) log likelihood = -28552.981
Iteration 54: (EM) log likelihood = -28544.544
Iteration 55: (EM) log likelihood = -28536.601
Iteration 56: (EM) log likelihood = -28528.363
Iteration 57: (EM) log likelihood = -28520.005
Iteration 58: (EM) log likelihood = -28512.546
Iteration 59: (EM) log likelihood = -28505.1
Iteration 60: (EM) log likelihood = -28497.553
Iteration 61: (EM) log likelihood = -28490.425
Iteration 62: (EM) log likelihood = -28483.596
Iteration 63: (EM) log likelihood = -28477.238
Iteration 64: (EM) log likelihood = -28470.166
Iteration 65: (EM) log likelihood = -28462.762
Iteration 66: (EM) log likelihood = -28454.538
Iteration 67: (EM) log likelihood = -28447.437
Iteration 68: (EM) log likelihood = -28441.174
Iteration 69: (EM) log likelihood = -28435.282
Iteration 70: (EM) log likelihood = -28430.273
Iteration 71: (EM) log likelihood = -28425.608
Iteration 72: (EM) log likelihood = -28420.796
Iteration 73: (EM) log likelihood = -28416.267
Iteration 74: (EM) log likelihood = -28412.234
Iteration 75: (EM) log likelihood = -28407.96
Iteration 76: (EM) log likelihood = -28404.153
Iteration 77: (EM) log likelihood = -28400.263
Iteration 78: (EM) log likelihood = -28397.23
Iteration 79: (EM) log likelihood = -28393.881
Iteration 80: (EM) log likelihood = -28389.633
Iteration 81: (EM) log likelihood = -28386.488
Iteration 82: (EM) log likelihood = -28383.145
Iteration 83: (EM) log likelihood = -28379.636
Iteration 84: (EM) log likelihood = -28376.511
Iteration 85: (EM) log likelihood = -28373.668
Iteration 86: (EM) log likelihood = -28369.394
Iteration 87: (EM) log likelihood = -28366.043
Iteration 88: (EM) log likelihood = -28362.949
Iteration 89: (EM) log likelihood = -28360.117
Iteration 90: (EM) log likelihood = -28357.328
Iteration 91: (EM) log likelihood = -28355.333
Iteration 92: (EM) log likelihood = -28352.591
Iteration 93: (EM) log likelihood = -28350.128
Iteration 94: (EM) log likelihood = -28347.554
Iteration 95: (EM) log likelihood = -28345.354
Iteration 96: (EM) log likelihood = -28343.192
Iteration 97: (EM) log likelihood = -28340.763
Iteration 98: (EM) log likelihood = -28338.736
Iteration 99: (EM) log likelihood = -28335.977
Iteration 100: (EM) log likelihood = -28334.115
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.2753
Iteration 1: (class) log likelihood = -6787.2753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29465.515
Iteration 1: (outcome) log likelihood = -29062.248
Iteration 2: (outcome) log likelihood = -28866.552
Iteration 3: (outcome) log likelihood = -28845.336
Iteration 4: (outcome) log likelihood = -28841.963
Iteration 5: (outcome) log likelihood = -28841.339
Iteration 6: (outcome) log likelihood = -28841.192
Iteration 7: (outcome) log likelihood = -28841.159
Iteration 8: (outcome) log likelihood = -28841.152
Iteration 9: (outcome) log likelihood = -28841.151 (not concave)
Iteration 10: (outcome) log likelihood = -28841.151 (not concave)
Iteration 11: (outcome) log likelihood = -28841.151 (not concave)
Iteration 12: (outcome) log likelihood = -28841.151 (not concave)
Iteration 13: (outcome) log likelihood = -28841.151 (not concave)
Iteration 14: (outcome) log likelihood = -28841.151 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35552.964
Iteration 1: (EM) log likelihood = -35285.096
Iteration 2: (EM) log likelihood = -34541.737
Iteration 3: (EM) log likelihood = -33364.084
Iteration 4: (EM) log likelihood = -32321.669
Iteration 5: (EM) log likelihood = -31576.31
Iteration 6: (EM) log likelihood = -31056.674
Iteration 7: (EM) log likelihood = -30685.701
Iteration 8: (EM) log likelihood = -30403.497
Iteration 9: (EM) log likelihood = -30183.202
Iteration 10: (EM) log likelihood = -30012.345
Iteration 11: (EM) log likelihood = -29871.999
Iteration 12: (EM) log likelihood = -29753.222
Iteration 13: (EM) log likelihood = -29649.16
Iteration 14: (EM) log likelihood = -29556.056
Iteration 15: (EM) log likelihood = -29469.404
Iteration 16: (EM) log likelihood = -29388.987
Iteration 17: (EM) log likelihood = -29313.512
Iteration 18: (EM) log likelihood = -29237.276
Iteration 19: (EM) log likelihood = -29160.274
Iteration 20: (EM) log likelihood = -29081.457
Iteration 21: (EM) log likelihood = -29013.474
Iteration 22: (EM) log likelihood = -28949.17
Iteration 23: (EM) log likelihood = -28890.621
Iteration 24: (EM) log likelihood = -28836.439
Iteration 25: (EM) log likelihood = -28786.13
Iteration 26: (EM) log likelihood = -28743.127
Iteration 27: (EM) log likelihood = -28700.672
Iteration 28: (EM) log likelihood = -28658.328
Iteration 29: (EM) log likelihood = -28622.398
Iteration 30: (EM) log likelihood = -28586.841
Iteration 31: (EM) log likelihood = -28555.903
Iteration 32: (EM) log likelihood = -28526.559
Iteration 33: (EM) log likelihood = -28499.454
Iteration 34: (EM) log likelihood = -28472.953
Iteration 35: (EM) log likelihood = -28450.985
Iteration 36: (EM) log likelihood = -28428.534
Iteration 37: (EM) log likelihood = -28405.796
Iteration 38: (EM) log likelihood = -28387.111
Iteration 39: (EM) log likelihood = -28367.249
Iteration 40: (EM) log likelihood = -28348.877
Iteration 41: (EM) log likelihood = -28330.489
Iteration 42: (EM) log likelihood = -28317.103
Iteration 43: (EM) log likelihood = -28305.32
Iteration 44: (EM) log likelihood = -28293.822
Iteration 45: (EM) log likelihood = -28282.686
Iteration 46: (EM) log likelihood = -28274.174
Iteration 47: (EM) log likelihood = -28265.352
Iteration 48: (EM) log likelihood = -28257.712
Iteration 49: (EM) log likelihood = -28248.853
Iteration 50: (EM) log likelihood = -28240.623
Iteration 51: (EM) log likelihood = -28234.063
Iteration 52: (EM) log likelihood = -28228.766
Iteration 53: (EM) log likelihood = -28224.474
Iteration 54: (EM) log likelihood = -28218.557
Iteration 55: (EM) log likelihood = -28213.875
Iteration 56: (EM) log likelihood = -28210.591
Iteration 57: (EM) log likelihood = -28205.16
Iteration 58: (EM) log likelihood = -28201.777
Iteration 59: (EM) log likelihood = -28199.622
Iteration 60: (EM) log likelihood = -28196.09
Iteration 61: (EM) log likelihood = -28192.156
Iteration 62: (EM) log likelihood = -28190.134
Iteration 63: (EM) log likelihood = -28184.91
Iteration 64: (EM) log likelihood = -28183.084
Iteration 65: (EM) log likelihood = -28180.635
Iteration 66: (EM) log likelihood = -28178.951
Iteration 67: (EM) log likelihood = -28177.362
Iteration 68: (EM) log likelihood = -28174.907
Iteration 69: (EM) log likelihood = -28173.526
Iteration 70: (EM) log likelihood = -28171.512
Iteration 71: (EM) log likelihood = -28169.136
Iteration 72: (EM) log likelihood = -28166.152
Iteration 73: (EM) log likelihood = -28162.916
Iteration 74: (EM) log likelihood = -28161.385
Iteration 75: (EM) log likelihood = -28159.233
Iteration 76: (EM) log likelihood = -28157.996
Iteration 77: (EM) log likelihood = -28156.835
Iteration 78: (EM) log likelihood = -28154.242
Iteration 79: (EM) log likelihood = -28153.132
Iteration 80: (EM) log likelihood = -28151.563
Iteration 81: (EM) log likelihood = -28150.338
Iteration 82: (EM) log likelihood = -28147.978
Iteration 83: (EM) log likelihood = -28145.669
Iteration 84: (EM) log likelihood = -28144.107
Iteration 85: (EM) log likelihood = -28142.868
Iteration 86: (EM) log likelihood = -28140.977
Iteration 87: (EM) log likelihood = -28138.423
Iteration 88: (EM) log likelihood = -28136.664
Iteration 89: (EM) log likelihood = -28135.146
Iteration 90: (EM) log likelihood = -28134.467
Iteration 91: (EM) log likelihood = -28132.638
Iteration 92: (EM) log likelihood = -28130.354
Iteration 93: (EM) log likelihood = -28128.386
Iteration 94: (EM) log likelihood = -28126.052
Iteration 95: (EM) log likelihood = -28124.386
Iteration 96: (EM) log likelihood = -28122.919
Iteration 97: (EM) log likelihood = -28120.972
Iteration 98: (EM) log likelihood = -28119.481
Iteration 99: (EM) log likelihood = -28117.412
Iteration 100: (EM) log likelihood = -28115.361
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.9951
Iteration 1: (class) log likelihood = -6787.9951
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29113.71
Iteration 1: (outcome) log likelihood = -28898.321
Iteration 2: (outcome) log likelihood = -28872.889
Iteration 3: (outcome) log likelihood = -28871.818
Iteration 4: (outcome) log likelihood = -28871.616
Iteration 5: (outcome) log likelihood = -28871.565
Iteration 6: (outcome) log likelihood = -28871.555
Iteration 7: (outcome) log likelihood = -28871.553
Iteration 8: (outcome) log likelihood = -28871.553
Iteration 9: (outcome) log likelihood = -28871.552
Iteration 10: (outcome) log likelihood = -28871.552 (not concave)
Iteration 11: (outcome) log likelihood = -28871.552 (not concave)
Iteration 12: (outcome) log likelihood = -28871.552 (not concave)
Iteration 13: (outcome) log likelihood = -28871.552 (not concave)
Iteration 14: (outcome) log likelihood = -28871.552 (not concave)
Iteration 15: (outcome) log likelihood = -28871.552 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35606.847
Iteration 1: (EM) log likelihood = -35417.484
Iteration 2: (EM) log likelihood = -34933.408
Iteration 3: (EM) log likelihood = -33972.069
Iteration 4: (EM) log likelihood = -32893.466
Iteration 5: (EM) log likelihood = -32076.218
Iteration 6: (EM) log likelihood = -31414.402
Iteration 7: (EM) log likelihood = -30905.097
Iteration 8: (EM) log likelihood = -30552.298
Iteration 9: (EM) log likelihood = -30299.111
Iteration 10: (EM) log likelihood = -30097.444
Iteration 11: (EM) log likelihood = -29940.254
Iteration 12: (EM) log likelihood = -29808.851
Iteration 13: (EM) log likelihood = -29693.327
Iteration 14: (EM) log likelihood = -29598.842
Iteration 15: (EM) log likelihood = -29516.695
Iteration 16: (EM) log likelihood = -29446.618
Iteration 17: (EM) log likelihood = -29383.849
Iteration 18: (EM) log likelihood = -29327.638
Iteration 19: (EM) log likelihood = -29276.546
Iteration 20: (EM) log likelihood = -29227.511
Iteration 21: (EM) log likelihood = -29178.359
Iteration 22: (EM) log likelihood = -29132.694
Iteration 23: (EM) log likelihood = -29086.241
Iteration 24: (EM) log likelihood = -29039.098
Iteration 25: (EM) log likelihood = -28991.511
Iteration 26: (EM) log likelihood = -28943.058
Iteration 27: (EM) log likelihood = -28893.312
Iteration 28: (EM) log likelihood = -28845.082
Iteration 29: (EM) log likelihood = -28798.965
Iteration 30: (EM) log likelihood = -28754.2
Iteration 31: (EM) log likelihood = -28713.334
Iteration 32: (EM) log likelihood = -28673.126
Iteration 33: (EM) log likelihood = -28636.161
Iteration 34: (EM) log likelihood = -28601.513
Iteration 35: (EM) log likelihood = -28567.118
Iteration 36: (EM) log likelihood = -28535.247
Iteration 37: (EM) log likelihood = -28503.439
Iteration 38: (EM) log likelihood = -28474.147
Iteration 39: (EM) log likelihood = -28447.802
Iteration 40: (EM) log likelihood = -28424.019
Iteration 41: (EM) log likelihood = -28403.598
Iteration 42: (EM) log likelihood = -28383.499
Iteration 43: (EM) log likelihood = -28365.112
Iteration 44: (EM) log likelihood = -28348.429
Iteration 45: (EM) log likelihood = -28333.608
Iteration 46: (EM) log likelihood = -28320.134
Iteration 47: (EM) log likelihood = -28307.627
Iteration 48: (EM) log likelihood = -28296.344
Iteration 49: (EM) log likelihood = -28288.428
Iteration 50: (EM) log likelihood = -28280.606
Iteration 51: (EM) log likelihood = -28273.677
Iteration 52: (EM) log likelihood = -28265.881
Iteration 53: (EM) log likelihood = -28259.318
Iteration 54: (EM) log likelihood = -28253.146
Iteration 55: (EM) log likelihood = -28247.248
Iteration 56: (EM) log likelihood = -28242.155
Iteration 57: (EM) log likelihood = -28237.611
Iteration 58: (EM) log likelihood = -28233.397
Iteration 59: (EM) log likelihood = -28230.008
Iteration 60: (EM) log likelihood = -28226.741
Iteration 61: (EM) log likelihood = -28223.644
Iteration 62: (EM) log likelihood = -28220.844
Iteration 63: (EM) log likelihood = -28218.258
Iteration 64: (EM) log likelihood = -28215.529
Iteration 65: (EM) log likelihood = -28213.506
Iteration 66: (EM) log likelihood = -28211.331
Iteration 67: (EM) log likelihood = -28208.95
Iteration 68: (EM) log likelihood = -28206.642
Iteration 69: (EM) log likelihood = -28204.756
Iteration 70: (EM) log likelihood = -28202.793
Iteration 71: (EM) log likelihood = -28200.879
Iteration 72: (EM) log likelihood = -28199.04
Iteration 73: (EM) log likelihood = -28197.113
Iteration 74: (EM) log likelihood = -28195.085
Iteration 75: (EM) log likelihood = -28192.934
Iteration 76: (EM) log likelihood = -28190.44
Iteration 77: (EM) log likelihood = -28187.657
Iteration 78: (EM) log likelihood = -28185.592
Iteration 79: (EM) log likelihood = -28182.967
Iteration 80: (EM) log likelihood = -28179.917
Iteration 81: (EM) log likelihood = -28177.399
Iteration 82: (EM) log likelihood = -28174.976
Iteration 83: (EM) log likelihood = -28172.894
Iteration 84: (EM) log likelihood = -28170.637
Iteration 85: (EM) log likelihood = -28168.215
Iteration 86: (EM) log likelihood = -28166.123
Iteration 87: (EM) log likelihood = -28164.147
Iteration 88: (EM) log likelihood = -28162.689
Iteration 89: (EM) log likelihood = -28161.245
Iteration 90: (EM) log likelihood = -28160.053
Iteration 91: (EM) log likelihood = -28158.657
Iteration 92: (EM) log likelihood = -28157.299
Iteration 93: (EM) log likelihood = -28156.247
Iteration 94: (EM) log likelihood = -28155.509
Iteration 95: (EM) log likelihood = -28154.878
Iteration 96: (EM) log likelihood = -28154.103
Iteration 97: (EM) log likelihood = -28153.586
Iteration 98: (EM) log likelihood = -28153.235
Iteration 99: (EM) log likelihood = -28153.129
Iteration 100: (EM) log likelihood = -28152.847
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6782.7791
Iteration 1: (class) log likelihood = -6782.7791
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29654.944
Iteration 1: (outcome) log likelihood = -29057.773
Iteration 2: (outcome) log likelihood = -28877.961
Iteration 3: (outcome) log likelihood = -28853.645
Iteration 4: (outcome) log likelihood = -28849.394
Iteration 5: (outcome) log likelihood = -28848.424
Iteration 6: (outcome) log likelihood = -28848.197
Iteration 7: (outcome) log likelihood = -28848.15
Iteration 8: (outcome) log likelihood = -28848.142
Iteration 9: (outcome) log likelihood = -28848.141 (not concave)
Iteration 10: (outcome) log likelihood = -28848.141 (not concave)
Iteration 11: (outcome) log likelihood = -28848.141 (not concave)
Iteration 12: (outcome) log likelihood = -28848.141 (not concave)
Iteration 13: (outcome) log likelihood = -28848.141 (not concave)
Iteration 14: (outcome) log likelihood = -28848.141 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35593.389
Iteration 1: (EM) log likelihood = -35474.251
Iteration 2: (EM) log likelihood = -35190.719
Iteration 3: (EM) log likelihood = -34629.89
Iteration 4: (EM) log likelihood = -33749.973
Iteration 5: (EM) log likelihood = -32810.6
Iteration 6: (EM) log likelihood = -32036.647
Iteration 7: (EM) log likelihood = -31414.755
Iteration 8: (EM) log likelihood = -30919.566
Iteration 9: (EM) log likelihood = -30537.987
Iteration 10: (EM) log likelihood = -30256.838
Iteration 11: (EM) log likelihood = -30047.793
Iteration 12: (EM) log likelihood = -29873.149
Iteration 13: (EM) log likelihood = -29716.172
Iteration 14: (EM) log likelihood = -29575.557
Iteration 15: (EM) log likelihood = -29463.231
Iteration 16: (EM) log likelihood = -29377.159
Iteration 17: (EM) log likelihood = -29308.773
Iteration 18: (EM) log likelihood = -29250.365
Iteration 19: (EM) log likelihood = -29197.545
Iteration 20: (EM) log likelihood = -29150.157
Iteration 21: (EM) log likelihood = -29107.172
Iteration 22: (EM) log likelihood = -29066.034
Iteration 23: (EM) log likelihood = -29027.166
Iteration 24: (EM) log likelihood = -28989.082
Iteration 25: (EM) log likelihood = -28952.33
Iteration 26: (EM) log likelihood = -28918.402
Iteration 27: (EM) log likelihood = -28883.888
Iteration 28: (EM) log likelihood = -28852.123
Iteration 29: (EM) log likelihood = -28819.291
Iteration 30: (EM) log likelihood = -28788.221
Iteration 31: (EM) log likelihood = -28757.312
Iteration 32: (EM) log likelihood = -28729.453
Iteration 33: (EM) log likelihood = -28702.597
Iteration 34: (EM) log likelihood = -28677.083
Iteration 35: (EM) log likelihood = -28652.466
Iteration 36: (EM) log likelihood = -28631.354
Iteration 37: (EM) log likelihood = -28610.813
Iteration 38: (EM) log likelihood = -28592.725
Iteration 39: (EM) log likelihood = -28576.163
Iteration 40: (EM) log likelihood = -28562.716
Iteration 41: (EM) log likelihood = -28549.67
Iteration 42: (EM) log likelihood = -28537.804
Iteration 43: (EM) log likelihood = -28526.473
Iteration 44: (EM) log likelihood = -28514.422
Iteration 45: (EM) log likelihood = -28502.368
Iteration 46: (EM) log likelihood = -28494.078
Iteration 47: (EM) log likelihood = -28486.708
Iteration 48: (EM) log likelihood = -28478.978
Iteration 49: (EM) log likelihood = -28471.492
Iteration 50: (EM) log likelihood = -28463.523
Iteration 51: (EM) log likelihood = -28457.751
Iteration 52: (EM) log likelihood = -28451.666
Iteration 53: (EM) log likelihood = -28447.508
Iteration 54: (EM) log likelihood = -28441.692
Iteration 55: (EM) log likelihood = -28435
Iteration 56: (EM) log likelihood = -28432.148
Iteration 57: (EM) log likelihood = -28426.192
Iteration 58: (EM) log likelihood = -28419.427
Iteration 59: (EM) log likelihood = -28415.115
Iteration 60: (EM) log likelihood = -28410.631
Iteration 61: (EM) log likelihood = -28405.278
Iteration 62: (EM) log likelihood = -28401.914
Iteration 63: (EM) log likelihood = -28399.032
Iteration 64: (EM) log likelihood = -28395.878
Iteration 65: (EM) log likelihood = -28392.118
Iteration 66: (EM) log likelihood = -28389.616
Iteration 67: (EM) log likelihood = -28386.852
Iteration 68: (EM) log likelihood = -28384.482
Iteration 69: (EM) log likelihood = -28382.176
Iteration 70: (EM) log likelihood = -28379.392
Iteration 71: (EM) log likelihood = -28377.207
Iteration 72: (EM) log likelihood = -28374.595
Iteration 73: (EM) log likelihood = -28373.147
Iteration 74: (EM) log likelihood = -28371.488
Iteration 75: (EM) log likelihood = -28369.513
Iteration 76: (EM) log likelihood = -28367.654
Iteration 77: (EM) log likelihood = -28366.078
Iteration 78: (EM) log likelihood = -28364.222
Iteration 79: (EM) log likelihood = -28362.823
Iteration 80: (EM) log likelihood = -28359.118
Iteration 81: (EM) log likelihood = -28357.018
Iteration 82: (EM) log likelihood = -28355.425
Iteration 83: (EM) log likelihood = -28353.884
Iteration 84: (EM) log likelihood = -28352.292
Iteration 85: (EM) log likelihood = -28350.51
Iteration 86: (EM) log likelihood = -28349.159
Iteration 87: (EM) log likelihood = -28346.422
Iteration 88: (EM) log likelihood = -28345.509
Iteration 89: (EM) log likelihood = -28344.333
Iteration 90: (EM) log likelihood = -28343.344
Iteration 91: (EM) log likelihood = -28342.367
Iteration 92: (EM) log likelihood = -28341.531
Iteration 93: (EM) log likelihood = -28340.443
Iteration 94: (EM) log likelihood = -28339.422
Iteration 95: (EM) log likelihood = -28338.566
Iteration 96: (EM) log likelihood = -28336.709
Iteration 97: (EM) log likelihood = -28336.073
Iteration 98: (EM) log likelihood = -28326.186
Iteration 99: (EM) log likelihood = -28322.14
Iteration 100: (EM) log likelihood = -28321.119
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.7211
Iteration 1: (class) log likelihood = -6787.7211
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29112.688
Iteration 1: (outcome) log likelihood = -28935.59
Iteration 2: (outcome) log likelihood = -28855.359
Iteration 3: (outcome) log likelihood = -28851.217
Iteration 4: (outcome) log likelihood = -28850.769
Iteration 5: (outcome) log likelihood = -28850.687
Iteration 6: (outcome) log likelihood = -28850.667
Iteration 7: (outcome) log likelihood = -28850.663
Iteration 8: (outcome) log likelihood = -28850.662
Iteration 9: (outcome) log likelihood = -28850.662
Iteration 10: (outcome) log likelihood = -28850.662 (not concave)
Iteration 11: (outcome) log likelihood = -28850.662 (not concave)
Iteration 12: (outcome) log likelihood = -28850.662 (not concave)
Iteration 13: (outcome) log likelihood = -28850.662 (not concave)
Iteration 14: (outcome) log likelihood = -28850.662 (not concave)
Iteration 15: (outcome) log likelihood = -28850.662 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35573.595
Iteration 1: (EM) log likelihood = -35395.414
Iteration 2: (EM) log likelihood = -34983.359
Iteration 3: (EM) log likelihood = -34104.054
Iteration 4: (EM) log likelihood = -32921.519
Iteration 5: (EM) log likelihood = -31997.799
Iteration 6: (EM) log likelihood = -31409.4
Iteration 7: (EM) log likelihood = -31047.619
Iteration 8: (EM) log likelihood = -30799.606
Iteration 9: (EM) log likelihood = -30606.894
Iteration 10: (EM) log likelihood = -30434.851
Iteration 11: (EM) log likelihood = -30269.942
Iteration 12: (EM) log likelihood = -30103.735
Iteration 13: (EM) log likelihood = -29939.818
Iteration 14: (EM) log likelihood = -29781.294
Iteration 15: (EM) log likelihood = -29639.103
Iteration 16: (EM) log likelihood = -29508.61
Iteration 17: (EM) log likelihood = -29388.59
Iteration 18: (EM) log likelihood = -29286.342
Iteration 19: (EM) log likelihood = -29199.876
Iteration 20: (EM) log likelihood = -29130.948
Iteration 21: (EM) log likelihood = -29073.776
Iteration 22: (EM) log likelihood = -29025.34
Iteration 23: (EM) log likelihood = -28982.376
Iteration 24: (EM) log likelihood = -28945.457
Iteration 25: (EM) log likelihood = -28912.641
Iteration 26: (EM) log likelihood = -28884.056
Iteration 27: (EM) log likelihood = -28858.626
Iteration 28: (EM) log likelihood = -28836.036
Iteration 29: (EM) log likelihood = -28815.613
Iteration 30: (EM) log likelihood = -28796.674
Iteration 31: (EM) log likelihood = -28779.201
Iteration 32: (EM) log likelihood = -28761.834
Iteration 33: (EM) log likelihood = -28745.122
Iteration 34: (EM) log likelihood = -28729.572
Iteration 35: (EM) log likelihood = -28715.984
Iteration 36: (EM) log likelihood = -28700.291
Iteration 37: (EM) log likelihood = -28686.893
Iteration 38: (EM) log likelihood = -28671.931
Iteration 39: (EM) log likelihood = -28656.378
Iteration 40: (EM) log likelihood = -28634.176
Iteration 41: (EM) log likelihood = -28617.248
Iteration 42: (EM) log likelihood = -28600.648
Iteration 43: (EM) log likelihood = -28585.713
Iteration 44: (EM) log likelihood = -28573.038
Iteration 45: (EM) log likelihood = -28560.133
Iteration 46: (EM) log likelihood = -28546.672
Iteration 47: (EM) log likelihood = -28532.15
Iteration 48: (EM) log likelihood = -28518.255
Iteration 49: (EM) log likelihood = -28500.855
Iteration 50: (EM) log likelihood = -28486.337
Iteration 51: (EM) log likelihood = -28474.256
Iteration 52: (EM) log likelihood = -28462.647
Iteration 53: (EM) log likelihood = -28448.124
Iteration 54: (EM) log likelihood = -28434.308
Iteration 55: (EM) log likelihood = -28421.79
Iteration 56: (EM) log likelihood = -28406.46
Iteration 57: (EM) log likelihood = -28397.071
Iteration 58: (EM) log likelihood = -28387.107
Iteration 59: (EM) log likelihood = -28378.276
Iteration 60: (EM) log likelihood = -28371.228
Iteration 61: (EM) log likelihood = -28363.34
Iteration 62: (EM) log likelihood = -28355.97
Iteration 63: (EM) log likelihood = -28350.858
Iteration 64: (EM) log likelihood = -28343.877
Iteration 65: (EM) log likelihood = -28337.487
Iteration 66: (EM) log likelihood = -28331.87
Iteration 67: (EM) log likelihood = -28326.567
Iteration 68: (EM) log likelihood = -28322.367
Iteration 69: (EM) log likelihood = -28316.794
Iteration 70: (EM) log likelihood = -28311.373
Iteration 71: (EM) log likelihood = -28308.133
Iteration 72: (EM) log likelihood = -28303.816
Iteration 73: (EM) log likelihood = -28301.221
Iteration 74: (EM) log likelihood = -28298.232
Iteration 75: (EM) log likelihood = -28295.141
Iteration 76: (EM) log likelihood = -28289.625
Iteration 77: (EM) log likelihood = -28285.338
Iteration 78: (EM) log likelihood = -28276.974
Iteration 79: (EM) log likelihood = -28269.752
Iteration 80: (EM) log likelihood = -28263.919
Iteration 81: (EM) log likelihood = -28258.946
Iteration 82: (EM) log likelihood = -28251.266
Iteration 83: (EM) log likelihood = -28243.82
Iteration 84: (EM) log likelihood = -28235.894
Iteration 85: (EM) log likelihood = -28228.829
Iteration 86: (EM) log likelihood = -28222.865
Iteration 87: (EM) log likelihood = -28216.796
Iteration 88: (EM) log likelihood = -28214.297
Iteration 89: (EM) log likelihood = -28211.084
Iteration 90: (EM) log likelihood = -28208.52
Iteration 91: (EM) log likelihood = -28205.691
Iteration 92: (EM) log likelihood = -28199.627
Iteration 93: (EM) log likelihood = -28196.01
Iteration 94: (EM) log likelihood = -28193.354
Iteration 95: (EM) log likelihood = -28190.841
Iteration 96: (EM) log likelihood = -28187.644
Iteration 97: (EM) log likelihood = -28185.275
Iteration 98: (EM) log likelihood = -28182.773
Iteration 99: (EM) log likelihood = -28179.643
Iteration 100: (EM) log likelihood = -28177.361
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.4856
Iteration 1: (class) log likelihood = -6787.4856
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29333.059
Iteration 1: (outcome) log likelihood = -29012.336
Iteration 2: (outcome) log likelihood = -28875.289
Iteration 3: (outcome) log likelihood = -28856.324
Iteration 4: (outcome) log likelihood = -28853.647
Iteration 5: (outcome) log likelihood = -28853.174
Iteration 6: (outcome) log likelihood = -28853.062
Iteration 7: (outcome) log likelihood = -28853.039
Iteration 8: (outcome) log likelihood = -28853.035
Iteration 9: (outcome) log likelihood = -28853.034 (not concave)
Iteration 10: (outcome) log likelihood = -28853.034 (not concave)
Iteration 11: (outcome) log likelihood = -28853.034 (not concave)
Iteration 12: (outcome) log likelihood = -28853.034 (not concave)
Iteration 13: (outcome) log likelihood = -28853.034 (not concave)
Iteration 14: (outcome) log likelihood = -28853.034 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35613.632
Iteration 1: (EM) log likelihood = -35503.668
Iteration 2: (EM) log likelihood = -35125.168
Iteration 3: (EM) log likelihood = -34173.224
Iteration 4: (EM) log likelihood = -32942.807
Iteration 5: (EM) log likelihood = -32012.332
Iteration 6: (EM) log likelihood = -31413.049
Iteration 7: (EM) log likelihood = -31018.468
Iteration 8: (EM) log likelihood = -30730.217
Iteration 9: (EM) log likelihood = -30492.141
Iteration 10: (EM) log likelihood = -30284.724
Iteration 11: (EM) log likelihood = -30102.625
Iteration 12: (EM) log likelihood = -29945.205
Iteration 13: (EM) log likelihood = -29806.197
Iteration 14: (EM) log likelihood = -29691.579
Iteration 15: (EM) log likelihood = -29592.632
Iteration 16: (EM) log likelihood = -29506.626
Iteration 17: (EM) log likelihood = -29420.958
Iteration 18: (EM) log likelihood = -29353.018
Iteration 19: (EM) log likelihood = -29294.258
Iteration 20: (EM) log likelihood = -29241.709
Iteration 21: (EM) log likelihood = -29193.045
Iteration 22: (EM) log likelihood = -29149.493
Iteration 23: (EM) log likelihood = -29107.648
Iteration 24: (EM) log likelihood = -29068.256
Iteration 25: (EM) log likelihood = -29027.537
Iteration 26: (EM) log likelihood = -28989.237
Iteration 27: (EM) log likelihood = -28950.262
Iteration 28: (EM) log likelihood = -28909.519
Iteration 29: (EM) log likelihood = -28872.057
Iteration 30: (EM) log likelihood = -28835.626
Iteration 31: (EM) log likelihood = -28798.426
Iteration 32: (EM) log likelihood = -28763.498
Iteration 33: (EM) log likelihood = -28737.267
Iteration 34: (EM) log likelihood = -28715.822
Iteration 35: (EM) log likelihood = -28696.961
Iteration 36: (EM) log likelihood = -28679.532
Iteration 37: (EM) log likelihood = -28665.277
Iteration 38: (EM) log likelihood = -28652.734
Iteration 39: (EM) log likelihood = -28641.697
Iteration 40: (EM) log likelihood = -28632.874
Iteration 41: (EM) log likelihood = -28625.041
Iteration 42: (EM) log likelihood = -28617.31
Iteration 43: (EM) log likelihood = -28609.588
Iteration 44: (EM) log likelihood = -28604.055
Iteration 45: (EM) log likelihood = -28599.054
Iteration 46: (EM) log likelihood = -28592.86
Iteration 47: (EM) log likelihood = -28587.952
Iteration 48: (EM) log likelihood = -28584.659
Iteration 49: (EM) log likelihood = -28581.808
Iteration 50: (EM) log likelihood = -28578.998
Iteration 51: (EM) log likelihood = -28577.339
Iteration 52: (EM) log likelihood = -28575.362
Iteration 53: (EM) log likelihood = -28572.847
Iteration 54: (EM) log likelihood = -28571.302
Iteration 55: (EM) log likelihood = -28568.901
Iteration 56: (EM) log likelihood = -28566.68
Iteration 57: (EM) log likelihood = -28565.625
Iteration 58: (EM) log likelihood = -28565.038
Iteration 59: (EM) log likelihood = -28563.871
Iteration 60: (EM) log likelihood = -28562.757
Iteration 61: (EM) log likelihood = -28562.046
Iteration 62: (EM) log likelihood = -28561.154
Iteration 63: (EM) log likelihood = -28560.472
Iteration 64: (EM) log likelihood = -28559.454
Iteration 65: (EM) log likelihood = -28558.551
Iteration 66: (EM) log likelihood = -28557.732
Iteration 67: (EM) log likelihood = -28557.512
Iteration 68: (EM) log likelihood = -28556.466
Iteration 69: (EM) log likelihood = -28556.306
Iteration 70: (EM) log likelihood = -28555.418
Iteration 71: (EM) log likelihood = -28554.355
Iteration 72: (EM) log likelihood = -28553.349
Iteration 73: (EM) log likelihood = -28550.929
Iteration 74: (EM) log likelihood = -28550.648
Iteration 75: (EM) log likelihood = -28549.808
Iteration 76: (EM) log likelihood = -28549.471
Iteration 77: (EM) log likelihood = -28548.797
Iteration 78: (EM) log likelihood = -28548.479
Iteration 79: (EM) log likelihood = -28547.565
Iteration 80: (EM) log likelihood = -28547.53
Iteration 81: (EM) log likelihood = -28547.106
Iteration 82: (EM) log likelihood = -28546.838
Iteration 83: (EM) log likelihood = -28546.656
Iteration 84: (EM) log likelihood = -28545.855
Iteration 85: (EM) log likelihood = -28545.51
Iteration 86: (EM) log likelihood = -28544.952
Iteration 87: (EM) log likelihood = -28544.627
Iteration 88: (EM) log likelihood = -28544.333
Iteration 89: (EM) log likelihood = -28544.382
Iteration 90: (EM) log likelihood = -28543.868
Iteration 91: (EM) log likelihood = -28543.016
Iteration 92: (EM) log likelihood = -28542.975
Iteration 93: (EM) log likelihood = -28542.154
Iteration 94: (EM) log likelihood = -28542
Iteration 95: (EM) log likelihood = -28541.691
Iteration 96: (EM) log likelihood = -28541.427
Iteration 97: (EM) log likelihood = -28540.956
Iteration 98: (EM) log likelihood = -28540.62
Iteration 99: (EM) log likelihood = -28540.546
Iteration 100: (EM) log likelihood = -28539.964
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.0284
Iteration 1: (class) log likelihood = -6784.0284
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29326.746
Iteration 1: (outcome) log likelihood = -28951.436
Iteration 2: (outcome) log likelihood = -28857.792
Iteration 3: (outcome) log likelihood = -28845.336
Iteration 4: (outcome) log likelihood = -28843.127
Iteration 5: (outcome) log likelihood = -28842.622
Iteration 6: (outcome) log likelihood = -28842.523
Iteration 7: (outcome) log likelihood = -28842.501
Iteration 8: (outcome) log likelihood = -28842.496
Iteration 9: (outcome) log likelihood = -28842.495
Iteration 10: (outcome) log likelihood = -28842.495 (not concave)
Iteration 11: (outcome) log likelihood = -28842.495 (not concave)
Iteration 12: (outcome) log likelihood = -28842.495 (not concave)
Iteration 13: (outcome) log likelihood = -28842.495 (not concave)
Iteration 14: (outcome) log likelihood = -28842.495 (not concave)
Iteration 15: (outcome) log likelihood = -28842.495 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35587.217
Iteration 1: (EM) log likelihood = -35411.168
Iteration 2: (EM) log likelihood = -34834.884
Iteration 3: (EM) log likelihood = -33772.615
Iteration 4: (EM) log likelihood = -32867.614
Iteration 5: (EM) log likelihood = -32277.502
Iteration 6: (EM) log likelihood = -31845.244
Iteration 7: (EM) log likelihood = -31456.318
Iteration 8: (EM) log likelihood = -31104.116
Iteration 9: (EM) log likelihood = -30824.574
Iteration 10: (EM) log likelihood = -30623.031
Iteration 11: (EM) log likelihood = -30474.895
Iteration 12: (EM) log likelihood = -30352.793
Iteration 13: (EM) log likelihood = -30240.61
Iteration 14: (EM) log likelihood = -30126.363
Iteration 15: (EM) log likelihood = -30008.328
Iteration 16: (EM) log likelihood = -29898.802
Iteration 17: (EM) log likelihood = -29792.338
Iteration 18: (EM) log likelihood = -29697.746
Iteration 19: (EM) log likelihood = -29610.448
Iteration 20: (EM) log likelihood = -29530.127
Iteration 21: (EM) log likelihood = -29454.934
Iteration 22: (EM) log likelihood = -29386.967
Iteration 23: (EM) log likelihood = -29328.444
Iteration 24: (EM) log likelihood = -29274.796
Iteration 25: (EM) log likelihood = -29227.745
Iteration 26: (EM) log likelihood = -29186.785
Iteration 27: (EM) log likelihood = -29149.616
Iteration 28: (EM) log likelihood = -29117.707
Iteration 29: (EM) log likelihood = -29091.66
Iteration 30: (EM) log likelihood = -29068.936
Iteration 31: (EM) log likelihood = -29047.783
Iteration 32: (EM) log likelihood = -29027.949
Iteration 33: (EM) log likelihood = -29004.619
Iteration 34: (EM) log likelihood = -28983.282
Iteration 35: (EM) log likelihood = -28967.223
Iteration 36: (EM) log likelihood = -28946.898
Iteration 37: (EM) log likelihood = -28928.77
Iteration 38: (EM) log likelihood = -28907.537
Iteration 39: (EM) log likelihood = -28891.396
Iteration 40: (EM) log likelihood = -28872.643
Iteration 41: (EM) log likelihood = -28850.033
Iteration 42: (EM) log likelihood = -28829.403
Iteration 43: (EM) log likelihood = -28808.411
Iteration 44: (EM) log likelihood = -28782.861
Iteration 45: (EM) log likelihood = -28752.173
Iteration 46: (EM) log likelihood = -28724.323
Iteration 47: (EM) log likelihood = -28691.902
Iteration 48: (EM) log likelihood = -28648.454
Iteration 49: (EM) log likelihood = -28615.769
Iteration 50: (EM) log likelihood = -28585.643
Iteration 51: (EM) log likelihood = -28557.437
Iteration 52: (EM) log likelihood = -28529.72
Iteration 53: (EM) log likelihood = -28505.137
Iteration 54: (EM) log likelihood = -28481.961
Iteration 55: (EM) log likelihood = -28459.14
Iteration 56: (EM) log likelihood = -28440.16
Iteration 57: (EM) log likelihood = -28421.938
Iteration 58: (EM) log likelihood = -28406.414
Iteration 59: (EM) log likelihood = -28392.11
Iteration 60: (EM) log likelihood = -28378.826
Iteration 61: (EM) log likelihood = -28367.875
Iteration 62: (EM) log likelihood = -28357.07
Iteration 63: (EM) log likelihood = -28347.815
Iteration 64: (EM) log likelihood = -28338.087
Iteration 65: (EM) log likelihood = -28329.884
Iteration 66: (EM) log likelihood = -28322.044
Iteration 67: (EM) log likelihood = -28314.058
Iteration 68: (EM) log likelihood = -28307.521
Iteration 69: (EM) log likelihood = -28300.311
Iteration 70: (EM) log likelihood = -28293.881
Iteration 71: (EM) log likelihood = -28288.541
Iteration 72: (EM) log likelihood = -28283.628
Iteration 73: (EM) log likelihood = -28279.404
Iteration 74: (EM) log likelihood = -28275.817
Iteration 75: (EM) log likelihood = -28272.311
Iteration 76: (EM) log likelihood = -28268.722
Iteration 77: (EM) log likelihood = -28265.32
Iteration 78: (EM) log likelihood = -28262.021
Iteration 79: (EM) log likelihood = -28257.655
Iteration 80: (EM) log likelihood = -28254.801
Iteration 81: (EM) log likelihood = -28252.254
Iteration 82: (EM) log likelihood = -28249.607
Iteration 83: (EM) log likelihood = -28246.005
Iteration 84: (EM) log likelihood = -28242.866
Iteration 85: (EM) log likelihood = -28239.749
Iteration 86: (EM) log likelihood = -28235.998
Iteration 87: (EM) log likelihood = -28233.136
Iteration 88: (EM) log likelihood = -28231.063
Iteration 89: (EM) log likelihood = -28228.936
Iteration 90: (EM) log likelihood = -28227.592
Iteration 91: (EM) log likelihood = -28225.226
Iteration 92: (EM) log likelihood = -28223.633
Iteration 93: (EM) log likelihood = -28222.612
Iteration 94: (EM) log likelihood = -28221.166
Iteration 95: (EM) log likelihood = -28220.158
Iteration 96: (EM) log likelihood = -28220.346
Iteration 97: (EM) log likelihood = -28218.436
Iteration 98: (EM) log likelihood = -28217.217
Iteration 99: (EM) log likelihood = -28216.442
Iteration 100: (EM) log likelihood = -28215.134
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.2865
Iteration 1: (class) log likelihood = -6786.2865
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29768.678
Iteration 1: (outcome) log likelihood = -29042.334
Iteration 2: (outcome) log likelihood = -28877.481
Iteration 3: (outcome) log likelihood = -28850.688
Iteration 4: (outcome) log likelihood = -28844.939
Iteration 5: (outcome) log likelihood = -28843.698
Iteration 6: (outcome) log likelihood = -28843.435
Iteration 7: (outcome) log likelihood = -28843.393
Iteration 8: (outcome) log likelihood = -28843.382
Iteration 9: (outcome) log likelihood = -28843.38 (not concave)
Iteration 10: (outcome) log likelihood = -28843.38 (not concave)
Iteration 11: (outcome) log likelihood = -28843.38 (not concave)
Iteration 12: (outcome) log likelihood = -28843.38 (not concave)
Iteration 13: (outcome) log likelihood = -28843.38 (not concave)
Iteration 14: (outcome) log likelihood = -28843.38 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35579.842
Iteration 1: (EM) log likelihood = -35446.025
Iteration 2: (EM) log likelihood = -35146.459
Iteration 3: (EM) log likelihood = -34517.101
Iteration 4: (EM) log likelihood = -33541.706
Iteration 5: (EM) log likelihood = -32516.945
Iteration 6: (EM) log likelihood = -31651.878
Iteration 7: (EM) log likelihood = -30993.571
Iteration 8: (EM) log likelihood = -30546.995
Iteration 9: (EM) log likelihood = -30251.125
Iteration 10: (EM) log likelihood = -30036.921
Iteration 11: (EM) log likelihood = -29883.87
Iteration 12: (EM) log likelihood = -29769.996
Iteration 13: (EM) log likelihood = -29687.838
Iteration 14: (EM) log likelihood = -29623.57
Iteration 15: (EM) log likelihood = -29577.784
Iteration 16: (EM) log likelihood = -29538.255
Iteration 17: (EM) log likelihood = -29501.322
Iteration 18: (EM) log likelihood = -29472.498
Iteration 19: (EM) log likelihood = -29452.006
Iteration 20: (EM) log likelihood = -29430.089
Iteration 21: (EM) log likelihood = -29412.673
Iteration 22: (EM) log likelihood = -29399.098
Iteration 23: (EM) log likelihood = -29383.589
Iteration 24: (EM) log likelihood = -29368.37
Iteration 25: (EM) log likelihood = -29352.141
Iteration 26: (EM) log likelihood = -29333.122
Iteration 27: (EM) log likelihood = -29316.111
Iteration 28: (EM) log likelihood = -29289.594
Iteration 29: (EM) log likelihood = -29266.328
Iteration 30: (EM) log likelihood = -29245.629
Iteration 31: (EM) log likelihood = -29225.726
Iteration 32: (EM) log likelihood = -29207.123
Iteration 33: (EM) log likelihood = -29187.995
Iteration 34: (EM) log likelihood = -29169.739
Iteration 35: (EM) log likelihood = -29150.229
Iteration 36: (EM) log likelihood = -29136.473
Iteration 37: (EM) log likelihood = -29123.106
Iteration 38: (EM) log likelihood = -29108.208
Iteration 39: (EM) log likelihood = -29095.569
Iteration 40: (EM) log likelihood = -29079.294
Iteration 41: (EM) log likelihood = -29063.274
Iteration 42: (EM) log likelihood = -29047.222
Iteration 43: (EM) log likelihood = -29030.521
Iteration 44: (EM) log likelihood = -29012.808
Iteration 45: (EM) log likelihood = -28996.594
Iteration 46: (EM) log likelihood = -28982.555
Iteration 47: (EM) log likelihood = -28968.542
Iteration 48: (EM) log likelihood = -28954.042
Iteration 49: (EM) log likelihood = -28940.364
Iteration 50: (EM) log likelihood = -28926.115
Iteration 51: (EM) log likelihood = -28911.054
Iteration 52: (EM) log likelihood = -28897.267
Iteration 53: (EM) log likelihood = -28883.289
Iteration 54: (EM) log likelihood = -28869.844
Iteration 55: (EM) log likelihood = -28857.424
Iteration 56: (EM) log likelihood = -28841.793
Iteration 57: (EM) log likelihood = -28826.033
Iteration 58: (EM) log likelihood = -28811.494
Iteration 59: (EM) log likelihood = -28798.863
Iteration 60: (EM) log likelihood = -28786.556
Iteration 61: (EM) log likelihood = -28772.777
Iteration 62: (EM) log likelihood = -28760.961
Iteration 63: (EM) log likelihood = -28749.968
Iteration 64: (EM) log likelihood = -28735.173
Iteration 65: (EM) log likelihood = -28722.705
Iteration 66: (EM) log likelihood = -28711.675
Iteration 67: (EM) log likelihood = -28701.749
Iteration 68: (EM) log likelihood = -28692.216
Iteration 69: (EM) log likelihood = -28684.079
Iteration 70: (EM) log likelihood = -28675.375
Iteration 71: (EM) log likelihood = -28667.837
Iteration 72: (EM) log likelihood = -28659.007
Iteration 73: (EM) log likelihood = -28651.715
Iteration 74: (EM) log likelihood = -28643.766
Iteration 75: (EM) log likelihood = -28636.489
Iteration 76: (EM) log likelihood = -28629.965
Iteration 77: (EM) log likelihood = -28623.451
Iteration 78: (EM) log likelihood = -28617.625
Iteration 79: (EM) log likelihood = -28611.779
Iteration 80: (EM) log likelihood = -28605.002
Iteration 81: (EM) log likelihood = -28600.265
Iteration 82: (EM) log likelihood = -28594.933
Iteration 83: (EM) log likelihood = -28589.88
Iteration 84: (EM) log likelihood = -28584.01
Iteration 85: (EM) log likelihood = -28578.25
Iteration 86: (EM) log likelihood = -28573.105
Iteration 87: (EM) log likelihood = -28564.321
Iteration 88: (EM) log likelihood = -28559.288
Iteration 89: (EM) log likelihood = -28555.146
Iteration 90: (EM) log likelihood = -28549.772
Iteration 91: (EM) log likelihood = -28544.183
Iteration 92: (EM) log likelihood = -28539.683
Iteration 93: (EM) log likelihood = -28536.378
Iteration 94: (EM) log likelihood = -28533.391
Iteration 95: (EM) log likelihood = -28530.725
Iteration 96: (EM) log likelihood = -28528.029
Iteration 97: (EM) log likelihood = -28525.053
Iteration 98: (EM) log likelihood = -28523.003
Iteration 99: (EM) log likelihood = -28520.765
Iteration 100: (EM) log likelihood = -28518.701
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.5315
Iteration 1: (class) log likelihood = -6785.5315
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29701.681
Iteration 1: (outcome) log likelihood = -29023.536
Iteration 2: (outcome) log likelihood = -28884.609
Iteration 3: (outcome) log likelihood = -28863.763
Iteration 4: (outcome) log likelihood = -28859.421
Iteration 5: (outcome) log likelihood = -28858.526
Iteration 6: (outcome) log likelihood = -28858.364
Iteration 7: (outcome) log likelihood = -28858.327
Iteration 8: (outcome) log likelihood = -28858.318
Iteration 9: (outcome) log likelihood = -28858.316
Iteration 10: (outcome) log likelihood = -28858.316 (not concave)
Iteration 11: (outcome) log likelihood = -28858.316 (not concave)
Iteration 12: (outcome) log likelihood = -28858.316 (not concave)
Iteration 13: (outcome) log likelihood = -28858.316 (not concave)
Iteration 14: (outcome) log likelihood = -28858.316 (not concave)
Iteration 15: (outcome) log likelihood = -28858.316 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35594.972
Iteration 1: (EM) log likelihood = -35416.915
Iteration 2: (EM) log likelihood = -34884.793
Iteration 3: (EM) log likelihood = -33845.288
Iteration 4: (EM) log likelihood = -32849.107
Iteration 5: (EM) log likelihood = -32166.526
Iteration 6: (EM) log likelihood = -31616.714
Iteration 7: (EM) log likelihood = -31148.024
Iteration 8: (EM) log likelihood = -30781.322
Iteration 9: (EM) log likelihood = -30515.379
Iteration 10: (EM) log likelihood = -30316.392
Iteration 11: (EM) log likelihood = -30147.698
Iteration 12: (EM) log likelihood = -29991.044
Iteration 13: (EM) log likelihood = -29834.981
Iteration 14: (EM) log likelihood = -29695.931
Iteration 15: (EM) log likelihood = -29568.055
Iteration 16: (EM) log likelihood = -29458
Iteration 17: (EM) log likelihood = -29366.022
Iteration 18: (EM) log likelihood = -29287.477
Iteration 19: (EM) log likelihood = -29217.644
Iteration 20: (EM) log likelihood = -29158.97
Iteration 21: (EM) log likelihood = -29103.889
Iteration 22: (EM) log likelihood = -29057.942
Iteration 23: (EM) log likelihood = -29015.138
Iteration 24: (EM) log likelihood = -28976.626
Iteration 25: (EM) log likelihood = -28940.668
Iteration 26: (EM) log likelihood = -28904.697
Iteration 27: (EM) log likelihood = -28875.3
Iteration 28: (EM) log likelihood = -28848.725
Iteration 29: (EM) log likelihood = -28824.969
Iteration 30: (EM) log likelihood = -28800.746
Iteration 31: (EM) log likelihood = -28781.693
Iteration 32: (EM) log likelihood = -28761.136
Iteration 33: (EM) log likelihood = -28744.832
Iteration 34: (EM) log likelihood = -28729.337
Iteration 35: (EM) log likelihood = -28709.719
Iteration 36: (EM) log likelihood = -28695.897
Iteration 37: (EM) log likelihood = -28683.587
Iteration 38: (EM) log likelihood = -28670.778
Iteration 39: (EM) log likelihood = -28659.463
Iteration 40: (EM) log likelihood = -28647.857
Iteration 41: (EM) log likelihood = -28637.344
Iteration 42: (EM) log likelihood = -28629.022
Iteration 43: (EM) log likelihood = -28620.984
Iteration 44: (EM) log likelihood = -28613.32
Iteration 45: (EM) log likelihood = -28606.222
Iteration 46: (EM) log likelihood = -28599.962
Iteration 47: (EM) log likelihood = -28593.394
Iteration 48: (EM) log likelihood = -28583.793
Iteration 49: (EM) log likelihood = -28578.31
Iteration 50: (EM) log likelihood = -28573.103
Iteration 51: (EM) log likelihood = -28567.969
Iteration 52: (EM) log likelihood = -28563.209
Iteration 53: (EM) log likelihood = -28558.158
Iteration 54: (EM) log likelihood = -28554.615
Iteration 55: (EM) log likelihood = -28551.308
Iteration 56: (EM) log likelihood = -28547.026
Iteration 57: (EM) log likelihood = -28542.168
Iteration 58: (EM) log likelihood = -28539.709
Iteration 59: (EM) log likelihood = -28537.616
Iteration 60: (EM) log likelihood = -28535.38
Iteration 61: (EM) log likelihood = -28533.462
Iteration 62: (EM) log likelihood = -28531.864
Iteration 63: (EM) log likelihood = -28530.28
Iteration 64: (EM) log likelihood = -28527.123
Iteration 65: (EM) log likelihood = -28524.884
Iteration 66: (EM) log likelihood = -28522.916
Iteration 67: (EM) log likelihood = -28519.12
Iteration 68: (EM) log likelihood = -28517.033
Iteration 69: (EM) log likelihood = -28515.134
Iteration 70: (EM) log likelihood = -28512.588
Iteration 71: (EM) log likelihood = -28510.809
Iteration 72: (EM) log likelihood = -28509.42
Iteration 73: (EM) log likelihood = -28508.787
Iteration 74: (EM) log likelihood = -28507.963
Iteration 75: (EM) log likelihood = -28507.137
Iteration 76: (EM) log likelihood = -28506.405
Iteration 77: (EM) log likelihood = -28505.773
Iteration 78: (EM) log likelihood = -28504.614
Iteration 79: (EM) log likelihood = -28503.837
Iteration 80: (EM) log likelihood = -28502.532
Iteration 81: (EM) log likelihood = -28501.045
Iteration 82: (EM) log likelihood = -28499.793
Iteration 83: (EM) log likelihood = -28498.552
Iteration 84: (EM) log likelihood = -28498.307
Iteration 85: (EM) log likelihood = -28497.532
Iteration 86: (EM) log likelihood = -28496.376
Iteration 87: (EM) log likelihood = -28495.485
Iteration 88: (EM) log likelihood = -28494.309
Iteration 89: (EM) log likelihood = -28493.691
Iteration 90: (EM) log likelihood = -28492.305
Iteration 91: (EM) log likelihood = -28491.601
Iteration 92: (EM) log likelihood = -28490.947
Iteration 93: (EM) log likelihood = -28490.268
Iteration 94: (EM) log likelihood = -28489.627
Iteration 95: (EM) log likelihood = -28489.265
Iteration 96: (EM) log likelihood = -28488.706
Iteration 97: (EM) log likelihood = -28487.401
Iteration 98: (EM) log likelihood = -28486.84
Iteration 99: (EM) log likelihood = -28485.856
Iteration 100: (EM) log likelihood = -28485.601
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.4594
Iteration 1: (class) log likelihood = -6787.4594
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29519.322
Iteration 1: (outcome) log likelihood = -28990.361
Iteration 2: (outcome) log likelihood = -28868.943
Iteration 3: (outcome) log likelihood = -28847.874
Iteration 4: (outcome) log likelihood = -28844.228
Iteration 5: (outcome) log likelihood = -28843.468
Iteration 6: (outcome) log likelihood = -28843.345
Iteration 7: (outcome) log likelihood = -28843.315
Iteration 8: (outcome) log likelihood = -28843.308
Iteration 9: (outcome) log likelihood = -28843.307 (not concave)
Iteration 10: (outcome) log likelihood = -28843.307 (not concave)
Iteration 11: (outcome) log likelihood = -28843.307 (not concave)
Iteration 12: (outcome) log likelihood = -28843.307 (not concave)
Iteration 13: (outcome) log likelihood = -28843.307 (not concave)
Iteration 14: (outcome) log likelihood = -28843.307 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35555.929
Iteration 1: (EM) log likelihood = -35258.699
Iteration 2: (EM) log likelihood = -34361.438
Iteration 3: (EM) log likelihood = -33112.671
Iteration 4: (EM) log likelihood = -32287.93
Iteration 5: (EM) log likelihood = -31753.904
Iteration 6: (EM) log likelihood = -31289.059
Iteration 7: (EM) log likelihood = -30884.666
Iteration 8: (EM) log likelihood = -30564.661
Iteration 9: (EM) log likelihood = -30321.901
Iteration 10: (EM) log likelihood = -30144.405
Iteration 11: (EM) log likelihood = -30009.701
Iteration 12: (EM) log likelihood = -29902.406
Iteration 13: (EM) log likelihood = -29812.703
Iteration 14: (EM) log likelihood = -29735.249
Iteration 15: (EM) log likelihood = -29666.074
Iteration 16: (EM) log likelihood = -29605.129
Iteration 17: (EM) log likelihood = -29550.102
Iteration 18: (EM) log likelihood = -29497.448
Iteration 19: (EM) log likelihood = -29445.861
Iteration 20: (EM) log likelihood = -29392.652
Iteration 21: (EM) log likelihood = -29342.94
Iteration 22: (EM) log likelihood = -29292.31
Iteration 23: (EM) log likelihood = -29241.75
Iteration 24: (EM) log likelihood = -29192.334
Iteration 25: (EM) log likelihood = -29148.772
Iteration 26: (EM) log likelihood = -29103.199
Iteration 27: (EM) log likelihood = -29059.94
Iteration 28: (EM) log likelihood = -29017.701
Iteration 29: (EM) log likelihood = -28979.67
Iteration 30: (EM) log likelihood = -28946.4
Iteration 31: (EM) log likelihood = -28914.169
Iteration 32: (EM) log likelihood = -28889.339
Iteration 33: (EM) log likelihood = -28864.98
Iteration 34: (EM) log likelihood = -28835.487
Iteration 35: (EM) log likelihood = -28810.842
Iteration 36: (EM) log likelihood = -28786.762
Iteration 37: (EM) log likelihood = -28759.474
Iteration 38: (EM) log likelihood = -28733.511
Iteration 39: (EM) log likelihood = -28711.86
Iteration 40: (EM) log likelihood = -28689.688
Iteration 41: (EM) log likelihood = -28667.806
Iteration 42: (EM) log likelihood = -28644.753
Iteration 43: (EM) log likelihood = -28622.741
Iteration 44: (EM) log likelihood = -28601.554
Iteration 45: (EM) log likelihood = -28580.488
Iteration 46: (EM) log likelihood = -28554.575
Iteration 47: (EM) log likelihood = -28531.564
Iteration 48: (EM) log likelihood = -28510.617
Iteration 49: (EM) log likelihood = -28486.128
Iteration 50: (EM) log likelihood = -28458.812
Iteration 51: (EM) log likelihood = -28439.55
Iteration 52: (EM) log likelihood = -28419.844
Iteration 53: (EM) log likelihood = -28402.038
Iteration 54: (EM) log likelihood = -28385.066
Iteration 55: (EM) log likelihood = -28363.571
Iteration 56: (EM) log likelihood = -28344.175
Iteration 57: (EM) log likelihood = -28331.516
Iteration 58: (EM) log likelihood = -28317.359
Iteration 59: (EM) log likelihood = -28307.248
Iteration 60: (EM) log likelihood = -28298.188
Iteration 61: (EM) log likelihood = -28287.6
Iteration 62: (EM) log likelihood = -28280.313
Iteration 63: (EM) log likelihood = -28273.792
Iteration 64: (EM) log likelihood = -28264.293
Iteration 65: (EM) log likelihood = -28255.282
Iteration 66: (EM) log likelihood = -28246.786
Iteration 67: (EM) log likelihood = -28239.641
Iteration 68: (EM) log likelihood = -28232.761
Iteration 69: (EM) log likelihood = -28226.301
Iteration 70: (EM) log likelihood = -28220.142
Iteration 71: (EM) log likelihood = -28216.643
Iteration 72: (EM) log likelihood = -28213.66
Iteration 73: (EM) log likelihood = -28210.648
Iteration 74: (EM) log likelihood = -28207.412
Iteration 75: (EM) log likelihood = -28204.672
Iteration 76: (EM) log likelihood = -28200.533
Iteration 77: (EM) log likelihood = -28197.469
Iteration 78: (EM) log likelihood = -28195.122
Iteration 79: (EM) log likelihood = -28192.131
Iteration 80: (EM) log likelihood = -28186.376
Iteration 81: (EM) log likelihood = -28184.07
Iteration 82: (EM) log likelihood = -28182.152
Iteration 83: (EM) log likelihood = -28180.156
Iteration 84: (EM) log likelihood = -28172.725
Iteration 85: (EM) log likelihood = -28169.618
Iteration 86: (EM) log likelihood = -28168.003
Iteration 87: (EM) log likelihood = -28166.13
Iteration 88: (EM) log likelihood = -28164.598
Iteration 89: (EM) log likelihood = -28162.79
Iteration 90: (EM) log likelihood = -28161.289
Iteration 91: (EM) log likelihood = -28159.878
Iteration 92: (EM) log likelihood = -28158.257
Iteration 93: (EM) log likelihood = -28156.419
Iteration 94: (EM) log likelihood = -28155.173
Iteration 95: (EM) log likelihood = -28153.982
Iteration 96: (EM) log likelihood = -28152.602
Iteration 97: (EM) log likelihood = -28151.515
Iteration 98: (EM) log likelihood = -28150.106
Iteration 99: (EM) log likelihood = -28146.616
Iteration 100: (EM) log likelihood = -28142.314
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6783.7688
Iteration 1: (class) log likelihood = -6783.7688
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29319.733
Iteration 1: (outcome) log likelihood = -29011.386
Iteration 2: (outcome) log likelihood = -28891.64
Iteration 3: (outcome) log likelihood = -28874.381
Iteration 4: (outcome) log likelihood = -28871.716
Iteration 5: (outcome) log likelihood = -28871.275
Iteration 6: (outcome) log likelihood = -28871.178
Iteration 7: (outcome) log likelihood = -28871.161
Iteration 8: (outcome) log likelihood = -28871.157
Iteration 9: (outcome) log likelihood = -28871.156
Iteration 10: (outcome) log likelihood = -28871.156 (not concave)
Iteration 11: (outcome) log likelihood = -28871.156 (not concave)
Iteration 12: (outcome) log likelihood = -28871.156 (not concave)
Iteration 13: (outcome) log likelihood = -28871.156 (not concave)
Iteration 14: (outcome) log likelihood = -28871.156 (not concave)
Iteration 15: (outcome) log likelihood = -28871.156 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35637.804
Iteration 1: (EM) log likelihood = -35572.241
Iteration 2: (EM) log likelihood = -35404.397
Iteration 3: (EM) log likelihood = -35036.758
Iteration 4: (EM) log likelihood = -34366.783
Iteration 5: (EM) log likelihood = -33390.731
Iteration 6: (EM) log likelihood = -32378.105
Iteration 7: (EM) log likelihood = -31576.25
Iteration 8: (EM) log likelihood = -31001.692
Iteration 9: (EM) log likelihood = -30587.564
Iteration 10: (EM) log likelihood = -30264.365
Iteration 11: (EM) log likelihood = -30006.099
Iteration 12: (EM) log likelihood = -29811.176
Iteration 13: (EM) log likelihood = -29673.074
Iteration 14: (EM) log likelihood = -29573.881
Iteration 15: (EM) log likelihood = -29498.404
Iteration 16: (EM) log likelihood = -29437.28
Iteration 17: (EM) log likelihood = -29383.448
Iteration 18: (EM) log likelihood = -29334.694
Iteration 19: (EM) log likelihood = -29288.835
Iteration 20: (EM) log likelihood = -29245.538
Iteration 21: (EM) log likelihood = -29202.694
Iteration 22: (EM) log likelihood = -29160.363
Iteration 23: (EM) log likelihood = -29120.235
Iteration 24: (EM) log likelihood = -29082.238
Iteration 25: (EM) log likelihood = -29045.422
Iteration 26: (EM) log likelihood = -29009.439
Iteration 27: (EM) log likelihood = -28973.967
Iteration 28: (EM) log likelihood = -28937.552
Iteration 29: (EM) log likelihood = -28904.002
Iteration 30: (EM) log likelihood = -28871.988
Iteration 31: (EM) log likelihood = -28840.894
Iteration 32: (EM) log likelihood = -28810.908
Iteration 33: (EM) log likelihood = -28783.146
Iteration 34: (EM) log likelihood = -28757.756
Iteration 35: (EM) log likelihood = -28734.741
Iteration 36: (EM) log likelihood = -28714.562
Iteration 37: (EM) log likelihood = -28695.781
Iteration 38: (EM) log likelihood = -28681.468
Iteration 39: (EM) log likelihood = -28667.487
Iteration 40: (EM) log likelihood = -28655.354
Iteration 41: (EM) log likelihood = -28645.146
Iteration 42: (EM) log likelihood = -28637.725
Iteration 43: (EM) log likelihood = -28630.366
Iteration 44: (EM) log likelihood = -28622.28
Iteration 45: (EM) log likelihood = -28615.903
Iteration 46: (EM) log likelihood = -28611.366
Iteration 47: (EM) log likelihood = -28606.231
Iteration 48: (EM) log likelihood = -28602.139
Iteration 49: (EM) log likelihood = -28598.262
Iteration 50: (EM) log likelihood = -28595.182
Iteration 51: (EM) log likelihood = -28592.737
Iteration 52: (EM) log likelihood = -28589.509
Iteration 53: (EM) log likelihood = -28587.138
Iteration 54: (EM) log likelihood = -28583.298
Iteration 55: (EM) log likelihood = -28580.051
Iteration 56: (EM) log likelihood = -28575.981
Iteration 57: (EM) log likelihood = -28572.828
Iteration 58: (EM) log likelihood = -28569.261
Iteration 59: (EM) log likelihood = -28568.085
Iteration 60: (EM) log likelihood = -28565.225
Iteration 61: (EM) log likelihood = -28563.198
Iteration 62: (EM) log likelihood = -28561.099
Iteration 63: (EM) log likelihood = -28557.25
Iteration 64: (EM) log likelihood = -28554.551
Iteration 65: (EM) log likelihood = -28553.156
Iteration 66: (EM) log likelihood = -28549.812
Iteration 67: (EM) log likelihood = -28547.507
Iteration 68: (EM) log likelihood = -28545.045
Iteration 69: (EM) log likelihood = -28542.637
Iteration 70: (EM) log likelihood = -28539.728
Iteration 71: (EM) log likelihood = -28536.474
Iteration 72: (EM) log likelihood = -28532.788
Iteration 73: (EM) log likelihood = -28529.887
Iteration 74: (EM) log likelihood = -28525.357
Iteration 75: (EM) log likelihood = -28520.964
Iteration 76: (EM) log likelihood = -28515.358
Iteration 77: (EM) log likelihood = -28509.44
Iteration 78: (EM) log likelihood = -28504.496
Iteration 79: (EM) log likelihood = -28498.344
Iteration 80: (EM) log likelihood = -28492.556
Iteration 81: (EM) log likelihood = -28487.169
Iteration 82: (EM) log likelihood = -28482.239
Iteration 83: (EM) log likelihood = -28475.553
Iteration 84: (EM) log likelihood = -28467.877
Iteration 85: (EM) log likelihood = -28460.534
Iteration 86: (EM) log likelihood = -28453.598
Iteration 87: (EM) log likelihood = -28446.365
Iteration 88: (EM) log likelihood = -28437.984
Iteration 89: (EM) log likelihood = -28431.022
Iteration 90: (EM) log likelihood = -28421.87
Iteration 91: (EM) log likelihood = -28412.195
Iteration 92: (EM) log likelihood = -28403.159
Iteration 93: (EM) log likelihood = -28394.036
Iteration 94: (EM) log likelihood = -28384.6
Iteration 95: (EM) log likelihood = -28374.482
Iteration 96: (EM) log likelihood = -28364.361
Iteration 97: (EM) log likelihood = -28355.447
Iteration 98: (EM) log likelihood = -28347.538
Iteration 99: (EM) log likelihood = -28339.802
Iteration 100: (EM) log likelihood = -28330.954
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.1715
Iteration 1: (class) log likelihood = -6784.1715
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29102.807
Iteration 1: (outcome) log likelihood = -28907.796
Iteration 2: (outcome) log likelihood = -28844.188
Iteration 3: (outcome) log likelihood = -28838.648
Iteration 4: (outcome) log likelihood = -28837.944
Iteration 5: (outcome) log likelihood = -28837.87
Iteration 6: (outcome) log likelihood = -28837.855
Iteration 7: (outcome) log likelihood = -28837.852
Iteration 8: (outcome) log likelihood = -28837.851
Iteration 9: (outcome) log likelihood = -28837.851
Iteration 10: (outcome) log likelihood = -28837.851 (not concave)
Iteration 11: (outcome) log likelihood = -28837.851 (not concave)
Iteration 12: (outcome) log likelihood = -28837.851 (not concave)
Iteration 13: (outcome) log likelihood = -28837.851 (not concave)
Iteration 14: (outcome) log likelihood = -28837.851 (not concave)
Iteration 15: (outcome) log likelihood = -28837.851 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35542.495
Iteration 1: (EM) log likelihood = -35282.042
Iteration 2: (EM) log likelihood = -34600.374
Iteration 3: (EM) log likelihood = -33534.475
Iteration 4: (EM) log likelihood = -32488.514
Iteration 5: (EM) log likelihood = -31676.018
Iteration 6: (EM) log likelihood = -31108.516
Iteration 7: (EM) log likelihood = -30718.199
Iteration 8: (EM) log likelihood = -30424.199
Iteration 9: (EM) log likelihood = -30180.547
Iteration 10: (EM) log likelihood = -29966.186
Iteration 11: (EM) log likelihood = -29776.462
Iteration 12: (EM) log likelihood = -29616.835
Iteration 13: (EM) log likelihood = -29486.915
Iteration 14: (EM) log likelihood = -29382.629
Iteration 15: (EM) log likelihood = -29293.358
Iteration 16: (EM) log likelihood = -29227.619
Iteration 17: (EM) log likelihood = -29173.707
Iteration 18: (EM) log likelihood = -29128.679
Iteration 19: (EM) log likelihood = -29090.883
Iteration 20: (EM) log likelihood = -29058.913
Iteration 21: (EM) log likelihood = -29031.428
Iteration 22: (EM) log likelihood = -29005.904
Iteration 23: (EM) log likelihood = -28984.355
Iteration 24: (EM) log likelihood = -28963.717
Iteration 25: (EM) log likelihood = -28944.489
Iteration 26: (EM) log likelihood = -28924.767
Iteration 27: (EM) log likelihood = -28904.551
Iteration 28: (EM) log likelihood = -28884.413
Iteration 29: (EM) log likelihood = -28864.957
Iteration 30: (EM) log likelihood = -28846.002
Iteration 31: (EM) log likelihood = -28825.293
Iteration 32: (EM) log likelihood = -28804.345
Iteration 33: (EM) log likelihood = -28783.957
Iteration 34: (EM) log likelihood = -28765.317
Iteration 35: (EM) log likelihood = -28744.728
Iteration 36: (EM) log likelihood = -28723.846
Iteration 37: (EM) log likelihood = -28704.182
Iteration 38: (EM) log likelihood = -28686.228
Iteration 39: (EM) log likelihood = -28669.649
Iteration 40: (EM) log likelihood = -28655.347
Iteration 41: (EM) log likelihood = -28642.442
Iteration 42: (EM) log likelihood = -28628.664
Iteration 43: (EM) log likelihood = -28616.256
Iteration 44: (EM) log likelihood = -28605.46
Iteration 45: (EM) log likelihood = -28596.972
Iteration 46: (EM) log likelihood = -28590.116
Iteration 47: (EM) log likelihood = -28583.546
Iteration 48: (EM) log likelihood = -28578.219
Iteration 49: (EM) log likelihood = -28570.526
Iteration 50: (EM) log likelihood = -28566.033
Iteration 51: (EM) log likelihood = -28562.325
Iteration 52: (EM) log likelihood = -28559.371
Iteration 53: (EM) log likelihood = -28556.932
Iteration 54: (EM) log likelihood = -28554.719
Iteration 55: (EM) log likelihood = -28553.205
Iteration 56: (EM) log likelihood = -28551.936
Iteration 57: (EM) log likelihood = -28550.355
Iteration 58: (EM) log likelihood = -28549.571
Iteration 59: (EM) log likelihood = -28548.716
Iteration 60: (EM) log likelihood = -28548.253
Iteration 61: (EM) log likelihood = -28547.068
Iteration 62: (EM) log likelihood = -28546.219
Iteration 63: (EM) log likelihood = -28545.518
Iteration 64: (EM) log likelihood = -28544.69
Iteration 65: (EM) log likelihood = -28544.416
Iteration 66: (EM) log likelihood = -28544.337
Iteration 67: (EM) log likelihood = -28543.78
Iteration 68: (EM) log likelihood = -28543.069
Iteration 69: (EM) log likelihood = -28542.808
Iteration 70: (EM) log likelihood = -28542.088
Iteration 71: (EM) log likelihood = -28541.615
Iteration 72: (EM) log likelihood = -28540.744
Iteration 73: (EM) log likelihood = -28539.875
Iteration 74: (EM) log likelihood = -28538.702
Iteration 75: (EM) log likelihood = -28538.155
Iteration 76: (EM) log likelihood = -28537.364
Iteration 77: (EM) log likelihood = -28536.511
Iteration 78: (EM) log likelihood = -28535.589
Iteration 79: (EM) log likelihood = -28534.355
Iteration 80: (EM) log likelihood = -28532.194
Iteration 81: (EM) log likelihood = -28530.413
Iteration 82: (EM) log likelihood = -28529.455
Iteration 83: (EM) log likelihood = -28528.47
Iteration 84: (EM) log likelihood = -28527.306
Iteration 85: (EM) log likelihood = -28526.344
Iteration 86: (EM) log likelihood = -28525.103
Iteration 87: (EM) log likelihood = -28523.019
Iteration 88: (EM) log likelihood = -28522.114
Iteration 89: (EM) log likelihood = -28521.128
Iteration 90: (EM) log likelihood = -28519.697
Iteration 91: (EM) log likelihood = -28518.299
Iteration 92: (EM) log likelihood = -28516.757
Iteration 93: (EM) log likelihood = -28515.941
Iteration 94: (EM) log likelihood = -28514.86
Iteration 95: (EM) log likelihood = -28513.559
Iteration 96: (EM) log likelihood = -28512.443
Iteration 97: (EM) log likelihood = -28511.238
Iteration 98: (EM) log likelihood = -28509.449
Iteration 99: (EM) log likelihood = -28508.318
Iteration 100: (EM) log likelihood = -28506.421
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.5588
Iteration 1: (class) log likelihood = -6785.5588
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29346.287
Iteration 1: (outcome) log likelihood = -28962.444
Iteration 2: (outcome) log likelihood = -28869.807
Iteration 3: (outcome) log likelihood = -28858.498
Iteration 4: (outcome) log likelihood = -28856.532
Iteration 5: (outcome) log likelihood = -28856.073
Iteration 6: (outcome) log likelihood = -28855.977
Iteration 7: (outcome) log likelihood = -28855.956
Iteration 8: (outcome) log likelihood = -28855.952
Iteration 9: (outcome) log likelihood = -28855.951
Iteration 10: (outcome) log likelihood = -28855.95 (not concave)
Iteration 11: (outcome) log likelihood = -28855.95 (not concave)
Iteration 12: (outcome) log likelihood = -28855.95 (not concave)
Iteration 13: (outcome) log likelihood = -28855.95 (not concave)
Iteration 14: (outcome) log likelihood = -28855.95 (not concave)
Iteration 15: (outcome) log likelihood = -28855.95 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35606.569
Iteration 1: (EM) log likelihood = -35458.186
Iteration 2: (EM) log likelihood = -34958.082
Iteration 3: (EM) log likelihood = -33885.494
Iteration 4: (EM) log likelihood = -32775.261
Iteration 5: (EM) log likelihood = -32023.326
Iteration 6: (EM) log likelihood = -31496.88
Iteration 7: (EM) log likelihood = -31089.625
Iteration 8: (EM) log likelihood = -30764.863
Iteration 9: (EM) log likelihood = -30490.151
Iteration 10: (EM) log likelihood = -30244.941
Iteration 11: (EM) log likelihood = -30036.281
Iteration 12: (EM) log likelihood = -29868.365
Iteration 13: (EM) log likelihood = -29738.344
Iteration 14: (EM) log likelihood = -29641.559
Iteration 15: (EM) log likelihood = -29566.925
Iteration 16: (EM) log likelihood = -29509.003
Iteration 17: (EM) log likelihood = -29461.274
Iteration 18: (EM) log likelihood = -29420.35
Iteration 19: (EM) log likelihood = -29386.917
Iteration 20: (EM) log likelihood = -29357.751
Iteration 21: (EM) log likelihood = -29331.333
Iteration 22: (EM) log likelihood = -29307.054
Iteration 23: (EM) log likelihood = -29285.242
Iteration 24: (EM) log likelihood = -29265.119
Iteration 25: (EM) log likelihood = -29247.191
Iteration 26: (EM) log likelihood = -29230.278
Iteration 27: (EM) log likelihood = -29212.634
Iteration 28: (EM) log likelihood = -29195.341
Iteration 29: (EM) log likelihood = -29178.707
Iteration 30: (EM) log likelihood = -29163.575
Iteration 31: (EM) log likelihood = -29148.315
Iteration 32: (EM) log likelihood = -29131.366
Iteration 33: (EM) log likelihood = -29115.8
Iteration 34: (EM) log likelihood = -29098.545
Iteration 35: (EM) log likelihood = -29080.168
Iteration 36: (EM) log likelihood = -29061.655
Iteration 37: (EM) log likelihood = -29042.605
Iteration 38: (EM) log likelihood = -29022.487
Iteration 39: (EM) log likelihood = -29001.573
Iteration 40: (EM) log likelihood = -28977.95
Iteration 41: (EM) log likelihood = -28953.795
Iteration 42: (EM) log likelihood = -28930.324
Iteration 43: (EM) log likelihood = -28908.297
Iteration 44: (EM) log likelihood = -28889.105
Iteration 45: (EM) log likelihood = -28868.658
Iteration 46: (EM) log likelihood = -28850.044
Iteration 47: (EM) log likelihood = -28829.773
Iteration 48: (EM) log likelihood = -28811.389
Iteration 49: (EM) log likelihood = -28792.357
Iteration 50: (EM) log likelihood = -28773.866
Iteration 51: (EM) log likelihood = -28754.445
Iteration 52: (EM) log likelihood = -28732.792
Iteration 53: (EM) log likelihood = -28713.55
Iteration 54: (EM) log likelihood = -28692.462
Iteration 55: (EM) log likelihood = -28671.623
Iteration 56: (EM) log likelihood = -28652.493
Iteration 57: (EM) log likelihood = -28633.424
Iteration 58: (EM) log likelihood = -28613.141
Iteration 59: (EM) log likelihood = -28595.216
Iteration 60: (EM) log likelihood = -28576.626
Iteration 61: (EM) log likelihood = -28558.711
Iteration 62: (EM) log likelihood = -28542.206
Iteration 63: (EM) log likelihood = -28525.185
Iteration 64: (EM) log likelihood = -28508.811
Iteration 65: (EM) log likelihood = -28494.121
Iteration 66: (EM) log likelihood = -28480.498
Iteration 67: (EM) log likelihood = -28466.598
Iteration 68: (EM) log likelihood = -28456.277
Iteration 69: (EM) log likelihood = -28445.135
Iteration 70: (EM) log likelihood = -28435.279
Iteration 71: (EM) log likelihood = -28428.4
Iteration 72: (EM) log likelihood = -28420.826
Iteration 73: (EM) log likelihood = -28414.607
Iteration 74: (EM) log likelihood = -28408.556
Iteration 75: (EM) log likelihood = -28404.113
Iteration 76: (EM) log likelihood = -28398.313
Iteration 77: (EM) log likelihood = -28394.831
Iteration 78: (EM) log likelihood = -28391.527
Iteration 79: (EM) log likelihood = -28388.428
Iteration 80: (EM) log likelihood = -28385.373
Iteration 81: (EM) log likelihood = -28383.173
Iteration 82: (EM) log likelihood = -28380.327
Iteration 83: (EM) log likelihood = -28379.134
Iteration 84: (EM) log likelihood = -28376.299
Iteration 85: (EM) log likelihood = -28375.543
Iteration 86: (EM) log likelihood = -28373.214
Iteration 87: (EM) log likelihood = -28374.132
Iteration 88: (EM) log likelihood = -28373.258
Iteration 89: (EM) log likelihood = -28370.683
Iteration 90: (EM) log likelihood = -28369.259
Iteration 91: (EM) log likelihood = -28368.939
Iteration 92: (EM) log likelihood = -28368.59
Iteration 93: (EM) log likelihood = -28367.039
Iteration 94: (EM) log likelihood = -28365.172
Iteration 95: (EM) log likelihood = -28365.811
Iteration 96: (EM) log likelihood = -28365.039
Iteration 97: (EM) log likelihood = -28363.585
Iteration 98: (EM) log likelihood = -28362.824
Iteration 99: (EM) log likelihood = -28362.791
Iteration 100: (EM) log likelihood = -28363.49
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6783.5435
Iteration 1: (class) log likelihood = -6783.5435
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29315.717
Iteration 1: (outcome) log likelihood = -28974.84
Iteration 2: (outcome) log likelihood = -28879.108
Iteration 3: (outcome) log likelihood = -28866.08
Iteration 4: (outcome) log likelihood = -28863.842
Iteration 5: (outcome) log likelihood = -28863.447
Iteration 6: (outcome) log likelihood = -28863.38
Iteration 7: (outcome) log likelihood = -28863.364
Iteration 8: (outcome) log likelihood = -28863.36
Iteration 9: (outcome) log likelihood = -28863.36 (not concave)
Iteration 10: (outcome) log likelihood = -28863.359 (not concave)
Iteration 11: (outcome) log likelihood = -28863.359 (not concave)
Iteration 12: (outcome) log likelihood = -28863.359 (not concave)
Iteration 13: (outcome) log likelihood = -28863.359 (not concave)
Iteration 14: (outcome) log likelihood = -28863.359 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35610.571
Iteration 1: (EM) log likelihood = -35499.012
Iteration 2: (EM) log likelihood = -35191.833
Iteration 3: (EM) log likelihood = -34455.989
Iteration 4: (EM) log likelihood = -33390.895
Iteration 5: (EM) log likelihood = -32487.634
Iteration 6: (EM) log likelihood = -31778.262
Iteration 7: (EM) log likelihood = -31205.042
Iteration 8: (EM) log likelihood = -30787.857
Iteration 9: (EM) log likelihood = -30485.898
Iteration 10: (EM) log likelihood = -30257.77
Iteration 11: (EM) log likelihood = -30078.01
Iteration 12: (EM) log likelihood = -29941.011
Iteration 13: (EM) log likelihood = -29833.323
Iteration 14: (EM) log likelihood = -29745.885
Iteration 15: (EM) log likelihood = -29673.349
Iteration 16: (EM) log likelihood = -29610.853
Iteration 17: (EM) log likelihood = -29554.87
Iteration 18: (EM) log likelihood = -29498.775
Iteration 19: (EM) log likelihood = -29454.785
Iteration 20: (EM) log likelihood = -29413.237
Iteration 21: (EM) log likelihood = -29374.362
Iteration 22: (EM) log likelihood = -29339.111
Iteration 23: (EM) log likelihood = -29307.273
Iteration 24: (EM) log likelihood = -29277.498
Iteration 25: (EM) log likelihood = -29255.24
Iteration 26: (EM) log likelihood = -29235.976
Iteration 27: (EM) log likelihood = -29220.617
Iteration 28: (EM) log likelihood = -29206.87
Iteration 29: (EM) log likelihood = -29192.585
Iteration 30: (EM) log likelihood = -29177.955
Iteration 31: (EM) log likelihood = -29166.491
Iteration 32: (EM) log likelihood = -29156.16
Iteration 33: (EM) log likelihood = -29146.59
Iteration 34: (EM) log likelihood = -29136.925
Iteration 35: (EM) log likelihood = -29127.51
Iteration 36: (EM) log likelihood = -29118.296
Iteration 37: (EM) log likelihood = -29108.652
Iteration 38: (EM) log likelihood = -29097.942
Iteration 39: (EM) log likelihood = -29087.021
Iteration 40: (EM) log likelihood = -29075.172
Iteration 41: (EM) log likelihood = -29063.088
Iteration 42: (EM) log likelihood = -29050.645
Iteration 43: (EM) log likelihood = -29037.698
Iteration 44: (EM) log likelihood = -29023.687
Iteration 45: (EM) log likelihood = -29005.289
Iteration 46: (EM) log likelihood = -28990.106
Iteration 47: (EM) log likelihood = -28975.487
Iteration 48: (EM) log likelihood = -28960.777
Iteration 49: (EM) log likelihood = -28943.779
Iteration 50: (EM) log likelihood = -28927.823
Iteration 51: (EM) log likelihood = -28913.319
Iteration 52: (EM) log likelihood = -28898.388
Iteration 53: (EM) log likelihood = -28885.138
Iteration 54: (EM) log likelihood = -28872.467
Iteration 55: (EM) log likelihood = -28859.945
Iteration 56: (EM) log likelihood = -28846.287
Iteration 57: (EM) log likelihood = -28832.955
Iteration 58: (EM) log likelihood = -28818.148
Iteration 59: (EM) log likelihood = -28806.216
Iteration 60: (EM) log likelihood = -28794.952
Iteration 61: (EM) log likelihood = -28782.863
Iteration 62: (EM) log likelihood = -28769.669
Iteration 63: (EM) log likelihood = -28759.175
Iteration 64: (EM) log likelihood = -28748.545
Iteration 65: (EM) log likelihood = -28738.384
Iteration 66: (EM) log likelihood = -28728.247
Iteration 67: (EM) log likelihood = -28719.494
Iteration 68: (EM) log likelihood = -28711.179
Iteration 69: (EM) log likelihood = -28698.285
Iteration 70: (EM) log likelihood = -28689.119
Iteration 71: (EM) log likelihood = -28679.379
Iteration 72: (EM) log likelihood = -28670.986
Iteration 73: (EM) log likelihood = -28661.755
Iteration 74: (EM) log likelihood = -28651.52
Iteration 75: (EM) log likelihood = -28641.318
Iteration 76: (EM) log likelihood = -28630.805
Iteration 77: (EM) log likelihood = -28618.981
Iteration 78: (EM) log likelihood = -28604.525
Iteration 79: (EM) log likelihood = -28590.877
Iteration 80: (EM) log likelihood = -28573.816
Iteration 81: (EM) log likelihood = -28557.401
Iteration 82: (EM) log likelihood = -28536.947
Iteration 83: (EM) log likelihood = -28522.062
Iteration 84: (EM) log likelihood = -28507.762
Iteration 85: (EM) log likelihood = -28491.142
Iteration 86: (EM) log likelihood = -28476.319
Iteration 87: (EM) log likelihood = -28462.683
Iteration 88: (EM) log likelihood = -28448.835
Iteration 89: (EM) log likelihood = -28436.409
Iteration 90: (EM) log likelihood = -28426.664
Iteration 91: (EM) log likelihood = -28419.065
Iteration 92: (EM) log likelihood = -28413.106
Iteration 93: (EM) log likelihood = -28403.139
Iteration 94: (EM) log likelihood = -28397.968
Iteration 95: (EM) log likelihood = -28390.895
Iteration 96: (EM) log likelihood = -28387.113
Iteration 97: (EM) log likelihood = -28380.461
Iteration 98: (EM) log likelihood = -28376.341
Iteration 99: (EM) log likelihood = -28372.901
Iteration 100: (EM) log likelihood = -28370.038
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.6877
Iteration 1: (class) log likelihood = -6787.6877
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29682.108
Iteration 1: (outcome) log likelihood = -29020.53
Iteration 2: (outcome) log likelihood = -28860.974
Iteration 3: (outcome) log likelihood = -28837.273
Iteration 4: (outcome) log likelihood = -28832.762
Iteration 5: (outcome) log likelihood = -28831.84
Iteration 6: (outcome) log likelihood = -28831.611
Iteration 7: (outcome) log likelihood = -28831.567
Iteration 8: (outcome) log likelihood = -28831.559
Iteration 9: (outcome) log likelihood = -28831.558
Iteration 10: (outcome) log likelihood = -28831.557 (not concave)
Iteration 11: (outcome) log likelihood = -28831.557 (not concave)
Iteration 12: (outcome) log likelihood = -28831.557 (not concave)
Iteration 13: (outcome) log likelihood = -28831.557 (not concave)
Iteration 14: (outcome) log likelihood = -28831.557 (not concave)
Iteration 15: (outcome) log likelihood = -28831.557 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35558.612
Iteration 1: (EM) log likelihood = -35401.968
Iteration 2: (EM) log likelihood = -35015.157
Iteration 3: (EM) log likelihood = -34194.049
Iteration 4: (EM) log likelihood = -33087.45
Iteration 5: (EM) log likelihood = -32108.158
Iteration 6: (EM) log likelihood = -31366.951
Iteration 7: (EM) log likelihood = -30862.523
Iteration 8: (EM) log likelihood = -30534.995
Iteration 9: (EM) log likelihood = -30293.396
Iteration 10: (EM) log likelihood = -30076.339
Iteration 11: (EM) log likelihood = -29863.627
Iteration 12: (EM) log likelihood = -29655.785
Iteration 13: (EM) log likelihood = -29464.029
Iteration 14: (EM) log likelihood = -29303.6
Iteration 15: (EM) log likelihood = -29171.214
Iteration 16: (EM) log likelihood = -29074.143
Iteration 17: (EM) log likelihood = -28996.053
Iteration 18: (EM) log likelihood = -28931.551
Iteration 19: (EM) log likelihood = -28879.812
Iteration 20: (EM) log likelihood = -28843.57
Iteration 21: (EM) log likelihood = -28814.724
Iteration 22: (EM) log likelihood = -28792.136
Iteration 23: (EM) log likelihood = -28768.184
Iteration 24: (EM) log likelihood = -28751.437
Iteration 25: (EM) log likelihood = -28735.114
Iteration 26: (EM) log likelihood = -28722.192
Iteration 27: (EM) log likelihood = -28708.233
Iteration 28: (EM) log likelihood = -28697.998
Iteration 29: (EM) log likelihood = -28688.35
Iteration 30: (EM) log likelihood = -28677.463
Iteration 31: (EM) log likelihood = -28666.785
Iteration 32: (EM) log likelihood = -28657.222
Iteration 33: (EM) log likelihood = -28647.581
Iteration 34: (EM) log likelihood = -28635.913
Iteration 35: (EM) log likelihood = -28623.161
Iteration 36: (EM) log likelihood = -28611.809
Iteration 37: (EM) log likelihood = -28600.158
Iteration 38: (EM) log likelihood = -28588.713
Iteration 39: (EM) log likelihood = -28578.141
Iteration 40: (EM) log likelihood = -28567.149
Iteration 41: (EM) log likelihood = -28554.761
Iteration 42: (EM) log likelihood = -28543.802
Iteration 43: (EM) log likelihood = -28533.697
Iteration 44: (EM) log likelihood = -28526.392
Iteration 45: (EM) log likelihood = -28517.361
Iteration 46: (EM) log likelihood = -28509.794
Iteration 47: (EM) log likelihood = -28500.993
Iteration 48: (EM) log likelihood = -28494.687
Iteration 49: (EM) log likelihood = -28487.196
Iteration 50: (EM) log likelihood = -28480.713
Iteration 51: (EM) log likelihood = -28476.405
Iteration 52: (EM) log likelihood = -28472.912
Iteration 53: (EM) log likelihood = -28466.592
Iteration 54: (EM) log likelihood = -28462.49
Iteration 55: (EM) log likelihood = -28459.068
Iteration 56: (EM) log likelihood = -28455.695
Iteration 57: (EM) log likelihood = -28454.519
Iteration 58: (EM) log likelihood = -28452.211
Iteration 59: (EM) log likelihood = -28449.608
Iteration 60: (EM) log likelihood = -28447.105
Iteration 61: (EM) log likelihood = -28443.417
Iteration 62: (EM) log likelihood = -28438.756
Iteration 63: (EM) log likelihood = -28434.9
Iteration 64: (EM) log likelihood = -28432.85
Iteration 65: (EM) log likelihood = -28426.426
Iteration 66: (EM) log likelihood = -28424.438
Iteration 67: (EM) log likelihood = -28422.821
Iteration 68: (EM) log likelihood = -28417.831
Iteration 69: (EM) log likelihood = -28414.068
Iteration 70: (EM) log likelihood = -28409.866
Iteration 71: (EM) log likelihood = -28407.411
Iteration 72: (EM) log likelihood = -28404.005
Iteration 73: (EM) log likelihood = -28400.979
Iteration 74: (EM) log likelihood = -28400.414
Iteration 75: (EM) log likelihood = -28397.107
Iteration 76: (EM) log likelihood = -28394.825
Iteration 77: (EM) log likelihood = -28393.262
Iteration 78: (EM) log likelihood = -28392.201
Iteration 79: (EM) log likelihood = -28391.33
Iteration 80: (EM) log likelihood = -28389.661
Iteration 81: (EM) log likelihood = -28388.168
Iteration 82: (EM) log likelihood = -28385.823
Iteration 83: (EM) log likelihood = -28384.936
Iteration 84: (EM) log likelihood = -28383.139
Iteration 85: (EM) log likelihood = -28382.212
Iteration 86: (EM) log likelihood = -28380.698
Iteration 87: (EM) log likelihood = -28379.429
Iteration 88: (EM) log likelihood = -28378.277
Iteration 89: (EM) log likelihood = -28377.253
Iteration 90: (EM) log likelihood = -28375.473
Iteration 91: (EM) log likelihood = -28374.723
Iteration 92: (EM) log likelihood = -28373.176
Iteration 93: (EM) log likelihood = -28371.464
Iteration 94: (EM) log likelihood = -28369.984
Iteration 95: (EM) log likelihood = -28368.198
Iteration 96: (EM) log likelihood = -28366.547
Iteration 97: (EM) log likelihood = -28365.253
Iteration 98: (EM) log likelihood = -28364.306
Iteration 99: (EM) log likelihood = -28364.082
Iteration 100: (EM) log likelihood = -28362.795
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.8844
Iteration 1: (class) log likelihood = -6785.8844
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29850.782
Iteration 1: (outcome) log likelihood = -29147.275
Iteration 2: (outcome) log likelihood = -28900.637
Iteration 3: (outcome) log likelihood = -28859.362
Iteration 4: (outcome) log likelihood = -28852.311
Iteration 5: (outcome) log likelihood = -28850.932
Iteration 6: (outcome) log likelihood = -28850.628
Iteration 7: (outcome) log likelihood = -28850.56
Iteration 8: (outcome) log likelihood = -28850.549
Iteration 9: (outcome) log likelihood = -28850.548 (not concave)
Iteration 10: (outcome) log likelihood = -28850.548 (not concave)
Iteration 11: (outcome) log likelihood = -28850.548 (not concave)
Iteration 12: (outcome) log likelihood = -28850.548 (not concave)
Iteration 13: (outcome) log likelihood = -28850.548 (not concave)
Iteration 14: (outcome) log likelihood = -28850.548 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35574.734
Iteration 1: (EM) log likelihood = -35346.168
Iteration 2: (EM) log likelihood = -34826.047
Iteration 3: (EM) log likelihood = -33961.369
Iteration 4: (EM) log likelihood = -33040.479
Iteration 5: (EM) log likelihood = -32330.162
Iteration 6: (EM) log likelihood = -31755.484
Iteration 7: (EM) log likelihood = -31277.907
Iteration 8: (EM) log likelihood = -30902.838
Iteration 9: (EM) log likelihood = -30613.718
Iteration 10: (EM) log likelihood = -30396.869
Iteration 11: (EM) log likelihood = -30232.325
Iteration 12: (EM) log likelihood = -30106.213
Iteration 13: (EM) log likelihood = -30005.381
Iteration 14: (EM) log likelihood = -29927.516
Iteration 15: (EM) log likelihood = -29860.371
Iteration 16: (EM) log likelihood = -29809.176
Iteration 17: (EM) log likelihood = -29763.524
Iteration 18: (EM) log likelihood = -29725.033
Iteration 19: (EM) log likelihood = -29689.565
Iteration 20: (EM) log likelihood = -29655.09
Iteration 21: (EM) log likelihood = -29618.869
Iteration 22: (EM) log likelihood = -29584.526
Iteration 23: (EM) log likelihood = -29547.33
Iteration 24: (EM) log likelihood = -29507.894
Iteration 25: (EM) log likelihood = -29468.242
Iteration 26: (EM) log likelihood = -29427.469
Iteration 27: (EM) log likelihood = -29388.003
Iteration 28: (EM) log likelihood = -29345.903
Iteration 29: (EM) log likelihood = -29303.028
Iteration 30: (EM) log likelihood = -29260.11
Iteration 31: (EM) log likelihood = -29212.395
Iteration 32: (EM) log likelihood = -29171.025
Iteration 33: (EM) log likelihood = -29130.354
Iteration 34: (EM) log likelihood = -29094.924
Iteration 35: (EM) log likelihood = -29061.137
Iteration 36: (EM) log likelihood = -29026.835
Iteration 37: (EM) log likelihood = -28992.477
Iteration 38: (EM) log likelihood = -28965.323
Iteration 39: (EM) log likelihood = -28938.385
Iteration 40: (EM) log likelihood = -28914.543
Iteration 41: (EM) log likelihood = -28887.837
Iteration 42: (EM) log likelihood = -28868.037
Iteration 43: (EM) log likelihood = -28849.932
Iteration 44: (EM) log likelihood = -28824.723
Iteration 45: (EM) log likelihood = -28805.794
Iteration 46: (EM) log likelihood = -28788.446
Iteration 47: (EM) log likelihood = -28775.144
Iteration 48: (EM) log likelihood = -28760.779
Iteration 49: (EM) log likelihood = -28748.783
Iteration 50: (EM) log likelihood = -28737.781
Iteration 51: (EM) log likelihood = -28726.761
Iteration 52: (EM) log likelihood = -28714.338
Iteration 53: (EM) log likelihood = -28702.2
Iteration 54: (EM) log likelihood = -28688.496
Iteration 55: (EM) log likelihood = -28676.234
Iteration 56: (EM) log likelihood = -28663.117
Iteration 57: (EM) log likelihood = -28652.108
Iteration 58: (EM) log likelihood = -28642.268
Iteration 59: (EM) log likelihood = -28632.499
Iteration 60: (EM) log likelihood = -28624.909
Iteration 61: (EM) log likelihood = -28618.404
Iteration 62: (EM) log likelihood = -28612.172
Iteration 63: (EM) log likelihood = -28604.447
Iteration 64: (EM) log likelihood = -28598.832
Iteration 65: (EM) log likelihood = -28594.428
Iteration 66: (EM) log likelihood = -28590.478
Iteration 67: (EM) log likelihood = -28586.302
Iteration 68: (EM) log likelihood = -28582.578
Iteration 69: (EM) log likelihood = -28579.168
Iteration 70: (EM) log likelihood = -28573.252
Iteration 71: (EM) log likelihood = -28570.14
Iteration 72: (EM) log likelihood = -28566.736
Iteration 73: (EM) log likelihood = -28564.292
Iteration 74: (EM) log likelihood = -28561.877
Iteration 75: (EM) log likelihood = -28559.801
Iteration 76: (EM) log likelihood = -28557.775
Iteration 77: (EM) log likelihood = -28555.645
Iteration 78: (EM) log likelihood = -28553.642
Iteration 79: (EM) log likelihood = -28551.691
Iteration 80: (EM) log likelihood = -28549.752
Iteration 81: (EM) log likelihood = -28547.761
Iteration 82: (EM) log likelihood = -28545.838
Iteration 83: (EM) log likelihood = -28543.831
Iteration 84: (EM) log likelihood = -28541.811
Iteration 85: (EM) log likelihood = -28539.963
Iteration 86: (EM) log likelihood = -28537.538
Iteration 87: (EM) log likelihood = -28535.736
Iteration 88: (EM) log likelihood = -28533.085
Iteration 89: (EM) log likelihood = -28530.903
Iteration 90: (EM) log likelihood = -28528.331
Iteration 91: (EM) log likelihood = -28526.546
Iteration 92: (EM) log likelihood = -28523.265
Iteration 93: (EM) log likelihood = -28519.599
Iteration 94: (EM) log likelihood = -28516.117
Iteration 95: (EM) log likelihood = -28512.366
Iteration 96: (EM) log likelihood = -28509.333
Iteration 97: (EM) log likelihood = -28506.091
Iteration 98: (EM) log likelihood = -28503.115
Iteration 99: (EM) log likelihood = -28499.471
Iteration 100: (EM) log likelihood = -28496.317
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.4157
Iteration 1: (class) log likelihood = -6787.4157
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29889.138
Iteration 1: (outcome) log likelihood = -29161.338
Iteration 2: (outcome) log likelihood = -28908.547
Iteration 3: (outcome) log likelihood = -28873.54
Iteration 4: (outcome) log likelihood = -28867.115
Iteration 5: (outcome) log likelihood = -28865.724
Iteration 6: (outcome) log likelihood = -28865.436
Iteration 7: (outcome) log likelihood = -28865.375
Iteration 8: (outcome) log likelihood = -28865.361
Iteration 9: (outcome) log likelihood = -28865.358
Iteration 10: (outcome) log likelihood = -28865.357 (not concave)
Iteration 11: (outcome) log likelihood = -28865.357 (not concave)
Iteration 12: (outcome) log likelihood = -28865.357 (not concave)
Iteration 13: (outcome) log likelihood = -28865.357 (not concave)
Iteration 14: (outcome) log likelihood = -28865.357 (not concave)
Iteration 15: (outcome) log likelihood = -28865.357 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35628.392
Iteration 1: (EM) log likelihood = -35533.589
Iteration 2: (EM) log likelihood = -35209.762
Iteration 3: (EM) log likelihood = -34325.973
Iteration 4: (EM) log likelihood = -33027.915
Iteration 5: (EM) log likelihood = -31943.246
Iteration 6: (EM) log likelihood = -31241.33
Iteration 7: (EM) log likelihood = -30808.791
Iteration 8: (EM) log likelihood = -30498.541
Iteration 9: (EM) log likelihood = -30246.441
Iteration 10: (EM) log likelihood = -30022.368
Iteration 11: (EM) log likelihood = -29824.784
Iteration 12: (EM) log likelihood = -29658.719
Iteration 13: (EM) log likelihood = -29519.613
Iteration 14: (EM) log likelihood = -29399.445
Iteration 15: (EM) log likelihood = -29294.588
Iteration 16: (EM) log likelihood = -29200.026
Iteration 17: (EM) log likelihood = -29114.877
Iteration 18: (EM) log likelihood = -29035.297
Iteration 19: (EM) log likelihood = -28964.783
Iteration 20: (EM) log likelihood = -28900.461
Iteration 21: (EM) log likelihood = -28840.937
Iteration 22: (EM) log likelihood = -28792.135
Iteration 23: (EM) log likelihood = -28747.364
Iteration 24: (EM) log likelihood = -28708.063
Iteration 25: (EM) log likelihood = -28673.084
Iteration 26: (EM) log likelihood = -28646.194
Iteration 27: (EM) log likelihood = -28622.696
Iteration 28: (EM) log likelihood = -28600.439
Iteration 29: (EM) log likelihood = -28583.423
Iteration 30: (EM) log likelihood = -28567.892
Iteration 31: (EM) log likelihood = -28550.408
Iteration 32: (EM) log likelihood = -28536.887
Iteration 33: (EM) log likelihood = -28524.029
Iteration 34: (EM) log likelihood = -28512.655
Iteration 35: (EM) log likelihood = -28501.767
Iteration 36: (EM) log likelihood = -28490.896
Iteration 37: (EM) log likelihood = -28480.469
Iteration 38: (EM) log likelihood = -28472.248
Iteration 39: (EM) log likelihood = -28460.999
Iteration 40: (EM) log likelihood = -28451.075
Iteration 41: (EM) log likelihood = -28441.022
Iteration 42: (EM) log likelihood = -28431.558
Iteration 43: (EM) log likelihood = -28421.434
Iteration 44: (EM) log likelihood = -28414.874
Iteration 45: (EM) log likelihood = -28406.798
Iteration 46: (EM) log likelihood = -28400.124
Iteration 47: (EM) log likelihood = -28393.567
Iteration 48: (EM) log likelihood = -28387.743
Iteration 49: (EM) log likelihood = -28380.546
Iteration 50: (EM) log likelihood = -28373.84
Iteration 51: (EM) log likelihood = -28368.006
Iteration 52: (EM) log likelihood = -28363.682
Iteration 53: (EM) log likelihood = -28359.642
Iteration 54: (EM) log likelihood = -28353.029
Iteration 55: (EM) log likelihood = -28348.792
Iteration 56: (EM) log likelihood = -28344.793
Iteration 57: (EM) log likelihood = -28341.168
Iteration 58: (EM) log likelihood = -28336.953
Iteration 59: (EM) log likelihood = -28332.972
Iteration 60: (EM) log likelihood = -28330.276
Iteration 61: (EM) log likelihood = -28326.423
Iteration 62: (EM) log likelihood = -28323.745
Iteration 63: (EM) log likelihood = -28320.014
Iteration 64: (EM) log likelihood = -28316.704
Iteration 65: (EM) log likelihood = -28313.771
Iteration 66: (EM) log likelihood = -28311.146
Iteration 67: (EM) log likelihood = -28308.851
Iteration 68: (EM) log likelihood = -28306.556
Iteration 69: (EM) log likelihood = -28302.1
Iteration 70: (EM) log likelihood = -28297.978
Iteration 71: (EM) log likelihood = -28295.102
Iteration 72: (EM) log likelihood = -28292.521
Iteration 73: (EM) log likelihood = -28289.55
Iteration 74: (EM) log likelihood = -28286.819
Iteration 75: (EM) log likelihood = -28283.978
Iteration 76: (EM) log likelihood = -28281.721
Iteration 77: (EM) log likelihood = -28278.562
Iteration 78: (EM) log likelihood = -28274.604
Iteration 79: (EM) log likelihood = -28272.379
Iteration 80: (EM) log likelihood = -28269.65
Iteration 81: (EM) log likelihood = -28268.283
Iteration 82: (EM) log likelihood = -28266.007
Iteration 83: (EM) log likelihood = -28262.966
Iteration 84: (EM) log likelihood = -28259.711
Iteration 85: (EM) log likelihood = -28258.436
Iteration 86: (EM) log likelihood = -28256.955
Iteration 87: (EM) log likelihood = -28254.922
Iteration 88: (EM) log likelihood = -28253.285
Iteration 89: (EM) log likelihood = -28251.83
Iteration 90: (EM) log likelihood = -28249.995
Iteration 91: (EM) log likelihood = -28248.23
Iteration 92: (EM) log likelihood = -28247.062
Iteration 93: (EM) log likelihood = -28245.183
Iteration 94: (EM) log likelihood = -28244.218
Iteration 95: (EM) log likelihood = -28242.329
Iteration 96: (EM) log likelihood = -28241.047
Iteration 97: (EM) log likelihood = -28241.374
Iteration 98: (EM) log likelihood = -28239.956
Iteration 99: (EM) log likelihood = -28238.507
Iteration 100: (EM) log likelihood = -28238.166
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.9746
Iteration 1: (class) log likelihood = -6785.9746
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29513.615
Iteration 1: (outcome) log likelihood = -29030.869
Iteration 2: (outcome) log likelihood = -28867.809
Iteration 3: (outcome) log likelihood = -28844.889
Iteration 4: (outcome) log likelihood = -28840.632
Iteration 5: (outcome) log likelihood = -28839.893
Iteration 6: (outcome) log likelihood = -28839.718
Iteration 7: (outcome) log likelihood = -28839.68
Iteration 8: (outcome) log likelihood = -28839.671
Iteration 9: (outcome) log likelihood = -28839.669 (not concave)
Iteration 10: (outcome) log likelihood = -28839.669 (not concave)
Iteration 11: (outcome) log likelihood = -28839.669 (not concave)
Iteration 12: (outcome) log likelihood = -28839.669 (not concave)
Iteration 13: (outcome) log likelihood = -28839.669 (not concave)
Iteration 14: (outcome) log likelihood = -28839.669 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35545.846
Iteration 1: (EM) log likelihood = -35344.047
Iteration 2: (EM) log likelihood = -34855.971
Iteration 3: (EM) log likelihood = -33879.006
Iteration 4: (EM) log likelihood = -32762.198
Iteration 5: (EM) log likelihood = -31931.682
Iteration 6: (EM) log likelihood = -31310.775
Iteration 7: (EM) log likelihood = -30834.248
Iteration 8: (EM) log likelihood = -30476.652
Iteration 9: (EM) log likelihood = -30196.076
Iteration 10: (EM) log likelihood = -29969.53
Iteration 11: (EM) log likelihood = -29797.411
Iteration 12: (EM) log likelihood = -29665.872
Iteration 13: (EM) log likelihood = -29562.545
Iteration 14: (EM) log likelihood = -29475.712
Iteration 15: (EM) log likelihood = -29396.371
Iteration 16: (EM) log likelihood = -29329.817
Iteration 17: (EM) log likelihood = -29269.381
Iteration 18: (EM) log likelihood = -29216.232
Iteration 19: (EM) log likelihood = -29171.189
Iteration 20: (EM) log likelihood = -29129.407
Iteration 21: (EM) log likelihood = -29092.757
Iteration 22: (EM) log likelihood = -29059.26
Iteration 23: (EM) log likelihood = -29029.4
Iteration 24: (EM) log likelihood = -29002.578
Iteration 25: (EM) log likelihood = -28978.565
Iteration 26: (EM) log likelihood = -28953.443
Iteration 27: (EM) log likelihood = -28931.912
Iteration 28: (EM) log likelihood = -28912.098
Iteration 29: (EM) log likelihood = -28891.841
Iteration 30: (EM) log likelihood = -28875.052
Iteration 31: (EM) log likelihood = -28860.382
Iteration 32: (EM) log likelihood = -28846.842
Iteration 33: (EM) log likelihood = -28833.136
Iteration 34: (EM) log likelihood = -28821.948
Iteration 35: (EM) log likelihood = -28812.964
Iteration 36: (EM) log likelihood = -28804.391
Iteration 37: (EM) log likelihood = -28797.182
Iteration 38: (EM) log likelihood = -28790.388
Iteration 39: (EM) log likelihood = -28783.052
Iteration 40: (EM) log likelihood = -28775.481
Iteration 41: (EM) log likelihood = -28768.651
Iteration 42: (EM) log likelihood = -28762.057
Iteration 43: (EM) log likelihood = -28756.33
Iteration 44: (EM) log likelihood = -28750.745
Iteration 45: (EM) log likelihood = -28744.344
Iteration 46: (EM) log likelihood = -28738.397
Iteration 47: (EM) log likelihood = -28732.492
Iteration 48: (EM) log likelihood = -28725.991
Iteration 49: (EM) log likelihood = -28720.23
Iteration 50: (EM) log likelihood = -28714.141
Iteration 51: (EM) log likelihood = -28707.886
Iteration 52: (EM) log likelihood = -28702.18
Iteration 53: (EM) log likelihood = -28696.883
Iteration 54: (EM) log likelihood = -28691.575
Iteration 55: (EM) log likelihood = -28686.847
Iteration 56: (EM) log likelihood = -28682.944
Iteration 57: (EM) log likelihood = -28678.499
Iteration 58: (EM) log likelihood = -28674.18
Iteration 59: (EM) log likelihood = -28669.259
Iteration 60: (EM) log likelihood = -28664.64
Iteration 61: (EM) log likelihood = -28659.765
Iteration 62: (EM) log likelihood = -28655.257
Iteration 63: (EM) log likelihood = -28651.049
Iteration 64: (EM) log likelihood = -28646.742
Iteration 65: (EM) log likelihood = -28642.855
Iteration 66: (EM) log likelihood = -28638.49
Iteration 67: (EM) log likelihood = -28634.633
Iteration 68: (EM) log likelihood = -28630.746
Iteration 69: (EM) log likelihood = -28627.1
Iteration 70: (EM) log likelihood = -28624.075
Iteration 71: (EM) log likelihood = -28620.899
Iteration 72: (EM) log likelihood = -28617.983
Iteration 73: (EM) log likelihood = -28614.962
Iteration 74: (EM) log likelihood = -28612
Iteration 75: (EM) log likelihood = -28609.11
Iteration 76: (EM) log likelihood = -28606.338
Iteration 77: (EM) log likelihood = -28603.71
Iteration 78: (EM) log likelihood = -28601.02
Iteration 79: (EM) log likelihood = -28598.798
Iteration 80: (EM) log likelihood = -28595.692
Iteration 81: (EM) log likelihood = -28593.432
Iteration 82: (EM) log likelihood = -28590.983
Iteration 83: (EM) log likelihood = -28588.922
Iteration 84: (EM) log likelihood = -28587.126
Iteration 85: (EM) log likelihood = -28585.434
Iteration 86: (EM) log likelihood = -28583.847
Iteration 87: (EM) log likelihood = -28582.32
Iteration 88: (EM) log likelihood = -28580.333
Iteration 89: (EM) log likelihood = -28578.927
Iteration 90: (EM) log likelihood = -28577.603
Iteration 91: (EM) log likelihood = -28576.529
Iteration 92: (EM) log likelihood = -28575.131
Iteration 93: (EM) log likelihood = -28573.925
Iteration 94: (EM) log likelihood = -28572.878
Iteration 95: (EM) log likelihood = -28571.878
Iteration 96: (EM) log likelihood = -28571.093
Iteration 97: (EM) log likelihood = -28570.447
Iteration 98: (EM) log likelihood = -28569.717
Iteration 99: (EM) log likelihood = -28568.957
Iteration 100: (EM) log likelihood = -28567.091
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.3397
Iteration 1: (class) log likelihood = -6786.3397
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29700.066
Iteration 1: (outcome) log likelihood = -29030.629
Iteration 2: (outcome) log likelihood = -28878.366
Iteration 3: (outcome) log likelihood = -28850.927
Iteration 4: (outcome) log likelihood = -28846.3
Iteration 5: (outcome) log likelihood = -28845.371
Iteration 6: (outcome) log likelihood = -28845.146
Iteration 7: (outcome) log likelihood = -28845.101
Iteration 8: (outcome) log likelihood = -28845.094
Iteration 9: (outcome) log likelihood = -28845.092
Iteration 10: (outcome) log likelihood = -28845.092 (not concave)
Iteration 11: (outcome) log likelihood = -28845.092 (not concave)
Iteration 12: (outcome) log likelihood = -28845.092 (not concave)
Iteration 13: (outcome) log likelihood = -28845.092 (not concave)
Iteration 14: (outcome) log likelihood = -28845.092 (not concave)
Iteration 15: (outcome) log likelihood = -28845.092 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35567.299
Iteration 1: (EM) log likelihood = -35373.927
Iteration 2: (EM) log likelihood = -34969.765
Iteration 3: (EM) log likelihood = -34319.891
Iteration 4: (EM) log likelihood = -33398.733
Iteration 5: (EM) log likelihood = -32387.713
Iteration 6: (EM) log likelihood = -31545.954
Iteration 7: (EM) log likelihood = -30945.255
Iteration 8: (EM) log likelihood = -30518.452
Iteration 9: (EM) log likelihood = -30188.387
Iteration 10: (EM) log likelihood = -29933.624
Iteration 11: (EM) log likelihood = -29731.62
Iteration 12: (EM) log likelihood = -29571.578
Iteration 13: (EM) log likelihood = -29444.649
Iteration 14: (EM) log likelihood = -29344.424
Iteration 15: (EM) log likelihood = -29266.592
Iteration 16: (EM) log likelihood = -29201.951
Iteration 17: (EM) log likelihood = -29147.098
Iteration 18: (EM) log likelihood = -29105.133
Iteration 19: (EM) log likelihood = -29066.874
Iteration 20: (EM) log likelihood = -29032.43
Iteration 21: (EM) log likelihood = -28997.93
Iteration 22: (EM) log likelihood = -28963.527
Iteration 23: (EM) log likelihood = -28927.254
Iteration 24: (EM) log likelihood = -28895.764
Iteration 25: (EM) log likelihood = -28866.721
Iteration 26: (EM) log likelihood = -28837.378
Iteration 27: (EM) log likelihood = -28805.503
Iteration 28: (EM) log likelihood = -28774.6
Iteration 29: (EM) log likelihood = -28744.987
Iteration 30: (EM) log likelihood = -28716.167
Iteration 31: (EM) log likelihood = -28683.612
Iteration 32: (EM) log likelihood = -28654.271
Iteration 33: (EM) log likelihood = -28625.282
Iteration 34: (EM) log likelihood = -28598.465
Iteration 35: (EM) log likelihood = -28574.541
Iteration 36: (EM) log likelihood = -28549.447
Iteration 37: (EM) log likelihood = -28524.843
Iteration 38: (EM) log likelihood = -28503.385
Iteration 39: (EM) log likelihood = -28483.759
Iteration 40: (EM) log likelihood = -28462.25
Iteration 41: (EM) log likelihood = -28442.777
Iteration 42: (EM) log likelihood = -28424.323
Iteration 43: (EM) log likelihood = -28407.104
Iteration 44: (EM) log likelihood = -28391.446
Iteration 45: (EM) log likelihood = -28375.23
Iteration 46: (EM) log likelihood = -28361.974
Iteration 47: (EM) log likelihood = -28347.743
Iteration 48: (EM) log likelihood = -28335.697
Iteration 49: (EM) log likelihood = -28324.427
Iteration 50: (EM) log likelihood = -28312.862
Iteration 51: (EM) log likelihood = -28302.052
Iteration 52: (EM) log likelihood = -28289.588
Iteration 53: (EM) log likelihood = -28279.784
Iteration 54: (EM) log likelihood = -28269.113
Iteration 55: (EM) log likelihood = -28261.087
Iteration 56: (EM) log likelihood = -28253.592
Iteration 57: (EM) log likelihood = -28246.864
Iteration 58: (EM) log likelihood = -28241.261
Iteration 59: (EM) log likelihood = -28234.56
Iteration 60: (EM) log likelihood = -28228.383
Iteration 61: (EM) log likelihood = -28224.072
Iteration 62: (EM) log likelihood = -28219.816
Iteration 63: (EM) log likelihood = -28215.114
Iteration 64: (EM) log likelihood = -28211.482
Iteration 65: (EM) log likelihood = -28206.811
Iteration 66: (EM) log likelihood = -28198.938
Iteration 67: (EM) log likelihood = -28194.375
Iteration 68: (EM) log likelihood = -28188.476
Iteration 69: (EM) log likelihood = -28184.935
Iteration 70: (EM) log likelihood = -28177.623
Iteration 71: (EM) log likelihood = -28171.616
Iteration 72: (EM) log likelihood = -28166.011
Iteration 73: (EM) log likelihood = -28161.046
Iteration 74: (EM) log likelihood = -28157.371
Iteration 75: (EM) log likelihood = -28152.888
Iteration 76: (EM) log likelihood = -28148.197
Iteration 77: (EM) log likelihood = -28143.488
Iteration 78: (EM) log likelihood = -28138.883
Iteration 79: (EM) log likelihood = -28134.818
Iteration 80: (EM) log likelihood = -28132.581
Iteration 81: (EM) log likelihood = -28130.404
Iteration 82: (EM) log likelihood = -28128.216
Iteration 83: (EM) log likelihood = -28125.858
Iteration 84: (EM) log likelihood = -28124.232
Iteration 85: (EM) log likelihood = -28121.823
Iteration 86: (EM) log likelihood = -28118.938
Iteration 87: (EM) log likelihood = -28118.054
Iteration 88: (EM) log likelihood = -28115.462
Iteration 89: (EM) log likelihood = -28115.053
Iteration 90: (EM) log likelihood = -28112.8
Iteration 91: (EM) log likelihood = -28111.895
Iteration 92: (EM) log likelihood = -28110.289
Iteration 93: (EM) log likelihood = -28111.047
Iteration 94: (EM) log likelihood = -28109.607
Iteration 95: (EM) log likelihood = -28108.494
Iteration 96: (EM) log likelihood = -28108.43
Iteration 97: (EM) log likelihood = -28108.967
Iteration 98: (EM) log likelihood = -28108.722
Iteration 99: (EM) log likelihood = -28108.926
Iteration 100: (EM) log likelihood = -28105.122
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.9209
Iteration 1: (class) log likelihood = -6787.9209
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29723.843
Iteration 1: (outcome) log likelihood = -29115.173
Iteration 2: (outcome) log likelihood = -28893.082
Iteration 3: (outcome) log likelihood = -28863.671
Iteration 4: (outcome) log likelihood = -28858.089
Iteration 5: (outcome) log likelihood = -28856.977
Iteration 6: (outcome) log likelihood = -28856.732
Iteration 7: (outcome) log likelihood = -28856.689
Iteration 8: (outcome) log likelihood = -28856.679
Iteration 9: (outcome) log likelihood = -28856.677 (not concave)
Iteration 10: (outcome) log likelihood = -28856.677 (not concave)
Iteration 11: (outcome) log likelihood = -28856.677 (not concave)
Iteration 12: (outcome) log likelihood = -28856.677 (not concave)
Iteration 13: (outcome) log likelihood = -28856.677 (not concave)
Iteration 14: (outcome) log likelihood = -28856.677 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35599.26
Iteration 1: (EM) log likelihood = -35425.208
Iteration 2: (EM) log likelihood = -34887.591
Iteration 3: (EM) log likelihood = -33770.902
Iteration 4: (EM) log likelihood = -32588.482
Iteration 5: (EM) log likelihood = -31724.471
Iteration 6: (EM) log likelihood = -31120.784
Iteration 7: (EM) log likelihood = -30708.051
Iteration 8: (EM) log likelihood = -30414.742
Iteration 9: (EM) log likelihood = -30181.46
Iteration 10: (EM) log likelihood = -29981.796
Iteration 11: (EM) log likelihood = -29818.77
Iteration 12: (EM) log likelihood = -29681.249
Iteration 13: (EM) log likelihood = -29559.446
Iteration 14: (EM) log likelihood = -29446.854
Iteration 15: (EM) log likelihood = -29342.493
Iteration 16: (EM) log likelihood = -29244.622
Iteration 17: (EM) log likelihood = -29152.922
Iteration 18: (EM) log likelihood = -29061.823
Iteration 19: (EM) log likelihood = -28990.604
Iteration 20: (EM) log likelihood = -28923.387
Iteration 21: (EM) log likelihood = -28858.571
Iteration 22: (EM) log likelihood = -28806.297
Iteration 23: (EM) log likelihood = -28754.73
Iteration 24: (EM) log likelihood = -28708.041
Iteration 25: (EM) log likelihood = -28669.89
Iteration 26: (EM) log likelihood = -28634.153
Iteration 27: (EM) log likelihood = -28599.91
Iteration 28: (EM) log likelihood = -28567.359
Iteration 29: (EM) log likelihood = -28541.173
Iteration 30: (EM) log likelihood = -28512.475
Iteration 31: (EM) log likelihood = -28488.889
Iteration 32: (EM) log likelihood = -28467.414
Iteration 33: (EM) log likelihood = -28451.429
Iteration 34: (EM) log likelihood = -28437.769
Iteration 35: (EM) log likelihood = -28425.709
Iteration 36: (EM) log likelihood = -28414.49
Iteration 37: (EM) log likelihood = -28404.723
Iteration 38: (EM) log likelihood = -28395.603
Iteration 39: (EM) log likelihood = -28382.494
Iteration 40: (EM) log likelihood = -28373.736
Iteration 41: (EM) log likelihood = -28367.388
Iteration 42: (EM) log likelihood = -28362.252
Iteration 43: (EM) log likelihood = -28357.015
Iteration 44: (EM) log likelihood = -28349.757
Iteration 45: (EM) log likelihood = -28343.092
Iteration 46: (EM) log likelihood = -28337.011
Iteration 47: (EM) log likelihood = -28332.291
Iteration 48: (EM) log likelihood = -28326.744
Iteration 49: (EM) log likelihood = -28322.605
Iteration 50: (EM) log likelihood = -28318.658
Iteration 51: (EM) log likelihood = -28314.499
Iteration 52: (EM) log likelihood = -28311.687
Iteration 53: (EM) log likelihood = -28308.222
Iteration 54: (EM) log likelihood = -28304.654
Iteration 55: (EM) log likelihood = -28301.682
Iteration 56: (EM) log likelihood = -28299.168
Iteration 57: (EM) log likelihood = -28296.391
Iteration 58: (EM) log likelihood = -28291.591
Iteration 59: (EM) log likelihood = -28288.881
Iteration 60: (EM) log likelihood = -28284.996
Iteration 61: (EM) log likelihood = -28277.956
Iteration 62: (EM) log likelihood = -28274.627
Iteration 63: (EM) log likelihood = -28271.128
Iteration 64: (EM) log likelihood = -28268.53
Iteration 65: (EM) log likelihood = -28266.272
Iteration 66: (EM) log likelihood = -28264.171
Iteration 67: (EM) log likelihood = -28260.985
Iteration 68: (EM) log likelihood = -28258.89
Iteration 69: (EM) log likelihood = -28257.289
Iteration 70: (EM) log likelihood = -28254.85
Iteration 71: (EM) log likelihood = -28252.305
Iteration 72: (EM) log likelihood = -28250.061
Iteration 73: (EM) log likelihood = -28247.392
Iteration 74: (EM) log likelihood = -28245.267
Iteration 75: (EM) log likelihood = -28243.622
Iteration 76: (EM) log likelihood = -28239.757
Iteration 77: (EM) log likelihood = -28238.206
Iteration 78: (EM) log likelihood = -28236.814
Iteration 79: (EM) log likelihood = -28234.619
Iteration 80: (EM) log likelihood = -28233.204
Iteration 81: (EM) log likelihood = -28232.01
Iteration 82: (EM) log likelihood = -28230.772
Iteration 83: (EM) log likelihood = -28228.464
Iteration 84: (EM) log likelihood = -28227.396
Iteration 85: (EM) log likelihood = -28225.866
Iteration 86: (EM) log likelihood = -28224.743
Iteration 87: (EM) log likelihood = -28223.023
Iteration 88: (EM) log likelihood = -28222.283
Iteration 89: (EM) log likelihood = -28221.366
Iteration 90: (EM) log likelihood = -28219.815
Iteration 91: (EM) log likelihood = -28218.647
Iteration 92: (EM) log likelihood = -28217.988
Iteration 93: (EM) log likelihood = -28217.009
Iteration 94: (EM) log likelihood = -28216.269
Iteration 95: (EM) log likelihood = -28215.562
Iteration 96: (EM) log likelihood = -28214.788
Iteration 97: (EM) log likelihood = -28214.226
Iteration 98: (EM) log likelihood = -28213.403
Iteration 99: (EM) log likelihood = -28212.527
Iteration 100: (EM) log likelihood = -28211.021
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.9974
Iteration 1: (class) log likelihood = -6787.9974
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30282.527
Iteration 1: (outcome) log likelihood = -29163.718
Iteration 2: (outcome) log likelihood = -28915.796
Iteration 3: (outcome) log likelihood = -28866.585
Iteration 4: (outcome) log likelihood = -28857.127
Iteration 5: (outcome) log likelihood = -28855.138
Iteration 6: (outcome) log likelihood = -28854.706
Iteration 7: (outcome) log likelihood = -28854.629
Iteration 8: (outcome) log likelihood = -28854.619
Iteration 9: (outcome) log likelihood = -28854.618 (not concave)
Iteration 10: (outcome) log likelihood = -28854.618 (not concave)
Iteration 11: (outcome) log likelihood = -28854.618 (not concave)
Iteration 12: (outcome) log likelihood = -28854.618 (not concave)
Iteration 13: (outcome) log likelihood = -28854.618 (not concave)
Iteration 14: (outcome) log likelihood = -28854.618 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35603.631
Iteration 1: (EM) log likelihood = -35452.596
Iteration 2: (EM) log likelihood = -34993.185
Iteration 3: (EM) log likelihood = -34073.427
Iteration 4: (EM) log likelihood = -33023.188
Iteration 5: (EM) log likelihood = -32121.638
Iteration 6: (EM) log likelihood = -31403.194
Iteration 7: (EM) log likelihood = -30893.574
Iteration 8: (EM) log likelihood = -30553.985
Iteration 9: (EM) log likelihood = -30316.147
Iteration 10: (EM) log likelihood = -30132.816
Iteration 11: (EM) log likelihood = -29972.266
Iteration 12: (EM) log likelihood = -29839.623
Iteration 13: (EM) log likelihood = -29717.249
Iteration 14: (EM) log likelihood = -29611.883
Iteration 15: (EM) log likelihood = -29514.693
Iteration 16: (EM) log likelihood = -29425.661
Iteration 17: (EM) log likelihood = -29344.849
Iteration 18: (EM) log likelihood = -29272.475
Iteration 19: (EM) log likelihood = -29205.708
Iteration 20: (EM) log likelihood = -29147.386
Iteration 21: (EM) log likelihood = -29106.866
Iteration 22: (EM) log likelihood = -29070.354
Iteration 23: (EM) log likelihood = -29038.443
Iteration 24: (EM) log likelihood = -29013.616
Iteration 25: (EM) log likelihood = -28993.304
Iteration 26: (EM) log likelihood = -28977.631
Iteration 27: (EM) log likelihood = -28963.667
Iteration 28: (EM) log likelihood = -28948.549
Iteration 29: (EM) log likelihood = -28939.187
Iteration 30: (EM) log likelihood = -28928.13
Iteration 31: (EM) log likelihood = -28918.917
Iteration 32: (EM) log likelihood = -28911.766
Iteration 33: (EM) log likelihood = -28905.63
Iteration 34: (EM) log likelihood = -28899.869
Iteration 35: (EM) log likelihood = -28895.075
Iteration 36: (EM) log likelihood = -28888.375
Iteration 37: (EM) log likelihood = -28883.849
Iteration 38: (EM) log likelihood = -28879.081
Iteration 39: (EM) log likelihood = -28872.561
Iteration 40: (EM) log likelihood = -28866.614
Iteration 41: (EM) log likelihood = -28861.803
Iteration 42: (EM) log likelihood = -28857.15
Iteration 43: (EM) log likelihood = -28852.517
Iteration 44: (EM) log likelihood = -28847.058
Iteration 45: (EM) log likelihood = -28841.06
Iteration 46: (EM) log likelihood = -28834.356
Iteration 47: (EM) log likelihood = -28830.325
Iteration 48: (EM) log likelihood = -28823.598
Iteration 49: (EM) log likelihood = -28817.881
Iteration 50: (EM) log likelihood = -28813.313
Iteration 51: (EM) log likelihood = -28808.746
Iteration 52: (EM) log likelihood = -28799.873
Iteration 53: (EM) log likelihood = -28793.328
Iteration 54: (EM) log likelihood = -28786.349
Iteration 55: (EM) log likelihood = -28778.574
Iteration 56: (EM) log likelihood = -28770.809
Iteration 57: (EM) log likelihood = -28762.968
Iteration 58: (EM) log likelihood = -28752.514
Iteration 59: (EM) log likelihood = -28740.896
Iteration 60: (EM) log likelihood = -28731.682
Iteration 61: (EM) log likelihood = -28720.892
Iteration 62: (EM) log likelihood = -28711.062
Iteration 63: (EM) log likelihood = -28699.791
Iteration 64: (EM) log likelihood = -28689.613
Iteration 65: (EM) log likelihood = -28677.472
Iteration 66: (EM) log likelihood = -28666.445
Iteration 67: (EM) log likelihood = -28657.396
Iteration 68: (EM) log likelihood = -28648.309
Iteration 69: (EM) log likelihood = -28639.82
Iteration 70: (EM) log likelihood = -28630.489
Iteration 71: (EM) log likelihood = -28622.222
Iteration 72: (EM) log likelihood = -28615.393
Iteration 73: (EM) log likelihood = -28608.417
Iteration 74: (EM) log likelihood = -28604.338
Iteration 75: (EM) log likelihood = -28599.483
Iteration 76: (EM) log likelihood = -28595.41
Iteration 77: (EM) log likelihood = -28591.247
Iteration 78: (EM) log likelihood = -28589.166
Iteration 79: (EM) log likelihood = -28583.188
Iteration 80: (EM) log likelihood = -28580.013
Iteration 81: (EM) log likelihood = -28576.777
Iteration 82: (EM) log likelihood = -28571.229
Iteration 83: (EM) log likelihood = -28567.516
Iteration 84: (EM) log likelihood = -28565.045
Iteration 85: (EM) log likelihood = -28559.59
Iteration 86: (EM) log likelihood = -28552.837
Iteration 87: (EM) log likelihood = -28545.769
Iteration 88: (EM) log likelihood = -28538.113
Iteration 89: (EM) log likelihood = -28531.504
Iteration 90: (EM) log likelihood = -28522.194
Iteration 91: (EM) log likelihood = -28517.314
Iteration 92: (EM) log likelihood = -28513.495
Iteration 93: (EM) log likelihood = -28508.085
Iteration 94: (EM) log likelihood = -28504.068
Iteration 95: (EM) log likelihood = -28498.543
Iteration 96: (EM) log likelihood = -28492.075
Iteration 97: (EM) log likelihood = -28489.411
Iteration 98: (EM) log likelihood = -28484.87
Iteration 99: (EM) log likelihood = -28479.231
Iteration 100: (EM) log likelihood = -28473.094
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.5226
Iteration 1: (class) log likelihood = -6787.5226
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29523.856
Iteration 1: (outcome) log likelihood = -29036.86
Iteration 2: (outcome) log likelihood = -28876.098
Iteration 3: (outcome) log likelihood = -28855.383
Iteration 4: (outcome) log likelihood = -28851.363
Iteration 5: (outcome) log likelihood = -28850.469
Iteration 6: (outcome) log likelihood = -28850.282
Iteration 7: (outcome) log likelihood = -28850.251
Iteration 8: (outcome) log likelihood = -28850.243
Iteration 9: (outcome) log likelihood = -28850.241
Iteration 10: (outcome) log likelihood = -28850.241 (not concave)
Iteration 11: (outcome) log likelihood = -28850.241 (not concave)
Iteration 12: (outcome) log likelihood = -28850.241 (not concave)
Iteration 13: (outcome) log likelihood = -28850.241 (not concave)
Iteration 14: (outcome) log likelihood = -28850.241 (not concave)
Iteration 15: (outcome) log likelihood = -28850.241 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35582.781
Iteration 1: (EM) log likelihood = -35426.192
Iteration 2: (EM) log likelihood = -35078.823
Iteration 3: (EM) log likelihood = -34447.973
Iteration 4: (EM) log likelihood = -33545.768
Iteration 5: (EM) log likelihood = -32630.352
Iteration 6: (EM) log likelihood = -31887.069
Iteration 7: (EM) log likelihood = -31333.894
Iteration 8: (EM) log likelihood = -30943.855
Iteration 9: (EM) log likelihood = -30663.285
Iteration 10: (EM) log likelihood = -30445.756
Iteration 11: (EM) log likelihood = -30257.02
Iteration 12: (EM) log likelihood = -30073.767
Iteration 13: (EM) log likelihood = -29897.159
Iteration 14: (EM) log likelihood = -29738.798
Iteration 15: (EM) log likelihood = -29607.735
Iteration 16: (EM) log likelihood = -29495.48
Iteration 17: (EM) log likelihood = -29406.889
Iteration 18: (EM) log likelihood = -29336.088
Iteration 19: (EM) log likelihood = -29276.339
Iteration 20: (EM) log likelihood = -29226.411
Iteration 21: (EM) log likelihood = -29181.102
Iteration 22: (EM) log likelihood = -29138.397
Iteration 23: (EM) log likelihood = -29097.706
Iteration 24: (EM) log likelihood = -29059.259
Iteration 25: (EM) log likelihood = -29021.316
Iteration 26: (EM) log likelihood = -28982.615
Iteration 27: (EM) log likelihood = -28943.333
Iteration 28: (EM) log likelihood = -28906.588
Iteration 29: (EM) log likelihood = -28868.966
Iteration 30: (EM) log likelihood = -28830.548
Iteration 31: (EM) log likelihood = -28790.455
Iteration 32: (EM) log likelihood = -28749.379
Iteration 33: (EM) log likelihood = -28707.352
Iteration 34: (EM) log likelihood = -28664.105
Iteration 35: (EM) log likelihood = -28624.164
Iteration 36: (EM) log likelihood = -28586.077
Iteration 37: (EM) log likelihood = -28548.128
Iteration 38: (EM) log likelihood = -28515.569
Iteration 39: (EM) log likelihood = -28484.346
Iteration 40: (EM) log likelihood = -28457.648
Iteration 41: (EM) log likelihood = -28434.347
Iteration 42: (EM) log likelihood = -28412.281
Iteration 43: (EM) log likelihood = -28391.739
Iteration 44: (EM) log likelihood = -28377.373
Iteration 45: (EM) log likelihood = -28363.298
Iteration 46: (EM) log likelihood = -28353.436
Iteration 47: (EM) log likelihood = -28345.231
Iteration 48: (EM) log likelihood = -28337.164
Iteration 49: (EM) log likelihood = -28330.014
Iteration 50: (EM) log likelihood = -28325.128
Iteration 51: (EM) log likelihood = -28320.315
Iteration 52: (EM) log likelihood = -28315.352
Iteration 53: (EM) log likelihood = -28309.878
Iteration 54: (EM) log likelihood = -28306.124
Iteration 55: (EM) log likelihood = -28303.281
Iteration 56: (EM) log likelihood = -28300.485
Iteration 57: (EM) log likelihood = -28298.519
Iteration 58: (EM) log likelihood = -28296.167
Iteration 59: (EM) log likelihood = -28292.54
Iteration 60: (EM) log likelihood = -28291.235
Iteration 61: (EM) log likelihood = -28289.71
Iteration 62: (EM) log likelihood = -28288.085
Iteration 63: (EM) log likelihood = -28286.591
Iteration 64: (EM) log likelihood = -28285.747
Iteration 65: (EM) log likelihood = -28284.476
Iteration 66: (EM) log likelihood = -28283.751
Iteration 67: (EM) log likelihood = -28282.331
Iteration 68: (EM) log likelihood = -28281.817
Iteration 69: (EM) log likelihood = -28281.1
Iteration 70: (EM) log likelihood = -28280.335
Iteration 71: (EM) log likelihood = -28279.532
Iteration 72: (EM) log likelihood = -28278.762
Iteration 73: (EM) log likelihood = -28278.509
Iteration 74: (EM) log likelihood = -28278.036
Iteration 75: (EM) log likelihood = -28277.599
Iteration 76: (EM) log likelihood = -28277.091
Iteration 77: (EM) log likelihood = -28276.114
Iteration 78: (EM) log likelihood = -28275.812
Iteration 79: (EM) log likelihood = -28275.657
Iteration 80: (EM) log likelihood = -28274.391
Iteration 81: (EM) log likelihood = -28274.292
Iteration 82: (EM) log likelihood = -28274.147
Iteration 83: (EM) log likelihood = -28273.865
Iteration 84: (EM) log likelihood = -28273.8
Iteration 85: (EM) log likelihood = -28273.263
Iteration 86: (EM) log likelihood = -28272.574
Iteration 87: (EM) log likelihood = -28272.668
Iteration 88: (EM) log likelihood = -28272.486
Iteration 89: (EM) log likelihood = -28272.352
Iteration 90: (EM) log likelihood = -28270.672
Iteration 91: (EM) log likelihood = -28271.185
Iteration 92: (EM) log likelihood = -28271.289
Iteration 93: (EM) log likelihood = -28271.275
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.5569
Iteration 1: (class) log likelihood = -6787.5569
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29357.432
Iteration 1: (outcome) log likelihood = -28951.059
Iteration 2: (outcome) log likelihood = -28859.879
Iteration 3: (outcome) log likelihood = -28848.627
Iteration 4: (outcome) log likelihood = -28846.71
Iteration 5: (outcome) log likelihood = -28846.25
Iteration 6: (outcome) log likelihood = -28846.157
Iteration 7: (outcome) log likelihood = -28846.137
Iteration 8: (outcome) log likelihood = -28846.133
Iteration 9: (outcome) log likelihood = -28846.132
Iteration 10: (outcome) log likelihood = -28846.131 (not concave)
Iteration 11: (outcome) log likelihood = -28846.131 (not concave)
Iteration 12: (outcome) log likelihood = -28846.131 (not concave)
Iteration 13: (outcome) log likelihood = -28846.131 (not concave)
Iteration 14: (outcome) log likelihood = -28846.131 (not concave)
Iteration 15: (outcome) log likelihood = -28846.131 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35589.977
Iteration 1: (EM) log likelihood = -35461.825
Iteration 2: (EM) log likelihood = -35190.57
Iteration 3: (EM) log likelihood = -34679.74
Iteration 4: (EM) log likelihood = -33808.381
Iteration 5: (EM) log likelihood = -32811.599
Iteration 6: (EM) log likelihood = -31981.466
Iteration 7: (EM) log likelihood = -31313.53
Iteration 8: (EM) log likelihood = -30785.936
Iteration 9: (EM) log likelihood = -30412.167
Iteration 10: (EM) log likelihood = -30160.157
Iteration 11: (EM) log likelihood = -29980.011
Iteration 12: (EM) log likelihood = -29849.092
Iteration 13: (EM) log likelihood = -29749.577
Iteration 14: (EM) log likelihood = -29671.238
Iteration 15: (EM) log likelihood = -29605.939
Iteration 16: (EM) log likelihood = -29553.232
Iteration 17: (EM) log likelihood = -29508.263
Iteration 18: (EM) log likelihood = -29468.997
Iteration 19: (EM) log likelihood = -29435.511
Iteration 20: (EM) log likelihood = -29402.916
Iteration 21: (EM) log likelihood = -29375.61
Iteration 22: (EM) log likelihood = -29349.333
Iteration 23: (EM) log likelihood = -29321.303
Iteration 24: (EM) log likelihood = -29292.363
Iteration 25: (EM) log likelihood = -29261.611
Iteration 26: (EM) log likelihood = -29230.005
Iteration 27: (EM) log likelihood = -29197.27
Iteration 28: (EM) log likelihood = -29164.474
Iteration 29: (EM) log likelihood = -29131.105
Iteration 30: (EM) log likelihood = -29101.779
Iteration 31: (EM) log likelihood = -29075.213
Iteration 32: (EM) log likelihood = -29053.312
Iteration 33: (EM) log likelihood = -29036.531
Iteration 34: (EM) log likelihood = -29023.329
Iteration 35: (EM) log likelihood = -29013.283
Iteration 36: (EM) log likelihood = -29005.459
Iteration 37: (EM) log likelihood = -29000.559
Iteration 38: (EM) log likelihood = -28997.136
Iteration 39: (EM) log likelihood = -28994.074
Iteration 40: (EM) log likelihood = -28991.284
Iteration 41: (EM) log likelihood = -28988.262
Iteration 42: (EM) log likelihood = -28985.48
Iteration 43: (EM) log likelihood = -28983.194
Iteration 44: (EM) log likelihood = -28980.816
Iteration 45: (EM) log likelihood = -28977.183
Iteration 46: (EM) log likelihood = -28974.277
Iteration 47: (EM) log likelihood = -28970.228
Iteration 48: (EM) log likelihood = -28966.91
Iteration 49: (EM) log likelihood = -28962.618
Iteration 50: (EM) log likelihood = -28959.351
Iteration 51: (EM) log likelihood = -28956.116
Iteration 52: (EM) log likelihood = -28953.376
Iteration 53: (EM) log likelihood = -28950.479
Iteration 54: (EM) log likelihood = -28947.617
Iteration 55: (EM) log likelihood = -28945.102
Iteration 56: (EM) log likelihood = -28942.171
Iteration 57: (EM) log likelihood = -28937.629
Iteration 58: (EM) log likelihood = -28932.399
Iteration 59: (EM) log likelihood = -28928.316
Iteration 60: (EM) log likelihood = -28923.233
Iteration 61: (EM) log likelihood = -28918.244
Iteration 62: (EM) log likelihood = -28912.834
Iteration 63: (EM) log likelihood = -28908.033
Iteration 64: (EM) log likelihood = -28903.184
Iteration 65: (EM) log likelihood = -28898.211
Iteration 66: (EM) log likelihood = -28893.691
Iteration 67: (EM) log likelihood = -28889.654
Iteration 68: (EM) log likelihood = -28885.099
Iteration 69: (EM) log likelihood = -28881.055
Iteration 70: (EM) log likelihood = -28878.595
Iteration 71: (EM) log likelihood = -28874.207
Iteration 72: (EM) log likelihood = -28870.395
Iteration 73: (EM) log likelihood = -28867.652
Iteration 74: (EM) log likelihood = -28864.327
Iteration 75: (EM) log likelihood = -28861.323
Iteration 76: (EM) log likelihood = -28856.905
Iteration 77: (EM) log likelihood = -28852.899
Iteration 78: (EM) log likelihood = -28848.684
Iteration 79: (EM) log likelihood = -28843.955
Iteration 80: (EM) log likelihood = -28839.51
Iteration 81: (EM) log likelihood = -28835.967
Iteration 82: (EM) log likelihood = -28831.975
Iteration 83: (EM) log likelihood = -28827.618
Iteration 84: (EM) log likelihood = -28822.865
Iteration 85: (EM) log likelihood = -28819.566
Iteration 86: (EM) log likelihood = -28815.739
Iteration 87: (EM) log likelihood = -28813.236
Iteration 88: (EM) log likelihood = -28809.89
Iteration 89: (EM) log likelihood = -28807.637
Iteration 90: (EM) log likelihood = -28805.052
Iteration 91: (EM) log likelihood = -28801.953
Iteration 92: (EM) log likelihood = -28800.693
Iteration 93: (EM) log likelihood = -28798.188
Iteration 94: (EM) log likelihood = -28795.437
Iteration 95: (EM) log likelihood = -28793.34
Iteration 96: (EM) log likelihood = -28790.524
Iteration 97: (EM) log likelihood = -28787.883
Iteration 98: (EM) log likelihood = -28781.661
Iteration 99: (EM) log likelihood = -28778.809
Iteration 100: (EM) log likelihood = -28776.734
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.8627
Iteration 1: (class) log likelihood = -6784.8627
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29486.495
Iteration 1: (outcome) log likelihood = -28946.768
Iteration 2: (outcome) log likelihood = -28856.671
Iteration 3: (outcome) log likelihood = -28845.076
Iteration 4: (outcome) log likelihood = -28842.539
Iteration 5: (outcome) log likelihood = -28842
Iteration 6: (outcome) log likelihood = -28841.888
Iteration 7: (outcome) log likelihood = -28841.863
Iteration 8: (outcome) log likelihood = -28841.856
Iteration 9: (outcome) log likelihood = -28841.855
Iteration 10: (outcome) log likelihood = -28841.855 (not concave)
Iteration 11: (outcome) log likelihood = -28841.855 (not concave)
Iteration 12: (outcome) log likelihood = -28841.855 (not concave)
Iteration 13: (outcome) log likelihood = -28841.855 (not concave)
Iteration 14: (outcome) log likelihood = -28841.855 (not concave)
Iteration 15: (outcome) log likelihood = -28841.855 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35558.054
Iteration 1: (EM) log likelihood = -35363.347
Iteration 2: (EM) log likelihood = -34914.08
Iteration 3: (EM) log likelihood = -34167.763
Iteration 4: (EM) log likelihood = -33277.7
Iteration 5: (EM) log likelihood = -32439.236
Iteration 6: (EM) log likelihood = -31730.797
Iteration 7: (EM) log likelihood = -31168.594
Iteration 8: (EM) log likelihood = -30737.272
Iteration 9: (EM) log likelihood = -30410.777
Iteration 10: (EM) log likelihood = -30170.26
Iteration 11: (EM) log likelihood = -29984.024
Iteration 12: (EM) log likelihood = -29832.863
Iteration 13: (EM) log likelihood = -29710.29
Iteration 14: (EM) log likelihood = -29602.41
Iteration 15: (EM) log likelihood = -29504.94
Iteration 16: (EM) log likelihood = -29408.322
Iteration 17: (EM) log likelihood = -29318.055
Iteration 18: (EM) log likelihood = -29241.863
Iteration 19: (EM) log likelihood = -29188.001
Iteration 20: (EM) log likelihood = -29153.148
Iteration 21: (EM) log likelihood = -29128.026
Iteration 22: (EM) log likelihood = -29106.901
Iteration 23: (EM) log likelihood = -29089.725
Iteration 24: (EM) log likelihood = -29073.087
Iteration 25: (EM) log likelihood = -29054.866
Iteration 26: (EM) log likelihood = -29037.671
Iteration 27: (EM) log likelihood = -29018.066
Iteration 28: (EM) log likelihood = -28999.501
Iteration 29: (EM) log likelihood = -28980.967
Iteration 30: (EM) log likelihood = -28959.943
Iteration 31: (EM) log likelihood = -28937.422
Iteration 32: (EM) log likelihood = -28915.435
Iteration 33: (EM) log likelihood = -28890.676
Iteration 34: (EM) log likelihood = -28865.361
Iteration 35: (EM) log likelihood = -28841.489
Iteration 36: (EM) log likelihood = -28816.708
Iteration 37: (EM) log likelihood = -28793.504
Iteration 38: (EM) log likelihood = -28771.464
Iteration 39: (EM) log likelihood = -28750.398
Iteration 40: (EM) log likelihood = -28733.91
Iteration 41: (EM) log likelihood = -28717.823
Iteration 42: (EM) log likelihood = -28704.555
Iteration 43: (EM) log likelihood = -28686.903
Iteration 44: (EM) log likelihood = -28675.474
Iteration 45: (EM) log likelihood = -28663.867
Iteration 46: (EM) log likelihood = -28646.082
Iteration 47: (EM) log likelihood = -28633.3
Iteration 48: (EM) log likelihood = -28618.579
Iteration 49: (EM) log likelihood = -28603.421
Iteration 50: (EM) log likelihood = -28592.01
Iteration 51: (EM) log likelihood = -28580.397
Iteration 52: (EM) log likelihood = -28568.069
Iteration 53: (EM) log likelihood = -28554.57
Iteration 54: (EM) log likelihood = -28547.853
Iteration 55: (EM) log likelihood = -28535.27
Iteration 56: (EM) log likelihood = -28522.954
Iteration 57: (EM) log likelihood = -28513.832
Iteration 58: (EM) log likelihood = -28505.241
Iteration 59: (EM) log likelihood = -28495.222
Iteration 60: (EM) log likelihood = -28489.53
Iteration 61: (EM) log likelihood = -28480.66
Iteration 62: (EM) log likelihood = -28473.692
Iteration 63: (EM) log likelihood = -28466.126
Iteration 64: (EM) log likelihood = -28459.333
Iteration 65: (EM) log likelihood = -28452.769
Iteration 66: (EM) log likelihood = -28446.65
Iteration 67: (EM) log likelihood = -28441.824
Iteration 68: (EM) log likelihood = -28435.737
Iteration 69: (EM) log likelihood = -28430.859
Iteration 70: (EM) log likelihood = -28425.009
Iteration 71: (EM) log likelihood = -28417.581
Iteration 72: (EM) log likelihood = -28412.977
Iteration 73: (EM) log likelihood = -28406.744
Iteration 74: (EM) log likelihood = -28401.715
Iteration 75: (EM) log likelihood = -28395.178
Iteration 76: (EM) log likelihood = -28390.453
Iteration 77: (EM) log likelihood = -28386.572
Iteration 78: (EM) log likelihood = -28381.715
Iteration 79: (EM) log likelihood = -28376.814
Iteration 80: (EM) log likelihood = -28370.72
Iteration 81: (EM) log likelihood = -28365.82
Iteration 82: (EM) log likelihood = -28361.122
Iteration 83: (EM) log likelihood = -28353.59
Iteration 84: (EM) log likelihood = -28348.476
Iteration 85: (EM) log likelihood = -28344.039
Iteration 86: (EM) log likelihood = -28337.601
Iteration 87: (EM) log likelihood = -28331.708
Iteration 88: (EM) log likelihood = -28327.044
Iteration 89: (EM) log likelihood = -28321.194
Iteration 90: (EM) log likelihood = -28315.459
Iteration 91: (EM) log likelihood = -28308.647
Iteration 92: (EM) log likelihood = -28303.262
Iteration 93: (EM) log likelihood = -28296.734
Iteration 94: (EM) log likelihood = -28291.966
Iteration 95: (EM) log likelihood = -28287.636
Iteration 96: (EM) log likelihood = -28282.323
Iteration 97: (EM) log likelihood = -28277.784
Iteration 98: (EM) log likelihood = -28273.076
Iteration 99: (EM) log likelihood = -28267.277
Iteration 100: (EM) log likelihood = -28260.782
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.7981
Iteration 1: (class) log likelihood = -6786.7981
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29646.808
Iteration 1: (outcome) log likelihood = -29021.779
Iteration 2: (outcome) log likelihood = -28878.029
Iteration 3: (outcome) log likelihood = -28855.683
Iteration 4: (outcome) log likelihood = -28851.828
Iteration 5: (outcome) log likelihood = -28851.011
Iteration 6: (outcome) log likelihood = -28850.871
Iteration 7: (outcome) log likelihood = -28850.839
Iteration 8: (outcome) log likelihood = -28850.831
Iteration 9: (outcome) log likelihood = -28850.83 (not concave)
Iteration 10: (outcome) log likelihood = -28850.83 (not concave)
Iteration 11: (outcome) log likelihood = -28850.83 (not concave)
Iteration 12: (outcome) log likelihood = -28850.83 (not concave)
Iteration 13: (outcome) log likelihood = -28850.83 (not concave)
Iteration 14: (outcome) log likelihood = -28850.83 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35563.16
Iteration 1: (EM) log likelihood = -35281.011
Iteration 2: (EM) log likelihood = -34521.157
Iteration 3: (EM) log likelihood = -33383.483
Iteration 4: (EM) log likelihood = -32419.763
Iteration 5: (EM) log likelihood = -31735.923
Iteration 6: (EM) log likelihood = -31240.452
Iteration 7: (EM) log likelihood = -30870.74
Iteration 8: (EM) log likelihood = -30591.028
Iteration 9: (EM) log likelihood = -30367.274
Iteration 10: (EM) log likelihood = -30179.595
Iteration 11: (EM) log likelihood = -30017.41
Iteration 12: (EM) log likelihood = -29880.139
Iteration 13: (EM) log likelihood = -29761.859
Iteration 14: (EM) log likelihood = -29658.173
Iteration 15: (EM) log likelihood = -29559.854
Iteration 16: (EM) log likelihood = -29483.763
Iteration 17: (EM) log likelihood = -29414.379
Iteration 18: (EM) log likelihood = -29356.777
Iteration 19: (EM) log likelihood = -29301.765
Iteration 20: (EM) log likelihood = -29258.368
Iteration 21: (EM) log likelihood = -29217.5
Iteration 22: (EM) log likelihood = -29175.592
Iteration 23: (EM) log likelihood = -29142.068
Iteration 24: (EM) log likelihood = -29107.411
Iteration 25: (EM) log likelihood = -29074.207
Iteration 26: (EM) log likelihood = -29043.922
Iteration 27: (EM) log likelihood = -29010.707
Iteration 28: (EM) log likelihood = -28979.913
Iteration 29: (EM) log likelihood = -28951.562
Iteration 30: (EM) log likelihood = -28922.542
Iteration 31: (EM) log likelihood = -28893.302
Iteration 32: (EM) log likelihood = -28860.809
Iteration 33: (EM) log likelihood = -28828.864
Iteration 34: (EM) log likelihood = -28800.175
Iteration 35: (EM) log likelihood = -28771.149
Iteration 36: (EM) log likelihood = -28745.267
Iteration 37: (EM) log likelihood = -28723.843
Iteration 38: (EM) log likelihood = -28706.186
Iteration 39: (EM) log likelihood = -28690.333
Iteration 40: (EM) log likelihood = -28677.619
Iteration 41: (EM) log likelihood = -28663.799
Iteration 42: (EM) log likelihood = -28653.034
Iteration 43: (EM) log likelihood = -28643.409
Iteration 44: (EM) log likelihood = -28631.925
Iteration 45: (EM) log likelihood = -28622.384
Iteration 46: (EM) log likelihood = -28613.98
Iteration 47: (EM) log likelihood = -28605.987
Iteration 48: (EM) log likelihood = -28598.595
Iteration 49: (EM) log likelihood = -28591.175
Iteration 50: (EM) log likelihood = -28576.474
Iteration 51: (EM) log likelihood = -28569.197
Iteration 52: (EM) log likelihood = -28563.058
Iteration 53: (EM) log likelihood = -28557.069
Iteration 54: (EM) log likelihood = -28550.96
Iteration 55: (EM) log likelihood = -28544.749
Iteration 56: (EM) log likelihood = -28538.133
Iteration 57: (EM) log likelihood = -28531.913
Iteration 58: (EM) log likelihood = -28523.85
Iteration 59: (EM) log likelihood = -28517.679
Iteration 60: (EM) log likelihood = -28511.832
Iteration 61: (EM) log likelihood = -28505.329
Iteration 62: (EM) log likelihood = -28496.601
Iteration 63: (EM) log likelihood = -28486.086
Iteration 64: (EM) log likelihood = -28475.38
Iteration 65: (EM) log likelihood = -28464.685
Iteration 66: (EM) log likelihood = -28453.12
Iteration 67: (EM) log likelihood = -28441.922
Iteration 68: (EM) log likelihood = -28431.228
Iteration 69: (EM) log likelihood = -28422.812
Iteration 70: (EM) log likelihood = -28415.198
Iteration 71: (EM) log likelihood = -28404.499
Iteration 72: (EM) log likelihood = -28397.27
Iteration 73: (EM) log likelihood = -28389.881
Iteration 74: (EM) log likelihood = -28384.184
Iteration 75: (EM) log likelihood = -28377.005
Iteration 76: (EM) log likelihood = -28369.91
Iteration 77: (EM) log likelihood = -28363.979
Iteration 78: (EM) log likelihood = -28360.333
Iteration 79: (EM) log likelihood = -28354.564
Iteration 80: (EM) log likelihood = -28349.198
Iteration 81: (EM) log likelihood = -28344.477
Iteration 82: (EM) log likelihood = -28340.929
Iteration 83: (EM) log likelihood = -28338.752
Iteration 84: (EM) log likelihood = -28333.885
Iteration 85: (EM) log likelihood = -28332.014
Iteration 86: (EM) log likelihood = -28326.877
Iteration 87: (EM) log likelihood = -28322.186
Iteration 88: (EM) log likelihood = -28318.234
Iteration 89: (EM) log likelihood = -28314
Iteration 90: (EM) log likelihood = -28309.37
Iteration 91: (EM) log likelihood = -28306.234
Iteration 92: (EM) log likelihood = -28303.658
Iteration 93: (EM) log likelihood = -28300.364
Iteration 94: (EM) log likelihood = -28296.572
Iteration 95: (EM) log likelihood = -28294.205
Iteration 96: (EM) log likelihood = -28289.84
Iteration 97: (EM) log likelihood = -28284.577
Iteration 98: (EM) log likelihood = -28280.21
Iteration 99: (EM) log likelihood = -28274.445
Iteration 100: (EM) log likelihood = -28268.385
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.7223
Iteration 1: (class) log likelihood = -6787.7223
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29827.342
Iteration 1: (outcome) log likelihood = -29030.23
Iteration 2: (outcome) log likelihood = -28890.618
Iteration 3: (outcome) log likelihood = -28864.522
Iteration 4: (outcome) log likelihood = -28859.229
Iteration 5: (outcome) log likelihood = -28858.124
Iteration 6: (outcome) log likelihood = -28857.885
Iteration 7: (outcome) log likelihood = -28857.844
Iteration 8: (outcome) log likelihood = -28857.84
Iteration 9: (outcome) log likelihood = -28857.839 (not concave)
Iteration 10: (outcome) log likelihood = -28857.839 (not concave)
Iteration 11: (outcome) log likelihood = -28857.839 (not concave)
Iteration 12: (outcome) log likelihood = -28857.839 (not concave)
Iteration 13: (outcome) log likelihood = -28857.839 (not concave)
Iteration 14: (outcome) log likelihood = -28857.839 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35576.018
Iteration 1: (EM) log likelihood = -35377.533
Iteration 2: (EM) log likelihood = -34906.846
Iteration 3: (EM) log likelihood = -34013.896
Iteration 4: (EM) log likelihood = -32980.179
Iteration 5: (EM) log likelihood = -32198.753
Iteration 6: (EM) log likelihood = -31672.695
Iteration 7: (EM) log likelihood = -31314.127
Iteration 8: (EM) log likelihood = -31049.98
Iteration 9: (EM) log likelihood = -30837.777
Iteration 10: (EM) log likelihood = -30662.674
Iteration 11: (EM) log likelihood = -30517.934
Iteration 12: (EM) log likelihood = -30387.981
Iteration 13: (EM) log likelihood = -30272.668
Iteration 14: (EM) log likelihood = -30159.608
Iteration 15: (EM) log likelihood = -30053.141
Iteration 16: (EM) log likelihood = -29948.42
Iteration 17: (EM) log likelihood = -29843.806
Iteration 18: (EM) log likelihood = -29751.685
Iteration 19: (EM) log likelihood = -29665.417
Iteration 20: (EM) log likelihood = -29581.52
Iteration 21: (EM) log likelihood = -29513.233
Iteration 22: (EM) log likelihood = -29446.136
Iteration 23: (EM) log likelihood = -29391.112
Iteration 24: (EM) log likelihood = -29337.559
Iteration 25: (EM) log likelihood = -29287.311
Iteration 26: (EM) log likelihood = -29235.898
Iteration 27: (EM) log likelihood = -29188.259
Iteration 28: (EM) log likelihood = -29144.061
Iteration 29: (EM) log likelihood = -29101.142
Iteration 30: (EM) log likelihood = -29057.153
Iteration 31: (EM) log likelihood = -29018.678
Iteration 32: (EM) log likelihood = -28980.065
Iteration 33: (EM) log likelihood = -28948.212
Iteration 34: (EM) log likelihood = -28915.533
Iteration 35: (EM) log likelihood = -28871.568
Iteration 36: (EM) log likelihood = -28831.802
Iteration 37: (EM) log likelihood = -28797.92
Iteration 38: (EM) log likelihood = -28767.485
Iteration 39: (EM) log likelihood = -28738.632
Iteration 40: (EM) log likelihood = -28710.848
Iteration 41: (EM) log likelihood = -28681.273
Iteration 42: (EM) log likelihood = -28657.412
Iteration 43: (EM) log likelihood = -28633.544
Iteration 44: (EM) log likelihood = -28609.72
Iteration 45: (EM) log likelihood = -28591.9
Iteration 46: (EM) log likelihood = -28576.004
Iteration 47: (EM) log likelihood = -28561.977
Iteration 48: (EM) log likelihood = -28549.134
Iteration 49: (EM) log likelihood = -28536.282
Iteration 50: (EM) log likelihood = -28526.665
Iteration 51: (EM) log likelihood = -28516.76
Iteration 52: (EM) log likelihood = -28507.082
Iteration 53: (EM) log likelihood = -28497.994
Iteration 54: (EM) log likelihood = -28490.544
Iteration 55: (EM) log likelihood = -28484.188
Iteration 56: (EM) log likelihood = -28477.871
Iteration 57: (EM) log likelihood = -28471.791
Iteration 58: (EM) log likelihood = -28466.414
Iteration 59: (EM) log likelihood = -28461.531
Iteration 60: (EM) log likelihood = -28457.157
Iteration 61: (EM) log likelihood = -28453.09
Iteration 62: (EM) log likelihood = -28449.334
Iteration 63: (EM) log likelihood = -28445.503
Iteration 64: (EM) log likelihood = -28441.166
Iteration 65: (EM) log likelihood = -28437.646
Iteration 66: (EM) log likelihood = -28434.019
Iteration 67: (EM) log likelihood = -28428.614
Iteration 68: (EM) log likelihood = -28422.807
Iteration 69: (EM) log likelihood = -28418.915
Iteration 70: (EM) log likelihood = -28415.092
Iteration 71: (EM) log likelihood = -28410.795
Iteration 72: (EM) log likelihood = -28407.521
Iteration 73: (EM) log likelihood = -28404.22
Iteration 74: (EM) log likelihood = -28400.203
Iteration 75: (EM) log likelihood = -28396.628
Iteration 76: (EM) log likelihood = -28392.493
Iteration 77: (EM) log likelihood = -28388.995
Iteration 78: (EM) log likelihood = -28385.57
Iteration 79: (EM) log likelihood = -28382.416
Iteration 80: (EM) log likelihood = -28378.517
Iteration 81: (EM) log likelihood = -28375.2
Iteration 82: (EM) log likelihood = -28371.454
Iteration 83: (EM) log likelihood = -28368.384
Iteration 84: (EM) log likelihood = -28365.095
Iteration 85: (EM) log likelihood = -28362.124
Iteration 86: (EM) log likelihood = -28358.8
Iteration 87: (EM) log likelihood = -28354.334
Iteration 88: (EM) log likelihood = -28351.43
Iteration 89: (EM) log likelihood = -28348.511
Iteration 90: (EM) log likelihood = -28345.629
Iteration 91: (EM) log likelihood = -28342.193
Iteration 92: (EM) log likelihood = -28337.477
Iteration 93: (EM) log likelihood = -28334.692
Iteration 94: (EM) log likelihood = -28331.914
Iteration 95: (EM) log likelihood = -28329.193
Iteration 96: (EM) log likelihood = -28326.209
Iteration 97: (EM) log likelihood = -28323.612
Iteration 98: (EM) log likelihood = -28320.712
Iteration 99: (EM) log likelihood = -28318.292
Iteration 100: (EM) log likelihood = -28314.945
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.852
Iteration 1: (class) log likelihood = -6786.852
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29350.696
Iteration 1: (outcome) log likelihood = -28966.181
Iteration 2: (outcome) log likelihood = -28879.151
Iteration 3: (outcome) log likelihood = -28866.287
Iteration 4: (outcome) log likelihood = -28864.109
Iteration 5: (outcome) log likelihood = -28863.648
Iteration 6: (outcome) log likelihood = -28863.548
Iteration 7: (outcome) log likelihood = -28863.527
Iteration 8: (outcome) log likelihood = -28863.523
Iteration 9: (outcome) log likelihood = -28863.521
Iteration 10: (outcome) log likelihood = -28863.521 (not concave)
Iteration 11: (outcome) log likelihood = -28863.521 (not concave)
Iteration 12: (outcome) log likelihood = -28863.521 (not concave)
Iteration 13: (outcome) log likelihood = -28863.521 (not concave)
Iteration 14: (outcome) log likelihood = -28863.521 (not concave)
Iteration 15: (outcome) log likelihood = -28863.521 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35598.983
Iteration 1: (EM) log likelihood = -35464.003
Iteration 2: (EM) log likelihood = -35158.619
Iteration 3: (EM) log likelihood = -34623.086
Iteration 4: (EM) log likelihood = -33779.709
Iteration 5: (EM) log likelihood = -32714.783
Iteration 6: (EM) log likelihood = -31779.691
Iteration 7: (EM) log likelihood = -31115.782
Iteration 8: (EM) log likelihood = -30670.732
Iteration 9: (EM) log likelihood = -30332.212
Iteration 10: (EM) log likelihood = -30041.351
Iteration 11: (EM) log likelihood = -29774.46
Iteration 12: (EM) log likelihood = -29551.825
Iteration 13: (EM) log likelihood = -29379
Iteration 14: (EM) log likelihood = -29259.892
Iteration 15: (EM) log likelihood = -29173.943
Iteration 16: (EM) log likelihood = -29118.864
Iteration 17: (EM) log likelihood = -29078.063
Iteration 18: (EM) log likelihood = -29048.659
Iteration 19: (EM) log likelihood = -29025.394
Iteration 20: (EM) log likelihood = -29009.521
Iteration 21: (EM) log likelihood = -28996.518
Iteration 22: (EM) log likelihood = -28985.471
Iteration 23: (EM) log likelihood = -28973.811
Iteration 24: (EM) log likelihood = -28967.93
Iteration 25: (EM) log likelihood = -28963.051
Iteration 26: (EM) log likelihood = -28960.252
Iteration 27: (EM) log likelihood = -28956.87
Iteration 28: (EM) log likelihood = -28955.627
Iteration 29: (EM) log likelihood = -28954.617
Iteration 30: (EM) log likelihood = -28951.724
Iteration 31: (EM) log likelihood = -28949.861
Iteration 32: (EM) log likelihood = -28949.595
Iteration 33: (EM) log likelihood = -28948.477
Iteration 34: (EM) log likelihood = -28946.858
Iteration 35: (EM) log likelihood = -28946.302
Iteration 36: (EM) log likelihood = -28946.438
Iteration 37: (EM) log likelihood = -28946.926
Iteration 38: (EM) log likelihood = -28948.442
Iteration 39: (EM) log likelihood = -28950.162
Iteration 40: (EM) log likelihood = -28951.16
Iteration 41: (EM) log likelihood = -28952.406
Iteration 42: (EM) log likelihood = -28952.352
Iteration 43: (EM) log likelihood = -28952.818
Iteration 44: (EM) log likelihood = -28951.366
Iteration 45: (EM) log likelihood = -28949.972
Iteration 46: (EM) log likelihood = -28949.143
Iteration 47: (EM) log likelihood = -28948.356
Iteration 48: (EM) log likelihood = -28946.898
Iteration 49: (EM) log likelihood = -28944.871
Iteration 50: (EM) log likelihood = -28942.755
Iteration 51: (EM) log likelihood = -28937.805
Iteration 52: (EM) log likelihood = -28934.41
Iteration 53: (EM) log likelihood = -28929.784
Iteration 54: (EM) log likelihood = -28925.074
Iteration 55: (EM) log likelihood = -28918.992
Iteration 56: (EM) log likelihood = -28912.118
Iteration 57: (EM) log likelihood = -28904.11
Iteration 58: (EM) log likelihood = -28896.156
Iteration 59: (EM) log likelihood = -28886.343
Iteration 60: (EM) log likelihood = -28874.115
Iteration 61: (EM) log likelihood = -28862.408
Iteration 62: (EM) log likelihood = -28851.378
Iteration 63: (EM) log likelihood = -28838.551
Iteration 64: (EM) log likelihood = -28825.603
Iteration 65: (EM) log likelihood = -28813.277
Iteration 66: (EM) log likelihood = -28799.432
Iteration 67: (EM) log likelihood = -28786.471
Iteration 68: (EM) log likelihood = -28774.269
Iteration 69: (EM) log likelihood = -28760.173
Iteration 70: (EM) log likelihood = -28746.67
Iteration 71: (EM) log likelihood = -28733.842
Iteration 72: (EM) log likelihood = -28720.879
Iteration 73: (EM) log likelihood = -28706.263
Iteration 74: (EM) log likelihood = -28693.735
Iteration 75: (EM) log likelihood = -28683.876
Iteration 76: (EM) log likelihood = -28672.403
Iteration 77: (EM) log likelihood = -28662.865
Iteration 78: (EM) log likelihood = -28653.402
Iteration 79: (EM) log likelihood = -28644.801
Iteration 80: (EM) log likelihood = -28636.309
Iteration 81: (EM) log likelihood = -28629.356
Iteration 82: (EM) log likelihood = -28622.87
Iteration 83: (EM) log likelihood = -28614.703
Iteration 84: (EM) log likelihood = -28608.574
Iteration 85: (EM) log likelihood = -28601.662
Iteration 86: (EM) log likelihood = -28594.805
Iteration 87: (EM) log likelihood = -28589.007
Iteration 88: (EM) log likelihood = -28583.125
Iteration 89: (EM) log likelihood = -28577.871
Iteration 90: (EM) log likelihood = -28572.194
Iteration 91: (EM) log likelihood = -28567.852
Iteration 92: (EM) log likelihood = -28563.367
Iteration 93: (EM) log likelihood = -28558.55
Iteration 94: (EM) log likelihood = -28552.935
Iteration 95: (EM) log likelihood = -28547.497
Iteration 96: (EM) log likelihood = -28542.447
Iteration 97: (EM) log likelihood = -28537.377
Iteration 98: (EM) log likelihood = -28533.173
Iteration 99: (EM) log likelihood = -28529.625
Iteration 100: (EM) log likelihood = -28525.118
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.7132
Iteration 1: (class) log likelihood = -6785.7132
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29328.091
Iteration 1: (outcome) log likelihood = -29036.405
Iteration 2: (outcome) log likelihood = -28896.18
Iteration 3: (outcome) log likelihood = -28876.572
Iteration 4: (outcome) log likelihood = -28873.755
Iteration 5: (outcome) log likelihood = -28873.24
Iteration 6: (outcome) log likelihood = -28873.133
Iteration 7: (outcome) log likelihood = -28873.113
Iteration 8: (outcome) log likelihood = -28873.108
Iteration 9: (outcome) log likelihood = -28873.107
Iteration 10: (outcome) log likelihood = -28873.107 (not concave)
Iteration 11: (outcome) log likelihood = -28873.107 (not concave)
Iteration 12: (outcome) log likelihood = -28873.107 (not concave)
Iteration 13: (outcome) log likelihood = -28873.107 (not concave)
Iteration 14: (outcome) log likelihood = -28873.107 (not concave)
Iteration 15: (outcome) log likelihood = -28873.107 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35640.855
Iteration 1: (EM) log likelihood = -35571.251
Iteration 2: (EM) log likelihood = -35356.094
Iteration 3: (EM) log likelihood = -34810.309
Iteration 4: (EM) log likelihood = -33904.592
Iteration 5: (EM) log likelihood = -32957.476
Iteration 6: (EM) log likelihood = -32136.148
Iteration 7: (EM) log likelihood = -31442.197
Iteration 8: (EM) log likelihood = -30921.466
Iteration 9: (EM) log likelihood = -30551.494
Iteration 10: (EM) log likelihood = -30264.539
Iteration 11: (EM) log likelihood = -30024.686
Iteration 12: (EM) log likelihood = -29831.278
Iteration 13: (EM) log likelihood = -29683.657
Iteration 14: (EM) log likelihood = -29573.256
Iteration 15: (EM) log likelihood = -29492.819
Iteration 16: (EM) log likelihood = -29431.065
Iteration 17: (EM) log likelihood = -29376.532
Iteration 18: (EM) log likelihood = -29332.902
Iteration 19: (EM) log likelihood = -29297.159
Iteration 20: (EM) log likelihood = -29260.725
Iteration 21: (EM) log likelihood = -29232.907
Iteration 22: (EM) log likelihood = -29206.283
Iteration 23: (EM) log likelihood = -29181.504
Iteration 24: (EM) log likelihood = -29157.523
Iteration 25: (EM) log likelihood = -29132.624
Iteration 26: (EM) log likelihood = -29107.635
Iteration 27: (EM) log likelihood = -29083.435
Iteration 28: (EM) log likelihood = -29059.894
Iteration 29: (EM) log likelihood = -29038.956
Iteration 30: (EM) log likelihood = -29018.013
Iteration 31: (EM) log likelihood = -28998.49
Iteration 32: (EM) log likelihood = -28980.957
Iteration 33: (EM) log likelihood = -28964.196
Iteration 34: (EM) log likelihood = -28946.057
Iteration 35: (EM) log likelihood = -28930.241
Iteration 36: (EM) log likelihood = -28915.531
Iteration 37: (EM) log likelihood = -28901.182
Iteration 38: (EM) log likelihood = -28887.979
Iteration 39: (EM) log likelihood = -28875.2
Iteration 40: (EM) log likelihood = -28863.074
Iteration 41: (EM) log likelihood = -28851.214
Iteration 42: (EM) log likelihood = -28841.124
Iteration 43: (EM) log likelihood = -28831.849
Iteration 44: (EM) log likelihood = -28824.184
Iteration 45: (EM) log likelihood = -28816.746
Iteration 46: (EM) log likelihood = -28809.586
Iteration 47: (EM) log likelihood = -28802.177
Iteration 48: (EM) log likelihood = -28795.573
Iteration 49: (EM) log likelihood = -28788.661
Iteration 50: (EM) log likelihood = -28782.716
Iteration 51: (EM) log likelihood = -28777.205
Iteration 52: (EM) log likelihood = -28771.513
Iteration 53: (EM) log likelihood = -28765.375
Iteration 54: (EM) log likelihood = -28758.354
Iteration 55: (EM) log likelihood = -28751.523
Iteration 56: (EM) log likelihood = -28744.819
Iteration 57: (EM) log likelihood = -28737.956
Iteration 58: (EM) log likelihood = -28729.571
Iteration 59: (EM) log likelihood = -28720.675
Iteration 60: (EM) log likelihood = -28712.199
Iteration 61: (EM) log likelihood = -28703.823
Iteration 62: (EM) log likelihood = -28694.616
Iteration 63: (EM) log likelihood = -28686.052
Iteration 64: (EM) log likelihood = -28678.592
Iteration 65: (EM) log likelihood = -28671.435
Iteration 66: (EM) log likelihood = -28664.132
Iteration 67: (EM) log likelihood = -28657.804
Iteration 68: (EM) log likelihood = -28651.555
Iteration 69: (EM) log likelihood = -28646.099
Iteration 70: (EM) log likelihood = -28640.009
Iteration 71: (EM) log likelihood = -28634.57
Iteration 72: (EM) log likelihood = -28630.349
Iteration 73: (EM) log likelihood = -28625.249
Iteration 74: (EM) log likelihood = -28620.803
Iteration 75: (EM) log likelihood = -28615.201
Iteration 76: (EM) log likelihood = -28610.976
Iteration 77: (EM) log likelihood = -28606.731
Iteration 78: (EM) log likelihood = -28602.769
Iteration 79: (EM) log likelihood = -28597.715
Iteration 80: (EM) log likelihood = -28594.022
Iteration 81: (EM) log likelihood = -28590.733
Iteration 82: (EM) log likelihood = -28587.485
Iteration 83: (EM) log likelihood = -28585.515
Iteration 84: (EM) log likelihood = -28582.744
Iteration 85: (EM) log likelihood = -28578.818
Iteration 86: (EM) log likelihood = -28576.356
Iteration 87: (EM) log likelihood = -28573.942
Iteration 88: (EM) log likelihood = -28571.271
Iteration 89: (EM) log likelihood = -28568.641
Iteration 90: (EM) log likelihood = -28565.999
Iteration 91: (EM) log likelihood = -28563.462
Iteration 92: (EM) log likelihood = -28560.883
Iteration 93: (EM) log likelihood = -28558.842
Iteration 94: (EM) log likelihood = -28556.821
Iteration 95: (EM) log likelihood = -28554.383
Iteration 96: (EM) log likelihood = -28552.217
Iteration 97: (EM) log likelihood = -28550.33
Iteration 98: (EM) log likelihood = -28548.957
Iteration 99: (EM) log likelihood = -28546.728
Iteration 100: (EM) log likelihood = -28545.262
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.2995
Iteration 1: (class) log likelihood = -6785.2995
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29506.097
Iteration 1: (outcome) log likelihood = -28989.782
Iteration 2: (outcome) log likelihood = -28903.82
Iteration 3: (outcome) log likelihood = -28869.704
Iteration 4: (outcome) log likelihood = -28866.649
Iteration 5: (outcome) log likelihood = -28865.974
Iteration 6: (outcome) log likelihood = -28865.836
Iteration 7: (outcome) log likelihood = -28865.802
Iteration 8: (outcome) log likelihood = -28865.795
Iteration 9: (outcome) log likelihood = -28865.793
Iteration 10: (outcome) log likelihood = -28865.793 (not concave)
Iteration 11: (outcome) log likelihood = -28865.793 (not concave)
Iteration 12: (outcome) log likelihood = -28865.793 (not concave)
Iteration 13: (outcome) log likelihood = -28865.793 (not concave)
Iteration 14: (outcome) log likelihood = -28865.793 (not concave)
Iteration 15: (outcome) log likelihood = -28865.793 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35604.55
Iteration 1: (EM) log likelihood = -35447.458
Iteration 2: (EM) log likelihood = -35005.016
Iteration 3: (EM) log likelihood = -34039.458
Iteration 4: (EM) log likelihood = -32812.322
Iteration 5: (EM) log likelihood = -31895.883
Iteration 6: (EM) log likelihood = -31351.725
Iteration 7: (EM) log likelihood = -31047.67
Iteration 8: (EM) log likelihood = -30845.998
Iteration 9: (EM) log likelihood = -30669.333
Iteration 10: (EM) log likelihood = -30478.52
Iteration 11: (EM) log likelihood = -30270.275
Iteration 12: (EM) log likelihood = -30066.47
Iteration 13: (EM) log likelihood = -29881.194
Iteration 14: (EM) log likelihood = -29727.83
Iteration 15: (EM) log likelihood = -29601.388
Iteration 16: (EM) log likelihood = -29504.426
Iteration 17: (EM) log likelihood = -29425.584
Iteration 18: (EM) log likelihood = -29361.843
Iteration 19: (EM) log likelihood = -29308.081
Iteration 20: (EM) log likelihood = -29260.343
Iteration 21: (EM) log likelihood = -29219.437
Iteration 22: (EM) log likelihood = -29179.774
Iteration 23: (EM) log likelihood = -29143.648
Iteration 24: (EM) log likelihood = -29109.878
Iteration 25: (EM) log likelihood = -29075.769
Iteration 26: (EM) log likelihood = -29042.017
Iteration 27: (EM) log likelihood = -29010.283
Iteration 28: (EM) log likelihood = -28978.859
Iteration 29: (EM) log likelihood = -28947.247
Iteration 30: (EM) log likelihood = -28913.936
Iteration 31: (EM) log likelihood = -28880.613
Iteration 32: (EM) log likelihood = -28846.754
Iteration 33: (EM) log likelihood = -28814.44
Iteration 34: (EM) log likelihood = -28783.213
Iteration 35: (EM) log likelihood = -28754.741
Iteration 36: (EM) log likelihood = -28725.485
Iteration 37: (EM) log likelihood = -28698.846
Iteration 38: (EM) log likelihood = -28674.41
Iteration 39: (EM) log likelihood = -28650.391
Iteration 40: (EM) log likelihood = -28627.495
Iteration 41: (EM) log likelihood = -28608.215
Iteration 42: (EM) log likelihood = -28590.362
Iteration 43: (EM) log likelihood = -28573.587
Iteration 44: (EM) log likelihood = -28558.433
Iteration 45: (EM) log likelihood = -28542.261
Iteration 46: (EM) log likelihood = -28527.647
Iteration 47: (EM) log likelihood = -28511.798
Iteration 48: (EM) log likelihood = -28497.403
Iteration 49: (EM) log likelihood = -28481.81
Iteration 50: (EM) log likelihood = -28466.355
Iteration 51: (EM) log likelihood = -28449.944
Iteration 52: (EM) log likelihood = -28435.808
Iteration 53: (EM) log likelihood = -28421.567
Iteration 54: (EM) log likelihood = -28408.838
Iteration 55: (EM) log likelihood = -28398.752
Iteration 56: (EM) log likelihood = -28389.314
Iteration 57: (EM) log likelihood = -28381.477
Iteration 58: (EM) log likelihood = -28373.84
Iteration 59: (EM) log likelihood = -28366.855
Iteration 60: (EM) log likelihood = -28360.325
Iteration 61: (EM) log likelihood = -28354.079
Iteration 62: (EM) log likelihood = -28347.776
Iteration 63: (EM) log likelihood = -28342.37
Iteration 64: (EM) log likelihood = -28337.341
Iteration 65: (EM) log likelihood = -28332.914
Iteration 66: (EM) log likelihood = -28329.373
Iteration 67: (EM) log likelihood = -28326.026
Iteration 68: (EM) log likelihood = -28322.245
Iteration 69: (EM) log likelihood = -28318.171
Iteration 70: (EM) log likelihood = -28314.948
Iteration 71: (EM) log likelihood = -28311.074
Iteration 72: (EM) log likelihood = -28308.162
Iteration 73: (EM) log likelihood = -28304.074
Iteration 74: (EM) log likelihood = -28300.398
Iteration 75: (EM) log likelihood = -28296.952
Iteration 76: (EM) log likelihood = -28294.04
Iteration 77: (EM) log likelihood = -28289.994
Iteration 78: (EM) log likelihood = -28287.449
Iteration 79: (EM) log likelihood = -28285.113
Iteration 80: (EM) log likelihood = -28282.735
Iteration 81: (EM) log likelihood = -28280.846
Iteration 82: (EM) log likelihood = -28272.866
Iteration 83: (EM) log likelihood = -28266.041
Iteration 84: (EM) log likelihood = -28262.255
Iteration 85: (EM) log likelihood = -28259.907
Iteration 86: (EM) log likelihood = -28257.46
Iteration 87: (EM) log likelihood = -28254.358
Iteration 88: (EM) log likelihood = -28252.397
Iteration 89: (EM) log likelihood = -28249.474
Iteration 90: (EM) log likelihood = -28247.703
Iteration 91: (EM) log likelihood = -28245.988
Iteration 92: (EM) log likelihood = -28244.225
Iteration 93: (EM) log likelihood = -28242.811
Iteration 94: (EM) log likelihood = -28240.73
Iteration 95: (EM) log likelihood = -28236.728
Iteration 96: (EM) log likelihood = -28235.143
Iteration 97: (EM) log likelihood = -28233.883
Iteration 98: (EM) log likelihood = -28232.739
Iteration 99: (EM) log likelihood = -28231.397
Iteration 100: (EM) log likelihood = -28230.344
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.5426
Iteration 1: (class) log likelihood = -6787.5426
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29451.786
Iteration 1: (outcome) log likelihood = -29007.888
Iteration 2: (outcome) log likelihood = -28886.229
Iteration 3: (outcome) log likelihood = -28862.409
Iteration 4: (outcome) log likelihood = -28858.982
Iteration 5: (outcome) log likelihood = -28858.395
Iteration 6: (outcome) log likelihood = -28858.258
Iteration 7: (outcome) log likelihood = -28858.227
Iteration 8: (outcome) log likelihood = -28858.221
Iteration 9: (outcome) log likelihood = -28858.22 (not concave)
Iteration 10: (outcome) log likelihood = -28858.22 (not concave)
Iteration 11: (outcome) log likelihood = -28858.22 (not concave)
Iteration 12: (outcome) log likelihood = -28858.22 (not concave)
Iteration 13: (outcome) log likelihood = -28858.22 (not concave)
Iteration 14: (outcome) log likelihood = -28858.22 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35611.851
Iteration 1: (EM) log likelihood = -35488.447
Iteration 2: (EM) log likelihood = -35204.641
Iteration 3: (EM) log likelihood = -34733.639
Iteration 4: (EM) log likelihood = -33928.19
Iteration 5: (EM) log likelihood = -32910.544
Iteration 6: (EM) log likelihood = -31972.58
Iteration 7: (EM) log likelihood = -31228.501
Iteration 8: (EM) log likelihood = -30689.583
Iteration 9: (EM) log likelihood = -30310.835
Iteration 10: (EM) log likelihood = -30040.595
Iteration 11: (EM) log likelihood = -29836.633
Iteration 12: (EM) log likelihood = -29682.034
Iteration 13: (EM) log likelihood = -29568.681
Iteration 14: (EM) log likelihood = -29484.282
Iteration 15: (EM) log likelihood = -29422.319
Iteration 16: (EM) log likelihood = -29372.328
Iteration 17: (EM) log likelihood = -29330.272
Iteration 18: (EM) log likelihood = -29297.804
Iteration 19: (EM) log likelihood = -29269.462
Iteration 20: (EM) log likelihood = -29243.894
Iteration 21: (EM) log likelihood = -29222.822
Iteration 22: (EM) log likelihood = -29203.946
Iteration 23: (EM) log likelihood = -29187.097
Iteration 24: (EM) log likelihood = -29171.236
Iteration 25: (EM) log likelihood = -29157.933
Iteration 26: (EM) log likelihood = -29144.375
Iteration 27: (EM) log likelihood = -29132.277
Iteration 28: (EM) log likelihood = -29119.889
Iteration 29: (EM) log likelihood = -29109.037
Iteration 30: (EM) log likelihood = -29098.591
Iteration 31: (EM) log likelihood = -29088.644
Iteration 32: (EM) log likelihood = -29079.436
Iteration 33: (EM) log likelihood = -29068.905
Iteration 34: (EM) log likelihood = -29058.71
Iteration 35: (EM) log likelihood = -29047.097
Iteration 36: (EM) log likelihood = -29035.542
Iteration 37: (EM) log likelihood = -29025.145
Iteration 38: (EM) log likelihood = -29012.634
Iteration 39: (EM) log likelihood = -29001.099
Iteration 40: (EM) log likelihood = -28988.093
Iteration 41: (EM) log likelihood = -28973.955
Iteration 42: (EM) log likelihood = -28960.35
Iteration 43: (EM) log likelihood = -28946.423
Iteration 44: (EM) log likelihood = -28932.245
Iteration 45: (EM) log likelihood = -28916.206
Iteration 46: (EM) log likelihood = -28899.679
Iteration 47: (EM) log likelihood = -28884.541
Iteration 48: (EM) log likelihood = -28866.704
Iteration 49: (EM) log likelihood = -28848.256
Iteration 50: (EM) log likelihood = -28829.407
Iteration 51: (EM) log likelihood = -28810.758
Iteration 52: (EM) log likelihood = -28795.651
Iteration 53: (EM) log likelihood = -28777.14
Iteration 54: (EM) log likelihood = -28762.179
Iteration 55: (EM) log likelihood = -28746.594
Iteration 56: (EM) log likelihood = -28731.059
Iteration 57: (EM) log likelihood = -28715.857
Iteration 58: (EM) log likelihood = -28699.552
Iteration 59: (EM) log likelihood = -28687.1
Iteration 60: (EM) log likelihood = -28672.034
Iteration 61: (EM) log likelihood = -28659.362
Iteration 62: (EM) log likelihood = -28646.977
Iteration 63: (EM) log likelihood = -28639.567
Iteration 64: (EM) log likelihood = -28625.641
Iteration 65: (EM) log likelihood = -28612.595
Iteration 66: (EM) log likelihood = -28602.961
Iteration 67: (EM) log likelihood = -28592.008
Iteration 68: (EM) log likelihood = -28580.724
Iteration 69: (EM) log likelihood = -28571.168
Iteration 70: (EM) log likelihood = -28563.915
Iteration 71: (EM) log likelihood = -28554.834
Iteration 72: (EM) log likelihood = -28546.593
Iteration 73: (EM) log likelihood = -28539.014
Iteration 74: (EM) log likelihood = -28529.184
Iteration 75: (EM) log likelihood = -28521.807
Iteration 76: (EM) log likelihood = -28514.232
Iteration 77: (EM) log likelihood = -28506.188
Iteration 78: (EM) log likelihood = -28501.529
Iteration 79: (EM) log likelihood = -28495.125
Iteration 80: (EM) log likelihood = -28489.187
Iteration 81: (EM) log likelihood = -28480.466
Iteration 82: (EM) log likelihood = -28475.151
Iteration 83: (EM) log likelihood = -28468.266
Iteration 84: (EM) log likelihood = -28463.152
Iteration 85: (EM) log likelihood = -28460.9
Iteration 86: (EM) log likelihood = -28458.913
Iteration 87: (EM) log likelihood = -28456.813
Iteration 88: (EM) log likelihood = -28452.113
Iteration 89: (EM) log likelihood = -28447.797
Iteration 90: (EM) log likelihood = -28443.873
Iteration 91: (EM) log likelihood = -28441.359
Iteration 92: (EM) log likelihood = -28437.883
Iteration 93: (EM) log likelihood = -28436.358
Iteration 94: (EM) log likelihood = -28434.719
Iteration 95: (EM) log likelihood = -28433.049
Iteration 96: (EM) log likelihood = -28431.383
Iteration 97: (EM) log likelihood = -28429.729
Iteration 98: (EM) log likelihood = -28426.525
Iteration 99: (EM) log likelihood = -28425.225
Iteration 100: (EM) log likelihood = -28422.513
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.3029
Iteration 1: (class) log likelihood = -6788.3029
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29545.047
Iteration 1: (outcome) log likelihood = -29081.973
Iteration 2: (outcome) log likelihood = -28891.343
Iteration 3: (outcome) log likelihood = -28866.607
Iteration 4: (outcome) log likelihood = -28862.406
Iteration 5: (outcome) log likelihood = -28861.45
Iteration 6: (outcome) log likelihood = -28861.256
Iteration 7: (outcome) log likelihood = -28861.214
Iteration 8: (outcome) log likelihood = -28861.205
Iteration 9: (outcome) log likelihood = -28861.202
Iteration 10: (outcome) log likelihood = -28861.202 (not concave)
Iteration 11: (outcome) log likelihood = -28861.202 (not concave)
Iteration 12: (outcome) log likelihood = -28861.202 (not concave)
Iteration 13: (outcome) log likelihood = -28861.202 (not concave)
Iteration 14: (outcome) log likelihood = -28861.202 (not concave)
Iteration 15: (outcome) log likelihood = -28861.202 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35607.01
Iteration 1: (EM) log likelihood = -35470.979
Iteration 2: (EM) log likelihood = -35123.473
Iteration 3: (EM) log likelihood = -34448.789
Iteration 4: (EM) log likelihood = -33549.178
Iteration 5: (EM) log likelihood = -32678.41
Iteration 6: (EM) log likelihood = -31912.064
Iteration 7: (EM) log likelihood = -31304.477
Iteration 8: (EM) log likelihood = -30886.106
Iteration 9: (EM) log likelihood = -30593.083
Iteration 10: (EM) log likelihood = -30373.388
Iteration 11: (EM) log likelihood = -30208.845
Iteration 12: (EM) log likelihood = -30083.054
Iteration 13: (EM) log likelihood = -29992.407
Iteration 14: (EM) log likelihood = -29916.627
Iteration 15: (EM) log likelihood = -29849.644
Iteration 16: (EM) log likelihood = -29784.267
Iteration 17: (EM) log likelihood = -29720.666
Iteration 18: (EM) log likelihood = -29661.573
Iteration 19: (EM) log likelihood = -29601.912
Iteration 20: (EM) log likelihood = -29547.053
Iteration 21: (EM) log likelihood = -29492.925
Iteration 22: (EM) log likelihood = -29442.137
Iteration 23: (EM) log likelihood = -29391.831
Iteration 24: (EM) log likelihood = -29345.18
Iteration 25: (EM) log likelihood = -29299.081
Iteration 26: (EM) log likelihood = -29257.736
Iteration 27: (EM) log likelihood = -29219.88
Iteration 28: (EM) log likelihood = -29183.811
Iteration 29: (EM) log likelihood = -29152.195
Iteration 30: (EM) log likelihood = -29123.77
Iteration 31: (EM) log likelihood = -29097.01
Iteration 32: (EM) log likelihood = -29072.011
Iteration 33: (EM) log likelihood = -29050.965
Iteration 34: (EM) log likelihood = -29030.646
Iteration 35: (EM) log likelihood = -29011.568
Iteration 36: (EM) log likelihood = -28995.418
Iteration 37: (EM) log likelihood = -28981.277
Iteration 38: (EM) log likelihood = -28969.408
Iteration 39: (EM) log likelihood = -28958.278
Iteration 40: (EM) log likelihood = -28946.989
Iteration 41: (EM) log likelihood = -28938.253
Iteration 42: (EM) log likelihood = -28928.983
Iteration 43: (EM) log likelihood = -28919.568
Iteration 44: (EM) log likelihood = -28907.504
Iteration 45: (EM) log likelihood = -28892.029
Iteration 46: (EM) log likelihood = -28872.979
Iteration 47: (EM) log likelihood = -28851.514
Iteration 48: (EM) log likelihood = -28828.664
Iteration 49: (EM) log likelihood = -28805.569
Iteration 50: (EM) log likelihood = -28783.07
Iteration 51: (EM) log likelihood = -28761.448
Iteration 52: (EM) log likelihood = -28741.925
Iteration 53: (EM) log likelihood = -28724.751
Iteration 54: (EM) log likelihood = -28710.656
Iteration 55: (EM) log likelihood = -28698.074
Iteration 56: (EM) log likelihood = -28686.681
Iteration 57: (EM) log likelihood = -28676.408
Iteration 58: (EM) log likelihood = -28668.429
Iteration 59: (EM) log likelihood = -28661.536
Iteration 60: (EM) log likelihood = -28655.042
Iteration 61: (EM) log likelihood = -28649.652
Iteration 62: (EM) log likelihood = -28643.349
Iteration 63: (EM) log likelihood = -28638.343
Iteration 64: (EM) log likelihood = -28632.596
Iteration 65: (EM) log likelihood = -28628.227
Iteration 66: (EM) log likelihood = -28624.573
Iteration 67: (EM) log likelihood = -28620.79
Iteration 68: (EM) log likelihood = -28618.097
Iteration 69: (EM) log likelihood = -28615.528
Iteration 70: (EM) log likelihood = -28613.21
Iteration 71: (EM) log likelihood = -28610.406
Iteration 72: (EM) log likelihood = -28608.683
Iteration 73: (EM) log likelihood = -28606.373
Iteration 74: (EM) log likelihood = -28604.646
Iteration 75: (EM) log likelihood = -28603.758
Iteration 76: (EM) log likelihood = -28602.627
Iteration 77: (EM) log likelihood = -28600.871
Iteration 78: (EM) log likelihood = -28599.146
Iteration 79: (EM) log likelihood = -28597.985
Iteration 80: (EM) log likelihood = -28596.591
Iteration 81: (EM) log likelihood = -28594.742
Iteration 82: (EM) log likelihood = -28594.848
Iteration 83: (EM) log likelihood = -28593.756
Iteration 84: (EM) log likelihood = -28592.755
Iteration 85: (EM) log likelihood = -28592.001
Iteration 86: (EM) log likelihood = -28591.384
Iteration 87: (EM) log likelihood = -28590.957
Iteration 88: (EM) log likelihood = -28590.396
Iteration 89: (EM) log likelihood = -28589.721
Iteration 90: (EM) log likelihood = -28589.163
Iteration 91: (EM) log likelihood = -28588.194
Iteration 92: (EM) log likelihood = -28587.245
Iteration 93: (EM) log likelihood = -28586.626
Iteration 94: (EM) log likelihood = -28586.394
Iteration 95: (EM) log likelihood = -28585.952
Iteration 96: (EM) log likelihood = -28585.884
Iteration 97: (EM) log likelihood = -28585.528
Iteration 98: (EM) log likelihood = -28585.149
Iteration 99: (EM) log likelihood = -28584.851
Iteration 100: (EM) log likelihood = -28584.771
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.9388
Iteration 1: (class) log likelihood = -6787.9388
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29902.168
Iteration 1: (outcome) log likelihood = -29118.752
Iteration 2: (outcome) log likelihood = -28895.081
Iteration 3: (outcome) log likelihood = -28860.68
Iteration 4: (outcome) log likelihood = -28854.318
Iteration 5: (outcome) log likelihood = -28853.105
Iteration 6: (outcome) log likelihood = -28852.891
Iteration 7: (outcome) log likelihood = -28852.842
Iteration 8: (outcome) log likelihood = -28852.83
Iteration 9: (outcome) log likelihood = -28852.827
Iteration 10: (outcome) log likelihood = -28852.827 (not concave)
Iteration 11: (outcome) log likelihood = -28852.827 (not concave)
Iteration 12: (outcome) log likelihood = -28852.827 (not concave)
Iteration 13: (outcome) log likelihood = -28852.827 (not concave)
Iteration 14: (outcome) log likelihood = -28852.827 (not concave)
Iteration 15: (outcome) log likelihood = -28852.827 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35625.719
Iteration 1: (EM) log likelihood = -35539.967
Iteration 2: (EM) log likelihood = -35279.157
Iteration 3: (EM) log likelihood = -34649.736
Iteration 4: (EM) log likelihood = -33645.964
Iteration 5: (EM) log likelihood = -32719.132
Iteration 6: (EM) log likelihood = -32056.757
Iteration 7: (EM) log likelihood = -31543.799
Iteration 8: (EM) log likelihood = -31103.211
Iteration 9: (EM) log likelihood = -30723.1
Iteration 10: (EM) log likelihood = -30412.67
Iteration 11: (EM) log likelihood = -30169.171
Iteration 12: (EM) log likelihood = -29983.743
Iteration 13: (EM) log likelihood = -29837.75
Iteration 14: (EM) log likelihood = -29716.911
Iteration 15: (EM) log likelihood = -29613.207
Iteration 16: (EM) log likelihood = -29521.629
Iteration 17: (EM) log likelihood = -29438.844
Iteration 18: (EM) log likelihood = -29360.556
Iteration 19: (EM) log likelihood = -29296.167
Iteration 20: (EM) log likelihood = -29242.516
Iteration 21: (EM) log likelihood = -29197.11
Iteration 22: (EM) log likelihood = -29158.751
Iteration 23: (EM) log likelihood = -29126.093
Iteration 24: (EM) log likelihood = -29097.1
Iteration 25: (EM) log likelihood = -29070.788
Iteration 26: (EM) log likelihood = -29046.972
Iteration 27: (EM) log likelihood = -29024.054
Iteration 28: (EM) log likelihood = -29003.494
Iteration 29: (EM) log likelihood = -28982.447
Iteration 30: (EM) log likelihood = -28962.21
Iteration 31: (EM) log likelihood = -28943.131
Iteration 32: (EM) log likelihood = -28925.329
Iteration 33: (EM) log likelihood = -28906.557
Iteration 34: (EM) log likelihood = -28887.758
Iteration 35: (EM) log likelihood = -28869.107
Iteration 36: (EM) log likelihood = -28850.163
Iteration 37: (EM) log likelihood = -28830.085
Iteration 38: (EM) log likelihood = -28808.984
Iteration 39: (EM) log likelihood = -28790.559
Iteration 40: (EM) log likelihood = -28772.038
Iteration 41: (EM) log likelihood = -28756.195
Iteration 42: (EM) log likelihood = -28739.943
Iteration 43: (EM) log likelihood = -28725.912
Iteration 44: (EM) log likelihood = -28712.165
Iteration 45: (EM) log likelihood = -28701.227
Iteration 46: (EM) log likelihood = -28691.616
Iteration 47: (EM) log likelihood = -28683.842
Iteration 48: (EM) log likelihood = -28677.562
Iteration 49: (EM) log likelihood = -28672.978
Iteration 50: (EM) log likelihood = -28670.187
Iteration 51: (EM) log likelihood = -28666.681
Iteration 52: (EM) log likelihood = -28664.378
Iteration 53: (EM) log likelihood = -28662.884
Iteration 54: (EM) log likelihood = -28661.544
Iteration 55: (EM) log likelihood = -28660.037
Iteration 56: (EM) log likelihood = -28659.149
Iteration 57: (EM) log likelihood = -28658.345
Iteration 58: (EM) log likelihood = -28658.446
Iteration 59: (EM) log likelihood = -28658.538
Iteration 60: (EM) log likelihood = -28658.805
Iteration 61: (EM) log likelihood = -28658.609
Iteration 62: (EM) log likelihood = -28658.61
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.5759
Iteration 1: (class) log likelihood = -6787.5759
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30079.93
Iteration 1: (outcome) log likelihood = -29095.525
Iteration 2: (outcome) log likelihood = -28897.274
Iteration 3: (outcome) log likelihood = -28862.874
Iteration 4: (outcome) log likelihood = -28855.146
Iteration 5: (outcome) log likelihood = -28853.299
Iteration 6: (outcome) log likelihood = -28852.922
Iteration 7: (outcome) log likelihood = -28852.857
Iteration 8: (outcome) log likelihood = -28852.85
Iteration 9: (outcome) log likelihood = -28852.849 (not concave)
Iteration 10: (outcome) log likelihood = -28852.849 (not concave)
Iteration 11: (outcome) log likelihood = -28852.849 (not concave)
Iteration 12: (outcome) log likelihood = -28852.849 (not concave)
Iteration 13: (outcome) log likelihood = -28852.849 (not concave)
Iteration 14: (outcome) log likelihood = -28852.849 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35608.231
Iteration 1: (EM) log likelihood = -35500.11
Iteration 2: (EM) log likelihood = -35238.052
Iteration 3: (EM) log likelihood = -34759.254
Iteration 4: (EM) log likelihood = -34022.391
Iteration 5: (EM) log likelihood = -33042.6
Iteration 6: (EM) log likelihood = -31965.615
Iteration 7: (EM) log likelihood = -31062.35
Iteration 8: (EM) log likelihood = -30484.249
Iteration 9: (EM) log likelihood = -30149.69
Iteration 10: (EM) log likelihood = -29940.583
Iteration 11: (EM) log likelihood = -29793.908
Iteration 12: (EM) log likelihood = -29684.564
Iteration 13: (EM) log likelihood = -29600.495
Iteration 14: (EM) log likelihood = -29534.056
Iteration 15: (EM) log likelihood = -29479.432
Iteration 16: (EM) log likelihood = -29431.49
Iteration 17: (EM) log likelihood = -29395.496
Iteration 18: (EM) log likelihood = -29365.606
Iteration 19: (EM) log likelihood = -29342.211
Iteration 20: (EM) log likelihood = -29322.198
Iteration 21: (EM) log likelihood = -29305.36
Iteration 22: (EM) log likelihood = -29292.613
Iteration 23: (EM) log likelihood = -29279.127
Iteration 24: (EM) log likelihood = -29269.684
Iteration 25: (EM) log likelihood = -29264.325
Iteration 26: (EM) log likelihood = -29255.716
Iteration 27: (EM) log likelihood = -29246.301
Iteration 28: (EM) log likelihood = -29241.427
Iteration 29: (EM) log likelihood = -29235.426
Iteration 30: (EM) log likelihood = -29232.032
Iteration 31: (EM) log likelihood = -29229.451
Iteration 32: (EM) log likelihood = -29228.22
Iteration 33: (EM) log likelihood = -29225.588
Iteration 34: (EM) log likelihood = -29222.555
Iteration 35: (EM) log likelihood = -29220.183
Iteration 36: (EM) log likelihood = -29216.363
Iteration 37: (EM) log likelihood = -29214.98
Iteration 38: (EM) log likelihood = -29214.877
Iteration 39: (EM) log likelihood = -29214.285
Iteration 40: (EM) log likelihood = -29213.302
Iteration 41: (EM) log likelihood = -29212.667
Iteration 42: (EM) log likelihood = -29211.975
Iteration 43: (EM) log likelihood = -29210.429
Iteration 44: (EM) log likelihood = -29209.059
Iteration 45: (EM) log likelihood = -29208.657
Iteration 46: (EM) log likelihood = -29208.804
Iteration 47: (EM) log likelihood = -29208.806
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.7149
Iteration 1: (class) log likelihood = -6787.7149
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29468.466
Iteration 1: (outcome) log likelihood = -28958.95
Iteration 2: (outcome) log likelihood = -28873.019
Iteration 3: (outcome) log likelihood = -28860.113
Iteration 4: (outcome) log likelihood = -28857.994
Iteration 5: (outcome) log likelihood = -28857.463
Iteration 6: (outcome) log likelihood = -28857.353
Iteration 7: (outcome) log likelihood = -28857.329
Iteration 8: (outcome) log likelihood = -28857.324
Iteration 9: (outcome) log likelihood = -28857.323
Iteration 10: (outcome) log likelihood = -28857.323 (not concave)
Iteration 11: (outcome) log likelihood = -28857.323 (not concave)
Iteration 12: (outcome) log likelihood = -28857.323 (not concave)
Iteration 13: (outcome) log likelihood = -28857.323 (not concave)
Iteration 14: (outcome) log likelihood = -28857.323 (not concave)
Iteration 15: (outcome) log likelihood = -28857.323 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35603.814
Iteration 1: (EM) log likelihood = -35490.696
Iteration 2: (EM) log likelihood = -35214.519
Iteration 3: (EM) log likelihood = -34636.839
Iteration 4: (EM) log likelihood = -33738.925
Iteration 5: (EM) log likelihood = -32839.137
Iteration 6: (EM) log likelihood = -32138.404
Iteration 7: (EM) log likelihood = -31596.004
Iteration 8: (EM) log likelihood = -31144.781
Iteration 9: (EM) log likelihood = -30735.937
Iteration 10: (EM) log likelihood = -30360.557
Iteration 11: (EM) log likelihood = -30041.657
Iteration 12: (EM) log likelihood = -29792.333
Iteration 13: (EM) log likelihood = -29597.832
Iteration 14: (EM) log likelihood = -29441.504
Iteration 15: (EM) log likelihood = -29316.865
Iteration 16: (EM) log likelihood = -29221.381
Iteration 17: (EM) log likelihood = -29154.005
Iteration 18: (EM) log likelihood = -29101.878
Iteration 19: (EM) log likelihood = -29059.52
Iteration 20: (EM) log likelihood = -29029.88
Iteration 21: (EM) log likelihood = -29005.77
Iteration 22: (EM) log likelihood = -28985.452
Iteration 23: (EM) log likelihood = -28966.267
Iteration 24: (EM) log likelihood = -28950.017
Iteration 25: (EM) log likelihood = -28938.139
Iteration 26: (EM) log likelihood = -28927.977
Iteration 27: (EM) log likelihood = -28916.723
Iteration 28: (EM) log likelihood = -28905.114
Iteration 29: (EM) log likelihood = -28888.073
Iteration 30: (EM) log likelihood = -28877.065
Iteration 31: (EM) log likelihood = -28866.589
Iteration 32: (EM) log likelihood = -28857.101
Iteration 33: (EM) log likelihood = -28848.586
Iteration 34: (EM) log likelihood = -28840.957
Iteration 35: (EM) log likelihood = -28833.454
Iteration 36: (EM) log likelihood = -28823.876
Iteration 37: (EM) log likelihood = -28818.467
Iteration 38: (EM) log likelihood = -28814.469
Iteration 39: (EM) log likelihood = -28808.482
Iteration 40: (EM) log likelihood = -28805.383
Iteration 41: (EM) log likelihood = -28801.233
Iteration 42: (EM) log likelihood = -28796.731
Iteration 43: (EM) log likelihood = -28789.667
Iteration 44: (EM) log likelihood = -28787.254
Iteration 45: (EM) log likelihood = -28780.392
Iteration 46: (EM) log likelihood = -28776.426
Iteration 47: (EM) log likelihood = -28773.572
Iteration 48: (EM) log likelihood = -28768.557
Iteration 49: (EM) log likelihood = -28763.191
Iteration 50: (EM) log likelihood = -28758.599
Iteration 51: (EM) log likelihood = -28752.294
Iteration 52: (EM) log likelihood = -28745.544
Iteration 53: (EM) log likelihood = -28733.424
Iteration 54: (EM) log likelihood = -28725.675
Iteration 55: (EM) log likelihood = -28717.94
Iteration 56: (EM) log likelihood = -28710.108
Iteration 57: (EM) log likelihood = -28701.462
Iteration 58: (EM) log likelihood = -28692.844
Iteration 59: (EM) log likelihood = -28685.415
Iteration 60: (EM) log likelihood = -28677.903
Iteration 61: (EM) log likelihood = -28671.332
Iteration 62: (EM) log likelihood = -28665.479
Iteration 63: (EM) log likelihood = -28659.206
Iteration 64: (EM) log likelihood = -28649.599
Iteration 65: (EM) log likelihood = -28641.22
Iteration 66: (EM) log likelihood = -28633.587
Iteration 67: (EM) log likelihood = -28627.235
Iteration 68: (EM) log likelihood = -28620.034
Iteration 69: (EM) log likelihood = -28613.257
Iteration 70: (EM) log likelihood = -28607.178
Iteration 71: (EM) log likelihood = -28601.607
Iteration 72: (EM) log likelihood = -28597.611
Iteration 73: (EM) log likelihood = -28593.658
Iteration 74: (EM) log likelihood = -28589.847
Iteration 75: (EM) log likelihood = -28584.444
Iteration 76: (EM) log likelihood = -28576.338
Iteration 77: (EM) log likelihood = -28570.691
Iteration 78: (EM) log likelihood = -28566.485
Iteration 79: (EM) log likelihood = -28562.013
Iteration 80: (EM) log likelihood = -28557.641
Iteration 81: (EM) log likelihood = -28552.292
Iteration 82: (EM) log likelihood = -28549.521
Iteration 83: (EM) log likelihood = -28546.34
Iteration 84: (EM) log likelihood = -28543.066
Iteration 85: (EM) log likelihood = -28535.435
Iteration 86: (EM) log likelihood = -28532.454
Iteration 87: (EM) log likelihood = -28529.431
Iteration 88: (EM) log likelihood = -28526.897
Iteration 89: (EM) log likelihood = -28524.681
Iteration 90: (EM) log likelihood = -28522.899
Iteration 91: (EM) log likelihood = -28520.728
Iteration 92: (EM) log likelihood = -28517.322
Iteration 93: (EM) log likelihood = -28515.173
Iteration 94: (EM) log likelihood = -28513.915
Iteration 95: (EM) log likelihood = -28512.085
Iteration 96: (EM) log likelihood = -28506.275
Iteration 97: (EM) log likelihood = -28502.355
Iteration 98: (EM) log likelihood = -28500.372
Iteration 99: (EM) log likelihood = -28497.644
Iteration 100: (EM) log likelihood = -28496.49
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6781.4881
Iteration 1: (class) log likelihood = -6781.4881
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29800.62
Iteration 1: (outcome) log likelihood = -29009.233
Iteration 2: (outcome) log likelihood = -28874.079
Iteration 3: (outcome) log likelihood = -28848.175
Iteration 4: (outcome) log likelihood = -28843.485
Iteration 5: (outcome) log likelihood = -28842.448
Iteration 6: (outcome) log likelihood = -28842.217
Iteration 7: (outcome) log likelihood = -28842.16
Iteration 8: (outcome) log likelihood = -28842.149
Iteration 9: (outcome) log likelihood = -28842.147 (not concave)
Iteration 10: (outcome) log likelihood = -28842.147 (not concave)
Iteration 11: (outcome) log likelihood = -28842.147 (not concave)
Iteration 12: (outcome) log likelihood = -28842.147 (not concave)
Iteration 13: (outcome) log likelihood = -28842.147 (not concave)
Iteration 14: (outcome) log likelihood = -28842.147 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35569.685
Iteration 1: (EM) log likelihood = -35397.993
Iteration 2: (EM) log likelihood = -34921.184
Iteration 3: (EM) log likelihood = -34033.301
Iteration 4: (EM) log likelihood = -33080.199
Iteration 5: (EM) log likelihood = -32287.735
Iteration 6: (EM) log likelihood = -31603.736
Iteration 7: (EM) log likelihood = -31031.47
Iteration 8: (EM) log likelihood = -30625.809
Iteration 9: (EM) log likelihood = -30368.291
Iteration 10: (EM) log likelihood = -30202.597
Iteration 11: (EM) log likelihood = -30088.487
Iteration 12: (EM) log likelihood = -29995.606
Iteration 13: (EM) log likelihood = -29916.379
Iteration 14: (EM) log likelihood = -29842.757
Iteration 15: (EM) log likelihood = -29770.114
Iteration 16: (EM) log likelihood = -29696.159
Iteration 17: (EM) log likelihood = -29619.111
Iteration 18: (EM) log likelihood = -29541.966
Iteration 19: (EM) log likelihood = -29468.245
Iteration 20: (EM) log likelihood = -29395.211
Iteration 21: (EM) log likelihood = -29326.141
Iteration 22: (EM) log likelihood = -29258.579
Iteration 23: (EM) log likelihood = -29197.862
Iteration 24: (EM) log likelihood = -29136.263
Iteration 25: (EM) log likelihood = -29077.281
Iteration 26: (EM) log likelihood = -29021.587
Iteration 27: (EM) log likelihood = -28966.031
Iteration 28: (EM) log likelihood = -28916.919
Iteration 29: (EM) log likelihood = -28871.65
Iteration 30: (EM) log likelihood = -28830.852
Iteration 31: (EM) log likelihood = -28793.293
Iteration 32: (EM) log likelihood = -28759.425
Iteration 33: (EM) log likelihood = -28731.504
Iteration 34: (EM) log likelihood = -28704.728
Iteration 35: (EM) log likelihood = -28682.02
Iteration 36: (EM) log likelihood = -28661.625
Iteration 37: (EM) log likelihood = -28641.343
Iteration 38: (EM) log likelihood = -28623.776
Iteration 39: (EM) log likelihood = -28606.581
Iteration 40: (EM) log likelihood = -28591.411
Iteration 41: (EM) log likelihood = -28574.921
Iteration 42: (EM) log likelihood = -28557.843
Iteration 43: (EM) log likelihood = -28544.396
Iteration 44: (EM) log likelihood = -28530.833
Iteration 45: (EM) log likelihood = -28520.171
Iteration 46: (EM) log likelihood = -28510.996
Iteration 47: (EM) log likelihood = -28502.002
Iteration 48: (EM) log likelihood = -28493.163
Iteration 49: (EM) log likelihood = -28484.12
Iteration 50: (EM) log likelihood = -28476.099
Iteration 51: (EM) log likelihood = -28468.301
Iteration 52: (EM) log likelihood = -28460.519
Iteration 53: (EM) log likelihood = -28454.311
Iteration 54: (EM) log likelihood = -28449.002
Iteration 55: (EM) log likelihood = -28442.621
Iteration 56: (EM) log likelihood = -28437.723
Iteration 57: (EM) log likelihood = -28431.981
Iteration 58: (EM) log likelihood = -28427.852
Iteration 59: (EM) log likelihood = -28424.121
Iteration 60: (EM) log likelihood = -28420.476
Iteration 61: (EM) log likelihood = -28417.154
Iteration 62: (EM) log likelihood = -28414.102
Iteration 63: (EM) log likelihood = -28411.435
Iteration 64: (EM) log likelihood = -28408.852
Iteration 65: (EM) log likelihood = -28406.36
Iteration 66: (EM) log likelihood = -28403.271
Iteration 67: (EM) log likelihood = -28400.929
Iteration 68: (EM) log likelihood = -28398.428
Iteration 69: (EM) log likelihood = -28396.15
Iteration 70: (EM) log likelihood = -28393.247
Iteration 71: (EM) log likelihood = -28391.226
Iteration 72: (EM) log likelihood = -28389.083
Iteration 73: (EM) log likelihood = -28387.333
Iteration 74: (EM) log likelihood = -28385.645
Iteration 75: (EM) log likelihood = -28384.391
Iteration 76: (EM) log likelihood = -28381.751
Iteration 77: (EM) log likelihood = -28376.661
Iteration 78: (EM) log likelihood = -28374.953
Iteration 79: (EM) log likelihood = -28373.556
Iteration 80: (EM) log likelihood = -28371.994
Iteration 81: (EM) log likelihood = -28370.909
Iteration 82: (EM) log likelihood = -28369.42
Iteration 83: (EM) log likelihood = -28368.916
Iteration 84: (EM) log likelihood = -28367.16
Iteration 85: (EM) log likelihood = -28365.857
Iteration 86: (EM) log likelihood = -28364.766
Iteration 87: (EM) log likelihood = -28363.369
Iteration 88: (EM) log likelihood = -28361.883
Iteration 89: (EM) log likelihood = -28360.772
Iteration 90: (EM) log likelihood = -28359.889
Iteration 91: (EM) log likelihood = -28359.17
Iteration 92: (EM) log likelihood = -28357.562
Iteration 93: (EM) log likelihood = -28356.45
Iteration 94: (EM) log likelihood = -28354.979
Iteration 95: (EM) log likelihood = -28353.642
Iteration 96: (EM) log likelihood = -28352.5
Iteration 97: (EM) log likelihood = -28351.157
Iteration 98: (EM) log likelihood = -28351.18
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.5829
Iteration 1: (class) log likelihood = -6785.5829
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29461.543
Iteration 1: (outcome) log likelihood = -28971.419
Iteration 2: (outcome) log likelihood = -28886.103
Iteration 3: (outcome) log likelihood = -28875.182
Iteration 4: (outcome) log likelihood = -28872.961
Iteration 5: (outcome) log likelihood = -28872.477
Iteration 6: (outcome) log likelihood = -28872.378
Iteration 7: (outcome) log likelihood = -28872.355
Iteration 8: (outcome) log likelihood = -28872.35
Iteration 9: (outcome) log likelihood = -28872.349
Iteration 10: (outcome) log likelihood = -28872.349 (not concave)
Iteration 11: (outcome) log likelihood = -28872.349 (not concave)
Iteration 12: (outcome) log likelihood = -28872.349 (not concave)
Iteration 13: (outcome) log likelihood = -28872.349 (not concave)
Iteration 14: (outcome) log likelihood = -28872.349 (not concave)
Iteration 15: (outcome) log likelihood = -28872.349 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35612.364
Iteration 1: (EM) log likelihood = -35457.474
Iteration 2: (EM) log likelihood = -35058.493
Iteration 3: (EM) log likelihood = -34330.307
Iteration 4: (EM) log likelihood = -33305.187
Iteration 5: (EM) log likelihood = -32265.789
Iteration 6: (EM) log likelihood = -31512.086
Iteration 7: (EM) log likelihood = -31049.997
Iteration 8: (EM) log likelihood = -30745.242
Iteration 9: (EM) log likelihood = -30498.614
Iteration 10: (EM) log likelihood = -30280.991
Iteration 11: (EM) log likelihood = -30095.122
Iteration 12: (EM) log likelihood = -29940.039
Iteration 13: (EM) log likelihood = -29801.045
Iteration 14: (EM) log likelihood = -29672.91
Iteration 15: (EM) log likelihood = -29558.108
Iteration 16: (EM) log likelihood = -29459.269
Iteration 17: (EM) log likelihood = -29379.272
Iteration 18: (EM) log likelihood = -29316.386
Iteration 19: (EM) log likelihood = -29266.826
Iteration 20: (EM) log likelihood = -29226.934
Iteration 21: (EM) log likelihood = -29192.143
Iteration 22: (EM) log likelihood = -29162.38
Iteration 23: (EM) log likelihood = -29137.363
Iteration 24: (EM) log likelihood = -29117.611
Iteration 25: (EM) log likelihood = -29101.686
Iteration 26: (EM) log likelihood = -29087.614
Iteration 27: (EM) log likelihood = -29075.062
Iteration 28: (EM) log likelihood = -29063.713
Iteration 29: (EM) log likelihood = -29052.285
Iteration 30: (EM) log likelihood = -29039.918
Iteration 31: (EM) log likelihood = -29027.712
Iteration 32: (EM) log likelihood = -29018.189
Iteration 33: (EM) log likelihood = -29009.966
Iteration 34: (EM) log likelihood = -29001.326
Iteration 35: (EM) log likelihood = -28991.72
Iteration 36: (EM) log likelihood = -28979.41
Iteration 37: (EM) log likelihood = -28967.514
Iteration 38: (EM) log likelihood = -28952.795
Iteration 39: (EM) log likelihood = -28938.54
Iteration 40: (EM) log likelihood = -28923.452
Iteration 41: (EM) log likelihood = -28908.051
Iteration 42: (EM) log likelihood = -28887.856
Iteration 43: (EM) log likelihood = -28869.93
Iteration 44: (EM) log likelihood = -28849.849
Iteration 45: (EM) log likelihood = -28831.079
Iteration 46: (EM) log likelihood = -28812.158
Iteration 47: (EM) log likelihood = -28793.62
Iteration 48: (EM) log likelihood = -28775.986
Iteration 49: (EM) log likelihood = -28756.253
Iteration 50: (EM) log likelihood = -28738.346
Iteration 51: (EM) log likelihood = -28721.127
Iteration 52: (EM) log likelihood = -28704.553
Iteration 53: (EM) log likelihood = -28688.766
Iteration 54: (EM) log likelihood = -28674.717
Iteration 55: (EM) log likelihood = -28660.384
Iteration 56: (EM) log likelihood = -28645.486
Iteration 57: (EM) log likelihood = -28632.821
Iteration 58: (EM) log likelihood = -28621.266
Iteration 59: (EM) log likelihood = -28610.921
Iteration 60: (EM) log likelihood = -28602.489
Iteration 61: (EM) log likelihood = -28593.667
Iteration 62: (EM) log likelihood = -28585.695
Iteration 63: (EM) log likelihood = -28578.069
Iteration 64: (EM) log likelihood = -28571.425
Iteration 65: (EM) log likelihood = -28567.049
Iteration 66: (EM) log likelihood = -28563.505
Iteration 67: (EM) log likelihood = -28556.832
Iteration 68: (EM) log likelihood = -28552.173
Iteration 69: (EM) log likelihood = -28548.845
Iteration 70: (EM) log likelihood = -28544.332
Iteration 71: (EM) log likelihood = -28541.274
Iteration 72: (EM) log likelihood = -28536.23
Iteration 73: (EM) log likelihood = -28533.438
Iteration 74: (EM) log likelihood = -28530.215
Iteration 75: (EM) log likelihood = -28526.397
Iteration 76: (EM) log likelihood = -28524.444
Iteration 77: (EM) log likelihood = -28521.956
Iteration 78: (EM) log likelihood = -28520.068
Iteration 79: (EM) log likelihood = -28518.754
Iteration 80: (EM) log likelihood = -28516.783
Iteration 81: (EM) log likelihood = -28515.025
Iteration 82: (EM) log likelihood = -28514.292
Iteration 83: (EM) log likelihood = -28511.847
Iteration 84: (EM) log likelihood = -28511.313
Iteration 85: (EM) log likelihood = -28510.761
Iteration 86: (EM) log likelihood = -28509.686
Iteration 87: (EM) log likelihood = -28508.559
Iteration 88: (EM) log likelihood = -28505.984
Iteration 89: (EM) log likelihood = -28505.647
Iteration 90: (EM) log likelihood = -28503.448
Iteration 91: (EM) log likelihood = -28501.571
Iteration 92: (EM) log likelihood = -28501.769
Iteration 93: (EM) log likelihood = -28499.915
Iteration 94: (EM) log likelihood = -28498.323
Iteration 95: (EM) log likelihood = -28496.08
Iteration 96: (EM) log likelihood = -28494.911
Iteration 97: (EM) log likelihood = -28494.166
Iteration 98: (EM) log likelihood = -28492.299
Iteration 99: (EM) log likelihood = -28493.389
Iteration 100: (EM) log likelihood = -28490.113
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.7698
Iteration 1: (class) log likelihood = -6785.7698
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29490.856
Iteration 1: (outcome) log likelihood = -28989.676
Iteration 2: (outcome) log likelihood = -28886.616
Iteration 3: (outcome) log likelihood = -28867.639
Iteration 4: (outcome) log likelihood = -28864.642
Iteration 5: (outcome) log likelihood = -28863.993
Iteration 6: (outcome) log likelihood = -28863.844
Iteration 7: (outcome) log likelihood = -28863.813
Iteration 8: (outcome) log likelihood = -28863.807
Iteration 9: (outcome) log likelihood = -28863.807 (not concave)
Iteration 10: (outcome) log likelihood = -28863.807 (not concave)
Iteration 11: (outcome) log likelihood = -28863.807 (not concave)
Iteration 12: (outcome) log likelihood = -28863.807 (not concave)
Iteration 13: (outcome) log likelihood = -28863.807 (not concave)
Iteration 14: (outcome) log likelihood = -28863.807 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35596.089
Iteration 1: (EM) log likelihood = -35423.527
Iteration 2: (EM) log likelihood = -35067.155
Iteration 3: (EM) log likelihood = -34440.1
Iteration 4: (EM) log likelihood = -33534.149
Iteration 5: (EM) log likelihood = -32657.039
Iteration 6: (EM) log likelihood = -31974.148
Iteration 7: (EM) log likelihood = -31475.983
Iteration 8: (EM) log likelihood = -31099.435
Iteration 9: (EM) log likelihood = -30785.044
Iteration 10: (EM) log likelihood = -30515.845
Iteration 11: (EM) log likelihood = -30268.44
Iteration 12: (EM) log likelihood = -30047.725
Iteration 13: (EM) log likelihood = -29866.466
Iteration 14: (EM) log likelihood = -29723.227
Iteration 15: (EM) log likelihood = -29603.885
Iteration 16: (EM) log likelihood = -29514.781
Iteration 17: (EM) log likelihood = -29437.817
Iteration 18: (EM) log likelihood = -29373.931
Iteration 19: (EM) log likelihood = -29317.322
Iteration 20: (EM) log likelihood = -29266.854
Iteration 21: (EM) log likelihood = -29220.282
Iteration 22: (EM) log likelihood = -29175.549
Iteration 23: (EM) log likelihood = -29133.679
Iteration 24: (EM) log likelihood = -29092.061
Iteration 25: (EM) log likelihood = -29051.64
Iteration 26: (EM) log likelihood = -29011.999
Iteration 27: (EM) log likelihood = -28973.972
Iteration 28: (EM) log likelihood = -28937.506
Iteration 29: (EM) log likelihood = -28903.97
Iteration 30: (EM) log likelihood = -28874.594
Iteration 31: (EM) log likelihood = -28844.74
Iteration 32: (EM) log likelihood = -28818.049
Iteration 33: (EM) log likelihood = -28793.094
Iteration 34: (EM) log likelihood = -28768.859
Iteration 35: (EM) log likelihood = -28748.491
Iteration 36: (EM) log likelihood = -28726.25
Iteration 37: (EM) log likelihood = -28705.351
Iteration 38: (EM) log likelihood = -28683.4
Iteration 39: (EM) log likelihood = -28661.714
Iteration 40: (EM) log likelihood = -28643.569
Iteration 41: (EM) log likelihood = -28625.106
Iteration 42: (EM) log likelihood = -28608.218
Iteration 43: (EM) log likelihood = -28587.331
Iteration 44: (EM) log likelihood = -28569.309
Iteration 45: (EM) log likelihood = -28551.176
Iteration 46: (EM) log likelihood = -28535.046
Iteration 47: (EM) log likelihood = -28520.659
Iteration 48: (EM) log likelihood = -28506.856
Iteration 49: (EM) log likelihood = -28492.779
Iteration 50: (EM) log likelihood = -28479.342
Iteration 51: (EM) log likelihood = -28464.846
Iteration 52: (EM) log likelihood = -28450.7
Iteration 53: (EM) log likelihood = -28436.412
Iteration 54: (EM) log likelihood = -28423.388
Iteration 55: (EM) log likelihood = -28409.077
Iteration 56: (EM) log likelihood = -28395.119
Iteration 57: (EM) log likelihood = -28382.053
Iteration 58: (EM) log likelihood = -28369.552
Iteration 59: (EM) log likelihood = -28357.214
Iteration 60: (EM) log likelihood = -28344.321
Iteration 61: (EM) log likelihood = -28331.6
Iteration 62: (EM) log likelihood = -28320.281
Iteration 63: (EM) log likelihood = -28310.516
Iteration 64: (EM) log likelihood = -28301.062
Iteration 65: (EM) log likelihood = -28291.876
Iteration 66: (EM) log likelihood = -28284.981
Iteration 67: (EM) log likelihood = -28278.179
Iteration 68: (EM) log likelihood = -28270.179
Iteration 69: (EM) log likelihood = -28262.159
Iteration 70: (EM) log likelihood = -28257.781
Iteration 71: (EM) log likelihood = -28253.052
Iteration 72: (EM) log likelihood = -28247.048
Iteration 73: (EM) log likelihood = -28241.011
Iteration 74: (EM) log likelihood = -28234.514
Iteration 75: (EM) log likelihood = -28228.676
Iteration 76: (EM) log likelihood = -28224.076
Iteration 77: (EM) log likelihood = -28217.466
Iteration 78: (EM) log likelihood = -28212.694
Iteration 79: (EM) log likelihood = -28207.408
Iteration 80: (EM) log likelihood = -28204.222
Iteration 81: (EM) log likelihood = -28201.216
Iteration 82: (EM) log likelihood = -28197.543
Iteration 83: (EM) log likelihood = -28190.532
Iteration 84: (EM) log likelihood = -28181.683
Iteration 85: (EM) log likelihood = -28176.182
Iteration 86: (EM) log likelihood = -28171.479
Iteration 87: (EM) log likelihood = -28167.429
Iteration 88: (EM) log likelihood = -28163.062
Iteration 89: (EM) log likelihood = -28158.772
Iteration 90: (EM) log likelihood = -28156.573
Iteration 91: (EM) log likelihood = -28153.949
Iteration 92: (EM) log likelihood = -28151.445
Iteration 93: (EM) log likelihood = -28149.545
Iteration 94: (EM) log likelihood = -28147.979
Iteration 95: (EM) log likelihood = -28146.481
Iteration 96: (EM) log likelihood = -28144.632
Iteration 97: (EM) log likelihood = -28143.598
Iteration 98: (EM) log likelihood = -28142.26
Iteration 99: (EM) log likelihood = -28140.827
Iteration 100: (EM) log likelihood = -28138.323
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.1504
Iteration 1: (class) log likelihood = -6786.1504
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29659.053
Iteration 1: (outcome) log likelihood = -29007.543
Iteration 2: (outcome) log likelihood = -28885.555
Iteration 3: (outcome) log likelihood = -28866.762
Iteration 4: (outcome) log likelihood = -28862.77
Iteration 5: (outcome) log likelihood = -28861.893
Iteration 6: (outcome) log likelihood = -28861.718
Iteration 7: (outcome) log likelihood = -28861.678
Iteration 8: (outcome) log likelihood = -28861.668
Iteration 9: (outcome) log likelihood = -28861.666
Iteration 10: (outcome) log likelihood = -28861.665 (not concave)
Iteration 11: (outcome) log likelihood = -28861.665 (not concave)
Iteration 12: (outcome) log likelihood = -28861.665 (not concave)
Iteration 13: (outcome) log likelihood = -28861.665 (not concave)
Iteration 14: (outcome) log likelihood = -28861.665 (not concave)
Iteration 15: (outcome) log likelihood = -28861.665 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35606.739
Iteration 1: (EM) log likelihood = -35458.195
Iteration 2: (EM) log likelihood = -35016.781
Iteration 3: (EM) log likelihood = -34079.006
Iteration 4: (EM) log likelihood = -32942.383
Iteration 5: (EM) log likelihood = -32105.634
Iteration 6: (EM) log likelihood = -31525.152
Iteration 7: (EM) log likelihood = -31076.803
Iteration 8: (EM) log likelihood = -30711.142
Iteration 9: (EM) log likelihood = -30414.35
Iteration 10: (EM) log likelihood = -30173.532
Iteration 11: (EM) log likelihood = -29980.912
Iteration 12: (EM) log likelihood = -29836.721
Iteration 13: (EM) log likelihood = -29732.448
Iteration 14: (EM) log likelihood = -29651.043
Iteration 15: (EM) log likelihood = -29577.514
Iteration 16: (EM) log likelihood = -29503.938
Iteration 17: (EM) log likelihood = -29423.46
Iteration 18: (EM) log likelihood = -29339.46
Iteration 19: (EM) log likelihood = -29256.992
Iteration 20: (EM) log likelihood = -29184.164
Iteration 21: (EM) log likelihood = -29119.346
Iteration 22: (EM) log likelihood = -29061.595
Iteration 23: (EM) log likelihood = -29005.953
Iteration 24: (EM) log likelihood = -28952.961
Iteration 25: (EM) log likelihood = -28905.089
Iteration 26: (EM) log likelihood = -28858.421
Iteration 27: (EM) log likelihood = -28811.779
Iteration 28: (EM) log likelihood = -28767.852
Iteration 29: (EM) log likelihood = -28727.983
Iteration 30: (EM) log likelihood = -28686.85
Iteration 31: (EM) log likelihood = -28646.425
Iteration 32: (EM) log likelihood = -28606.948
Iteration 33: (EM) log likelihood = -28571.717
Iteration 34: (EM) log likelihood = -28537.554
Iteration 35: (EM) log likelihood = -28502.863
Iteration 36: (EM) log likelihood = -28468.606
Iteration 37: (EM) log likelihood = -28436.098
Iteration 38: (EM) log likelihood = -28407.363
Iteration 39: (EM) log likelihood = -28376.965
Iteration 40: (EM) log likelihood = -28350.768
Iteration 41: (EM) log likelihood = -28329.526
Iteration 42: (EM) log likelihood = -28308.05
Iteration 43: (EM) log likelihood = -28288.674
Iteration 44: (EM) log likelihood = -28268.661
Iteration 45: (EM) log likelihood = -28252.35
Iteration 46: (EM) log likelihood = -28239.786
Iteration 47: (EM) log likelihood = -28225.47
Iteration 48: (EM) log likelihood = -28211.82
Iteration 49: (EM) log likelihood = -28201.108
Iteration 50: (EM) log likelihood = -28188.6
Iteration 51: (EM) log likelihood = -28177.594
Iteration 52: (EM) log likelihood = -28167.758
Iteration 53: (EM) log likelihood = -28158.662
Iteration 54: (EM) log likelihood = -28151.257
Iteration 55: (EM) log likelihood = -28142.882
Iteration 56: (EM) log likelihood = -28133.998
Iteration 57: (EM) log likelihood = -28125.887
Iteration 58: (EM) log likelihood = -28119.005
Iteration 59: (EM) log likelihood = -28112.75
Iteration 60: (EM) log likelihood = -28104.987
Iteration 61: (EM) log likelihood = -28099.418
Iteration 62: (EM) log likelihood = -28095.026
Iteration 63: (EM) log likelihood = -28090.389
Iteration 64: (EM) log likelihood = -28087.006
Iteration 65: (EM) log likelihood = -28083.076
Iteration 66: (EM) log likelihood = -28080.685
Iteration 67: (EM) log likelihood = -28077.669
Iteration 68: (EM) log likelihood = -28074.823
Iteration 69: (EM) log likelihood = -28072.818
Iteration 70: (EM) log likelihood = -28068.139
Iteration 71: (EM) log likelihood = -28065.294
Iteration 72: (EM) log likelihood = -28062.333
Iteration 73: (EM) log likelihood = -28056.015
Iteration 74: (EM) log likelihood = -28051.767
Iteration 75: (EM) log likelihood = -28047.68
Iteration 76: (EM) log likelihood = -28041.511
Iteration 77: (EM) log likelihood = -28035.335
Iteration 78: (EM) log likelihood = -28029.743
Iteration 79: (EM) log likelihood = -28023.93
Iteration 80: (EM) log likelihood = -28018.364
Iteration 81: (EM) log likelihood = -28012.248
Iteration 82: (EM) log likelihood = -28005.954
Iteration 83: (EM) log likelihood = -28000.741
Iteration 84: (EM) log likelihood = -27995.414
Iteration 85: (EM) log likelihood = -27990.699
Iteration 86: (EM) log likelihood = -27987.492
Iteration 87: (EM) log likelihood = -27982.12
Iteration 88: (EM) log likelihood = -27979.564
Iteration 89: (EM) log likelihood = -27975.225
Iteration 90: (EM) log likelihood = -27972.074
Iteration 91: (EM) log likelihood = -27970.009
Iteration 92: (EM) log likelihood = -27967.807
Iteration 93: (EM) log likelihood = -27963.257
Iteration 94: (EM) log likelihood = -27960.44
Iteration 95: (EM) log likelihood = -27958.379
Iteration 96: (EM) log likelihood = -27956.173
Iteration 97: (EM) log likelihood = -27952.35
Iteration 98: (EM) log likelihood = -27950.978
Iteration 99: (EM) log likelihood = -27948.716
Iteration 100: (EM) log likelihood = -27944.117
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.4261
Iteration 1: (class) log likelihood = -6788.4261
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30222.365
Iteration 1: (outcome) log likelihood = -29165.096
Iteration 2: (outcome) log likelihood = -28891.09
Iteration 3: (outcome) log likelihood = -28839.534
Iteration 4: (outcome) log likelihood = -28830.003
Iteration 5: (outcome) log likelihood = -28827.804
Iteration 6: (outcome) log likelihood = -28827.353
Iteration 7: (outcome) log likelihood = -28827.257
Iteration 8: (outcome) log likelihood = -28827.235
Iteration 9: (outcome) log likelihood = -28827.23
Iteration 10: (outcome) log likelihood = -28827.229 (not concave)
Iteration 11: (outcome) log likelihood = -28827.229 (not concave)
Iteration 12: (outcome) log likelihood = -28827.229 (not concave)
Iteration 13: (outcome) log likelihood = -28827.229 (not concave)
Iteration 14: (outcome) log likelihood = -28827.229 (not concave)
Iteration 15: (outcome) log likelihood = -28827.229 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35579.619
Iteration 1: (EM) log likelihood = -35443.314
Iteration 2: (EM) log likelihood = -35022.705
Iteration 3: (EM) log likelihood = -34070.288
Iteration 4: (EM) log likelihood = -32966.285
Iteration 5: (EM) log likelihood = -32140.496
Iteration 6: (EM) log likelihood = -31538.26
Iteration 7: (EM) log likelihood = -31084.587
Iteration 8: (EM) log likelihood = -30730.029
Iteration 9: (EM) log likelihood = -30430.232
Iteration 10: (EM) log likelihood = -30157.508
Iteration 11: (EM) log likelihood = -29929.415
Iteration 12: (EM) log likelihood = -29744.86
Iteration 13: (EM) log likelihood = -29599.948
Iteration 14: (EM) log likelihood = -29487.321
Iteration 15: (EM) log likelihood = -29400.883
Iteration 16: (EM) log likelihood = -29327.796
Iteration 17: (EM) log likelihood = -29265.317
Iteration 18: (EM) log likelihood = -29209.226
Iteration 19: (EM) log likelihood = -29161.257
Iteration 20: (EM) log likelihood = -29114.915
Iteration 21: (EM) log likelihood = -29066.873
Iteration 22: (EM) log likelihood = -29022.572
Iteration 23: (EM) log likelihood = -28978.795
Iteration 24: (EM) log likelihood = -28937.792
Iteration 25: (EM) log likelihood = -28897.038
Iteration 26: (EM) log likelihood = -28860.359
Iteration 27: (EM) log likelihood = -28827.705
Iteration 28: (EM) log likelihood = -28799.194
Iteration 29: (EM) log likelihood = -28772.668
Iteration 30: (EM) log likelihood = -28746.102
Iteration 31: (EM) log likelihood = -28723.072
Iteration 32: (EM) log likelihood = -28699.382
Iteration 33: (EM) log likelihood = -28678.991
Iteration 34: (EM) log likelihood = -28658.68
Iteration 35: (EM) log likelihood = -28637.735
Iteration 36: (EM) log likelihood = -28619.344
Iteration 37: (EM) log likelihood = -28601.708
Iteration 38: (EM) log likelihood = -28582.766
Iteration 39: (EM) log likelihood = -28565.835
Iteration 40: (EM) log likelihood = -28551.734
Iteration 41: (EM) log likelihood = -28539.12
Iteration 42: (EM) log likelihood = -28526.266
Iteration 43: (EM) log likelihood = -28515.344
Iteration 44: (EM) log likelihood = -28504.049
Iteration 45: (EM) log likelihood = -28492.142
Iteration 46: (EM) log likelihood = -28482.621
Iteration 47: (EM) log likelihood = -28471.73
Iteration 48: (EM) log likelihood = -28463.171
Iteration 49: (EM) log likelihood = -28455.699
Iteration 50: (EM) log likelihood = -28442.694
Iteration 51: (EM) log likelihood = -28431.403
Iteration 52: (EM) log likelihood = -28423.49
Iteration 53: (EM) log likelihood = -28414.104
Iteration 54: (EM) log likelihood = -28405.698
Iteration 55: (EM) log likelihood = -28396.57
Iteration 56: (EM) log likelihood = -28390.407
Iteration 57: (EM) log likelihood = -28381.791
Iteration 58: (EM) log likelihood = -28375.525
Iteration 59: (EM) log likelihood = -28369.696
Iteration 60: (EM) log likelihood = -28363.816
Iteration 61: (EM) log likelihood = -28357.887
Iteration 62: (EM) log likelihood = -28353.867
Iteration 63: (EM) log likelihood = -28348.358
Iteration 64: (EM) log likelihood = -28342.698
Iteration 65: (EM) log likelihood = -28338.737
Iteration 66: (EM) log likelihood = -28332.413
Iteration 67: (EM) log likelihood = -28324.577
Iteration 68: (EM) log likelihood = -28318.207
Iteration 69: (EM) log likelihood = -28311.304
Iteration 70: (EM) log likelihood = -28304.782
Iteration 71: (EM) log likelihood = -28298.828
Iteration 72: (EM) log likelihood = -28294.222
Iteration 73: (EM) log likelihood = -28288.884
Iteration 74: (EM) log likelihood = -28283.224
Iteration 75: (EM) log likelihood = -28279.904
Iteration 76: (EM) log likelihood = -28273.635
Iteration 77: (EM) log likelihood = -28268.488
Iteration 78: (EM) log likelihood = -28264.965
Iteration 79: (EM) log likelihood = -28263.182
Iteration 80: (EM) log likelihood = -28258.48
Iteration 81: (EM) log likelihood = -28252.779
Iteration 82: (EM) log likelihood = -28246.898
Iteration 83: (EM) log likelihood = -28244.677
Iteration 84: (EM) log likelihood = -28241.29
Iteration 85: (EM) log likelihood = -28238.767
Iteration 86: (EM) log likelihood = -28235.027
Iteration 87: (EM) log likelihood = -28230.925
Iteration 88: (EM) log likelihood = -28227.956
Iteration 89: (EM) log likelihood = -28226.55
Iteration 90: (EM) log likelihood = -28224.922
Iteration 91: (EM) log likelihood = -28223.24
Iteration 92: (EM) log likelihood = -28221.539
Iteration 93: (EM) log likelihood = -28218.84
Iteration 94: (EM) log likelihood = -28215.84
Iteration 95: (EM) log likelihood = -28213.322
Iteration 96: (EM) log likelihood = -28209.894
Iteration 97: (EM) log likelihood = -28207.849
Iteration 98: (EM) log likelihood = -28205.981
Iteration 99: (EM) log likelihood = -28204.359
Iteration 100: (EM) log likelihood = -28202.869
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.6247
Iteration 1: (class) log likelihood = -6787.6247
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29496.274
Iteration 1: (outcome) log likelihood = -28999.529
Iteration 2: (outcome) log likelihood = -28869.23
Iteration 3: (outcome) log likelihood = -28849.734
Iteration 4: (outcome) log likelihood = -28845.776
Iteration 5: (outcome) log likelihood = -28845.026
Iteration 6: (outcome) log likelihood = -28844.9
Iteration 7: (outcome) log likelihood = -28844.87
Iteration 8: (outcome) log likelihood = -28844.863
Iteration 9: (outcome) log likelihood = -28844.862 (not concave)
Iteration 10: (outcome) log likelihood = -28844.861 (not concave)
Iteration 11: (outcome) log likelihood = -28844.861 (not concave)
Iteration 12: (outcome) log likelihood = -28844.861 (not concave)
Iteration 13: (outcome) log likelihood = -28844.861 (not concave)
Iteration 14: (outcome) log likelihood = -28844.861 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35563.852
Iteration 1: (EM) log likelihood = -35352.594
Iteration 2: (EM) log likelihood = -34834.389
Iteration 3: (EM) log likelihood = -33853.479
Iteration 4: (EM) log likelihood = -32703.138
Iteration 5: (EM) log likelihood = -31857.236
Iteration 6: (EM) log likelihood = -31307.448
Iteration 7: (EM) log likelihood = -30929.532
Iteration 8: (EM) log likelihood = -30652.52
Iteration 9: (EM) log likelihood = -30437.867
Iteration 10: (EM) log likelihood = -30275.48
Iteration 11: (EM) log likelihood = -30139.499
Iteration 12: (EM) log likelihood = -30029.205
Iteration 13: (EM) log likelihood = -29940.605
Iteration 14: (EM) log likelihood = -29860.11
Iteration 15: (EM) log likelihood = -29783.996
Iteration 16: (EM) log likelihood = -29719.159
Iteration 17: (EM) log likelihood = -29658.798
Iteration 18: (EM) log likelihood = -29597.743
Iteration 19: (EM) log likelihood = -29534.867
Iteration 20: (EM) log likelihood = -29468.852
Iteration 21: (EM) log likelihood = -29404.532
Iteration 22: (EM) log likelihood = -29345.603
Iteration 23: (EM) log likelihood = -29288.261
Iteration 24: (EM) log likelihood = -29233.468
Iteration 25: (EM) log likelihood = -29181.461
Iteration 26: (EM) log likelihood = -29133.231
Iteration 27: (EM) log likelihood = -29092.158
Iteration 28: (EM) log likelihood = -29054.923
Iteration 29: (EM) log likelihood = -29023.259
Iteration 30: (EM) log likelihood = -28992.996
Iteration 31: (EM) log likelihood = -28968.722
Iteration 32: (EM) log likelihood = -28944.783
Iteration 33: (EM) log likelihood = -28924.918
Iteration 34: (EM) log likelihood = -28905.834
Iteration 35: (EM) log likelihood = -28884.875
Iteration 36: (EM) log likelihood = -28864.535
Iteration 37: (EM) log likelihood = -28842.049
Iteration 38: (EM) log likelihood = -28820.101
Iteration 39: (EM) log likelihood = -28800.33
Iteration 40: (EM) log likelihood = -28779.582
Iteration 41: (EM) log likelihood = -28756.885
Iteration 42: (EM) log likelihood = -28733.485
Iteration 43: (EM) log likelihood = -28709.147
Iteration 44: (EM) log likelihood = -28687.325
Iteration 45: (EM) log likelihood = -28667.299
Iteration 46: (EM) log likelihood = -28647.859
Iteration 47: (EM) log likelihood = -28629.4
Iteration 48: (EM) log likelihood = -28609.247
Iteration 49: (EM) log likelihood = -28593.906
Iteration 50: (EM) log likelihood = -28578.271
Iteration 51: (EM) log likelihood = -28565.622
Iteration 52: (EM) log likelihood = -28551.335
Iteration 53: (EM) log likelihood = -28539.139
Iteration 54: (EM) log likelihood = -28527.403
Iteration 55: (EM) log likelihood = -28519.213
Iteration 56: (EM) log likelihood = -28509.87
Iteration 57: (EM) log likelihood = -28502.453
Iteration 58: (EM) log likelihood = -28496.683
Iteration 59: (EM) log likelihood = -28491.318
Iteration 60: (EM) log likelihood = -28483.593
Iteration 61: (EM) log likelihood = -28478.334
Iteration 62: (EM) log likelihood = -28474.127
Iteration 63: (EM) log likelihood = -28469.538
Iteration 64: (EM) log likelihood = -28462.936
Iteration 65: (EM) log likelihood = -28458.281
Iteration 66: (EM) log likelihood = -28452.563
Iteration 67: (EM) log likelihood = -28448.262
Iteration 68: (EM) log likelihood = -28444.593
Iteration 69: (EM) log likelihood = -28439.002
Iteration 70: (EM) log likelihood = -28434.999
Iteration 71: (EM) log likelihood = -28427.905
Iteration 72: (EM) log likelihood = -28419.756
Iteration 73: (EM) log likelihood = -28412.742
Iteration 74: (EM) log likelihood = -28404.057
Iteration 75: (EM) log likelihood = -28396.671
Iteration 76: (EM) log likelihood = -28391.03
Iteration 77: (EM) log likelihood = -28386.792
Iteration 78: (EM) log likelihood = -28382.358
Iteration 79: (EM) log likelihood = -28378.073
Iteration 80: (EM) log likelihood = -28372.801
Iteration 81: (EM) log likelihood = -28364.294
Iteration 82: (EM) log likelihood = -28353.904
Iteration 83: (EM) log likelihood = -28347.41
Iteration 84: (EM) log likelihood = -28340.833
Iteration 85: (EM) log likelihood = -28336.566
Iteration 86: (EM) log likelihood = -28332.48
Iteration 87: (EM) log likelihood = -28327.769
Iteration 88: (EM) log likelihood = -28320.943
Iteration 89: (EM) log likelihood = -28315.824
Iteration 90: (EM) log likelihood = -28312.799
Iteration 91: (EM) log likelihood = -28309.935
Iteration 92: (EM) log likelihood = -28306.118
Iteration 93: (EM) log likelihood = -28296.445
Iteration 94: (EM) log likelihood = -28292.775
Iteration 95: (EM) log likelihood = -28289.466
Iteration 96: (EM) log likelihood = -28285.884
Iteration 97: (EM) log likelihood = -28281.77
Iteration 98: (EM) log likelihood = -28279.236
Iteration 99: (EM) log likelihood = -28276.919
Iteration 100: (EM) log likelihood = -28272.199
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.471
Iteration 1: (class) log likelihood = -6786.471
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29302.461
Iteration 1: (outcome) log likelihood = -28964.043
Iteration 2: (outcome) log likelihood = -28863.463
Iteration 3: (outcome) log likelihood = -28850.151
Iteration 4: (outcome) log likelihood = -28848.005
Iteration 5: (outcome) log likelihood = -28847.605
Iteration 6: (outcome) log likelihood = -28847.507
Iteration 7: (outcome) log likelihood = -28847.491
Iteration 8: (outcome) log likelihood = -28847.487
Iteration 9: (outcome) log likelihood = -28847.486 (not concave)
Iteration 10: (outcome) log likelihood = -28847.486 (not concave)
Iteration 11: (outcome) log likelihood = -28847.486 (not concave)
Iteration 12: (outcome) log likelihood = -28847.486 (not concave)
Iteration 13: (outcome) log likelihood = -28847.486 (not concave)
Iteration 14: (outcome) log likelihood = -28847.486 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35570.734
Iteration 1: (EM) log likelihood = -35398.73
Iteration 2: (EM) log likelihood = -34983.847
Iteration 3: (EM) log likelihood = -34165.897
Iteration 4: (EM) log likelihood = -33001.683
Iteration 5: (EM) log likelihood = -31893.508
Iteration 6: (EM) log likelihood = -31120.354
Iteration 7: (EM) log likelihood = -30668.612
Iteration 8: (EM) log likelihood = -30404.959
Iteration 9: (EM) log likelihood = -30220.45
Iteration 10: (EM) log likelihood = -30056.028
Iteration 11: (EM) log likelihood = -29896.605
Iteration 12: (EM) log likelihood = -29745.07
Iteration 13: (EM) log likelihood = -29606.016
Iteration 14: (EM) log likelihood = -29482.548
Iteration 15: (EM) log likelihood = -29375.076
Iteration 16: (EM) log likelihood = -29281.882
Iteration 17: (EM) log likelihood = -29194.828
Iteration 18: (EM) log likelihood = -29122.299
Iteration 19: (EM) log likelihood = -29051.142
Iteration 20: (EM) log likelihood = -28990.08
Iteration 21: (EM) log likelihood = -28930.365
Iteration 22: (EM) log likelihood = -28874.212
Iteration 23: (EM) log likelihood = -28820.997
Iteration 24: (EM) log likelihood = -28768.999
Iteration 25: (EM) log likelihood = -28719.052
Iteration 26: (EM) log likelihood = -28670.641
Iteration 27: (EM) log likelihood = -28622.892
Iteration 28: (EM) log likelihood = -28574.227
Iteration 29: (EM) log likelihood = -28532.557
Iteration 30: (EM) log likelihood = -28493.523
Iteration 31: (EM) log likelihood = -28454.906
Iteration 32: (EM) log likelihood = -28419.213
Iteration 33: (EM) log likelihood = -28384.561
Iteration 34: (EM) log likelihood = -28352.515
Iteration 35: (EM) log likelihood = -28321.161
Iteration 36: (EM) log likelihood = -28287.401
Iteration 37: (EM) log likelihood = -28259.498
Iteration 38: (EM) log likelihood = -28233.353
Iteration 39: (EM) log likelihood = -28207.479
Iteration 40: (EM) log likelihood = -28187.289
Iteration 41: (EM) log likelihood = -28167.892
Iteration 42: (EM) log likelihood = -28150.87
Iteration 43: (EM) log likelihood = -28136.163
Iteration 44: (EM) log likelihood = -28121.16
Iteration 45: (EM) log likelihood = -28110.211
Iteration 46: (EM) log likelihood = -28100.955
Iteration 47: (EM) log likelihood = -28091.762
Iteration 48: (EM) log likelihood = -28084.774
Iteration 49: (EM) log likelihood = -28077.129
Iteration 50: (EM) log likelihood = -28069.431
Iteration 51: (EM) log likelihood = -28061.779
Iteration 52: (EM) log likelihood = -28055.859
Iteration 53: (EM) log likelihood = -28051.961
Iteration 54: (EM) log likelihood = -28047.497
Iteration 55: (EM) log likelihood = -28043.809
Iteration 56: (EM) log likelihood = -28039.113
Iteration 57: (EM) log likelihood = -28036.576
Iteration 58: (EM) log likelihood = -28032.393
Iteration 59: (EM) log likelihood = -28029.084
Iteration 60: (EM) log likelihood = -28026.352
Iteration 61: (EM) log likelihood = -28023.595
Iteration 62: (EM) log likelihood = -28020.174
Iteration 63: (EM) log likelihood = -28017.8
Iteration 64: (EM) log likelihood = -28015.254
Iteration 65: (EM) log likelihood = -28013.738
Iteration 66: (EM) log likelihood = -28011.158
Iteration 67: (EM) log likelihood = -28009.563
Iteration 68: (EM) log likelihood = -28008.222
Iteration 69: (EM) log likelihood = -28007.341
Iteration 70: (EM) log likelihood = -28006.03
Iteration 71: (EM) log likelihood = -28004.554
Iteration 72: (EM) log likelihood = -28003.013
Iteration 73: (EM) log likelihood = -28001.703
Iteration 74: (EM) log likelihood = -28000.595
Iteration 75: (EM) log likelihood = -27999.048
Iteration 76: (EM) log likelihood = -27997.56
Iteration 77: (EM) log likelihood = -27996.339
Iteration 78: (EM) log likelihood = -27995.246
Iteration 79: (EM) log likelihood = -27994.24
Iteration 80: (EM) log likelihood = -27993.451
Iteration 81: (EM) log likelihood = -27992.505
Iteration 82: (EM) log likelihood = -27991.626
Iteration 83: (EM) log likelihood = -27990.761
Iteration 84: (EM) log likelihood = -27990.118
Iteration 85: (EM) log likelihood = -27988.97
Iteration 86: (EM) log likelihood = -27988.369
Iteration 87: (EM) log likelihood = -27988.61
Iteration 88: (EM) log likelihood = -27987.647
Iteration 89: (EM) log likelihood = -27986.848
Iteration 90: (EM) log likelihood = -27986.133
Iteration 91: (EM) log likelihood = -27984.783
Iteration 92: (EM) log likelihood = -27984.269
Iteration 93: (EM) log likelihood = -27983.716
Iteration 94: (EM) log likelihood = -27982.72
Iteration 95: (EM) log likelihood = -27981.657
Iteration 96: (EM) log likelihood = -27980.215
Iteration 97: (EM) log likelihood = -27979.032
Iteration 98: (EM) log likelihood = -27978.01
Iteration 99: (EM) log likelihood = -27977.049
Iteration 100: (EM) log likelihood = -27976.136
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.6636
Iteration 1: (class) log likelihood = -6786.6636
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29319.199
Iteration 1: (outcome) log likelihood = -28980.771
Iteration 2: (outcome) log likelihood = -28881.53
Iteration 3: (outcome) log likelihood = -28867.082
Iteration 4: (outcome) log likelihood = -28864.794
Iteration 5: (outcome) log likelihood = -28864.408
Iteration 6: (outcome) log likelihood = -28864.342
Iteration 7: (outcome) log likelihood = -28864.326
Iteration 8: (outcome) log likelihood = -28864.323
Iteration 9: (outcome) log likelihood = -28864.322 (not concave)
Iteration 10: (outcome) log likelihood = -28864.322 (not concave)
Iteration 11: (outcome) log likelihood = -28864.322 (not concave)
Iteration 12: (outcome) log likelihood = -28864.322 (not concave)
Iteration 13: (outcome) log likelihood = -28864.322 (not concave)
Iteration 14: (outcome) log likelihood = -28864.322 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35593.423
Iteration 1: (EM) log likelihood = -35393.674
Iteration 2: (EM) log likelihood = -34806.303
Iteration 3: (EM) log likelihood = -33679.632
Iteration 4: (EM) log likelihood = -32537.85
Iteration 5: (EM) log likelihood = -31726.181
Iteration 6: (EM) log likelihood = -31203.703
Iteration 7: (EM) log likelihood = -30846.79
Iteration 8: (EM) log likelihood = -30549.98
Iteration 9: (EM) log likelihood = -30282.194
Iteration 10: (EM) log likelihood = -30051.52
Iteration 11: (EM) log likelihood = -29862.744
Iteration 12: (EM) log likelihood = -29711.909
Iteration 13: (EM) log likelihood = -29587.227
Iteration 14: (EM) log likelihood = -29477.203
Iteration 15: (EM) log likelihood = -29387.069
Iteration 16: (EM) log likelihood = -29307.192
Iteration 17: (EM) log likelihood = -29239.388
Iteration 18: (EM) log likelihood = -29179.927
Iteration 19: (EM) log likelihood = -29128.282
Iteration 20: (EM) log likelihood = -29085.578
Iteration 21: (EM) log likelihood = -29043.206
Iteration 22: (EM) log likelihood = -29006.011
Iteration 23: (EM) log likelihood = -28968.639
Iteration 24: (EM) log likelihood = -28936.19
Iteration 25: (EM) log likelihood = -28904.424
Iteration 26: (EM) log likelihood = -28873.254
Iteration 27: (EM) log likelihood = -28842.628
Iteration 28: (EM) log likelihood = -28812.004
Iteration 29: (EM) log likelihood = -28780.028
Iteration 30: (EM) log likelihood = -28751.545
Iteration 31: (EM) log likelihood = -28724.747
Iteration 32: (EM) log likelihood = -28699.431
Iteration 33: (EM) log likelihood = -28675.576
Iteration 34: (EM) log likelihood = -28652.476
Iteration 35: (EM) log likelihood = -28631.396
Iteration 36: (EM) log likelihood = -28612.739
Iteration 37: (EM) log likelihood = -28595.963
Iteration 38: (EM) log likelihood = -28578.475
Iteration 39: (EM) log likelihood = -28564.553
Iteration 40: (EM) log likelihood = -28551.93
Iteration 41: (EM) log likelihood = -28540.508
Iteration 42: (EM) log likelihood = -28529.893
Iteration 43: (EM) log likelihood = -28520.742
Iteration 44: (EM) log likelihood = -28513.649
Iteration 45: (EM) log likelihood = -28506.771
Iteration 46: (EM) log likelihood = -28499.794
Iteration 47: (EM) log likelihood = -28491.977
Iteration 48: (EM) log likelihood = -28485.98
Iteration 49: (EM) log likelihood = -28480.478
Iteration 50: (EM) log likelihood = -28474.234
Iteration 51: (EM) log likelihood = -28468.377
Iteration 52: (EM) log likelihood = -28462.262
Iteration 53: (EM) log likelihood = -28455.557
Iteration 54: (EM) log likelihood = -28448.971
Iteration 55: (EM) log likelihood = -28441.6
Iteration 56: (EM) log likelihood = -28434.164
Iteration 57: (EM) log likelihood = -28426.171
Iteration 58: (EM) log likelihood = -28418.002
Iteration 59: (EM) log likelihood = -28409.409
Iteration 60: (EM) log likelihood = -28400.701
Iteration 61: (EM) log likelihood = -28391.478
Iteration 62: (EM) log likelihood = -28382.165
Iteration 63: (EM) log likelihood = -28372.583
Iteration 64: (EM) log likelihood = -28362.832
Iteration 65: (EM) log likelihood = -28352.736
Iteration 66: (EM) log likelihood = -28340.748
Iteration 67: (EM) log likelihood = -28327.003
Iteration 68: (EM) log likelihood = -28315.041
Iteration 69: (EM) log likelihood = -28303.769
Iteration 70: (EM) log likelihood = -28290.934
Iteration 71: (EM) log likelihood = -28278.345
Iteration 72: (EM) log likelihood = -28266.49
Iteration 73: (EM) log likelihood = -28255.424
Iteration 74: (EM) log likelihood = -28244.997
Iteration 75: (EM) log likelihood = -28236.844
Iteration 76: (EM) log likelihood = -28227.072
Iteration 77: (EM) log likelihood = -28218.524
Iteration 78: (EM) log likelihood = -28210.458
Iteration 79: (EM) log likelihood = -28203.373
Iteration 80: (EM) log likelihood = -28197.489
Iteration 81: (EM) log likelihood = -28191.665
Iteration 82: (EM) log likelihood = -28184.787
Iteration 83: (EM) log likelihood = -28179.117
Iteration 84: (EM) log likelihood = -28174.241
Iteration 85: (EM) log likelihood = -28169.576
Iteration 86: (EM) log likelihood = -28165.282
Iteration 87: (EM) log likelihood = -28161.058
Iteration 88: (EM) log likelihood = -28156.889
Iteration 89: (EM) log likelihood = -28152.073
Iteration 90: (EM) log likelihood = -28149.059
Iteration 91: (EM) log likelihood = -28145.364
Iteration 92: (EM) log likelihood = -28141.974
Iteration 93: (EM) log likelihood = -28138.889
Iteration 94: (EM) log likelihood = -28135.923
Iteration 95: (EM) log likelihood = -28131.522
Iteration 96: (EM) log likelihood = -28127.416
Iteration 97: (EM) log likelihood = -28124.108
Iteration 98: (EM) log likelihood = -28120.974
Iteration 99: (EM) log likelihood = -28118.373
Iteration 100: (EM) log likelihood = -28115.362
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3334
Iteration 1: (class) log likelihood = -6787.3334
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29308.237
Iteration 1: (outcome) log likelihood = -28986.662
Iteration 2: (outcome) log likelihood = -28872.674
Iteration 3: (outcome) log likelihood = -28855.251
Iteration 4: (outcome) log likelihood = -28852.74
Iteration 5: (outcome) log likelihood = -28852.341
Iteration 6: (outcome) log likelihood = -28852.269
Iteration 7: (outcome) log likelihood = -28852.253
Iteration 8: (outcome) log likelihood = -28852.249
Iteration 9: (outcome) log likelihood = -28852.248 (not concave)
Iteration 10: (outcome) log likelihood = -28852.248 (not concave)
Iteration 11: (outcome) log likelihood = -28852.248 (not concave)
Iteration 12: (outcome) log likelihood = -28852.248 (not concave)
Iteration 13: (outcome) log likelihood = -28852.248 (not concave)
Iteration 14: (outcome) log likelihood = -28852.248 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35603.161
Iteration 1: (EM) log likelihood = -35486.1
Iteration 2: (EM) log likelihood = -35257.39
Iteration 3: (EM) log likelihood = -34786.269
Iteration 4: (EM) log likelihood = -33868.942
Iteration 5: (EM) log likelihood = -32845.796
Iteration 6: (EM) log likelihood = -32091.259
Iteration 7: (EM) log likelihood = -31554.559
Iteration 8: (EM) log likelihood = -31171.895
Iteration 9: (EM) log likelihood = -30890.178
Iteration 10: (EM) log likelihood = -30656.828
Iteration 11: (EM) log likelihood = -30433.643
Iteration 12: (EM) log likelihood = -30209.864
Iteration 13: (EM) log likelihood = -30002.991
Iteration 14: (EM) log likelihood = -29826.015
Iteration 15: (EM) log likelihood = -29684.859
Iteration 16: (EM) log likelihood = -29574.249
Iteration 17: (EM) log likelihood = -29486.593
Iteration 18: (EM) log likelihood = -29411.413
Iteration 19: (EM) log likelihood = -29345.783
Iteration 20: (EM) log likelihood = -29287.7
Iteration 21: (EM) log likelihood = -29235.253
Iteration 22: (EM) log likelihood = -29187.576
Iteration 23: (EM) log likelihood = -29148.346
Iteration 24: (EM) log likelihood = -29112.472
Iteration 25: (EM) log likelihood = -29080.886
Iteration 26: (EM) log likelihood = -29052.969
Iteration 27: (EM) log likelihood = -29027.299
Iteration 28: (EM) log likelihood = -29004.508
Iteration 29: (EM) log likelihood = -28982.393
Iteration 30: (EM) log likelihood = -28961.475
Iteration 31: (EM) log likelihood = -28941.315
Iteration 32: (EM) log likelihood = -28921.321
Iteration 33: (EM) log likelihood = -28902.486
Iteration 34: (EM) log likelihood = -28885.185
Iteration 35: (EM) log likelihood = -28867.602
Iteration 36: (EM) log likelihood = -28849.509
Iteration 37: (EM) log likelihood = -28829.843
Iteration 38: (EM) log likelihood = -28811.148
Iteration 39: (EM) log likelihood = -28789.243
Iteration 40: (EM) log likelihood = -28769.042
Iteration 41: (EM) log likelihood = -28746.938
Iteration 42: (EM) log likelihood = -28725.991
Iteration 43: (EM) log likelihood = -28707.384
Iteration 44: (EM) log likelihood = -28688.596
Iteration 45: (EM) log likelihood = -28673.135
Iteration 46: (EM) log likelihood = -28657.393
Iteration 47: (EM) log likelihood = -28644.225
Iteration 48: (EM) log likelihood = -28629.697
Iteration 49: (EM) log likelihood = -28616.732
Iteration 50: (EM) log likelihood = -28605.719
Iteration 51: (EM) log likelihood = -28593.465
Iteration 52: (EM) log likelihood = -28581.603
Iteration 53: (EM) log likelihood = -28569.94
Iteration 54: (EM) log likelihood = -28558.254
Iteration 55: (EM) log likelihood = -28548.093
Iteration 56: (EM) log likelihood = -28536.654
Iteration 57: (EM) log likelihood = -28527.679
Iteration 58: (EM) log likelihood = -28518.426
Iteration 59: (EM) log likelihood = -28510.644
Iteration 60: (EM) log likelihood = -28503.579
Iteration 61: (EM) log likelihood = -28495.074
Iteration 62: (EM) log likelihood = -28484.785
Iteration 63: (EM) log likelihood = -28474.698
Iteration 64: (EM) log likelihood = -28464.9
Iteration 65: (EM) log likelihood = -28456.878
Iteration 66: (EM) log likelihood = -28449.246
Iteration 67: (EM) log likelihood = -28441.277
Iteration 68: (EM) log likelihood = -28433.286
Iteration 69: (EM) log likelihood = -28426.819
Iteration 70: (EM) log likelihood = -28419.461
Iteration 71: (EM) log likelihood = -28412.197
Iteration 72: (EM) log likelihood = -28405.127
Iteration 73: (EM) log likelihood = -28398.404
Iteration 74: (EM) log likelihood = -28392.844
Iteration 75: (EM) log likelihood = -28388.095
Iteration 76: (EM) log likelihood = -28383.607
Iteration 77: (EM) log likelihood = -28379.729
Iteration 78: (EM) log likelihood = -28374.916
Iteration 79: (EM) log likelihood = -28371.519
Iteration 80: (EM) log likelihood = -28366.765
Iteration 81: (EM) log likelihood = -28362.159
Iteration 82: (EM) log likelihood = -28354.658
Iteration 83: (EM) log likelihood = -28350.728
Iteration 84: (EM) log likelihood = -28346.297
Iteration 85: (EM) log likelihood = -28342.714
Iteration 86: (EM) log likelihood = -28337.425
Iteration 87: (EM) log likelihood = -28331.421
Iteration 88: (EM) log likelihood = -28327.458
Iteration 89: (EM) log likelihood = -28323.886
Iteration 90: (EM) log likelihood = -28320.26
Iteration 91: (EM) log likelihood = -28316.282
Iteration 92: (EM) log likelihood = -28312.695
Iteration 93: (EM) log likelihood = -28308.846
Iteration 94: (EM) log likelihood = -28306.804
Iteration 95: (EM) log likelihood = -28303.732
Iteration 96: (EM) log likelihood = -28300.884
Iteration 97: (EM) log likelihood = -28298.014
Iteration 98: (EM) log likelihood = -28295.296
Iteration 99: (EM) log likelihood = -28292.735
Iteration 100: (EM) log likelihood = -28289.952
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.4675
Iteration 1: (class) log likelihood = -6785.4675
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29359.415
Iteration 1: (outcome) log likelihood = -28941.243
Iteration 2: (outcome) log likelihood = -28874.931
Iteration 3: (outcome) log likelihood = -28864.911
Iteration 4: (outcome) log likelihood = -28862.987
Iteration 5: (outcome) log likelihood = -28862.547
Iteration 6: (outcome) log likelihood = -28862.459
Iteration 7: (outcome) log likelihood = -28862.444
Iteration 8: (outcome) log likelihood = -28862.441
Iteration 9: (outcome) log likelihood = -28862.44 (not concave)
Iteration 10: (outcome) log likelihood = -28862.44 (not concave)
Iteration 11: (outcome) log likelihood = -28862.44 (not concave)
Iteration 12: (outcome) log likelihood = -28862.44 (not concave)
Iteration 13: (outcome) log likelihood = -28862.44 (not concave)
Iteration 14: (outcome) log likelihood = -28862.44 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35624.781
Iteration 1: (EM) log likelihood = -35519.896
Iteration 2: (EM) log likelihood = -35201.11
Iteration 3: (EM) log likelihood = -34407.316
Iteration 4: (EM) log likelihood = -33182.295
Iteration 5: (EM) log likelihood = -32181.92
Iteration 6: (EM) log likelihood = -31556.3
Iteration 7: (EM) log likelihood = -31159.658
Iteration 8: (EM) log likelihood = -30870.056
Iteration 9: (EM) log likelihood = -30625.782
Iteration 10: (EM) log likelihood = -30404.17
Iteration 11: (EM) log likelihood = -30207.783
Iteration 12: (EM) log likelihood = -30047.246
Iteration 13: (EM) log likelihood = -29923.358
Iteration 14: (EM) log likelihood = -29824.438
Iteration 15: (EM) log likelihood = -29740.025
Iteration 16: (EM) log likelihood = -29663.129
Iteration 17: (EM) log likelihood = -29591.929
Iteration 18: (EM) log likelihood = -29523.546
Iteration 19: (EM) log likelihood = -29465.346
Iteration 20: (EM) log likelihood = -29414.239
Iteration 21: (EM) log likelihood = -29368.971
Iteration 22: (EM) log likelihood = -29325.426
Iteration 23: (EM) log likelihood = -29289.369
Iteration 24: (EM) log likelihood = -29254.125
Iteration 25: (EM) log likelihood = -29225.475
Iteration 26: (EM) log likelihood = -29197.955
Iteration 27: (EM) log likelihood = -29171.332
Iteration 28: (EM) log likelihood = -29146.63
Iteration 29: (EM) log likelihood = -29118.164
Iteration 30: (EM) log likelihood = -29094.23
Iteration 31: (EM) log likelihood = -29071.595
Iteration 32: (EM) log likelihood = -29050.53
Iteration 33: (EM) log likelihood = -29031.128
Iteration 34: (EM) log likelihood = -29012.334
Iteration 35: (EM) log likelihood = -28994.194
Iteration 36: (EM) log likelihood = -28977.712
Iteration 37: (EM) log likelihood = -28961.825
Iteration 38: (EM) log likelihood = -28947.154
Iteration 39: (EM) log likelihood = -28933.818
Iteration 40: (EM) log likelihood = -28921.09
Iteration 41: (EM) log likelihood = -28909.987
Iteration 42: (EM) log likelihood = -28899.273
Iteration 43: (EM) log likelihood = -28889.914
Iteration 44: (EM) log likelihood = -28880.724
Iteration 45: (EM) log likelihood = -28873.282
Iteration 46: (EM) log likelihood = -28865.564
Iteration 47: (EM) log likelihood = -28859.219
Iteration 48: (EM) log likelihood = -28853.336
Iteration 49: (EM) log likelihood = -28847.707
Iteration 50: (EM) log likelihood = -28843.204
Iteration 51: (EM) log likelihood = -28838.447
Iteration 52: (EM) log likelihood = -28834.369
Iteration 53: (EM) log likelihood = -28830.413
Iteration 54: (EM) log likelihood = -28826.494
Iteration 55: (EM) log likelihood = -28823.654
Iteration 56: (EM) log likelihood = -28820.686
Iteration 57: (EM) log likelihood = -28815.901
Iteration 58: (EM) log likelihood = -28810.883
Iteration 59: (EM) log likelihood = -28805.11
Iteration 60: (EM) log likelihood = -28799.348
Iteration 61: (EM) log likelihood = -28792.41
Iteration 62: (EM) log likelihood = -28784.683
Iteration 63: (EM) log likelihood = -28778.022
Iteration 64: (EM) log likelihood = -28770.575
Iteration 65: (EM) log likelihood = -28764.401
Iteration 66: (EM) log likelihood = -28758.113
Iteration 67: (EM) log likelihood = -28751.069
Iteration 68: (EM) log likelihood = -28745.028
Iteration 69: (EM) log likelihood = -28738.964
Iteration 70: (EM) log likelihood = -28733.699
Iteration 71: (EM) log likelihood = -28728.817
Iteration 72: (EM) log likelihood = -28724.24
Iteration 73: (EM) log likelihood = -28720.363
Iteration 74: (EM) log likelihood = -28716.818
Iteration 75: (EM) log likelihood = -28713.548
Iteration 76: (EM) log likelihood = -28710.159
Iteration 77: (EM) log likelihood = -28706.927
Iteration 78: (EM) log likelihood = -28703.903
Iteration 79: (EM) log likelihood = -28700.266
Iteration 80: (EM) log likelihood = -28696.844
Iteration 81: (EM) log likelihood = -28693.035
Iteration 82: (EM) log likelihood = -28688.91
Iteration 83: (EM) log likelihood = -28684.065
Iteration 84: (EM) log likelihood = -28679.15
Iteration 85: (EM) log likelihood = -28674.261
Iteration 86: (EM) log likelihood = -28668.689
Iteration 87: (EM) log likelihood = -28661.718
Iteration 88: (EM) log likelihood = -28653.229
Iteration 89: (EM) log likelihood = -28643.105
Iteration 90: (EM) log likelihood = -28632.001
Iteration 91: (EM) log likelihood = -28620.998
Iteration 92: (EM) log likelihood = -28610.324
Iteration 93: (EM) log likelihood = -28601.314
Iteration 94: (EM) log likelihood = -28592.255
Iteration 95: (EM) log likelihood = -28583.658
Iteration 96: (EM) log likelihood = -28572.753
Iteration 97: (EM) log likelihood = -28563.768
Iteration 98: (EM) log likelihood = -28555.517
Iteration 99: (EM) log likelihood = -28546.916
Iteration 100: (EM) log likelihood = -28538.843
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.6965
Iteration 1: (class) log likelihood = -6784.6965
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30250.689
Iteration 1: (outcome) log likelihood = -29120.576
Iteration 2: (outcome) log likelihood = -28899.823
Iteration 3: (outcome) log likelihood = -28856.957
Iteration 4: (outcome) log likelihood = -28848.988
Iteration 5: (outcome) log likelihood = -28847.359
Iteration 6: (outcome) log likelihood = -28847.074
Iteration 7: (outcome) log likelihood = -28847.009
Iteration 8: (outcome) log likelihood = -28846.993
Iteration 9: (outcome) log likelihood = -28846.989
Iteration 10: (outcome) log likelihood = -28846.989 (not concave)
Iteration 11: (outcome) log likelihood = -28846.989 (not concave)
Iteration 12: (outcome) log likelihood = -28846.989 (not concave)
Iteration 13: (outcome) log likelihood = -28846.989 (not concave)
Iteration 14: (outcome) log likelihood = -28846.989 (not concave)
Iteration 15: (outcome) log likelihood = -28846.989 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35567.823
Iteration 1: (EM) log likelihood = -35340.119
Iteration 2: (EM) log likelihood = -34625.085
Iteration 3: (EM) log likelihood = -33341.191
Iteration 4: (EM) log likelihood = -32299.387
Iteration 5: (EM) log likelihood = -31633.506
Iteration 6: (EM) log likelihood = -31151.623
Iteration 7: (EM) log likelihood = -30781.515
Iteration 8: (EM) log likelihood = -30484.681
Iteration 9: (EM) log likelihood = -30243.158
Iteration 10: (EM) log likelihood = -30036.851
Iteration 11: (EM) log likelihood = -29856.166
Iteration 12: (EM) log likelihood = -29694.878
Iteration 13: (EM) log likelihood = -29553.304
Iteration 14: (EM) log likelihood = -29429.622
Iteration 15: (EM) log likelihood = -29315.778
Iteration 16: (EM) log likelihood = -29225.393
Iteration 17: (EM) log likelihood = -29148.491
Iteration 18: (EM) log likelihood = -29080.831
Iteration 19: (EM) log likelihood = -29023.726
Iteration 20: (EM) log likelihood = -28971.384
Iteration 21: (EM) log likelihood = -28923.584
Iteration 22: (EM) log likelihood = -28875.955
Iteration 23: (EM) log likelihood = -28838.254
Iteration 24: (EM) log likelihood = -28800.308
Iteration 25: (EM) log likelihood = -28764.835
Iteration 26: (EM) log likelihood = -28727.923
Iteration 27: (EM) log likelihood = -28695.19
Iteration 28: (EM) log likelihood = -28658.999
Iteration 29: (EM) log likelihood = -28627.969
Iteration 30: (EM) log likelihood = -28593.939
Iteration 31: (EM) log likelihood = -28559.971
Iteration 32: (EM) log likelihood = -28526.734
Iteration 33: (EM) log likelihood = -28498.01
Iteration 34: (EM) log likelihood = -28469.611
Iteration 35: (EM) log likelihood = -28437.995
Iteration 36: (EM) log likelihood = -28411.897
Iteration 37: (EM) log likelihood = -28381.693
Iteration 38: (EM) log likelihood = -28349.195
Iteration 39: (EM) log likelihood = -28324.077
Iteration 40: (EM) log likelihood = -28303.019
Iteration 41: (EM) log likelihood = -28280.159
Iteration 42: (EM) log likelihood = -28260.958
Iteration 43: (EM) log likelihood = -28244.939
Iteration 44: (EM) log likelihood = -28228.452
Iteration 45: (EM) log likelihood = -28213.586
Iteration 46: (EM) log likelihood = -28199.958
Iteration 47: (EM) log likelihood = -28184.396
Iteration 48: (EM) log likelihood = -28172.18
Iteration 49: (EM) log likelihood = -28161.872
Iteration 50: (EM) log likelihood = -28152.765
Iteration 51: (EM) log likelihood = -28145.336
Iteration 52: (EM) log likelihood = -28138.191
Iteration 53: (EM) log likelihood = -28131.467
Iteration 54: (EM) log likelihood = -28126.012
Iteration 55: (EM) log likelihood = -28117.965
Iteration 56: (EM) log likelihood = -28111.692
Iteration 57: (EM) log likelihood = -28105.56
Iteration 58: (EM) log likelihood = -28098.33
Iteration 59: (EM) log likelihood = -28092.763
Iteration 60: (EM) log likelihood = -28087.397
Iteration 61: (EM) log likelihood = -28076.776
Iteration 62: (EM) log likelihood = -28069.509
Iteration 63: (EM) log likelihood = -28065.833
Iteration 64: (EM) log likelihood = -28062.569
Iteration 65: (EM) log likelihood = -28055.895
Iteration 66: (EM) log likelihood = -28052.464
Iteration 67: (EM) log likelihood = -28049.262
Iteration 68: (EM) log likelihood = -28045.62
Iteration 69: (EM) log likelihood = -28043.35
Iteration 70: (EM) log likelihood = -28041.196
Iteration 71: (EM) log likelihood = -28039.452
Iteration 72: (EM) log likelihood = -28038.006
Iteration 73: (EM) log likelihood = -28030.673
Iteration 74: (EM) log likelihood = -28029.612
Iteration 75: (EM) log likelihood = -28028.67
Iteration 76: (EM) log likelihood = -28027.745
Iteration 77: (EM) log likelihood = -28026.698
Iteration 78: (EM) log likelihood = -28025.393
Iteration 79: (EM) log likelihood = -28024.641
Iteration 80: (EM) log likelihood = -28023.672
Iteration 81: (EM) log likelihood = -28022.759
Iteration 82: (EM) log likelihood = -28021.944
Iteration 83: (EM) log likelihood = -28020.415
Iteration 84: (EM) log likelihood = -28018.466
Iteration 85: (EM) log likelihood = -28017.478
Iteration 86: (EM) log likelihood = -28015.731
Iteration 87: (EM) log likelihood = -28014.762
Iteration 88: (EM) log likelihood = -28013.842
Iteration 89: (EM) log likelihood = -28012.75
Iteration 90: (EM) log likelihood = -28011.85
Iteration 91: (EM) log likelihood = -28010.44
Iteration 92: (EM) log likelihood = -28009.57
Iteration 93: (EM) log likelihood = -28008.776
Iteration 94: (EM) log likelihood = -28007.666
Iteration 95: (EM) log likelihood = -28006.827
Iteration 96: (EM) log likelihood = -28005.941
Iteration 97: (EM) log likelihood = -28005.253
Iteration 98: (EM) log likelihood = -28004.498
Iteration 99: (EM) log likelihood = -28003.884
Iteration 100: (EM) log likelihood = -28003.261
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.6572
Iteration 1: (class) log likelihood = -6786.6572
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29657.951
Iteration 1: (outcome) log likelihood = -29041.286
Iteration 2: (outcome) log likelihood = -28887.144
Iteration 3: (outcome) log likelihood = -28857.245
Iteration 4: (outcome) log likelihood = -28852.831
Iteration 5: (outcome) log likelihood = -28851.989
Iteration 6: (outcome) log likelihood = -28851.801
Iteration 7: (outcome) log likelihood = -28851.761
Iteration 8: (outcome) log likelihood = -28851.755
Iteration 9: (outcome) log likelihood = -28851.753
Iteration 10: (outcome) log likelihood = -28851.753 (not concave)
Iteration 11: (outcome) log likelihood = -28851.753 (not concave)
Iteration 12: (outcome) log likelihood = -28851.753 (not concave)
Iteration 13: (outcome) log likelihood = -28851.753 (not concave)
Iteration 14: (outcome) log likelihood = -28851.753 (not concave)
Iteration 15: (outcome) log likelihood = -28851.753 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35582.318
Iteration 1: (EM) log likelihood = -35390.511
Iteration 2: (EM) log likelihood = -34910.285
Iteration 3: (EM) log likelihood = -34126.206
Iteration 4: (EM) log likelihood = -33222.334
Iteration 5: (EM) log likelihood = -32352.45
Iteration 6: (EM) log likelihood = -31588.651
Iteration 7: (EM) log likelihood = -30982.721
Iteration 8: (EM) log likelihood = -30542.858
Iteration 9: (EM) log likelihood = -30240.578
Iteration 10: (EM) log likelihood = -30018.625
Iteration 11: (EM) log likelihood = -29837.865
Iteration 12: (EM) log likelihood = -29682.31
Iteration 13: (EM) log likelihood = -29547.201
Iteration 14: (EM) log likelihood = -29435.413
Iteration 15: (EM) log likelihood = -29347.096
Iteration 16: (EM) log likelihood = -29274.083
Iteration 17: (EM) log likelihood = -29211.932
Iteration 18: (EM) log likelihood = -29151.42
Iteration 19: (EM) log likelihood = -29105.142
Iteration 20: (EM) log likelihood = -29060.542
Iteration 21: (EM) log likelihood = -29014.922
Iteration 22: (EM) log likelihood = -28972.507
Iteration 23: (EM) log likelihood = -28940.113
Iteration 24: (EM) log likelihood = -28910.632
Iteration 25: (EM) log likelihood = -28885.871
Iteration 26: (EM) log likelihood = -28860.685
Iteration 27: (EM) log likelihood = -28839.588
Iteration 28: (EM) log likelihood = -28822.553
Iteration 29: (EM) log likelihood = -28802.542
Iteration 30: (EM) log likelihood = -28787.152
Iteration 31: (EM) log likelihood = -28773.364
Iteration 32: (EM) log likelihood = -28760.135
Iteration 33: (EM) log likelihood = -28747.466
Iteration 34: (EM) log likelihood = -28739.935
Iteration 35: (EM) log likelihood = -28731.368
Iteration 36: (EM) log likelihood = -28721.077
Iteration 37: (EM) log likelihood = -28713.051
Iteration 38: (EM) log likelihood = -28703.273
Iteration 39: (EM) log likelihood = -28693.649
Iteration 40: (EM) log likelihood = -28684.634
Iteration 41: (EM) log likelihood = -28675.905
Iteration 42: (EM) log likelihood = -28667.292
Iteration 43: (EM) log likelihood = -28660.605
Iteration 44: (EM) log likelihood = -28651.218
Iteration 45: (EM) log likelihood = -28641.61
Iteration 46: (EM) log likelihood = -28634.836
Iteration 47: (EM) log likelihood = -28624.89
Iteration 48: (EM) log likelihood = -28616.057
Iteration 49: (EM) log likelihood = -28605.996
Iteration 50: (EM) log likelihood = -28596.403
Iteration 51: (EM) log likelihood = -28588.698
Iteration 52: (EM) log likelihood = -28578.033
Iteration 53: (EM) log likelihood = -28570.701
Iteration 54: (EM) log likelihood = -28562.777
Iteration 55: (EM) log likelihood = -28551.426
Iteration 56: (EM) log likelihood = -28544.187
Iteration 57: (EM) log likelihood = -28537.363
Iteration 58: (EM) log likelihood = -28530.352
Iteration 59: (EM) log likelihood = -28520.963
Iteration 60: (EM) log likelihood = -28512.392
Iteration 61: (EM) log likelihood = -28507.565
Iteration 62: (EM) log likelihood = -28503.646
Iteration 63: (EM) log likelihood = -28496.721
Iteration 64: (EM) log likelihood = -28487.4
Iteration 65: (EM) log likelihood = -28480.248
Iteration 66: (EM) log likelihood = -28474.846
Iteration 67: (EM) log likelihood = -28468.762
Iteration 68: (EM) log likelihood = -28465.425
Iteration 69: (EM) log likelihood = -28458.431
Iteration 70: (EM) log likelihood = -28453.697
Iteration 71: (EM) log likelihood = -28441.543
Iteration 72: (EM) log likelihood = -28437.165
Iteration 73: (EM) log likelihood = -28421.642
Iteration 74: (EM) log likelihood = -28417.084
Iteration 75: (EM) log likelihood = -28406.68
Iteration 76: (EM) log likelihood = -28403.744
Iteration 77: (EM) log likelihood = -28400.129
Iteration 78: (EM) log likelihood = -28392.597
Iteration 79: (EM) log likelihood = -28391.547
Iteration 80: (EM) log likelihood = -28389.118
Iteration 81: (EM) log likelihood = -28384.256
Iteration 82: (EM) log likelihood = -28382.32
Iteration 83: (EM) log likelihood = -28380.388
Iteration 84: (EM) log likelihood = -28378.622
Iteration 85: (EM) log likelihood = -28376.689
Iteration 86: (EM) log likelihood = -28373.974
Iteration 87: (EM) log likelihood = -28372.037
Iteration 88: (EM) log likelihood = -28369.839
Iteration 89: (EM) log likelihood = -28367.22
Iteration 90: (EM) log likelihood = -28362.416
Iteration 91: (EM) log likelihood = -28358.82
Iteration 92: (EM) log likelihood = -28357.056
Iteration 93: (EM) log likelihood = -28354.11
Iteration 94: (EM) log likelihood = -28352.713
Iteration 95: (EM) log likelihood = -28351.076
Iteration 96: (EM) log likelihood = -28349.493
Iteration 97: (EM) log likelihood = -28347.404
Iteration 98: (EM) log likelihood = -28346.682
Iteration 99: (EM) log likelihood = -28345.185
Iteration 100: (EM) log likelihood = -28343.007
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6788.8157
Iteration 1: (class) log likelihood = -6788.8157
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29680.694
Iteration 1: (outcome) log likelihood = -29031.854
Iteration 2: (outcome) log likelihood = -28884.53
Iteration 3: (outcome) log likelihood = -28860.724
Iteration 4: (outcome) log likelihood = -28856.798
Iteration 5: (outcome) log likelihood = -28855.938
Iteration 6: (outcome) log likelihood = -28855.789
Iteration 7: (outcome) log likelihood = -28855.755
Iteration 8: (outcome) log likelihood = -28855.747
Iteration 9: (outcome) log likelihood = -28855.745
Iteration 10: (outcome) log likelihood = -28855.745 (not concave)
Iteration 11: (outcome) log likelihood = -28855.745 (not concave)
Iteration 12: (outcome) log likelihood = -28855.745 (not concave)
Iteration 13: (outcome) log likelihood = -28855.745 (not concave)
Iteration 14: (outcome) log likelihood = -28855.745 (not concave)
Iteration 15: (outcome) log likelihood = -28855.745 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35578.99
Iteration 1: (EM) log likelihood = -35353.459
Iteration 2: (EM) log likelihood = -34790.406
Iteration 3: (EM) log likelihood = -33762.693
Iteration 4: (EM) log likelihood = -32759.541
Iteration 5: (EM) log likelihood = -32057.175
Iteration 6: (EM) log likelihood = -31531.866
Iteration 7: (EM) log likelihood = -31101.799
Iteration 8: (EM) log likelihood = -30743.148
Iteration 9: (EM) log likelihood = -30446.945
Iteration 10: (EM) log likelihood = -30206.097
Iteration 11: (EM) log likelihood = -30004.324
Iteration 12: (EM) log likelihood = -29840.531
Iteration 13: (EM) log likelihood = -29693.61
Iteration 14: (EM) log likelihood = -29568.109
Iteration 15: (EM) log likelihood = -29455.26
Iteration 16: (EM) log likelihood = -29352.508
Iteration 17: (EM) log likelihood = -29256.955
Iteration 18: (EM) log likelihood = -29171.498
Iteration 19: (EM) log likelihood = -29091.703
Iteration 20: (EM) log likelihood = -29017.952
Iteration 21: (EM) log likelihood = -28946.08
Iteration 22: (EM) log likelihood = -28884.935
Iteration 23: (EM) log likelihood = -28830.43
Iteration 24: (EM) log likelihood = -28781.41
Iteration 25: (EM) log likelihood = -28737.642
Iteration 26: (EM) log likelihood = -28697.628
Iteration 27: (EM) log likelihood = -28658.564
Iteration 28: (EM) log likelihood = -28628.518
Iteration 29: (EM) log likelihood = -28600.746
Iteration 30: (EM) log likelihood = -28577.471
Iteration 31: (EM) log likelihood = -28556.313
Iteration 32: (EM) log likelihood = -28537.205
Iteration 33: (EM) log likelihood = -28519.007
Iteration 34: (EM) log likelihood = -28502.713
Iteration 35: (EM) log likelihood = -28489.617
Iteration 36: (EM) log likelihood = -28478.758
Iteration 37: (EM) log likelihood = -28468.447
Iteration 38: (EM) log likelihood = -28459.261
Iteration 39: (EM) log likelihood = -28451.03
Iteration 40: (EM) log likelihood = -28443.282
Iteration 41: (EM) log likelihood = -28435.563
Iteration 42: (EM) log likelihood = -28428.515
Iteration 43: (EM) log likelihood = -28422.608
Iteration 44: (EM) log likelihood = -28417.232
Iteration 45: (EM) log likelihood = -28411.934
Iteration 46: (EM) log likelihood = -28407.219
Iteration 47: (EM) log likelihood = -28402.893
Iteration 48: (EM) log likelihood = -28398.417
Iteration 49: (EM) log likelihood = -28392.709
Iteration 50: (EM) log likelihood = -28386.863
Iteration 51: (EM) log likelihood = -28381.458
Iteration 52: (EM) log likelihood = -28376.727
Iteration 53: (EM) log likelihood = -28371.678
Iteration 54: (EM) log likelihood = -28367.14
Iteration 55: (EM) log likelihood = -28363.131
Iteration 56: (EM) log likelihood = -28359.208
Iteration 57: (EM) log likelihood = -28355.608
Iteration 58: (EM) log likelihood = -28352.147
Iteration 59: (EM) log likelihood = -28348.808
Iteration 60: (EM) log likelihood = -28345.242
Iteration 61: (EM) log likelihood = -28339.856
Iteration 62: (EM) log likelihood = -28335.981
Iteration 63: (EM) log likelihood = -28331.527
Iteration 64: (EM) log likelihood = -28327.683
Iteration 65: (EM) log likelihood = -28323.421
Iteration 66: (EM) log likelihood = -28319.807
Iteration 67: (EM) log likelihood = -28315.925
Iteration 68: (EM) log likelihood = -28311.81
Iteration 69: (EM) log likelihood = -28308.29
Iteration 70: (EM) log likelihood = -28304.92
Iteration 71: (EM) log likelihood = -28301.752
Iteration 72: (EM) log likelihood = -28297.424
Iteration 73: (EM) log likelihood = -28294.157
Iteration 74: (EM) log likelihood = -28290.884
Iteration 75: (EM) log likelihood = -28287.236
Iteration 76: (EM) log likelihood = -28281.378
Iteration 77: (EM) log likelihood = -28277.284
Iteration 78: (EM) log likelihood = -28273.464
Iteration 79: (EM) log likelihood = -28270.211
Iteration 80: (EM) log likelihood = -28266.851
Iteration 81: (EM) log likelihood = -28263.583
Iteration 82: (EM) log likelihood = -28257.602
Iteration 83: (EM) log likelihood = -28252.785
Iteration 84: (EM) log likelihood = -28248.478
Iteration 85: (EM) log likelihood = -28244.335
Iteration 86: (EM) log likelihood = -28240.791
Iteration 87: (EM) log likelihood = -28237.785
Iteration 88: (EM) log likelihood = -28234.39
Iteration 89: (EM) log likelihood = -28230.931
Iteration 90: (EM) log likelihood = -28224.708
Iteration 91: (EM) log likelihood = -28220.935
Iteration 92: (EM) log likelihood = -28216.686
Iteration 93: (EM) log likelihood = -28212.726
Iteration 94: (EM) log likelihood = -28209.055
Iteration 95: (EM) log likelihood = -28206.228
Iteration 96: (EM) log likelihood = -28202.732
Iteration 97: (EM) log likelihood = -28199.602
Iteration 98: (EM) log likelihood = -28197.316
Iteration 99: (EM) log likelihood = -28195.567
Iteration 100: (EM) log likelihood = -28193.051
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6785.1091
Iteration 1: (class) log likelihood = -6785.1091
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29116.043
Iteration 1: (outcome) log likelihood = -28990.106
Iteration 2: (outcome) log likelihood = -28877.776
Iteration 3: (outcome) log likelihood = -28867.73
Iteration 4: (outcome) log likelihood = -28866.828
Iteration 5: (outcome) log likelihood = -28866.723
Iteration 6: (outcome) log likelihood = -28866.7
Iteration 7: (outcome) log likelihood = -28866.694
Iteration 8: (outcome) log likelihood = -28866.693
Iteration 9: (outcome) log likelihood = -28866.692
Iteration 10: (outcome) log likelihood = -28866.692 (not concave)
Iteration 11: (outcome) log likelihood = -28866.692 (not concave)
Iteration 12: (outcome) log likelihood = -28866.692 (not concave)
Iteration 13: (outcome) log likelihood = -28866.692 (not concave)
Iteration 14: (outcome) log likelihood = -28866.692 (not concave)
Iteration 15: (outcome) log likelihood = -28866.692 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35579.652
Iteration 1: (EM) log likelihood = -35304.213
Iteration 2: (EM) log likelihood = -34563.095
Iteration 3: (EM) log likelihood = -33477.705
Iteration 4: (EM) log likelihood = -32575.674
Iteration 5: (EM) log likelihood = -31933.949
Iteration 6: (EM) log likelihood = -31429.37
Iteration 7: (EM) log likelihood = -31005.957
Iteration 8: (EM) log likelihood = -30661.055
Iteration 9: (EM) log likelihood = -30390.085
Iteration 10: (EM) log likelihood = -30170.666
Iteration 11: (EM) log likelihood = -29979.756
Iteration 12: (EM) log likelihood = -29793.783
Iteration 13: (EM) log likelihood = -29624.391
Iteration 14: (EM) log likelihood = -29472.177
Iteration 15: (EM) log likelihood = -29339.875
Iteration 16: (EM) log likelihood = -29228.508
Iteration 17: (EM) log likelihood = -29141.239
Iteration 18: (EM) log likelihood = -29072.875
Iteration 19: (EM) log likelihood = -29013.958
Iteration 20: (EM) log likelihood = -28957.977
Iteration 21: (EM) log likelihood = -28912.137
Iteration 22: (EM) log likelihood = -28865.034
Iteration 23: (EM) log likelihood = -28823.527
Iteration 24: (EM) log likelihood = -28782.037
Iteration 25: (EM) log likelihood = -28743.386
Iteration 26: (EM) log likelihood = -28702.796
Iteration 27: (EM) log likelihood = -28664.812
Iteration 28: (EM) log likelihood = -28624.637
Iteration 29: (EM) log likelihood = -28588.289
Iteration 30: (EM) log likelihood = -28552.542
Iteration 31: (EM) log likelihood = -28518.391
Iteration 32: (EM) log likelihood = -28489.108
Iteration 33: (EM) log likelihood = -28461.438
Iteration 34: (EM) log likelihood = -28438.058
Iteration 35: (EM) log likelihood = -28415.546
Iteration 36: (EM) log likelihood = -28397.699
Iteration 37: (EM) log likelihood = -28383.16
Iteration 38: (EM) log likelihood = -28367.018
Iteration 39: (EM) log likelihood = -28350.437
Iteration 40: (EM) log likelihood = -28336.838
Iteration 41: (EM) log likelihood = -28323.591
Iteration 42: (EM) log likelihood = -28313.044
Iteration 43: (EM) log likelihood = -28303.608
Iteration 44: (EM) log likelihood = -28289.62
Iteration 45: (EM) log likelihood = -28278.864
Iteration 46: (EM) log likelihood = -28270.147
Iteration 47: (EM) log likelihood = -28258.726
Iteration 48: (EM) log likelihood = -28250.309
Iteration 49: (EM) log likelihood = -28242.941
Iteration 50: (EM) log likelihood = -28233.25
Iteration 51: (EM) log likelihood = -28225.309
Iteration 52: (EM) log likelihood = -28217.9
Iteration 53: (EM) log likelihood = -28210.838
Iteration 54: (EM) log likelihood = -28202.459
Iteration 55: (EM) log likelihood = -28197.919
Iteration 56: (EM) log likelihood = -28189.481
Iteration 57: (EM) log likelihood = -28183.545
Iteration 58: (EM) log likelihood = -28178.244
Iteration 59: (EM) log likelihood = -28170.471
Iteration 60: (EM) log likelihood = -28165.369
Iteration 61: (EM) log likelihood = -28162.002
Iteration 62: (EM) log likelihood = -28156.976
Iteration 63: (EM) log likelihood = -28152.503
Iteration 64: (EM) log likelihood = -28147.239
Iteration 65: (EM) log likelihood = -28142.746
Iteration 66: (EM) log likelihood = -28139.62
Iteration 67: (EM) log likelihood = -28135.835
Iteration 68: (EM) log likelihood = -28132.627
Iteration 69: (EM) log likelihood = -28128.597
Iteration 70: (EM) log likelihood = -28126.405
Iteration 71: (EM) log likelihood = -28123.922
Iteration 72: (EM) log likelihood = -28120.63
Iteration 73: (EM) log likelihood = -28116.972
Iteration 74: (EM) log likelihood = -28114.697
Iteration 75: (EM) log likelihood = -28112.982
Iteration 76: (EM) log likelihood = -28110.657
Iteration 77: (EM) log likelihood = -28108.52
Iteration 78: (EM) log likelihood = -28106.154
Iteration 79: (EM) log likelihood = -28104.611
Iteration 80: (EM) log likelihood = -28098.418
Iteration 81: (EM) log likelihood = -28096.629
Iteration 82: (EM) log likelihood = -28095.07
Iteration 83: (EM) log likelihood = -28093.186
Iteration 84: (EM) log likelihood = -28091.615
Iteration 85: (EM) log likelihood = -28089.9
Iteration 86: (EM) log likelihood = -28088.163
Iteration 87: (EM) log likelihood = -28086.329
Iteration 88: (EM) log likelihood = -28084.943
Iteration 89: (EM) log likelihood = -28083.478
Iteration 90: (EM) log likelihood = -28081.746
Iteration 91: (EM) log likelihood = -28080.785
Iteration 92: (EM) log likelihood = -28079.628
Iteration 93: (EM) log likelihood = -28077.729
Iteration 94: (EM) log likelihood = -28076.724
Iteration 95: (EM) log likelihood = -28074.424
Iteration 96: (EM) log likelihood = -28071.629
Iteration 97: (EM) log likelihood = -28070.187
Iteration 98: (EM) log likelihood = -28069.596
Iteration 99: (EM) log likelihood = -28068.271
Iteration 100: (EM) log likelihood = -28067.624
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.3453
Iteration 1: (class) log likelihood = -6787.3453
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29668.53
Iteration 1: (outcome) log likelihood = -29014.078
Iteration 2: (outcome) log likelihood = -28874.849
Iteration 3: (outcome) log likelihood = -28854.5
Iteration 4: (outcome) log likelihood = -28850.632
Iteration 5: (outcome) log likelihood = -28849.832
Iteration 6: (outcome) log likelihood = -28849.695
Iteration 7: (outcome) log likelihood = -28849.663
Iteration 8: (outcome) log likelihood = -28849.655
Iteration 9: (outcome) log likelihood = -28849.654 (not concave)
Iteration 10: (outcome) log likelihood = -28849.654 (not concave)
Iteration 11: (outcome) log likelihood = -28849.654 (not concave)
Iteration 12: (outcome) log likelihood = -28849.654 (not concave)
Iteration 13: (outcome) log likelihood = -28849.654 (not concave)
Iteration 14: (outcome) log likelihood = -28849.654 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35574.695
Iteration 1: (EM) log likelihood = -35359.155
Iteration 2: (EM) log likelihood = -34821.95
Iteration 3: (EM) log likelihood = -33964.634
Iteration 4: (EM) log likelihood = -33086.186
Iteration 5: (EM) log likelihood = -32332.538
Iteration 6: (EM) log likelihood = -31639.414
Iteration 7: (EM) log likelihood = -30999.308
Iteration 8: (EM) log likelihood = -30459.782
Iteration 9: (EM) log likelihood = -30056.936
Iteration 10: (EM) log likelihood = -29771.999
Iteration 11: (EM) log likelihood = -29568.502
Iteration 12: (EM) log likelihood = -29419.956
Iteration 13: (EM) log likelihood = -29307.729
Iteration 14: (EM) log likelihood = -29220.341
Iteration 15: (EM) log likelihood = -29146.197
Iteration 16: (EM) log likelihood = -29085.122
Iteration 17: (EM) log likelihood = -29033.046
Iteration 18: (EM) log likelihood = -28989.486
Iteration 19: (EM) log likelihood = -28950.467
Iteration 20: (EM) log likelihood = -28915.709
Iteration 21: (EM) log likelihood = -28885.48
Iteration 22: (EM) log likelihood = -28858.135
Iteration 23: (EM) log likelihood = -28830.754
Iteration 24: (EM) log likelihood = -28804.962
Iteration 25: (EM) log likelihood = -28780.932
Iteration 26: (EM) log likelihood = -28758.599
Iteration 27: (EM) log likelihood = -28735.135
Iteration 28: (EM) log likelihood = -28713.686
Iteration 29: (EM) log likelihood = -28691.991
Iteration 30: (EM) log likelihood = -28671.47
Iteration 31: (EM) log likelihood = -28651.52
Iteration 32: (EM) log likelihood = -28633.243
Iteration 33: (EM) log likelihood = -28614.686
Iteration 34: (EM) log likelihood = -28595.94
Iteration 35: (EM) log likelihood = -28577.139
Iteration 36: (EM) log likelihood = -28558.072
Iteration 37: (EM) log likelihood = -28537.883
Iteration 38: (EM) log likelihood = -28518.985
Iteration 39: (EM) log likelihood = -28503.322
Iteration 40: (EM) log likelihood = -28486.011
Iteration 41: (EM) log likelihood = -28471.531
Iteration 42: (EM) log likelihood = -28456.171
Iteration 43: (EM) log likelihood = -28446.239
Iteration 44: (EM) log likelihood = -28433.401
Iteration 45: (EM) log likelihood = -28423.422
Iteration 46: (EM) log likelihood = -28412.536
Iteration 47: (EM) log likelihood = -28400.056
Iteration 48: (EM) log likelihood = -28389.627
Iteration 49: (EM) log likelihood = -28378.025
Iteration 50: (EM) log likelihood = -28370.864
Iteration 51: (EM) log likelihood = -28365.125
Iteration 52: (EM) log likelihood = -28359.406
Iteration 53: (EM) log likelihood = -28353.009
Iteration 54: (EM) log likelihood = -28347.297
Iteration 55: (EM) log likelihood = -28342.422
Iteration 56: (EM) log likelihood = -28338.512
Iteration 57: (EM) log likelihood = -28335.404
Iteration 58: (EM) log likelihood = -28332.19
Iteration 59: (EM) log likelihood = -28328.809
Iteration 60: (EM) log likelihood = -28323.118
Iteration 61: (EM) log likelihood = -28319.025
Iteration 62: (EM) log likelihood = -28314.782
Iteration 63: (EM) log likelihood = -28312.091
Iteration 64: (EM) log likelihood = -28310.391
Iteration 65: (EM) log likelihood = -28308.729
Iteration 66: (EM) log likelihood = -28307.137
Iteration 67: (EM) log likelihood = -28304.834
Iteration 68: (EM) log likelihood = -28302.552
Iteration 69: (EM) log likelihood = -28300.094
Iteration 70: (EM) log likelihood = -28297.752
Iteration 71: (EM) log likelihood = -28296.249
Iteration 72: (EM) log likelihood = -28294.075
Iteration 73: (EM) log likelihood = -28292.361
Iteration 74: (EM) log likelihood = -28290.448
Iteration 75: (EM) log likelihood = -28288.976
Iteration 76: (EM) log likelihood = -28287.259
Iteration 77: (EM) log likelihood = -28286.015
Iteration 78: (EM) log likelihood = -28284.351
Iteration 79: (EM) log likelihood = -28283.353
Iteration 80: (EM) log likelihood = -28281.529
Iteration 81: (EM) log likelihood = -28280.326
Iteration 82: (EM) log likelihood = -28279.133
Iteration 83: (EM) log likelihood = -28277.626
Iteration 84: (EM) log likelihood = -28275.473
Iteration 85: (EM) log likelihood = -28274.35
Iteration 86: (EM) log likelihood = -28272.525
Iteration 87: (EM) log likelihood = -28270.555
Iteration 88: (EM) log likelihood = -28269.439
Iteration 89: (EM) log likelihood = -28267.204
Iteration 90: (EM) log likelihood = -28266.562
Iteration 91: (EM) log likelihood = -28265.76
Iteration 92: (EM) log likelihood = -28264.915
Iteration 93: (EM) log likelihood = -28263.832
Iteration 94: (EM) log likelihood = -28263.087
Iteration 95: (EM) log likelihood = -28262.267
Iteration 96: (EM) log likelihood = -28261.486
Iteration 97: (EM) log likelihood = -28260.749
Iteration 98: (EM) log likelihood = -28260.066
Iteration 99: (EM) log likelihood = -28259.297
Iteration 100: (EM) log likelihood = -28258.396
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.8506
Iteration 1: (class) log likelihood = -6787.8506
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29931.679
Iteration 1: (outcome) log likelihood = -29028.228
Iteration 2: (outcome) log likelihood = -28875.193
Iteration 3: (outcome) log likelihood = -28846.07
Iteration 4: (outcome) log likelihood = -28839.971
Iteration 5: (outcome) log likelihood = -28838.655
Iteration 6: (outcome) log likelihood = -28838.407
Iteration 7: (outcome) log likelihood = -28838.351
Iteration 8: (outcome) log likelihood = -28838.338
Iteration 9: (outcome) log likelihood = -28838.335
Iteration 10: (outcome) log likelihood = -28838.334 (not concave)
Iteration 11: (outcome) log likelihood = -28838.334 (not concave)
Iteration 12: (outcome) log likelihood = -28838.334 (not concave)
Iteration 13: (outcome) log likelihood = -28838.334 (not concave)
Iteration 14: (outcome) log likelihood = -28838.334 (not concave)
Iteration 15: (outcome) log likelihood = -28838.334 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35576.629
Iteration 1: (EM) log likelihood = -35407.773
Iteration 2: (EM) log likelihood = -35000.79
Iteration 3: (EM) log likelihood = -34220.867
Iteration 4: (EM) log likelihood = -33161.328
Iteration 5: (EM) log likelihood = -32188.658
Iteration 6: (EM) log likelihood = -31477.018
Iteration 7: (EM) log likelihood = -31014.056
Iteration 8: (EM) log likelihood = -30708.706
Iteration 9: (EM) log likelihood = -30490.149
Iteration 10: (EM) log likelihood = -30324.613
Iteration 11: (EM) log likelihood = -30194.101
Iteration 12: (EM) log likelihood = -30080.756
Iteration 13: (EM) log likelihood = -29975.808
Iteration 14: (EM) log likelihood = -29890.562
Iteration 15: (EM) log likelihood = -29813.569
Iteration 16: (EM) log likelihood = -29741.37
Iteration 17: (EM) log likelihood = -29675.941
Iteration 18: (EM) log likelihood = -29619.844
Iteration 19: (EM) log likelihood = -29567.176
Iteration 20: (EM) log likelihood = -29512.57
Iteration 21: (EM) log likelihood = -29461.089
Iteration 22: (EM) log likelihood = -29404.599
Iteration 23: (EM) log likelihood = -29346.632
Iteration 24: (EM) log likelihood = -29280.742
Iteration 25: (EM) log likelihood = -29206.345
Iteration 26: (EM) log likelihood = -29125.734
Iteration 27: (EM) log likelihood = -29045.806
Iteration 28: (EM) log likelihood = -28971.281
Iteration 29: (EM) log likelihood = -28902.882
Iteration 30: (EM) log likelihood = -28842.123
Iteration 31: (EM) log likelihood = -28790.082
Iteration 32: (EM) log likelihood = -28743.222
Iteration 33: (EM) log likelihood = -28706.389
Iteration 34: (EM) log likelihood = -28674.18
Iteration 35: (EM) log likelihood = -28647.735
Iteration 36: (EM) log likelihood = -28622.364
Iteration 37: (EM) log likelihood = -28600.383
Iteration 38: (EM) log likelihood = -28582.633
Iteration 39: (EM) log likelihood = -28566.33
Iteration 40: (EM) log likelihood = -28549.225
Iteration 41: (EM) log likelihood = -28534.439
Iteration 42: (EM) log likelihood = -28521.657
Iteration 43: (EM) log likelihood = -28509.227
Iteration 44: (EM) log likelihood = -28497.689
Iteration 45: (EM) log likelihood = -28488.973
Iteration 46: (EM) log likelihood = -28480.744
Iteration 47: (EM) log likelihood = -28472.019
Iteration 48: (EM) log likelihood = -28463.802
Iteration 49: (EM) log likelihood = -28456.948
Iteration 50: (EM) log likelihood = -28448.895
Iteration 51: (EM) log likelihood = -28441.965
Iteration 52: (EM) log likelihood = -28435.69
Iteration 53: (EM) log likelihood = -28425.741
Iteration 54: (EM) log likelihood = -28420.244
Iteration 55: (EM) log likelihood = -28415.137
Iteration 56: (EM) log likelihood = -28409.809
Iteration 57: (EM) log likelihood = -28405.399
Iteration 58: (EM) log likelihood = -28401.308
Iteration 59: (EM) log likelihood = -28397.138
Iteration 60: (EM) log likelihood = -28392.739
Iteration 61: (EM) log likelihood = -28389.261
Iteration 62: (EM) log likelihood = -28386.143
Iteration 63: (EM) log likelihood = -28382.446
Iteration 64: (EM) log likelihood = -28379.76
Iteration 65: (EM) log likelihood = -28377.057
Iteration 66: (EM) log likelihood = -28373.478
Iteration 67: (EM) log likelihood = -28371.027
Iteration 68: (EM) log likelihood = -28368.966
Iteration 69: (EM) log likelihood = -28367.158
Iteration 70: (EM) log likelihood = -28365.435
Iteration 71: (EM) log likelihood = -28363.682
Iteration 72: (EM) log likelihood = -28362.072
Iteration 73: (EM) log likelihood = -28360.04
Iteration 74: (EM) log likelihood = -28358.673
Iteration 75: (EM) log likelihood = -28357.369
Iteration 76: (EM) log likelihood = -28356.189
Iteration 77: (EM) log likelihood = -28354.82
Iteration 78: (EM) log likelihood = -28353.511
Iteration 79: (EM) log likelihood = -28352.485
Iteration 80: (EM) log likelihood = -28351.692
Iteration 81: (EM) log likelihood = -28350.589
Iteration 82: (EM) log likelihood = -28349.787
Iteration 83: (EM) log likelihood = -28348.797
Iteration 84: (EM) log likelihood = -28348.001
Iteration 85: (EM) log likelihood = -28347.18
Iteration 86: (EM) log likelihood = -28346.465
Iteration 87: (EM) log likelihood = -28345.76
Iteration 88: (EM) log likelihood = -28345.178
Iteration 89: (EM) log likelihood = -28344.659
Iteration 90: (EM) log likelihood = -28344.032
Iteration 91: (EM) log likelihood = -28343.489
Iteration 92: (EM) log likelihood = -28342.81
Iteration 93: (EM) log likelihood = -28342.491
Iteration 94: (EM) log likelihood = -28341.932
Iteration 95: (EM) log likelihood = -28341.375
Iteration 96: (EM) log likelihood = -28340.852
Iteration 97: (EM) log likelihood = -28339.933
Iteration 98: (EM) log likelihood = -28339.123
Iteration 99: (EM) log likelihood = -28338.663
Iteration 100: (EM) log likelihood = -28338.144
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6782.1206
Iteration 1: (class) log likelihood = -6782.1206
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29942.441
Iteration 1: (outcome) log likelihood = -29076.211
Iteration 2: (outcome) log likelihood = -28899.324
Iteration 3: (outcome) log likelihood = -28865.05
Iteration 4: (outcome) log likelihood = -28858.753
Iteration 5: (outcome) log likelihood = -28857.425
Iteration 6: (outcome) log likelihood = -28857.103
Iteration 7: (outcome) log likelihood = -28857.035
Iteration 8: (outcome) log likelihood = -28857.021
Iteration 9: (outcome) log likelihood = -28857.018
Iteration 10: (outcome) log likelihood = -28857.017 (not concave)
Iteration 11: (outcome) log likelihood = -28857.017 (not concave)
Iteration 12: (outcome) log likelihood = -28857.017 (not concave)
Iteration 13: (outcome) log likelihood = -28857.017 (not concave)
Iteration 14: (outcome) log likelihood = -28857.017 (not concave)
Iteration 15: (outcome) log likelihood = -28857.017 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35592.26
Iteration 1: (EM) log likelihood = -35439.607
Iteration 2: (EM) log likelihood = -35001.967
Iteration 3: (EM) log likelihood = -34082.611
Iteration 4: (EM) log likelihood = -32902.05
Iteration 5: (EM) log likelihood = -31905.254
Iteration 6: (EM) log likelihood = -31205.435
Iteration 7: (EM) log likelihood = -30748.057
Iteration 8: (EM) log likelihood = -30428.991
Iteration 9: (EM) log likelihood = -30187.035
Iteration 10: (EM) log likelihood = -29990.019
Iteration 11: (EM) log likelihood = -29818.14
Iteration 12: (EM) log likelihood = -29674.627
Iteration 13: (EM) log likelihood = -29543.864
Iteration 14: (EM) log likelihood = -29423.943
Iteration 15: (EM) log likelihood = -29311.461
Iteration 16: (EM) log likelihood = -29205.822
Iteration 17: (EM) log likelihood = -29108.565
Iteration 18: (EM) log likelihood = -29028.483
Iteration 19: (EM) log likelihood = -28961.156
Iteration 20: (EM) log likelihood = -28899.23
Iteration 21: (EM) log likelihood = -28843.92
Iteration 22: (EM) log likelihood = -28789.596
Iteration 23: (EM) log likelihood = -28736.748
Iteration 24: (EM) log likelihood = -28687.428
Iteration 25: (EM) log likelihood = -28636.296
Iteration 26: (EM) log likelihood = -28589.63
Iteration 27: (EM) log likelihood = -28545.763
Iteration 28: (EM) log likelihood = -28503.048
Iteration 29: (EM) log likelihood = -28462.635
Iteration 30: (EM) log likelihood = -28422.097
Iteration 31: (EM) log likelihood = -28382.096
Iteration 32: (EM) log likelihood = -28345.757
Iteration 33: (EM) log likelihood = -28312.418
Iteration 34: (EM) log likelihood = -28279.705
Iteration 35: (EM) log likelihood = -28251.114
Iteration 36: (EM) log likelihood = -28227.02
Iteration 37: (EM) log likelihood = -28208.763
Iteration 38: (EM) log likelihood = -28189.609
Iteration 39: (EM) log likelihood = -28171.945
Iteration 40: (EM) log likelihood = -28151.475
Iteration 41: (EM) log likelihood = -28132.958
Iteration 42: (EM) log likelihood = -28117.431
Iteration 43: (EM) log likelihood = -28106.628
Iteration 44: (EM) log likelihood = -28095.956
Iteration 45: (EM) log likelihood = -28085.559
Iteration 46: (EM) log likelihood = -28074.965
Iteration 47: (EM) log likelihood = -28061.967
Iteration 48: (EM) log likelihood = -28055.219
Iteration 49: (EM) log likelihood = -28048.043
Iteration 50: (EM) log likelihood = -28041.8
Iteration 51: (EM) log likelihood = -28036.005
Iteration 52: (EM) log likelihood = -28032.248
Iteration 53: (EM) log likelihood = -28027.699
Iteration 54: (EM) log likelihood = -28020.868
Iteration 55: (EM) log likelihood = -28008.396
Iteration 56: (EM) log likelihood = -27999.556
Iteration 57: (EM) log likelihood = -27992.591
Iteration 58: (EM) log likelihood = -27987.401
Iteration 59: (EM) log likelihood = -27981.337
Iteration 60: (EM) log likelihood = -27975.136
Iteration 61: (EM) log likelihood = -27972.586
Iteration 62: (EM) log likelihood = -27969.02
Iteration 63: (EM) log likelihood = -27960.055
Iteration 64: (EM) log likelihood = -27955.238
Iteration 65: (EM) log likelihood = -27950.453
Iteration 66: (EM) log likelihood = -27946.734
Iteration 67: (EM) log likelihood = -27942.18
Iteration 68: (EM) log likelihood = -27938.082
Iteration 69: (EM) log likelihood = -27934.34
Iteration 70: (EM) log likelihood = -27931.994
Iteration 71: (EM) log likelihood = -27931.221
Iteration 72: (EM) log likelihood = -27928.147
Iteration 73: (EM) log likelihood = -27924.962
Iteration 74: (EM) log likelihood = -27923.05
Iteration 75: (EM) log likelihood = -27920.036
Iteration 76: (EM) log likelihood = -27918.404
Iteration 77: (EM) log likelihood = -27915.227
Iteration 78: (EM) log likelihood = -27913.943
Iteration 79: (EM) log likelihood = -27913.462
Iteration 80: (EM) log likelihood = -27911.415
Iteration 81: (EM) log likelihood = -27909.614
Iteration 82: (EM) log likelihood = -27908.605
Iteration 83: (EM) log likelihood = -27907.64
Iteration 84: (EM) log likelihood = -27906.065
Iteration 85: (EM) log likelihood = -27904.077
Iteration 86: (EM) log likelihood = -27900.582
Iteration 87: (EM) log likelihood = -27898.434
Iteration 88: (EM) log likelihood = -27897.092
Iteration 89: (EM) log likelihood = -27895.385
Iteration 90: (EM) log likelihood = -27892.014
Iteration 91: (EM) log likelihood = -27890.182
Iteration 92: (EM) log likelihood = -27888.498
Iteration 93: (EM) log likelihood = -27887.427
Iteration 94: (EM) log likelihood = -27886.105
Iteration 95: (EM) log likelihood = -27885.175
Iteration 96: (EM) log likelihood = -27884.392
Iteration 97: (EM) log likelihood = -27883.603
Iteration 98: (EM) log likelihood = -27882.983
Iteration 99: (EM) log likelihood = -27882.642
Iteration 100: (EM) log likelihood = -27882.219
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.1511
Iteration 1: (class) log likelihood = -6787.1511
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29877.978
Iteration 1: (outcome) log likelihood = -29104.775
Iteration 2: (outcome) log likelihood = -28897.081
Iteration 3: (outcome) log likelihood = -28864.138
Iteration 4: (outcome) log likelihood = -28858.779
Iteration 5: (outcome) log likelihood = -28857.564
Iteration 6: (outcome) log likelihood = -28857.359
Iteration 7: (outcome) log likelihood = -28857.311
Iteration 8: (outcome) log likelihood = -28857.3
Iteration 9: (outcome) log likelihood = -28857.298 (not concave)
Iteration 10: (outcome) log likelihood = -28857.297 (not concave)
Iteration 11: (outcome) log likelihood = -28857.297 (not concave)
Iteration 12: (outcome) log likelihood = -28857.297 (not concave)
Iteration 13: (outcome) log likelihood = -28857.297 (not concave)
Iteration 14: (outcome) log likelihood = -28857.297 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35625.841
Iteration 1: (EM) log likelihood = -35542.986
Iteration 2: (EM) log likelihood = -35282.401
Iteration 3: (EM) log likelihood = -34653.292
Iteration 4: (EM) log likelihood = -33671.611
Iteration 5: (EM) log likelihood = -32668.927
Iteration 6: (EM) log likelihood = -31835.701
Iteration 7: (EM) log likelihood = -31207.297
Iteration 8: (EM) log likelihood = -30774.888
Iteration 9: (EM) log likelihood = -30486.195
Iteration 10: (EM) log likelihood = -30276.29
Iteration 11: (EM) log likelihood = -30103.631
Iteration 12: (EM) log likelihood = -29950.484
Iteration 13: (EM) log likelihood = -29809.034
Iteration 14: (EM) log likelihood = -29676.429
Iteration 15: (EM) log likelihood = -29555.995
Iteration 16: (EM) log likelihood = -29452.321
Iteration 17: (EM) log likelihood = -29360.679
Iteration 18: (EM) log likelihood = -29283.371
Iteration 19: (EM) log likelihood = -29214.146
Iteration 20: (EM) log likelihood = -29154.777
Iteration 21: (EM) log likelihood = -29104.134
Iteration 22: (EM) log likelihood = -29060.87
Iteration 23: (EM) log likelihood = -29025.495
Iteration 24: (EM) log likelihood = -28993.775
Iteration 25: (EM) log likelihood = -28964.184
Iteration 26: (EM) log likelihood = -28933.897
Iteration 27: (EM) log likelihood = -28909.561
Iteration 28: (EM) log likelihood = -28888.751
Iteration 29: (EM) log likelihood = -28871.673
Iteration 30: (EM) log likelihood = -28856.28
Iteration 31: (EM) log likelihood = -28842.159
Iteration 32: (EM) log likelihood = -28829.887
Iteration 33: (EM) log likelihood = -28818.532
Iteration 34: (EM) log likelihood = -28804.366
Iteration 35: (EM) log likelihood = -28792.048
Iteration 36: (EM) log likelihood = -28782.375
Iteration 37: (EM) log likelihood = -28772.452
Iteration 38: (EM) log likelihood = -28759.964
Iteration 39: (EM) log likelihood = -28751.606
Iteration 40: (EM) log likelihood = -28745.162
Iteration 41: (EM) log likelihood = -28738.543
Iteration 42: (EM) log likelihood = -28733.189
Iteration 43: (EM) log likelihood = -28729.089
Iteration 44: (EM) log likelihood = -28725.075
Iteration 45: (EM) log likelihood = -28722.227
Iteration 46: (EM) log likelihood = -28719.56
Iteration 47: (EM) log likelihood = -28715.811
Iteration 48: (EM) log likelihood = -28713.544
Iteration 49: (EM) log likelihood = -28711.694
Iteration 50: (EM) log likelihood = -28709.689
Iteration 51: (EM) log likelihood = -28704.876
Iteration 52: (EM) log likelihood = -28701.08
Iteration 53: (EM) log likelihood = -28698.174
Iteration 54: (EM) log likelihood = -28696.368
Iteration 55: (EM) log likelihood = -28694.744
Iteration 56: (EM) log likelihood = -28691.347
Iteration 57: (EM) log likelihood = -28686.949
Iteration 58: (EM) log likelihood = -28684.085
Iteration 59: (EM) log likelihood = -28682.972
Iteration 60: (EM) log likelihood = -28680.775
Iteration 61: (EM) log likelihood = -28679.676
Iteration 62: (EM) log likelihood = -28677.858
Iteration 63: (EM) log likelihood = -28677.15
Iteration 64: (EM) log likelihood = -28676.213
Iteration 65: (EM) log likelihood = -28675.812
Iteration 66: (EM) log likelihood = -28675.311
Iteration 67: (EM) log likelihood = -28674.915
Iteration 68: (EM) log likelihood = -28674.427
Iteration 69: (EM) log likelihood = -28673.475
Iteration 70: (EM) log likelihood = -28672.832
Iteration 71: (EM) log likelihood = -28672.372
Iteration 72: (EM) log likelihood = -28671.719
Iteration 73: (EM) log likelihood = -28671.306
Iteration 74: (EM) log likelihood = -28670.928
Iteration 75: (EM) log likelihood = -28670.527
Iteration 76: (EM) log likelihood = -28669.902
Iteration 77: (EM) log likelihood = -28669.719
Iteration 78: (EM) log likelihood = -28669.247
Iteration 79: (EM) log likelihood = -28668.591
Iteration 80: (EM) log likelihood = -28668.434
Iteration 81: (EM) log likelihood = -28668.241
Iteration 82: (EM) log likelihood = -28667.635
Iteration 83: (EM) log likelihood = -28667.198
Iteration 84: (EM) log likelihood = -28666.88
Iteration 85: (EM) log likelihood = -28666.045
Iteration 86: (EM) log likelihood = -28665.821
Iteration 87: (EM) log likelihood = -28665.515
Iteration 88: (EM) log likelihood = -28666.204
Iteration 89: (EM) log likelihood = -28665.028
Iteration 90: (EM) log likelihood = -28663.508
Iteration 91: (EM) log likelihood = -28663.216
Iteration 92: (EM) log likelihood = -28662.813
Iteration 93: (EM) log likelihood = -28662.595
Iteration 94: (EM) log likelihood = -28662.396
Iteration 95: (EM) log likelihood = -28662.245
Iteration 96: (EM) log likelihood = -28661.945
Iteration 97: (EM) log likelihood = -28661.906
Iteration 98: (EM) log likelihood = -28661.718
Iteration 99: (EM) log likelihood = -28661.668
Iteration 100: (EM) log likelihood = -28661.499
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.1182
Iteration 1: (class) log likelihood = -6786.1182
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29115.876
Iteration 1: (outcome) log likelihood = -28905.121
Iteration 2: (outcome) log likelihood = -28859.086
Iteration 3: (outcome) log likelihood = -28854.145
Iteration 4: (outcome) log likelihood = -28853.515
Iteration 5: (outcome) log likelihood = -28853.426
Iteration 6: (outcome) log likelihood = -28853.406
Iteration 7: (outcome) log likelihood = -28853.401
Iteration 8: (outcome) log likelihood = -28853.4
Iteration 9: (outcome) log likelihood = -28853.4
Iteration 10: (outcome) log likelihood = -28853.4 (not concave)
Iteration 11: (outcome) log likelihood = -28853.4 (not concave)
Iteration 12: (outcome) log likelihood = -28853.4 (not concave)
Iteration 13: (outcome) log likelihood = -28853.4 (not concave)
Iteration 14: (outcome) log likelihood = -28853.4 (not concave)
Iteration 15: (outcome) log likelihood = -28853.4 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35552.429
Iteration 1: (EM) log likelihood = -35336.795
Iteration 2: (EM) log likelihood = -34870.51
Iteration 3: (EM) log likelihood = -33975.175
Iteration 4: (EM) log likelihood = -32934.454
Iteration 5: (EM) log likelihood = -32217.123
Iteration 6: (EM) log likelihood = -31727.575
Iteration 7: (EM) log likelihood = -31301.664
Iteration 8: (EM) log likelihood = -30891.857
Iteration 9: (EM) log likelihood = -30546.143
Iteration 10: (EM) log likelihood = -30278.275
Iteration 11: (EM) log likelihood = -30075.473
Iteration 12: (EM) log likelihood = -29915.294
Iteration 13: (EM) log likelihood = -29789.769
Iteration 14: (EM) log likelihood = -29687.19
Iteration 15: (EM) log likelihood = -29597.722
Iteration 16: (EM) log likelihood = -29516.759
Iteration 17: (EM) log likelihood = -29444.22
Iteration 18: (EM) log likelihood = -29377.255
Iteration 19: (EM) log likelihood = -29313.921
Iteration 20: (EM) log likelihood = -29251.702
Iteration 21: (EM) log likelihood = -29191.413
Iteration 22: (EM) log likelihood = -29140.843
Iteration 23: (EM) log likelihood = -29096.343
Iteration 24: (EM) log likelihood = -29056.499
Iteration 25: (EM) log likelihood = -29021.342
Iteration 26: (EM) log likelihood = -28988.604
Iteration 27: (EM) log likelihood = -28958.534
Iteration 28: (EM) log likelihood = -28929.543
Iteration 29: (EM) log likelihood = -28904.702
Iteration 30: (EM) log likelihood = -28879.613
Iteration 31: (EM) log likelihood = -28858.905
Iteration 32: (EM) log likelihood = -28838.717
Iteration 33: (EM) log likelihood = -28821.698
Iteration 34: (EM) log likelihood = -28805.861
Iteration 35: (EM) log likelihood = -28790.799
Iteration 36: (EM) log likelihood = -28776.158
Iteration 37: (EM) log likelihood = -28762.241
Iteration 38: (EM) log likelihood = -28749.045
Iteration 39: (EM) log likelihood = -28736.342
Iteration 40: (EM) log likelihood = -28724.465
Iteration 41: (EM) log likelihood = -28713.22
Iteration 42: (EM) log likelihood = -28701.584
Iteration 43: (EM) log likelihood = -28691.73
Iteration 44: (EM) log likelihood = -28682.362
Iteration 45: (EM) log likelihood = -28673.125
Iteration 46: (EM) log likelihood = -28665.385
Iteration 47: (EM) log likelihood = -28656.868
Iteration 48: (EM) log likelihood = -28649.194
Iteration 49: (EM) log likelihood = -28642.423
Iteration 50: (EM) log likelihood = -28635.801
Iteration 51: (EM) log likelihood = -28629.561
Iteration 52: (EM) log likelihood = -28623.553
Iteration 53: (EM) log likelihood = -28618.057
Iteration 54: (EM) log likelihood = -28612.479
Iteration 55: (EM) log likelihood = -28607.492
Iteration 56: (EM) log likelihood = -28602.376
Iteration 57: (EM) log likelihood = -28597.919
Iteration 58: (EM) log likelihood = -28592.771
Iteration 59: (EM) log likelihood = -28589.329
Iteration 60: (EM) log likelihood = -28585.838
Iteration 61: (EM) log likelihood = -28581.781
Iteration 62: (EM) log likelihood = -28578.75
Iteration 63: (EM) log likelihood = -28575.135
Iteration 64: (EM) log likelihood = -28572.134
Iteration 65: (EM) log likelihood = -28568.677
Iteration 66: (EM) log likelihood = -28566.536
Iteration 67: (EM) log likelihood = -28563.205
Iteration 68: (EM) log likelihood = -28559.635
Iteration 69: (EM) log likelihood = -28556.85
Iteration 70: (EM) log likelihood = -28554.069
Iteration 71: (EM) log likelihood = -28551.986
Iteration 72: (EM) log likelihood = -28549.457
Iteration 73: (EM) log likelihood = -28544.867
Iteration 74: (EM) log likelihood = -28542.498
Iteration 75: (EM) log likelihood = -28540.507
Iteration 76: (EM) log likelihood = -28538.54
Iteration 77: (EM) log likelihood = -28536.547
Iteration 78: (EM) log likelihood = -28534.045
Iteration 79: (EM) log likelihood = -28532.484
Iteration 80: (EM) log likelihood = -28530.027
Iteration 81: (EM) log likelihood = -28528.031
Iteration 82: (EM) log likelihood = -28525.746
Iteration 83: (EM) log likelihood = -28523.745
Iteration 84: (EM) log likelihood = -28521.974
Iteration 85: (EM) log likelihood = -28520.031
Iteration 86: (EM) log likelihood = -28518.009
Iteration 87: (EM) log likelihood = -28516.002
Iteration 88: (EM) log likelihood = -28512.91
Iteration 89: (EM) log likelihood = -28510.63
Iteration 90: (EM) log likelihood = -28508.916
Iteration 91: (EM) log likelihood = -28507.361
Iteration 92: (EM) log likelihood = -28505.585
Iteration 93: (EM) log likelihood = -28503.336
Iteration 94: (EM) log likelihood = -28501.77
Iteration 95: (EM) log likelihood = -28499.702
Iteration 96: (EM) log likelihood = -28497.424
Iteration 97: (EM) log likelihood = -28494.994
Iteration 98: (EM) log likelihood = -28493.008
Iteration 99: (EM) log likelihood = -28491.213
Iteration 100: (EM) log likelihood = -28488.156
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6786.5097
Iteration 1: (class) log likelihood = -6786.5097
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29883.702
Iteration 1: (outcome) log likelihood = -29039.673
Iteration 2: (outcome) log likelihood = -28867.322
Iteration 3: (outcome) log likelihood = -28838.272
Iteration 4: (outcome) log likelihood = -28832.31
Iteration 5: (outcome) log likelihood = -28831.119
Iteration 6: (outcome) log likelihood = -28830.91
Iteration 7: (outcome) log likelihood = -28830.862
Iteration 8: (outcome) log likelihood = -28830.851
Iteration 9: (outcome) log likelihood = -28830.848
Iteration 10: (outcome) log likelihood = -28830.848 (not concave)
Iteration 11: (outcome) log likelihood = -28830.848 (not concave)
Iteration 12: (outcome) log likelihood = -28830.848 (not concave)
Iteration 13: (outcome) log likelihood = -28830.848 (not concave)
Iteration 14: (outcome) log likelihood = -28830.848 (not concave)
Iteration 15: (outcome) log likelihood = -28830.848 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35567.358
Iteration 1: (EM) log likelihood = -35393.221
Iteration 2: (EM) log likelihood = -35086.739
Iteration 3: (EM) log likelihood = -34573.038
Iteration 4: (EM) log likelihood = -33614.136
Iteration 5: (EM) log likelihood = -32440.108
Iteration 6: (EM) log likelihood = -31607.905
Iteration 7: (EM) log likelihood = -31117.454
Iteration 8: (EM) log likelihood = -30803.37
Iteration 9: (EM) log likelihood = -30580.465
Iteration 10: (EM) log likelihood = -30414.218
Iteration 11: (EM) log likelihood = -30281.835
Iteration 12: (EM) log likelihood = -30169.774
Iteration 13: (EM) log likelihood = -30068.88
Iteration 14: (EM) log likelihood = -29972.302
Iteration 15: (EM) log likelihood = -29874.858
Iteration 16: (EM) log likelihood = -29776.147
Iteration 17: (EM) log likelihood = -29672.679
Iteration 18: (EM) log likelihood = -29571.541
Iteration 19: (EM) log likelihood = -29474.126
Iteration 20: (EM) log likelihood = -29381.816
Iteration 21: (EM) log likelihood = -29298.895
Iteration 22: (EM) log likelihood = -29226.825
Iteration 23: (EM) log likelihood = -29165.866
Iteration 24: (EM) log likelihood = -29109.497
Iteration 25: (EM) log likelihood = -29054.564
Iteration 26: (EM) log likelihood = -28997.787
Iteration 27: (EM) log likelihood = -28953.443
Iteration 28: (EM) log likelihood = -28911.672
Iteration 29: (EM) log likelihood = -28875.105
Iteration 30: (EM) log likelihood = -28838.625
Iteration 31: (EM) log likelihood = -28798.52
Iteration 32: (EM) log likelihood = -28761.37
Iteration 33: (EM) log likelihood = -28726.833
Iteration 34: (EM) log likelihood = -28703.986
Iteration 35: (EM) log likelihood = -28682.955
Iteration 36: (EM) log likelihood = -28663.943
Iteration 37: (EM) log likelihood = -28640.817
Iteration 38: (EM) log likelihood = -28621.741
Iteration 39: (EM) log likelihood = -28602.483
Iteration 40: (EM) log likelihood = -28585.495
Iteration 41: (EM) log likelihood = -28570.541
Iteration 42: (EM) log likelihood = -28557.556
Iteration 43: (EM) log likelihood = -28544.964
Iteration 44: (EM) log likelihood = -28533.889
Iteration 45: (EM) log likelihood = -28522.478
Iteration 46: (EM) log likelihood = -28508.646
Iteration 47: (EM) log likelihood = -28491.87
Iteration 48: (EM) log likelihood = -28468.139
Iteration 49: (EM) log likelihood = -28439.253
Iteration 50: (EM) log likelihood = -28405.989
Iteration 51: (EM) log likelihood = -28369.004
Iteration 52: (EM) log likelihood = -28327.559
Iteration 53: (EM) log likelihood = -28294.003
Iteration 54: (EM) log likelihood = -28267.014
Iteration 55: (EM) log likelihood = -28244.781
Iteration 56: (EM) log likelihood = -28227.498
Iteration 57: (EM) log likelihood = -28213.213
Iteration 58: (EM) log likelihood = -28200.668
Iteration 59: (EM) log likelihood = -28188.205
Iteration 60: (EM) log likelihood = -28180.835
Iteration 61: (EM) log likelihood = -28173.442
Iteration 62: (EM) log likelihood = -28169.41
Iteration 63: (EM) log likelihood = -28165.772
Iteration 64: (EM) log likelihood = -28163.016
Iteration 65: (EM) log likelihood = -28160.62
Iteration 66: (EM) log likelihood = -28157.485
Iteration 67: (EM) log likelihood = -28154.19
Iteration 68: (EM) log likelihood = -28149.993
Iteration 69: (EM) log likelihood = -28145.28
Iteration 70: (EM) log likelihood = -28141.633
Iteration 71: (EM) log likelihood = -28140.259
Iteration 72: (EM) log likelihood = -28139.263
Iteration 73: (EM) log likelihood = -28138.315
Iteration 74: (EM) log likelihood = -28138.814
Iteration 75: (EM) log likelihood = -28137.868
Iteration 76: (EM) log likelihood = -28138.065
Iteration 77: (EM) log likelihood = -28138.237
Iteration 78: (EM) log likelihood = -28137.314
Iteration 79: (EM) log likelihood = -28137.026
Iteration 80: (EM) log likelihood = -28136.304
Iteration 81: (EM) log likelihood = -28135.378
Iteration 82: (EM) log likelihood = -28135.56
Iteration 83: (EM) log likelihood = -28134.523
Iteration 84: (EM) log likelihood = -28134.06
Iteration 85: (EM) log likelihood = -28133.855
Iteration 86: (EM) log likelihood = -28134.234
Iteration 87: (EM) log likelihood = -28133.891
Iteration 88: (EM) log likelihood = -28130.125
Iteration 89: (EM) log likelihood = -28129.161
Iteration 90: (EM) log likelihood = -28128.421
Iteration 91: (EM) log likelihood = -28128.593
Iteration 92: (EM) log likelihood = -28128.395
Iteration 93: (EM) log likelihood = -28128.194
Iteration 94: (EM) log likelihood = -28128.059
Iteration 95: (EM) log likelihood = -28127.313
Iteration 96: (EM) log likelihood = -28127.664
Iteration 97: (EM) log likelihood = -28127.304
Iteration 98: (EM) log likelihood = -28126.863
Iteration 99: (EM) log likelihood = -28126.605
Iteration 100: (EM) log likelihood = -28124.25
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6787.0267
Iteration 1: (class) log likelihood = -6787.0267
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29485.435
Iteration 1: (outcome) log likelihood = -28977.23
Iteration 2: (outcome) log likelihood = -28858.016
Iteration 3: (outcome) log likelihood = -28838.681
Iteration 4: (outcome) log likelihood = -28835.769
Iteration 5: (outcome) log likelihood = -28835.089
Iteration 6: (outcome) log likelihood = -28834.928
Iteration 7: (outcome) log likelihood = -28834.895
Iteration 8: (outcome) log likelihood = -28834.89
Iteration 9: (outcome) log likelihood = -28834.889 (not concave)
Iteration 10: (outcome) log likelihood = -28834.889 (not concave)
Iteration 11: (outcome) log likelihood = -28834.888 (not concave)
Iteration 12: (outcome) log likelihood = -28834.888 (not concave)
Iteration 13: (outcome) log likelihood = -28834.888 (not concave)
Iteration 14: (outcome) log likelihood = -28834.888 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35547.173
Iteration 1: (EM) log likelihood = -35290.587
Iteration 2: (EM) log likelihood = -34705.688
Iteration 3: (EM) log likelihood = -33735.041
Iteration 4: (EM) log likelihood = -32686.642
Iteration 5: (EM) log likelihood = -31868.086
Iteration 6: (EM) log likelihood = -31273.358
Iteration 7: (EM) log likelihood = -30856.343
Iteration 8: (EM) log likelihood = -30575.571
Iteration 9: (EM) log likelihood = -30385.429
Iteration 10: (EM) log likelihood = -30245.298
Iteration 11: (EM) log likelihood = -30133.223
Iteration 12: (EM) log likelihood = -30032.902
Iteration 13: (EM) log likelihood = -29925.827
Iteration 14: (EM) log likelihood = -29835.062
Iteration 15: (EM) log likelihood = -29741.008
Iteration 16: (EM) log likelihood = -29651.779
Iteration 17: (EM) log likelihood = -29567.044
Iteration 18: (EM) log likelihood = -29493.267
Iteration 19: (EM) log likelihood = -29423.572
Iteration 20: (EM) log likelihood = -29370.254
Iteration 21: (EM) log likelihood = -29323.886
Iteration 22: (EM) log likelihood = -29282.202
Iteration 23: (EM) log likelihood = -29240.528
Iteration 24: (EM) log likelihood = -29198.378
Iteration 25: (EM) log likelihood = -29156.007
Iteration 26: (EM) log likelihood = -29111.793
Iteration 27: (EM) log likelihood = -29063.346
Iteration 28: (EM) log likelihood = -29021.57
Iteration 29: (EM) log likelihood = -28982.561
Iteration 30: (EM) log likelihood = -28938.358
Iteration 31: (EM) log likelihood = -28901.286
Iteration 32: (EM) log likelihood = -28867.245
Iteration 33: (EM) log likelihood = -28836.261
Iteration 34: (EM) log likelihood = -28804.543
Iteration 35: (EM) log likelihood = -28777.521
Iteration 36: (EM) log likelihood = -28751.493
Iteration 37: (EM) log likelihood = -28718.701
Iteration 38: (EM) log likelihood = -28689.968
Iteration 39: (EM) log likelihood = -28665.438
Iteration 40: (EM) log likelihood = -28643.175
Iteration 41: (EM) log likelihood = -28621.6
Iteration 42: (EM) log likelihood = -28601.511
Iteration 43: (EM) log likelihood = -28581.581
Iteration 44: (EM) log likelihood = -28563.611
Iteration 45: (EM) log likelihood = -28544.823
Iteration 46: (EM) log likelihood = -28523.973
Iteration 47: (EM) log likelihood = -28506.831
Iteration 48: (EM) log likelihood = -28491.776
Iteration 49: (EM) log likelihood = -28478.021
Iteration 50: (EM) log likelihood = -28465.327
Iteration 51: (EM) log likelihood = -28453.432
Iteration 52: (EM) log likelihood = -28442.828
Iteration 53: (EM) log likelihood = -28432.594
Iteration 54: (EM) log likelihood = -28422.585
Iteration 55: (EM) log likelihood = -28412.037
Iteration 56: (EM) log likelihood = -28401.37
Iteration 57: (EM) log likelihood = -28391.128
Iteration 58: (EM) log likelihood = -28380.218
Iteration 59: (EM) log likelihood = -28368.011
Iteration 60: (EM) log likelihood = -28355.637
Iteration 61: (EM) log likelihood = -28340.986
Iteration 62: (EM) log likelihood = -28320.78
Iteration 63: (EM) log likelihood = -28306.056
Iteration 64: (EM) log likelihood = -28290.979
Iteration 65: (EM) log likelihood = -28277.47
Iteration 66: (EM) log likelihood = -28264.815
Iteration 67: (EM) log likelihood = -28252.81
Iteration 68: (EM) log likelihood = -28239.609
Iteration 69: (EM) log likelihood = -28226.716
Iteration 70: (EM) log likelihood = -28215.98
Iteration 71: (EM) log likelihood = -28205.374
Iteration 72: (EM) log likelihood = -28196.835
Iteration 73: (EM) log likelihood = -28189.017
Iteration 74: (EM) log likelihood = -28181.491
Iteration 75: (EM) log likelihood = -28175.083
Iteration 76: (EM) log likelihood = -28168.378
Iteration 77: (EM) log likelihood = -28162.507
Iteration 78: (EM) log likelihood = -28157.551
Iteration 79: (EM) log likelihood = -28152.93
Iteration 80: (EM) log likelihood = -28149.381
Iteration 81: (EM) log likelihood = -28146.484
Iteration 82: (EM) log likelihood = -28144.046
Iteration 83: (EM) log likelihood = -28142.151
Iteration 84: (EM) log likelihood = -28140.289
Iteration 85: (EM) log likelihood = -28138.387
Iteration 86: (EM) log likelihood = -28136.206
Iteration 87: (EM) log likelihood = -28134.974
Iteration 88: (EM) log likelihood = -28133.605
Iteration 89: (EM) log likelihood = -28132.768
Iteration 90: (EM) log likelihood = -28131.624
Iteration 91: (EM) log likelihood = -28130.722
Iteration 92: (EM) log likelihood = -28129.859
Iteration 93: (EM) log likelihood = -28129.32
Iteration 94: (EM) log likelihood = -28128.813
Iteration 95: (EM) log likelihood = -28127.816
Iteration 96: (EM) log likelihood = -28125.516
Iteration 97: (EM) log likelihood = -28124.355
Iteration 98: (EM) log likelihood = -28124.02
Iteration 99: (EM) log likelihood = -28123.239
Iteration 100: (EM) log likelihood = -28122.47
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -6784.7353
Iteration 1: (class) log likelihood = -6784.7353
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30238.564
Iteration 1: (outcome) log likelihood = -29106.732
Iteration 2: (outcome) log likelihood = -28880.546
Iteration 3: (outcome) log likelihood = -28837.996
Iteration 4: (outcome) log likelihood = -28828.871
Iteration 5: (outcome) log likelihood = -28827.266
Iteration 6: (outcome) log likelihood = -28826.973
Iteration 7: (outcome) log likelihood = -28826.908
Iteration 8: (outcome) log likelihood = -28826.892
Iteration 9: (outcome) log likelihood = -28826.889
Iteration 10: (outcome) log likelihood = -28826.888 (not concave)
Iteration 11: (outcome) log likelihood = -28826.888 (not concave)
Iteration 12: (outcome) log likelihood = -28826.888 (not concave)
Iteration 13: (outcome) log likelihood = -28826.888 (not concave)
Iteration 14: (outcome) log likelihood = -28826.888 (not concave)
Iteration 15: (outcome) log likelihood = -28826.888 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -35545.804
Iteration 1: (EM) log likelihood = -35355.909
Iteration 2: (EM) log likelihood = -34853.219
Iteration 3: (EM) log likelihood = -33873.463
Iteration 4: (EM) log likelihood = -32690.901
Iteration 5: (EM) log likelihood = -31791.341
Iteration 6: (EM) log likelihood = -31276.001
Iteration 7: (EM) log likelihood = -30994.364
Iteration 8: (EM) log likelihood = -30808.943
Iteration 9: (EM) log likelihood = -30658.494
Iteration 10: (EM) log likelihood = -30524.961
Iteration 11: (EM) log likelihood = -30392.086
Iteration 12: (EM) log likelihood = -30255.485
Iteration 13: (EM) log likelihood = -30119.76
Iteration 14: (EM) log likelihood = -29991.749
Iteration 15: (EM) log likelihood = -29879.307
Iteration 16: (EM) log likelihood = -29785.882
Iteration 17: (EM) log likelihood = -29708.28
Iteration 18: (EM) log likelihood = -29650.438
Iteration 19: (EM) log likelihood = -29606.671
Iteration 20: (EM) log likelihood = -29573.939
Iteration 21: (EM) log likelihood = -29548.193
Iteration 22: (EM) log likelihood = -29526.276
Iteration 23: (EM) log likelihood = -29504.162
Iteration 24: (EM) log likelihood = -29487.388
Iteration 25: (EM) log likelihood = -29469.236
Iteration 26: (EM) log likelihood = -29451.334
Iteration 27: (EM) log likelihood = -29431.973
Iteration 28: (EM) log likelihood = -29412.122
Iteration 29: (EM) log likelihood = -29392.903
Iteration 30: (EM) log likelihood = -29372.102
Iteration 31: (EM) log likelihood = -29349.465
Iteration 32: (EM) log likelihood = -29326.456
Iteration 33: (EM) log likelihood = -29302.373
Iteration 34: (EM) log likelihood = -29276.978
Iteration 35: (EM) log likelihood = -29251.561
Iteration 36: (EM) log likelihood = -29226.932
Iteration 37: (EM) log likelihood = -29200.205
Iteration 38: (EM) log likelihood = -29174.557
Iteration 39: (EM) log likelihood = -29148.704
Iteration 40: (EM) log likelihood = -29120.95
Iteration 41: (EM) log likelihood = -29094.593
Iteration 42: (EM) log likelihood = -29067.389
Iteration 43: (EM) log likelihood = -29046.467
Iteration 44: (EM) log likelihood = -29024.036
Iteration 45: (EM) log likelihood = -29002.417
Iteration 46: (EM) log likelihood = -28984.311
Iteration 47: (EM) log likelihood = -28964.433
Iteration 48: (EM) log likelihood = -28944.295
Iteration 49: (EM) log likelihood = -28926.075
Iteration 50: (EM) log likelihood = -28908.65
Iteration 51: (EM) log likelihood = -28894.849
Iteration 52: (EM) log likelihood = -28879.86
Iteration 53: (EM) log likelihood = -28866.974
Iteration 54: (EM) log likelihood = -28853.974
Iteration 55: (EM) log likelihood = -28844.173
Iteration 56: (EM) log likelihood = -28837.137
Iteration 57: (EM) log likelihood = -28830.699
Iteration 58: (EM) log likelihood = -28824.265
Iteration 59: (EM) log likelihood = -28819.476
Iteration 60: (EM) log likelihood = -28813.329
Iteration 61: (EM) log likelihood = -28809.142
Iteration 62: (EM) log likelihood = -28805.227
Iteration 63: (EM) log likelihood = -28800.984
Iteration 64: (EM) log likelihood = -28797.728
Iteration 65: (EM) log likelihood = -28795.026
Iteration 66: (EM) log likelihood = -28791.105
Iteration 67: (EM) log likelihood = -28788.002
Iteration 68: (EM) log likelihood = -28786.05
Iteration 69: (EM) log likelihood = -28782.486
Iteration 70: (EM) log likelihood = -28780.227
Iteration 71: (EM) log likelihood = -28778.626
Iteration 72: (EM) log likelihood = -28775.833
Iteration 73: (EM) log likelihood = -28773.661
Iteration 74: (EM) log likelihood = -28771.689
Iteration 75: (EM) log likelihood = -28769.194
Iteration 76: (EM) log likelihood = -28767.387
Iteration 77: (EM) log likelihood = -28766.166
Iteration 78: (EM) log likelihood = -28764.647
Iteration 79: (EM) log likelihood = -28763.851
Iteration 80: (EM) log likelihood = -28762.948
Iteration 81: (EM) log likelihood = -28760.457
Iteration 82: (EM) log likelihood = -28759.183
Iteration 83: (EM) log likelihood = -28757.95
Iteration 84: (EM) log likelihood = -28756.931
Iteration 85: (EM) log likelihood = -28755.933
Iteration 86: (EM) log likelihood = -28753.894
Iteration 87: (EM) log likelihood = -28752.031
Iteration 88: (EM) log likelihood = -28751.66
Iteration 89: (EM) log likelihood = -28750.855
Iteration 90: (EM) log likelihood = -28749.334
Iteration 91: (EM) log likelihood = -28748.564
Iteration 92: (EM) log likelihood = -28747.625
Iteration 93: (EM) log likelihood = -28746.487
Iteration 94: (EM) log likelihood = -28745.177
Iteration 95: (EM) log likelihood = -28743.733
Iteration 96: (EM) log likelihood = -28741.655
Iteration 97: (EM) log likelihood = -28739.239
Iteration 98: (EM) log likelihood = -28737.195
Iteration 99: (EM) log likelihood = -28735.932
Iteration 100: (EM) log likelihood = -28733.67
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -26708.089 (not concave)
Iteration 1: log likelihood = -26708.067 (not concave)
Iteration 2: log likelihood = -26708.06 (not concave)
Iteration 3: log likelihood = -26708.044 (not concave)
Iteration 4: log likelihood = -26707.985 (not concave)
Iteration 5: log likelihood = -26707.955 (not concave)
Iteration 6: log likelihood = -26707.941 (not concave)
Iteration 7: log likelihood = -26707.934 (not concave)
Iteration 8: log likelihood = -26707.921 (not concave)
Iteration 9: log likelihood = -26707.911 (not concave)
Iteration 10: log likelihood = -26707.905 (not concave)
Iteration 11: log likelihood = -26707.898 (not concave)
Iteration 12: log likelihood = -26707.655 (not concave)
Iteration 13: log likelihood = -26707.625 (not concave)
Iteration 14: log likelihood = -26707.608 (not concave)
Iteration 15: log likelihood = -26707.601 (not concave)
Iteration 16: log likelihood = -26707.597 (not concave)
Iteration 17: log likelihood = -26707.593 (not concave)
Iteration 18: log likelihood = -26707.589 (not concave)
Iteration 19: log likelihood = -26707.585 (not concave)
Iteration 20: log likelihood = -26707.582 (not concave)
Iteration 21: log likelihood = -26707.578 (not concave)
Iteration 22: log likelihood = -26707.574 (not concave)
Iteration 23: log likelihood = -26707.57 (not concave)
Iteration 24: log likelihood = -26707.567 (not concave)
Iteration 25: log likelihood = -26707.563 (not concave)
Iteration 26: log likelihood = -26707.56 (not concave)
Iteration 27: log likelihood = -26707.556 (not concave)
Iteration 28: log likelihood = -26707.552 (not concave)
Iteration 29: log likelihood = -26707.549 (not concave)
Iteration 30: log likelihood = -26707.545 (not concave)
Iteration 31: log likelihood = -26707.542 (not concave)
Iteration 32: log likelihood = -26707.538 (not concave)
Iteration 33: log likelihood = -26707.535 (not concave)
Iteration 34: log likelihood = -26707.531 (not concave)
Iteration 35: log likelihood = -26707.528 (not concave)
Iteration 36: log likelihood = -26707.524 (not concave)
Iteration 37: log likelihood = -26707.521 (not concave)
Iteration 38: log likelihood = -26707.517 (not concave)
Iteration 39: log likelihood = -26707.514 (not concave)
Iteration 40: log likelihood = -26707.51 (not concave)
Iteration 41: log likelihood = -26707.507 (not concave)
Iteration 42: log likelihood = -26707.503 (not concave)
Iteration 43: log likelihood = -26707.5 (not concave)
Iteration 44: log likelihood = -26707.496 (not concave)
Iteration 45: log likelihood = -26707.493 (not concave)
Iteration 46: log likelihood = -26707.49 (not concave)
Iteration 47: log likelihood = -26707.486 (not concave)
Iteration 48: log likelihood = -26707.483 (not concave)
Iteration 49: log likelihood = -26707.479 (not concave)
Iteration 50: log likelihood = -26707.476 (not concave)
Iteration 51: log likelihood = -26707.473 (not concave)
Iteration 52: log likelihood = -26707.469 (not concave)
Iteration 53: log likelihood = -26707.466 (not concave)
Iteration 54: log likelihood = -26707.462 (not concave)
Iteration 55: log likelihood = -26707.459 (not concave)
Iteration 56: log likelihood = -26707.456 (not concave)
Iteration 57: log likelihood = -26707.452 (not concave)
Iteration 58: log likelihood = -26707.449 (not concave)
Iteration 59: log likelihood = -26707.446 (not concave)
Iteration 60: log likelihood = -26707.442 (not concave)
Iteration 61: log likelihood = -26707.439 (not concave)
Iteration 62: log likelihood = -26707.436 (not concave)
Iteration 63: log likelihood = -26707.432 (not concave)
Iteration 64: log likelihood = -26707.429 (not concave)
Iteration 65: log likelihood = -26707.426 (not concave)
Iteration 66: log likelihood = -26707.423 (not concave)
Iteration 67: log likelihood = -26707.419 (not concave)
Iteration 68: log likelihood = -26707.416 (not concave)
Iteration 69: log likelihood = -26707.413 (not concave)
Iteration 70: log likelihood = -26707.409 (not concave)
Iteration 71: log likelihood = -26707.406 (not concave)
Iteration 72: log likelihood = -26707.403 (not concave)
Iteration 73: log likelihood = -26707.4 (not concave)
Iteration 74: log likelihood = -26707.396 (not concave)
Iteration 75: log likelihood = -26707.393 (not concave)
Iteration 76: log likelihood = -26707.39 (not concave)
Iteration 77: log likelihood = -26707.387 (not concave)
Iteration 78: log likelihood = -26707.383 (not concave)
Iteration 79: log likelihood = -26707.38 (not concave)
Iteration 80: log likelihood = -26707.377 (not concave)
Iteration 81: log likelihood = -26707.374 (not concave)
Iteration 82: log likelihood = -26707.371 (not concave)
Iteration 83: log likelihood = -26707.367 (not concave)
Iteration 84: log likelihood = -26707.364 (not concave)
Iteration 85: log likelihood = -26707.361 (not concave)
Iteration 86: log likelihood = -26707.358 (not concave)
Iteration 87: log likelihood = -26707.355 (not concave)
Iteration 88: log likelihood = -26707.351 (not concave)
Iteration 89: log likelihood = -26707.348 (not concave)
Iteration 90: log likelihood = -26707.345 (not concave)
Iteration 91: log likelihood = -26707.342 (not concave)
Iteration 92: log likelihood = -26707.339 (not concave)
Iteration 93: log likelihood = -26707.336 (not concave)
Iteration 94: log likelihood = -26707.332 (not concave)
Iteration 95: log likelihood = -26707.329 (not concave)
Iteration 96: log likelihood = -26707.326 (not concave)
Iteration 97: log likelihood = -26707.323 (not concave)
Iteration 98: log likelihood = -26707.32 (not concave)
Iteration 99: log likelihood = -26707.317 (not concave)
Iteration 100: log likelihood = -26707.314 (not concave)
Iteration 101: log likelihood = -26707.31 (not concave)
Iteration 102: log likelihood = -26707.307 (not concave)
Iteration 103: log likelihood = -26707.304 (not concave)
Iteration 104: log likelihood = -26707.301 (not concave)
Iteration 105: log likelihood = -26707.298 (not concave)
Iteration 106: log likelihood = -26707.295 (not concave)
Iteration 107: log likelihood = -26707.292 (not concave)
Iteration 108: log likelihood = -26707.289 (not concave)
Iteration 109: log likelihood = -26707.286 (not concave)
Iteration 110: log likelihood = -26707.282 (not concave)
Iteration 111: log likelihood = -26707.279 (not concave)
Iteration 112: log likelihood = -26707.276 (not concave)
Iteration 113: log likelihood = -26707.273 (not concave)
Iteration 114: log likelihood = -26707.27 (not concave)
Iteration 115: log likelihood = -26707.267 (not concave)
Iteration 116: log likelihood = -26707.264 (not concave)
Iteration 117: log likelihood = -26707.261 (not concave)
Iteration 118: log likelihood = -26707.258 (not concave)
Iteration 119: log likelihood = -26707.255 (not concave)
Iteration 120: log likelihood = -26707.252 (not concave)
Iteration 121: log likelihood = -26707.249 (not concave)
Iteration 122: log likelihood = -26707.246 (not concave)
Iteration 123: log likelihood = -26707.243 (not concave)
Iteration 124: log likelihood = -26707.24 (not concave)
Iteration 125: log likelihood = -26707.236 (not concave)
Iteration 126: log likelihood = -26707.233 (not concave)
Iteration 127: log likelihood = -26707.23 (not concave)
Iteration 128: log likelihood = -26707.227 (not concave)
Iteration 129: log likelihood = -26707.224 (not concave)
Iteration 130: log likelihood = -26707.221 (not concave)
Iteration 131: log likelihood = -26707.218 (not concave)
Iteration 132: log likelihood = -26707.215 (not concave)
Iteration 133: log likelihood = -26707.212 (not concave)
Iteration 134: log likelihood = -26707.209 (not concave)
Iteration 135: log likelihood = -26707.206 (not concave)
Iteration 136: log likelihood = -26707.203 (not concave)
Iteration 137: log likelihood = -26707.2 (not concave)
Iteration 138: log likelihood = -26707.197 (not concave)
Iteration 139: log likelihood = -26707.194 (not concave)
Iteration 140: log likelihood = -26707.191 (not concave)
Iteration 141: log likelihood = -26707.188 (not concave)
Iteration 142: log likelihood = -26707.185 (not concave)
Iteration 143: log likelihood = -26707.182 (not concave)
Iteration 144: log likelihood = -26707.179 (not concave)
Iteration 145: log likelihood = -26707.176 (not concave)
Iteration 146: log likelihood = -26707.174 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -26707.174
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | 1.12398 .1928183 5.83 0.000 .746063 1.501897
-------------+----------------------------------------------------------------
3.C |
_cons | .6734938 .1815365 3.71 0.000 .3176889 1.029299
-------------+----------------------------------------------------------------
4.C |
_cons | .7917906 .1612572 4.91 0.000 .4757323 1.107849
-------------+----------------------------------------------------------------
5.C |
_cons | -.4433916 .3012919 -1.47 0.141 -1.033913 .1471297
-------------+----------------------------------------------------------------
6.C |
_cons | .1899113 .1678217 1.13 0.258 -.1390133 .5188358
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | .3714198 1.849353 0.20 0.841 -3.253246 3.996086
_cons | -.1724773 3.680874 -0.05 0.963 -7.386857 7.041903
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -77.07933 . . . . .
_cons | -126.0362 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -15.60586 7.658232 -2.04 0.042 -30.61572 -.5960026
_cons | 36.28285 14.21958 2.55 0.011 8.412995 64.15271
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.62041 8.220376 -1.66 0.098 -29.73205 2.491228
_cons | 35.15752 15.46302 2.27 0.023 4.850552 65.46448
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.20522 8.044572 -1.64 0.101 -28.97229 2.561851
_cons | 34.40973 15.04477 2.29 0.022 4.922518 63.89695
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.6678 7.294354 -1.87 0.061 -27.96447 .6288747
_cons | 35.3111 13.47583 2.62 0.009 8.898948 61.72325
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -13.58585 2.702301 -5.03 0.000 -18.88226 -8.289437
_cons | 33.11853 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | 1.267947 2.993719 0.42 0.672 -4.599635 7.135529
_cons | -.6226539 6.005886 -0.10 0.917 -12.39397 11.14867
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -2.030683 .8657803 -2.35 0.019 -3.727581 -.3337848
_cons | 2.782667 1.648048 1.69 0.091 -.4474472 6.012782
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -4.223846 5.946897 -0.71 0.478 -15.87955 7.431858
_cons | 7.244989 9.516768 0.76 0.446 -11.40753 25.89751
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 6.708452 3.785254 1.77 0.076 -.7105087 14.12741
_cons | -8.908729 7.523091 -1.18 0.236 -23.65372 5.836259
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | .1462472 1.913568 0.08 0.939 -3.604278 3.896772
_cons | -.1374326 3.506722 -0.04 0.969 -7.010481 6.735616
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.842056 2.039671 0.90 0.366 -2.155626 5.839739
_cons | -.3350313 3.930918 -0.09 0.932 -8.039489 7.369426
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.217847 1.60598 0.76 0.448 -1.929815 4.365509
_cons | .9215627 3.026238 0.30 0.761 -5.009756 6.852881
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.362794 2.679603 0.51 0.611 -3.889131 6.614719
_cons | .0195207 5.238152 0.00 0.997 -10.24707 10.28611
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | .4850622 3.011762 0.16 0.872 -5.417882 6.388007
_cons | .1255114 5.877917 0.02 0.983 -11.395 11.64602
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 5.239916 7.273806 0.72 0.471 -9.016482 19.49631
_cons | -4.45126 9.620532 -0.46 0.644 -23.30716 14.40464
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 3.623938 2.574999 1.41 0.159 -1.422968 8.670843
_cons | -3.333576 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 1.538451 8.41885 0.18 0.855 -14.96219 18.03909
_cons | -.3140672 12.2437 -0.03 0.980 -24.31127 23.68314
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 2.599373 8.173993 0.32 0.750 -13.42136 18.62011
_cons | -.3111001 11.32293 -0.03 0.978 -22.50363 21.88143
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -.2290466 9.671342 -0.02 0.981 -19.18453 18.72644
_cons | 3.458357 14.6741 0.24 0.814 -25.30236 32.21907
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 12.2213 12.97975 0.94 0.346 -13.21854 37.66114
_cons | -9.615725 17.534 -0.55 0.583 -43.98174 24.75029
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 15.56906 1.141822 13.64 0.000 13.33113 17.80699
_cons | -9.132371 2.379619 -3.84 0.000 -13.79634 -4.468403
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 16.07596 .1395038 115.24 0.000 15.80253 16.34938
_cons | -10.79157 . . . . .
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 20.47824 . . . . .
_cons | -20.64701 . . . . .
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 3.650364 .6503681 5.61 0.000 2.375666 4.925062
_cons | -4.972301 1.111298 -4.47 0.000 -7.150405 -2.794197
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -78.41516 . . . . .
_cons | -156.501 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 4.097615 4.063729 1.01 0.313 -3.867146 12.06238
_cons | 5.123174 8.116514 0.63 0.528 -10.7849 21.03125
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.0579472 .9505437 -0.06 0.951 -1.920979 1.805084
_cons | 15.43 1.87962 8.21 0.000 11.74601 19.11399
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.3795157 .8337231 -0.46 0.649 -2.013583 1.254552
_cons | 16.20559 1.648193 9.83 0.000 12.97519 19.43599
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.1613446 .8436378 -0.19 0.848 -1.814844 1.492155
_cons | 15.58222 1.665963 9.35 0.000 12.31699 18.84744
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .795658 . . . . .
_cons | 12.21853 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.2239635 .3629302 -0.62 0.537 -.9352937 .4873666
_cons | 2.381308 .6855754 3.47 0.001 1.037605 3.725011
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 2.239402 .0975753 22.95 0.000 2.048157 2.430646
_cons | -5.297607 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 1.711781 438.2246 0.00 0.997 -857.1927 860.6162
_cons | 14.27161 629.5002 0.02 0.982 -1219.526 1248.069
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -1.574027 438.2475 -0.00 0.997 -860.5233 857.3752
_cons | 15.8386 629.5163 0.03 0.980 -1217.991 1249.668
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -5.857595 9.431167 -0.62 0.535 -24.34234 12.62715
_cons | 6.996118 9.535672 0.73 0.463 -11.69346 25.68569
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.776187 .8932143 1.99 0.047 .0255191 3.526855
_cons | .2015697 1.643562 0.12 0.902 -3.019753 3.422892
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.151703 .8276251 1.39 0.164 -.4704126 2.773818
_cons | 1.37948 1.502034 0.92 0.358 -1.564454 4.323413
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.945803 1.292391 2.28 0.023 .412763 5.478842
_cons | -2.826687 2.499186 -1.13 0.258 -7.725001 2.071627
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.23209 .2311685 18.31 0.000 3.779008 4.685172
_cons | -6.721316 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.45674 1.330412 -10.87 0.000 -17.0643 -11.84918
_cons | 34.7197 2.340289 14.84 0.000 30.13281 39.30658
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.69182 1.294355 -10.58 0.000 -16.22871 -11.15493
_cons | 32.62216 2.287034 14.26 0.000 28.13965 37.10466
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -14.60087 1.112739 -13.12 0.000 -16.7818 -12.41994
_cons | 34.26066 1.859192 18.43 0.000 30.61671 37.90461
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.44827 1.052451 -13.73 0.000 -16.51103 -12.3855
_cons | 33.43535 1.708815 19.57 0.000 30.08613 36.78457
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -13.76009 .5730722 -24.01 0.000 -14.8833 -12.63689
_cons | 32.7372 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -18.47136 2909.526 -0.01 0.995 -5721.037 5684.094
_cons | 35.96667 5819.04 0.01 0.995 -11369.14 11441.08
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -14.30132 2909.518 -0.00 0.996 -5716.852 5688.249
_cons | 35.05411 5819.036 0.01 0.995 -11370.05 11440.15
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -13.99265 2909.518 -0.00 0.996 -5716.543 5688.558
_cons | 33.87388 5819.036 0.01 0.995 -11371.23 11438.97
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -85.59863 . . . . .
_cons | -102.6229 . . . . .
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -4.259539 1.26765 -3.36 0.001 -6.744088 -1.77499
_cons | 5.372708 2.386366 2.25 0.024 .6955176 10.0499
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -78.90474 . . . . .
_cons | -149.9465 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 3.687964 26.55269 0.14 0.890 -48.35434 55.73027
_cons | -2.532895 53.87353 -0.05 0.963 -108.1231 103.0573
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 2.375832 10.65798 0.22 0.824 -18.51343 23.26509
_cons | 3.022428 14.25227 0.21 0.832 -24.91152 30.95637
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.941266 11.01917 0.18 0.860 -19.65591 23.53844
_cons | 4.440423 14.57546 0.30 0.761 -24.12695 33.00779
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | .943751 11.44406 0.08 0.934 -21.4862 23.3737
_cons | 6.075751 15.30832 0.40 0.691 -23.92801 36.07951
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .4542828 10.65095 0.04 0.966 -20.4212 21.32976
_cons | 5.123376 14.12745 0.36 0.717 -22.56592 32.81268
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .9035862 1.253013 0.72 0.471 -1.552273 3.359446
_cons | .7071588 2.411306 0.29 0.769 -4.018914 5.433232
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 1.841957 4.484167 0.41 0.681 -6.94685 10.63076
_cons | -4.119865 8.872751 -0.46 0.642 -21.51014 13.27041
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 1.472563 7.249441 0.20 0.839 -12.73608 15.68121
_cons | 7.654432 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 3.551622 7.227915 0.49 0.623 -10.61483 17.71808
_cons | 1.562467 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.131281 3.69899 0.58 0.564 -5.118606 9.381168
_cons | -3.163702 7.37489 -0.43 0.668 -17.61822 11.29082
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.239684 2.636297 -0.85 0.396 -7.406732 2.927364
_cons | 5.739015 5.218905 1.10 0.271 -4.489851 15.96788
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.978652 2.133726 -0.93 0.354 -6.160679 2.203374
_cons | 5.947498 4.245813 1.40 0.161 -2.374143 14.26914
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.33256 6.899558 -1.50 0.134 -23.85544 3.19033
_cons | 14.85781 8.540248 1.74 0.082 -1.880768 31.59639
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -6.933315 3.1027 -2.23 0.025 -13.01449 -.8521346
_cons | 10.81245 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -.072032 516.5706 -0.00 1.000 -1012.532 1012.388
_cons | 16.02974 856.0227 0.02 0.985 -1661.744 1693.803
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -.3448798 516.5699 -0.00 0.999 -1012.803 1012.114
_cons | 15.69419 856.0213 0.02 0.985 -1662.077 1693.465
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .2884001 516.593 0.00 1.000 -1012.215 1012.792
_cons | 14.3503 856.0813 0.02 0.987 -1663.538 1692.239
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 1.694891 516.5717 0.00 0.997 -1010.767 1014.157
_cons | 11.1274 856.0263 0.01 0.990 -1666.653 1688.908
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -.0279259 516.5743 -0.00 1.000 -1012.495 1012.439
_cons | 14.94404 856.0308 0.02 0.986 -1662.846 1692.734
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -14.63975 .6977938 -20.98 0.000 -16.0074 -13.2721
_cons | 33.60272 .6713876 50.05 0.000 32.28682 34.91861
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -13.67059 .59154 -23.11 0.000 -14.82999 -12.51119
_cons | 33.17356 . . . . .
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -13.98128 1.543749 -9.06 0.000 -17.00698 -10.95559
_cons | 33.42813 2.895727 11.54 0.000 27.75261 39.10365
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -127.6235 . . . . .
_cons | -79.93521 . . . . .
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -57.34158 645893.4 -0.00 1.000 -1265985 1265870
_cons | 87.32195 968415.1 0.00 1.000 -1897971 1898146
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 6.493744 .3734135 17.39 0.000 5.761867 7.225621
_cons | -8.478605 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 3.666222 1.371317 2.67 0.008 .9784909 6.353953
_cons | -2.193437 2.210897 -0.99 0.321 -6.526716 2.139843
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 2.025198 1.568558 1.29 0.197 -1.04912 5.099515
_cons | 1.218183 2.683144 0.45 0.650 -4.040682 6.477049
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.581165 1.240525 1.27 0.202 -.8502182 4.012549
_cons | 1.757271 1.877431 0.94 0.349 -1.922427 5.436968
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 1.38329 2.404321 0.58 0.565 -3.329093 6.095672
_cons | 1.513471 4.529272 0.33 0.738 -7.363739 10.39068
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .8698172 1.713471 0.51 0.612 -2.488524 4.228158
_cons | .8912012 2.987623 0.30 0.765 -4.964432 6.746835
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .4830277 1.449873 0.33 0.739 -2.358671 3.324726
_cons | .7157301 2.884735 0.25 0.804 -4.938247 6.369708
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 1.480509 .10583 13.99 0.000 1.273086 1.687932
_cons | -4.182425 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.673031 6.808795 0.39 0.695 -10.67196 16.01802
_cons | 1.750754 13.3622 0.13 0.896 -24.43868 27.94019
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 5.269018 6.87828 0.77 0.444 -8.212164 18.7502
_cons | -4.683465 13.50263 -0.35 0.729 -31.14814 21.78121
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 5.64519 3.945401 1.43 0.152 -2.087654 13.37803
_cons | -6.912526 7.862424 -0.88 0.379 -22.32259 8.497542
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.9558551 1.932527 -0.49 0.621 -4.743539 2.831829
_cons | 4.84343 3.804424 1.27 0.203 -2.613104 12.29997
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.32976 5.472629 -1.89 0.059 -21.05591 .3963983
_cons | 15.49814 6.476498 2.39 0.017 2.804437 28.19184
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.73835 6.382818 -1.68 0.092 -23.24845 1.771739
_cons | 15.94693 7.178463 2.22 0.026 1.877406 30.01646
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.28139 7.20419 -1.43 0.154 -24.40135 3.838561
_cons | 14.77306 7.935669 1.86 0.063 -.7805681 30.32668
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.77131 2.894617 -5.10 0.000 -20.44465 -9.097963
_cons | 34.14906 5.759051 5.93 0.000 22.86153 45.43659
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.85697 .2929794 -47.30 0.000 -14.4312 -13.28274
_cons | 31.21308 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -16.83878 4.532597 -3.72 0.000 -25.7225 -7.95505
_cons | 36.8895 9.04437 4.08 0.000 19.16286 54.61614
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -13.93183 .2934485 -47.48 0.000 -14.50697 -13.35668
_cons | 31.26817 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -15.06855 3.356422 -4.49 0.000 -21.64702 -8.490088
_cons | 33.76851 6.685164 5.05 0.000 20.66583 46.87119
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 1.866075 .2487633 7.50 0.000 1.378508 2.353642
_cons | -1.607414 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | .4558493 3.063631 0.15 0.882 -5.548757 6.460456
_cons | 3.63825 6.129215 0.59 0.553 -8.374791 15.65129
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.1879302 3.965575 -0.05 0.962 -7.960314 7.584453
_cons | 3.732544 7.939712 0.47 0.638 -11.82901 19.29409
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 5.998535 6.208886 0.97 0.334 -6.170657 18.16773
_cons | -9.725639 12.4182 -0.78 0.434 -34.06487 14.6136
--------------------------------------------------------------------------------------------
Class : 5
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -3.052747 .6134154 -4.98 0.000 -4.25502 -1.850475
_cons | 4.862993 1.084517 4.48 0.000 2.737379 6.988607
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -10.22748 35.4755 -0.29 0.773 -79.75818 59.30323
_cons | 8.411353 35.52635 0.24 0.813 -61.21902 78.04172
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -15.71913 1344.286 -0.01 0.991 -2650.471 2619.033
_cons | 30.8721 2688.571 0.01 0.991 -5238.631 5300.375
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.12576 1344.286 -0.01 0.991 -2649.877 2619.626
_cons | 31.74068 2688.571 0.01 0.991 -5237.762 5301.243
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.07772 1344.286 -0.01 0.992 -2648.829 2620.674
_cons | 29.78504 2688.571 0.01 0.991 -5239.718 5299.288
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -16.08992 1344.286 -0.01 0.990 -2650.841 2618.661
_cons | 33.41172 2688.571 0.01 0.990 -5236.091 5302.914
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -17.47251 1344.286 -0.01 0.990 -2652.224 2617.279
_cons | 34.29262 2688.571 0.01 0.990 -5235.21 5303.795
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -3.806562 1.932307 -1.97 0.049 -7.593813 -.0193105
_cons | 5.312357 2.276627 2.33 0.020 .8502498 9.774464
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -7.863046 12.84262 -0.61 0.540 -33.03411 17.30802
_cons | 6.95927 12.9285 0.54 0.590 -18.38012 32.29866
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -13.20778 2.850833 -4.63 0.000 -18.7953 -7.620245
_cons | 29.27251 5.839915 5.01 0.000 17.82648 40.71853
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -17.92387 .2578347 -69.52 0.000 -18.42922 -17.41852
_cons | 36.56243 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.217467 110.9601 0.03 0.977 -214.2603 220.6953
_cons | -10.96471 213.8789 -0.05 0.959 -430.1597 408.2302
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.39378 2.209709 -0.63 0.528 -5.72473 2.937171
_cons | 3.378933 4.330822 0.78 0.435 -5.109322 11.86719
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.177395 2.049343 -1.06 0.288 -6.194033 1.839243
_cons | 5.868876 4.032987 1.46 0.146 -2.035634 13.77339
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.788616 2.051578 -1.36 0.174 -6.809635 1.232404
_cons | 7.103542 4.042642 1.76 0.079 -.8198898 15.02697
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.098526 2.030777 -1.03 0.301 -6.078777 1.881725
_cons | 5.936836 4.001196 1.48 0.138 -1.905364 13.77904
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -1.920768 2.1449 -0.90 0.371 -6.124695 2.283159
_cons | 6.087715 4.161649 1.46 0.144 -2.068968 14.2444
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .7074835 2.287213 0.31 0.757 -3.775372 5.190339
_cons | 1.563468 4.494442 0.35 0.728 -7.245476 10.37241
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.6829261 2.196921 -0.31 0.756 -4.988813 3.62296
_cons | 3.602792 4.272271 0.84 0.399 -4.770705 11.97629
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -2.910983 2.152191 -1.35 0.176 -7.129199 1.307233
_cons | 7.37008 4.172113 1.77 0.077 -.8071114 15.54727
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .5181728 2.483488 0.21 0.835 -4.349374 5.38572
_cons | 1.197742 4.858457 0.25 0.805 -8.324658 10.72014
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 2.186291 3.251123 0.67 0.501 -4.185793 8.558376
_cons | -3.513937 6.117986 -0.57 0.566 -15.50497 8.477095
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.437852 1.171425 1.23 0.220 -.8580982 3.733803
_cons | .8994613 2.029749 0.44 0.658 -3.078775 4.877697
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.35214 1.157946 1.17 0.243 -.9173933 3.621672
_cons | -.0479042 1.942657 -0.02 0.980 -3.855442 3.759633
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | .8406532 1.30963 0.64 0.521 -1.726175 3.407482
_cons | -.431014 2.321037 -0.19 0.853 -4.980162 4.118134
--------------------------------------------------------------------------------------------
Class : 6
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 4.078524 614.2552 0.01 0.995 -1199.84 1207.997
_cons | -5.124772 1228.51 -0.00 0.997 -2412.96 2402.711
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -74.20338 181.9842 -0.41 0.683 -430.8858 282.4791
_cons | 88.11067 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -25.74222 11.37204 -2.26 0.024 -48.03101 -3.453434
_cons | 46.59029 14.72393 3.16 0.002 17.73191 75.44867
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -15.7887 5.439556 -2.90 0.004 -26.45003 -5.127363
_cons | 34.46288 10.84409 3.18 0.001 13.20886 55.7169
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.05821 5.449364 -2.58 0.010 -24.73877 -3.37765
_cons | 32.21914 10.86755 2.96 0.003 10.91913 53.51915
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.69537 5.441225 -2.52 0.012 -24.35998 -3.030769
_cons | 32.1415 10.85202 2.96 0.003 10.87194 53.41107
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -11.11491 .416457 -26.69 0.000 -11.93115 -10.29867
_cons | 24.80579 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0643622 .4360662 -0.15 0.883 -.9190362 .7903118
_cons | 1.968304 .8261216 2.38 0.017 .3491359 3.587473
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.217291 26.72437 -0.34 0.730 -61.5961 43.16152
_cons | 7.963241 26.76046 0.30 0.766 -44.4863 60.41278
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.207935 19.06532 0.12 0.908 -35.1594 39.57527
_cons | 6.648996 28.49406 0.23 0.815 -49.19834 62.49633
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 1.297207 19.06886 0.07 0.946 -36.07707 38.67148
_cons | 5.906955 28.50117 0.21 0.836 -49.9543 61.76821
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -5.121624 2.177414 -2.35 0.019 -9.389278 -.8539703
_cons | 9.217284 3.208202 2.87 0.004 2.929323 15.50524
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .6641623 1.519464 0.44 0.662 -2.313933 3.642257
_cons | 3.032196 2.811556 1.08 0.281 -2.478352 8.542744
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.420912 2.687991 1.64 0.100 -.8474538 9.689278
_cons | -5.422461 5.248901 -1.03 0.302 -15.71012 4.865195
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.232962 3.888198 1.09 0.276 -3.387766 11.85369
_cons | -6.185203 7.683884 -0.80 0.421 -21.24534 8.874933
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.038035 8.33906 0.48 0.628 -12.30622 20.38229
_cons | -7.644036 16.61425 -0.46 0.645 -40.20736 24.91929
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 17.54387 1233.804 0.01 0.989 -2400.668 2435.756
_cons | -15.24163 1233.806 -0.01 0.990 -2433.456 2402.973
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 15.26359 1233.804 0.01 0.990 -2402.948 2433.476
_cons | -12.55563 1233.806 -0.01 0.992 -2430.77 2405.659
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 15.00972 1233.804 0.01 0.990 -2403.202 2433.222
_cons | -12.52483 1233.806 -0.01 0.992 -2430.739 2405.69
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 15.59201 1233.804 0.01 0.990 -2402.62 2433.804
_cons | -13.64562 1233.806 -0.01 0.991 -2431.86 2404.569
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 15.15188 1233.804 0.01 0.990 -2403.06 2433.364
_cons | -12.75398 1233.806 -0.01 0.992 -2430.969 2405.461
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 20.27356 7.299984 2.78 0.005 5.965853 34.58126
_cons | -16.61641 4.368754 -3.80 0.000 -25.17901 -8.053811
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 11.3969 6.090521 1.87 0.061 -.5403009 23.3341
_cons | -3.894049 . . . . .
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 16.80381 7.234557 2.32 0.020 2.624335 30.98328
_cons | -11.39635 3.970326 -2.87 0.004 -19.17805 -3.614653
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 31.82174 6.401166 4.97 0.000 19.27568 44.36779
_cons | -44.13431 . . . . .
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 53954.349 Akaike's information criterion
BIC | 55639.110 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.83161119
(results lca_prueba_c5 are active now)
(results lca_prueba_c6 are active now)
LMR LT test statistic:
328.78138
P value Lo-Mendel:
0.00000000000000000
__00000B = 328.78138
__00000A = 342.08182
__00000D = 14
__00000C = 17
__000009 = 6
__000005 = 270
__000003 = -26707.174
__000008 = 5
__000004 = 224
__000002 = -26878.215
__000001 = 3789
scalars:
r(lmrt_p) = 2.32538867023e-44
r(lmrt) = 328.781375705358
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.3222
Iteration 1: (class) log likelihood = -7368.3222
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29595.402
Iteration 1: (outcome) log likelihood = -29078.163
Iteration 2: (outcome) log likelihood = -28871
Iteration 3: (outcome) log likelihood = -28839.015
Iteration 4: (outcome) log likelihood = -28834.387
Iteration 5: (outcome) log likelihood = -28833.495
Iteration 6: (outcome) log likelihood = -28833.298
Iteration 7: (outcome) log likelihood = -28833.254
Iteration 8: (outcome) log likelihood = -28833.247
Iteration 9: (outcome) log likelihood = -28833.246 (not concave)
Iteration 10: (outcome) log likelihood = -28833.246 (not concave)
Iteration 11: (outcome) log likelihood = -28833.246 (not concave)
Iteration 12: (outcome) log likelihood = -28833.246 (not concave)
Iteration 13: (outcome) log likelihood = -28833.246 (not concave)
Iteration 14: (outcome) log likelihood = -28833.246 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36122.021
Iteration 1: (EM) log likelihood = -35869.234
Iteration 2: (EM) log likelihood = -35189.723
Iteration 3: (EM) log likelihood = -34016.45
Iteration 4: (EM) log likelihood = -32913.131
Iteration 5: (EM) log likelihood = -32107.377
Iteration 6: (EM) log likelihood = -31496.204
Iteration 7: (EM) log likelihood = -31023.922
Iteration 8: (EM) log likelihood = -30667.736
Iteration 9: (EM) log likelihood = -30410.105
Iteration 10: (EM) log likelihood = -30221.992
Iteration 11: (EM) log likelihood = -30079.103
Iteration 12: (EM) log likelihood = -29955.395
Iteration 13: (EM) log likelihood = -29841.048
Iteration 14: (EM) log likelihood = -29727.193
Iteration 15: (EM) log likelihood = -29613.092
Iteration 16: (EM) log likelihood = -29498.84
Iteration 17: (EM) log likelihood = -29390.35
Iteration 18: (EM) log likelihood = -29289.063
Iteration 19: (EM) log likelihood = -29200.894
Iteration 20: (EM) log likelihood = -29120.423
Iteration 21: (EM) log likelihood = -29049.933
Iteration 22: (EM) log likelihood = -28988.927
Iteration 23: (EM) log likelihood = -28938.178
Iteration 24: (EM) log likelihood = -28894.687
Iteration 25: (EM) log likelihood = -28855.5
Iteration 26: (EM) log likelihood = -28820.999
Iteration 27: (EM) log likelihood = -28789.38
Iteration 28: (EM) log likelihood = -28764.084
Iteration 29: (EM) log likelihood = -28740.799
Iteration 30: (EM) log likelihood = -28717.007
Iteration 31: (EM) log likelihood = -28693.962
Iteration 32: (EM) log likelihood = -28670.513
Iteration 33: (EM) log likelihood = -28647.423
Iteration 34: (EM) log likelihood = -28621.615
Iteration 35: (EM) log likelihood = -28590.135
Iteration 36: (EM) log likelihood = -28563.086
Iteration 37: (EM) log likelihood = -28540.129
Iteration 38: (EM) log likelihood = -28520.474
Iteration 39: (EM) log likelihood = -28503.069
Iteration 40: (EM) log likelihood = -28487.535
Iteration 41: (EM) log likelihood = -28473.692
Iteration 42: (EM) log likelihood = -28460.668
Iteration 43: (EM) log likelihood = -28448.083
Iteration 44: (EM) log likelihood = -28435.105
Iteration 45: (EM) log likelihood = -28423.472
Iteration 46: (EM) log likelihood = -28412.636
Iteration 47: (EM) log likelihood = -28402.551
Iteration 48: (EM) log likelihood = -28392.76
Iteration 49: (EM) log likelihood = -28381.906
Iteration 50: (EM) log likelihood = -28372.248
Iteration 51: (EM) log likelihood = -28362.95
Iteration 52: (EM) log likelihood = -28353.913
Iteration 53: (EM) log likelihood = -28345.317
Iteration 54: (EM) log likelihood = -28337.801
Iteration 55: (EM) log likelihood = -28329.187
Iteration 56: (EM) log likelihood = -28320.813
Iteration 57: (EM) log likelihood = -28313.571
Iteration 58: (EM) log likelihood = -28306.758
Iteration 59: (EM) log likelihood = -28300.208
Iteration 60: (EM) log likelihood = -28294.151
Iteration 61: (EM) log likelihood = -28288.891
Iteration 62: (EM) log likelihood = -28283.293
Iteration 63: (EM) log likelihood = -28278.105
Iteration 64: (EM) log likelihood = -28274.047
Iteration 65: (EM) log likelihood = -28269.836
Iteration 66: (EM) log likelihood = -28265.989
Iteration 67: (EM) log likelihood = -28262.653
Iteration 68: (EM) log likelihood = -28259.516
Iteration 69: (EM) log likelihood = -28256.221
Iteration 70: (EM) log likelihood = -28252.981
Iteration 71: (EM) log likelihood = -28250.454
Iteration 72: (EM) log likelihood = -28247.446
Iteration 73: (EM) log likelihood = -28245.069
Iteration 74: (EM) log likelihood = -28242.687
Iteration 75: (EM) log likelihood = -28240.453
Iteration 76: (EM) log likelihood = -28238.179
Iteration 77: (EM) log likelihood = -28235.983
Iteration 78: (EM) log likelihood = -28233.96
Iteration 79: (EM) log likelihood = -28231.964
Iteration 80: (EM) log likelihood = -28229.862
Iteration 81: (EM) log likelihood = -28228.012
Iteration 82: (EM) log likelihood = -28226.287
Iteration 83: (EM) log likelihood = -28224.7
Iteration 84: (EM) log likelihood = -28223.31
Iteration 85: (EM) log likelihood = -28222.115
Iteration 86: (EM) log likelihood = -28220.623
Iteration 87: (EM) log likelihood = -28219.163
Iteration 88: (EM) log likelihood = -28217.629
Iteration 89: (EM) log likelihood = -28216.337
Iteration 90: (EM) log likelihood = -28215.157
Iteration 91: (EM) log likelihood = -28213.938
Iteration 92: (EM) log likelihood = -28212.768
Iteration 93: (EM) log likelihood = -28211.646
Iteration 94: (EM) log likelihood = -28210.576
Iteration 95: (EM) log likelihood = -28209.514
Iteration 96: (EM) log likelihood = -28208.319
Iteration 97: (EM) log likelihood = -28206.472
Iteration 98: (EM) log likelihood = -28204.742
Iteration 99: (EM) log likelihood = -28202.871
Iteration 100: (EM) log likelihood = -28201.083
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.8196
Iteration 1: (class) log likelihood = -7371.8196
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29264.839
Iteration 1: (outcome) log likelihood = -28996.021
Iteration 2: (outcome) log likelihood = -28851.488
Iteration 3: (outcome) log likelihood = -28832.054
Iteration 4: (outcome) log likelihood = -28829.166
Iteration 5: (outcome) log likelihood = -28828.682
Iteration 6: (outcome) log likelihood = -28828.603
Iteration 7: (outcome) log likelihood = -28828.584
Iteration 8: (outcome) log likelihood = -28828.58
Iteration 9: (outcome) log likelihood = -28828.579
Iteration 10: (outcome) log likelihood = -28828.579 (not concave)
Iteration 11: (outcome) log likelihood = -28828.579 (not concave)
Iteration 12: (outcome) log likelihood = -28828.579 (not concave)
Iteration 13: (outcome) log likelihood = -28828.579 (not concave)
Iteration 14: (outcome) log likelihood = -28828.579 (not concave)
Iteration 15: (outcome) log likelihood = -28828.579 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36158.337
Iteration 1: (EM) log likelihood = -35998.938
Iteration 2: (EM) log likelihood = -35516.209
Iteration 3: (EM) log likelihood = -34491.138
Iteration 4: (EM) log likelihood = -33348.93
Iteration 5: (EM) log likelihood = -32560.037
Iteration 6: (EM) log likelihood = -32003.982
Iteration 7: (EM) log likelihood = -31556.514
Iteration 8: (EM) log likelihood = -31205.687
Iteration 9: (EM) log likelihood = -30938.29
Iteration 10: (EM) log likelihood = -30726.119
Iteration 11: (EM) log likelihood = -30549.048
Iteration 12: (EM) log likelihood = -30388.425
Iteration 13: (EM) log likelihood = -30235.319
Iteration 14: (EM) log likelihood = -30089.895
Iteration 15: (EM) log likelihood = -29942.597
Iteration 16: (EM) log likelihood = -29793.407
Iteration 17: (EM) log likelihood = -29650.399
Iteration 18: (EM) log likelihood = -29526.988
Iteration 19: (EM) log likelihood = -29426.397
Iteration 20: (EM) log likelihood = -29342.945
Iteration 21: (EM) log likelihood = -29273.917
Iteration 22: (EM) log likelihood = -29210.92
Iteration 23: (EM) log likelihood = -29154.739
Iteration 24: (EM) log likelihood = -29100.736
Iteration 25: (EM) log likelihood = -29048.322
Iteration 26: (EM) log likelihood = -28995.366
Iteration 27: (EM) log likelihood = -28949.597
Iteration 28: (EM) log likelihood = -28901.833
Iteration 29: (EM) log likelihood = -28858.733
Iteration 30: (EM) log likelihood = -28815.144
Iteration 31: (EM) log likelihood = -28774.953
Iteration 32: (EM) log likelihood = -28738.372
Iteration 33: (EM) log likelihood = -28701.342
Iteration 34: (EM) log likelihood = -28668.032
Iteration 35: (EM) log likelihood = -28639.582
Iteration 36: (EM) log likelihood = -28613.602
Iteration 37: (EM) log likelihood = -28588.391
Iteration 38: (EM) log likelihood = -28565.952
Iteration 39: (EM) log likelihood = -28548.998
Iteration 40: (EM) log likelihood = -28531.479
Iteration 41: (EM) log likelihood = -28517.447
Iteration 42: (EM) log likelihood = -28502.238
Iteration 43: (EM) log likelihood = -28488.701
Iteration 44: (EM) log likelihood = -28475.402
Iteration 45: (EM) log likelihood = -28464.061
Iteration 46: (EM) log likelihood = -28454.418
Iteration 47: (EM) log likelihood = -28447.836
Iteration 48: (EM) log likelihood = -28439.791
Iteration 49: (EM) log likelihood = -28433.83
Iteration 50: (EM) log likelihood = -28428.114
Iteration 51: (EM) log likelihood = -28421.134
Iteration 52: (EM) log likelihood = -28415.058
Iteration 53: (EM) log likelihood = -28408.949
Iteration 54: (EM) log likelihood = -28402.904
Iteration 55: (EM) log likelihood = -28397.465
Iteration 56: (EM) log likelihood = -28392.23
Iteration 57: (EM) log likelihood = -28388.378
Iteration 58: (EM) log likelihood = -28383.197
Iteration 59: (EM) log likelihood = -28379.043
Iteration 60: (EM) log likelihood = -28375.039
Iteration 61: (EM) log likelihood = -28371.192
Iteration 62: (EM) log likelihood = -28368.826
Iteration 63: (EM) log likelihood = -28366.02
Iteration 64: (EM) log likelihood = -28362.368
Iteration 65: (EM) log likelihood = -28360.511
Iteration 66: (EM) log likelihood = -28357.289
Iteration 67: (EM) log likelihood = -28354.038
Iteration 68: (EM) log likelihood = -28351.439
Iteration 69: (EM) log likelihood = -28349.793
Iteration 70: (EM) log likelihood = -28348.176
Iteration 71: (EM) log likelihood = -28345.789
Iteration 72: (EM) log likelihood = -28343.746
Iteration 73: (EM) log likelihood = -28341.202
Iteration 74: (EM) log likelihood = -28340.027
Iteration 75: (EM) log likelihood = -28337.738
Iteration 76: (EM) log likelihood = -28334.786
Iteration 77: (EM) log likelihood = -28333.22
Iteration 78: (EM) log likelihood = -28330.839
Iteration 79: (EM) log likelihood = -28329.137
Iteration 80: (EM) log likelihood = -28328.027
Iteration 81: (EM) log likelihood = -28326.098
Iteration 82: (EM) log likelihood = -28324.189
Iteration 83: (EM) log likelihood = -28321.894
Iteration 84: (EM) log likelihood = -28319.428
Iteration 85: (EM) log likelihood = -28317.348
Iteration 86: (EM) log likelihood = -28315.231
Iteration 87: (EM) log likelihood = -28313.458
Iteration 88: (EM) log likelihood = -28311.654
Iteration 89: (EM) log likelihood = -28309.687
Iteration 90: (EM) log likelihood = -28308.361
Iteration 91: (EM) log likelihood = -28306.709
Iteration 92: (EM) log likelihood = -28305.242
Iteration 93: (EM) log likelihood = -28303.352
Iteration 94: (EM) log likelihood = -28300.916
Iteration 95: (EM) log likelihood = -28298.948
Iteration 96: (EM) log likelihood = -28296.413
Iteration 97: (EM) log likelihood = -28294.367
Iteration 98: (EM) log likelihood = -28292.624
Iteration 99: (EM) log likelihood = -28290.531
Iteration 100: (EM) log likelihood = -28288.782
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.2049
Iteration 1: (class) log likelihood = -7368.2049
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30383.752
Iteration 1: (outcome) log likelihood = -29137.33
Iteration 2: (outcome) log likelihood = -28873.664
Iteration 3: (outcome) log likelihood = -28825.849
Iteration 4: (outcome) log likelihood = -28816.461
Iteration 5: (outcome) log likelihood = -28814.235
Iteration 6: (outcome) log likelihood = -28813.791
Iteration 7: (outcome) log likelihood = -28813.695
Iteration 8: (outcome) log likelihood = -28813.673
Iteration 9: (outcome) log likelihood = -28813.668
Iteration 10: (outcome) log likelihood = -28813.667 (not concave)
Iteration 11: (outcome) log likelihood = -28813.667 (not concave)
Iteration 12: (outcome) log likelihood = -28813.667 (not concave)
Iteration 13: (outcome) log likelihood = -28813.667 (not concave)
Iteration 14: (outcome) log likelihood = -28813.667 (not concave)
Iteration 15: (outcome) log likelihood = -28813.667 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36117.492
Iteration 1: (EM) log likelihood = -35892.143
Iteration 2: (EM) log likelihood = -35272.501
Iteration 3: (EM) log likelihood = -34118.782
Iteration 4: (EM) log likelihood = -33027.713
Iteration 5: (EM) log likelihood = -32321.142
Iteration 6: (EM) log likelihood = -31821.342
Iteration 7: (EM) log likelihood = -31407.9
Iteration 8: (EM) log likelihood = -31049.882
Iteration 9: (EM) log likelihood = -30739.165
Iteration 10: (EM) log likelihood = -30471.927
Iteration 11: (EM) log likelihood = -30245.795
Iteration 12: (EM) log likelihood = -30055.8
Iteration 13: (EM) log likelihood = -29898.232
Iteration 14: (EM) log likelihood = -29764.184
Iteration 15: (EM) log likelihood = -29651.825
Iteration 16: (EM) log likelihood = -29552.044
Iteration 17: (EM) log likelihood = -29465.573
Iteration 18: (EM) log likelihood = -29388.18
Iteration 19: (EM) log likelihood = -29311.283
Iteration 20: (EM) log likelihood = -29243.089
Iteration 21: (EM) log likelihood = -29179.974
Iteration 22: (EM) log likelihood = -29118.151
Iteration 23: (EM) log likelihood = -29062.175
Iteration 24: (EM) log likelihood = -29011.391
Iteration 25: (EM) log likelihood = -28966.698
Iteration 26: (EM) log likelihood = -28929.629
Iteration 27: (EM) log likelihood = -28898.186
Iteration 28: (EM) log likelihood = -28871.118
Iteration 29: (EM) log likelihood = -28843.095
Iteration 30: (EM) log likelihood = -28812.757
Iteration 31: (EM) log likelihood = -28787.085
Iteration 32: (EM) log likelihood = -28764.955
Iteration 33: (EM) log likelihood = -28748.748
Iteration 34: (EM) log likelihood = -28733.045
Iteration 35: (EM) log likelihood = -28718.037
Iteration 36: (EM) log likelihood = -28707.574
Iteration 37: (EM) log likelihood = -28701.593
Iteration 38: (EM) log likelihood = -28689.504
Iteration 39: (EM) log likelihood = -28679.558
Iteration 40: (EM) log likelihood = -28669.571
Iteration 41: (EM) log likelihood = -28657.564
Iteration 42: (EM) log likelihood = -28647.568
Iteration 43: (EM) log likelihood = -28639.772
Iteration 44: (EM) log likelihood = -28634.171
Iteration 45: (EM) log likelihood = -28626.657
Iteration 46: (EM) log likelihood = -28620.456
Iteration 47: (EM) log likelihood = -28613.875
Iteration 48: (EM) log likelihood = -28608.342
Iteration 49: (EM) log likelihood = -28602.441
Iteration 50: (EM) log likelihood = -28596.921
Iteration 51: (EM) log likelihood = -28591.204
Iteration 52: (EM) log likelihood = -28585.207
Iteration 53: (EM) log likelihood = -28580.107
Iteration 54: (EM) log likelihood = -28575.108
Iteration 55: (EM) log likelihood = -28570.369
Iteration 56: (EM) log likelihood = -28567.425
Iteration 57: (EM) log likelihood = -28561.401
Iteration 58: (EM) log likelihood = -28555.031
Iteration 59: (EM) log likelihood = -28549.877
Iteration 60: (EM) log likelihood = -28545.35
Iteration 61: (EM) log likelihood = -28541.123
Iteration 62: (EM) log likelihood = -28536.513
Iteration 63: (EM) log likelihood = -28533.068
Iteration 64: (EM) log likelihood = -28529.448
Iteration 65: (EM) log likelihood = -28524.59
Iteration 66: (EM) log likelihood = -28516.32
Iteration 67: (EM) log likelihood = -28510.881
Iteration 68: (EM) log likelihood = -28505.052
Iteration 69: (EM) log likelihood = -28500.207
Iteration 70: (EM) log likelihood = -28495.402
Iteration 71: (EM) log likelihood = -28491.577
Iteration 72: (EM) log likelihood = -28488.028
Iteration 73: (EM) log likelihood = -28482.633
Iteration 74: (EM) log likelihood = -28479.367
Iteration 75: (EM) log likelihood = -28475.554
Iteration 76: (EM) log likelihood = -28472.06
Iteration 77: (EM) log likelihood = -28468.381
Iteration 78: (EM) log likelihood = -28463.138
Iteration 79: (EM) log likelihood = -28459.724
Iteration 80: (EM) log likelihood = -28456.712
Iteration 81: (EM) log likelihood = -28453.115
Iteration 82: (EM) log likelihood = -28449.951
Iteration 83: (EM) log likelihood = -28447.349
Iteration 84: (EM) log likelihood = -28439.093
Iteration 85: (EM) log likelihood = -28435.899
Iteration 86: (EM) log likelihood = -28432.973
Iteration 87: (EM) log likelihood = -28427.805
Iteration 88: (EM) log likelihood = -28424.913
Iteration 89: (EM) log likelihood = -28421.869
Iteration 90: (EM) log likelihood = -28419.321
Iteration 91: (EM) log likelihood = -28416.847
Iteration 92: (EM) log likelihood = -28414.575
Iteration 93: (EM) log likelihood = -28412.35
Iteration 94: (EM) log likelihood = -28408.967
Iteration 95: (EM) log likelihood = -28406.4
Iteration 96: (EM) log likelihood = -28403.444
Iteration 97: (EM) log likelihood = -28400.854
Iteration 98: (EM) log likelihood = -28398.56
Iteration 99: (EM) log likelihood = -28394.989
Iteration 100: (EM) log likelihood = -28392.993
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.242
Iteration 1: (class) log likelihood = -7369.242
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29769.305
Iteration 1: (outcome) log likelihood = -29116.17
Iteration 2: (outcome) log likelihood = -28889.866
Iteration 3: (outcome) log likelihood = -28848.999
Iteration 4: (outcome) log likelihood = -28842.744
Iteration 5: (outcome) log likelihood = -28841.539
Iteration 6: (outcome) log likelihood = -28841.243
Iteration 7: (outcome) log likelihood = -28841.183
Iteration 8: (outcome) log likelihood = -28841.171
Iteration 9: (outcome) log likelihood = -28841.168
Iteration 10: (outcome) log likelihood = -28841.167 (not concave)
Iteration 11: (outcome) log likelihood = -28841.167 (not concave)
Iteration 12: (outcome) log likelihood = -28841.167 (not concave)
Iteration 13: (outcome) log likelihood = -28841.167 (not concave)
Iteration 14: (outcome) log likelihood = -28841.167 (not concave)
Iteration 15: (outcome) log likelihood = -28841.167 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36175.94
Iteration 1: (EM) log likelihood = -36048.424
Iteration 2: (EM) log likelihood = -35701.216
Iteration 3: (EM) log likelihood = -34920.753
Iteration 4: (EM) log likelihood = -33742.833
Iteration 5: (EM) log likelihood = -32690.598
Iteration 6: (EM) log likelihood = -31972.293
Iteration 7: (EM) log likelihood = -31503.912
Iteration 8: (EM) log likelihood = -31151
Iteration 9: (EM) log likelihood = -30843.761
Iteration 10: (EM) log likelihood = -30558.671
Iteration 11: (EM) log likelihood = -30288.028
Iteration 12: (EM) log likelihood = -30035.824
Iteration 13: (EM) log likelihood = -29819.513
Iteration 14: (EM) log likelihood = -29643.867
Iteration 15: (EM) log likelihood = -29502.813
Iteration 16: (EM) log likelihood = -29386.862
Iteration 17: (EM) log likelihood = -29290.803
Iteration 18: (EM) log likelihood = -29208.188
Iteration 19: (EM) log likelihood = -29135.529
Iteration 20: (EM) log likelihood = -29065.309
Iteration 21: (EM) log likelihood = -29001.442
Iteration 22: (EM) log likelihood = -28942.379
Iteration 23: (EM) log likelihood = -28882.606
Iteration 24: (EM) log likelihood = -28826.002
Iteration 25: (EM) log likelihood = -28770.566
Iteration 26: (EM) log likelihood = -28717.731
Iteration 27: (EM) log likelihood = -28667.24
Iteration 28: (EM) log likelihood = -28622.841
Iteration 29: (EM) log likelihood = -28583.238
Iteration 30: (EM) log likelihood = -28550.397
Iteration 31: (EM) log likelihood = -28519.777
Iteration 32: (EM) log likelihood = -28488.326
Iteration 33: (EM) log likelihood = -28463.757
Iteration 34: (EM) log likelihood = -28441.108
Iteration 35: (EM) log likelihood = -28419.029
Iteration 36: (EM) log likelihood = -28400.148
Iteration 37: (EM) log likelihood = -28386.454
Iteration 38: (EM) log likelihood = -28375.195
Iteration 39: (EM) log likelihood = -28362.752
Iteration 40: (EM) log likelihood = -28353.688
Iteration 41: (EM) log likelihood = -28343.761
Iteration 42: (EM) log likelihood = -28336.173
Iteration 43: (EM) log likelihood = -28328.145
Iteration 44: (EM) log likelihood = -28323.496
Iteration 45: (EM) log likelihood = -28316.656
Iteration 46: (EM) log likelihood = -28308.252
Iteration 47: (EM) log likelihood = -28300.869
Iteration 48: (EM) log likelihood = -28293.674
Iteration 49: (EM) log likelihood = -28287.543
Iteration 50: (EM) log likelihood = -28280.089
Iteration 51: (EM) log likelihood = -28272.527
Iteration 52: (EM) log likelihood = -28266.588
Iteration 53: (EM) log likelihood = -28260.034
Iteration 54: (EM) log likelihood = -28255.182
Iteration 55: (EM) log likelihood = -28249.495
Iteration 56: (EM) log likelihood = -28244.607
Iteration 57: (EM) log likelihood = -28240.067
Iteration 58: (EM) log likelihood = -28235.427
Iteration 59: (EM) log likelihood = -28232.052
Iteration 60: (EM) log likelihood = -28227.57
Iteration 61: (EM) log likelihood = -28224.152
Iteration 62: (EM) log likelihood = -28220.166
Iteration 63: (EM) log likelihood = -28216.158
Iteration 64: (EM) log likelihood = -28212.533
Iteration 65: (EM) log likelihood = -28209.142
Iteration 66: (EM) log likelihood = -28205.839
Iteration 67: (EM) log likelihood = -28201.899
Iteration 68: (EM) log likelihood = -28198.212
Iteration 69: (EM) log likelihood = -28195.719
Iteration 70: (EM) log likelihood = -28192.325
Iteration 71: (EM) log likelihood = -28189.497
Iteration 72: (EM) log likelihood = -28186.881
Iteration 73: (EM) log likelihood = -28184.634
Iteration 74: (EM) log likelihood = -28182.223
Iteration 75: (EM) log likelihood = -28180.492
Iteration 76: (EM) log likelihood = -28178.531
Iteration 77: (EM) log likelihood = -28177.343
Iteration 78: (EM) log likelihood = -28175.243
Iteration 79: (EM) log likelihood = -28173.463
Iteration 80: (EM) log likelihood = -28171.299
Iteration 81: (EM) log likelihood = -28169.663
Iteration 82: (EM) log likelihood = -28167.866
Iteration 83: (EM) log likelihood = -28165.802
Iteration 84: (EM) log likelihood = -28163.847
Iteration 85: (EM) log likelihood = -28162.051
Iteration 86: (EM) log likelihood = -28159.697
Iteration 87: (EM) log likelihood = -28158.447
Iteration 88: (EM) log likelihood = -28157.423
Iteration 89: (EM) log likelihood = -28155.985
Iteration 90: (EM) log likelihood = -28154.499
Iteration 91: (EM) log likelihood = -28153.418
Iteration 92: (EM) log likelihood = -28151.683
Iteration 93: (EM) log likelihood = -28150.792
Iteration 94: (EM) log likelihood = -28149.926
Iteration 95: (EM) log likelihood = -28149.338
Iteration 96: (EM) log likelihood = -28147.775
Iteration 97: (EM) log likelihood = -28146.543
Iteration 98: (EM) log likelihood = -28145.302
Iteration 99: (EM) log likelihood = -28143.998
Iteration 100: (EM) log likelihood = -28142.738
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7366.5446
Iteration 1: (class) log likelihood = -7366.5446
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29892.985
Iteration 1: (outcome) log likelihood = -29035.55
Iteration 2: (outcome) log likelihood = -28883.445
Iteration 3: (outcome) log likelihood = -28851.284
Iteration 4: (outcome) log likelihood = -28845.534
Iteration 5: (outcome) log likelihood = -28844.201
Iteration 6: (outcome) log likelihood = -28843.922
Iteration 7: (outcome) log likelihood = -28843.882
Iteration 8: (outcome) log likelihood = -28843.877
Iteration 9: (outcome) log likelihood = -28843.876 (not concave)
Iteration 10: (outcome) log likelihood = -28843.876 (not concave)
Iteration 11: (outcome) log likelihood = -28843.876 (not concave)
Iteration 12: (outcome) log likelihood = -28843.876 (not concave)
Iteration 13: (outcome) log likelihood = -28843.876 (not concave)
Iteration 14: (outcome) log likelihood = -28843.876 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36178.214
Iteration 1: (EM) log likelihood = -36063.468
Iteration 2: (EM) log likelihood = -35724.465
Iteration 3: (EM) log likelihood = -34841.146
Iteration 4: (EM) log likelihood = -33613.869
Iteration 5: (EM) log likelihood = -32752.914
Iteration 6: (EM) log likelihood = -32226.447
Iteration 7: (EM) log likelihood = -31803.175
Iteration 8: (EM) log likelihood = -31407.244
Iteration 9: (EM) log likelihood = -31064.406
Iteration 10: (EM) log likelihood = -30795.239
Iteration 11: (EM) log likelihood = -30589.051
Iteration 12: (EM) log likelihood = -30425.218
Iteration 13: (EM) log likelihood = -30280.901
Iteration 14: (EM) log likelihood = -30152.679
Iteration 15: (EM) log likelihood = -30026.572
Iteration 16: (EM) log likelihood = -29898.82
Iteration 17: (EM) log likelihood = -29771.542
Iteration 18: (EM) log likelihood = -29649.859
Iteration 19: (EM) log likelihood = -29537.288
Iteration 20: (EM) log likelihood = -29435.37
Iteration 21: (EM) log likelihood = -29347.635
Iteration 22: (EM) log likelihood = -29270.704
Iteration 23: (EM) log likelihood = -29203.636
Iteration 24: (EM) log likelihood = -29144.342
Iteration 25: (EM) log likelihood = -29094.046
Iteration 26: (EM) log likelihood = -29047.846
Iteration 27: (EM) log likelihood = -29006.288
Iteration 28: (EM) log likelihood = -28972.887
Iteration 29: (EM) log likelihood = -28943.296
Iteration 30: (EM) log likelihood = -28918.122
Iteration 31: (EM) log likelihood = -28895.949
Iteration 32: (EM) log likelihood = -28875.995
Iteration 33: (EM) log likelihood = -28857.148
Iteration 34: (EM) log likelihood = -28839.409
Iteration 35: (EM) log likelihood = -28823.298
Iteration 36: (EM) log likelihood = -28808.71
Iteration 37: (EM) log likelihood = -28794.968
Iteration 38: (EM) log likelihood = -28779.863
Iteration 39: (EM) log likelihood = -28767.402
Iteration 40: (EM) log likelihood = -28755.181
Iteration 41: (EM) log likelihood = -28744.348
Iteration 42: (EM) log likelihood = -28733.465
Iteration 43: (EM) log likelihood = -28724.253
Iteration 44: (EM) log likelihood = -28713.607
Iteration 45: (EM) log likelihood = -28704.931
Iteration 46: (EM) log likelihood = -28697.487
Iteration 47: (EM) log likelihood = -28690.24
Iteration 48: (EM) log likelihood = -28683.997
Iteration 49: (EM) log likelihood = -28677.889
Iteration 50: (EM) log likelihood = -28672.497
Iteration 51: (EM) log likelihood = -28665.93
Iteration 52: (EM) log likelihood = -28660.46
Iteration 53: (EM) log likelihood = -28655.035
Iteration 54: (EM) log likelihood = -28651.204
Iteration 55: (EM) log likelihood = -28647.317
Iteration 56: (EM) log likelihood = -28642.896
Iteration 57: (EM) log likelihood = -28638.075
Iteration 58: (EM) log likelihood = -28634.256
Iteration 59: (EM) log likelihood = -28629.577
Iteration 60: (EM) log likelihood = -28625.448
Iteration 61: (EM) log likelihood = -28619.23
Iteration 62: (EM) log likelihood = -28616.05
Iteration 63: (EM) log likelihood = -28611.51
Iteration 64: (EM) log likelihood = -28606.54
Iteration 65: (EM) log likelihood = -28603.13
Iteration 66: (EM) log likelihood = -28599.884
Iteration 67: (EM) log likelihood = -28595.57
Iteration 68: (EM) log likelihood = -28589.315
Iteration 69: (EM) log likelihood = -28585.82
Iteration 70: (EM) log likelihood = -28582.361
Iteration 71: (EM) log likelihood = -28579.845
Iteration 72: (EM) log likelihood = -28577.927
Iteration 73: (EM) log likelihood = -28575.472
Iteration 74: (EM) log likelihood = -28573.035
Iteration 75: (EM) log likelihood = -28570.071
Iteration 76: (EM) log likelihood = -28566.998
Iteration 77: (EM) log likelihood = -28564.918
Iteration 78: (EM) log likelihood = -28562.863
Iteration 79: (EM) log likelihood = -28558.652
Iteration 80: (EM) log likelihood = -28556.766
Iteration 81: (EM) log likelihood = -28554.335
Iteration 82: (EM) log likelihood = -28551.889
Iteration 83: (EM) log likelihood = -28549.773
Iteration 84: (EM) log likelihood = -28547.932
Iteration 85: (EM) log likelihood = -28546.089
Iteration 86: (EM) log likelihood = -28544.345
Iteration 87: (EM) log likelihood = -28542.658
Iteration 88: (EM) log likelihood = -28538.402
Iteration 89: (EM) log likelihood = -28537.184
Iteration 90: (EM) log likelihood = -28535.453
Iteration 91: (EM) log likelihood = -28533.856
Iteration 92: (EM) log likelihood = -28532.838
Iteration 93: (EM) log likelihood = -28531.959
Iteration 94: (EM) log likelihood = -28530.987
Iteration 95: (EM) log likelihood = -28529.646
Iteration 96: (EM) log likelihood = -28528.787
Iteration 97: (EM) log likelihood = -28527.768
Iteration 98: (EM) log likelihood = -28526.831
Iteration 99: (EM) log likelihood = -28525.798
Iteration 100: (EM) log likelihood = -28524.794
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.1333
Iteration 1: (class) log likelihood = -7371.1333
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29628.963
Iteration 1: (outcome) log likelihood = -29088.031
Iteration 2: (outcome) log likelihood = -28872.857
Iteration 3: (outcome) log likelihood = -28845.64
Iteration 4: (outcome) log likelihood = -28840.412
Iteration 5: (outcome) log likelihood = -28839.48
Iteration 6: (outcome) log likelihood = -28839.325
Iteration 7: (outcome) log likelihood = -28839.288
Iteration 8: (outcome) log likelihood = -28839.28
Iteration 9: (outcome) log likelihood = -28839.278 (not concave)
Iteration 10: (outcome) log likelihood = -28839.278 (not concave)
Iteration 11: (outcome) log likelihood = -28839.278 (not concave)
Iteration 12: (outcome) log likelihood = -28839.278 (not concave)
Iteration 13: (outcome) log likelihood = -28839.278 (not concave)
Iteration 14: (outcome) log likelihood = -28839.278 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36140.159
Iteration 1: (EM) log likelihood = -35920.864
Iteration 2: (EM) log likelihood = -35325.209
Iteration 3: (EM) log likelihood = -34243.338
Iteration 4: (EM) log likelihood = -33160.273
Iteration 5: (EM) log likelihood = -32379.549
Iteration 6: (EM) log likelihood = -31816.416
Iteration 7: (EM) log likelihood = -31406.364
Iteration 8: (EM) log likelihood = -31095.668
Iteration 9: (EM) log likelihood = -30839.587
Iteration 10: (EM) log likelihood = -30614.093
Iteration 11: (EM) log likelihood = -30409.188
Iteration 12: (EM) log likelihood = -30223.766
Iteration 13: (EM) log likelihood = -30063.231
Iteration 14: (EM) log likelihood = -29915.022
Iteration 15: (EM) log likelihood = -29782.764
Iteration 16: (EM) log likelihood = -29672.805
Iteration 17: (EM) log likelihood = -29582.537
Iteration 18: (EM) log likelihood = -29505.223
Iteration 19: (EM) log likelihood = -29440.708
Iteration 20: (EM) log likelihood = -29384.277
Iteration 21: (EM) log likelihood = -29332.902
Iteration 22: (EM) log likelihood = -29285.039
Iteration 23: (EM) log likelihood = -29244.813
Iteration 24: (EM) log likelihood = -29207.965
Iteration 25: (EM) log likelihood = -29173.529
Iteration 26: (EM) log likelihood = -29137.732
Iteration 27: (EM) log likelihood = -29102.51
Iteration 28: (EM) log likelihood = -29068.585
Iteration 29: (EM) log likelihood = -29040.3
Iteration 30: (EM) log likelihood = -29011.227
Iteration 31: (EM) log likelihood = -28983.965
Iteration 32: (EM) log likelihood = -28959.7
Iteration 33: (EM) log likelihood = -28935.203
Iteration 34: (EM) log likelihood = -28911.535
Iteration 35: (EM) log likelihood = -28889.078
Iteration 36: (EM) log likelihood = -28867.267
Iteration 37: (EM) log likelihood = -28845.767
Iteration 38: (EM) log likelihood = -28825.685
Iteration 39: (EM) log likelihood = -28809.117
Iteration 40: (EM) log likelihood = -28793.576
Iteration 41: (EM) log likelihood = -28779.996
Iteration 42: (EM) log likelihood = -28768.695
Iteration 43: (EM) log likelihood = -28755.848
Iteration 44: (EM) log likelihood = -28744.125
Iteration 45: (EM) log likelihood = -28733.472
Iteration 46: (EM) log likelihood = -28722.763
Iteration 47: (EM) log likelihood = -28710.429
Iteration 48: (EM) log likelihood = -28696.676
Iteration 49: (EM) log likelihood = -28683.248
Iteration 50: (EM) log likelihood = -28670.833
Iteration 51: (EM) log likelihood = -28658.896
Iteration 52: (EM) log likelihood = -28648.032
Iteration 53: (EM) log likelihood = -28637.449
Iteration 54: (EM) log likelihood = -28627.592
Iteration 55: (EM) log likelihood = -28617.29
Iteration 56: (EM) log likelihood = -28606.781
Iteration 57: (EM) log likelihood = -28596.535
Iteration 58: (EM) log likelihood = -28587.396
Iteration 59: (EM) log likelihood = -28578.542
Iteration 60: (EM) log likelihood = -28568.81
Iteration 61: (EM) log likelihood = -28558.519
Iteration 62: (EM) log likelihood = -28548.247
Iteration 63: (EM) log likelihood = -28536.939
Iteration 64: (EM) log likelihood = -28526.992
Iteration 65: (EM) log likelihood = -28517.556
Iteration 66: (EM) log likelihood = -28509.633
Iteration 67: (EM) log likelihood = -28500.385
Iteration 68: (EM) log likelihood = -28489.4
Iteration 69: (EM) log likelihood = -28479.339
Iteration 70: (EM) log likelihood = -28469.736
Iteration 71: (EM) log likelihood = -28461.849
Iteration 72: (EM) log likelihood = -28452.377
Iteration 73: (EM) log likelihood = -28443.26
Iteration 74: (EM) log likelihood = -28434.441
Iteration 75: (EM) log likelihood = -28425.696
Iteration 76: (EM) log likelihood = -28414.544
Iteration 77: (EM) log likelihood = -28406.622
Iteration 78: (EM) log likelihood = -28398.682
Iteration 79: (EM) log likelihood = -28390.437
Iteration 80: (EM) log likelihood = -28383.532
Iteration 81: (EM) log likelihood = -28376.369
Iteration 82: (EM) log likelihood = -28368.097
Iteration 83: (EM) log likelihood = -28359.81
Iteration 84: (EM) log likelihood = -28352.152
Iteration 85: (EM) log likelihood = -28345.241
Iteration 86: (EM) log likelihood = -28339.774
Iteration 87: (EM) log likelihood = -28332.886
Iteration 88: (EM) log likelihood = -28327.652
Iteration 89: (EM) log likelihood = -28321.581
Iteration 90: (EM) log likelihood = -28315.285
Iteration 91: (EM) log likelihood = -28310.997
Iteration 92: (EM) log likelihood = -28306.454
Iteration 93: (EM) log likelihood = -28300.876
Iteration 94: (EM) log likelihood = -28295.728
Iteration 95: (EM) log likelihood = -28289.032
Iteration 96: (EM) log likelihood = -28284.061
Iteration 97: (EM) log likelihood = -28278.787
Iteration 98: (EM) log likelihood = -28271.795
Iteration 99: (EM) log likelihood = -28265.398
Iteration 100: (EM) log likelihood = -28259.352
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0027
Iteration 1: (class) log likelihood = -7371.0027
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29614.157
Iteration 1: (outcome) log likelihood = -29037.582
Iteration 2: (outcome) log likelihood = -28862.372
Iteration 3: (outcome) log likelihood = -28832.021
Iteration 4: (outcome) log likelihood = -28827.39
Iteration 5: (outcome) log likelihood = -28826.463
Iteration 6: (outcome) log likelihood = -28826.26
Iteration 7: (outcome) log likelihood = -28826.215
Iteration 8: (outcome) log likelihood = -28826.207
Iteration 9: (outcome) log likelihood = -28826.206 (not concave)
Iteration 10: (outcome) log likelihood = -28826.206 (not concave)
Iteration 11: (outcome) log likelihood = -28826.206 (not concave)
Iteration 12: (outcome) log likelihood = -28826.206 (not concave)
Iteration 13: (outcome) log likelihood = -28826.206 (not concave)
Iteration 14: (outcome) log likelihood = -28826.206 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36147.873
Iteration 1: (EM) log likelihood = -35983.614
Iteration 2: (EM) log likelihood = -35547.027
Iteration 3: (EM) log likelihood = -34712.726
Iteration 4: (EM) log likelihood = -33661.774
Iteration 5: (EM) log likelihood = -32686.6
Iteration 6: (EM) log likelihood = -31900.399
Iteration 7: (EM) log likelihood = -31335.458
Iteration 8: (EM) log likelihood = -30923.557
Iteration 9: (EM) log likelihood = -30593.43
Iteration 10: (EM) log likelihood = -30314.813
Iteration 11: (EM) log likelihood = -30084.192
Iteration 12: (EM) log likelihood = -29906.81
Iteration 13: (EM) log likelihood = -29769.011
Iteration 14: (EM) log likelihood = -29660.273
Iteration 15: (EM) log likelihood = -29573.043
Iteration 16: (EM) log likelihood = -29500.085
Iteration 17: (EM) log likelihood = -29436.796
Iteration 18: (EM) log likelihood = -29383.596
Iteration 19: (EM) log likelihood = -29335.996
Iteration 20: (EM) log likelihood = -29290.38
Iteration 21: (EM) log likelihood = -29251.537
Iteration 22: (EM) log likelihood = -29212.316
Iteration 23: (EM) log likelihood = -29178.875
Iteration 24: (EM) log likelihood = -29146.046
Iteration 25: (EM) log likelihood = -29109.988
Iteration 26: (EM) log likelihood = -29075.572
Iteration 27: (EM) log likelihood = -29046.391
Iteration 28: (EM) log likelihood = -29017.901
Iteration 29: (EM) log likelihood = -28991.029
Iteration 30: (EM) log likelihood = -28964.669
Iteration 31: (EM) log likelihood = -28938.011
Iteration 32: (EM) log likelihood = -28913.541
Iteration 33: (EM) log likelihood = -28889.34
Iteration 34: (EM) log likelihood = -28866.437
Iteration 35: (EM) log likelihood = -28844.055
Iteration 36: (EM) log likelihood = -28822.576
Iteration 37: (EM) log likelihood = -28801.483
Iteration 38: (EM) log likelihood = -28781.369
Iteration 39: (EM) log likelihood = -28761.962
Iteration 40: (EM) log likelihood = -28745.263
Iteration 41: (EM) log likelihood = -28727.963
Iteration 42: (EM) log likelihood = -28712.115
Iteration 43: (EM) log likelihood = -28695.646
Iteration 44: (EM) log likelihood = -28680.294
Iteration 45: (EM) log likelihood = -28667.134
Iteration 46: (EM) log likelihood = -28652.807
Iteration 47: (EM) log likelihood = -28638.922
Iteration 48: (EM) log likelihood = -28626.682
Iteration 49: (EM) log likelihood = -28615.644
Iteration 50: (EM) log likelihood = -28608.063
Iteration 51: (EM) log likelihood = -28599.163
Iteration 52: (EM) log likelihood = -28591.68
Iteration 53: (EM) log likelihood = -28584.129
Iteration 54: (EM) log likelihood = -28573.696
Iteration 55: (EM) log likelihood = -28561.17
Iteration 56: (EM) log likelihood = -28547.564
Iteration 57: (EM) log likelihood = -28534.743
Iteration 58: (EM) log likelihood = -28524.143
Iteration 59: (EM) log likelihood = -28514.503
Iteration 60: (EM) log likelihood = -28506.409
Iteration 61: (EM) log likelihood = -28499.609
Iteration 62: (EM) log likelihood = -28493.045
Iteration 63: (EM) log likelihood = -28487.997
Iteration 64: (EM) log likelihood = -28483.088
Iteration 65: (EM) log likelihood = -28477.712
Iteration 66: (EM) log likelihood = -28472.72
Iteration 67: (EM) log likelihood = -28467.985
Iteration 68: (EM) log likelihood = -28463.486
Iteration 69: (EM) log likelihood = -28457.45
Iteration 70: (EM) log likelihood = -28453.127
Iteration 71: (EM) log likelihood = -28449.821
Iteration 72: (EM) log likelihood = -28447.224
Iteration 73: (EM) log likelihood = -28445.334
Iteration 74: (EM) log likelihood = -28441.634
Iteration 75: (EM) log likelihood = -28437.44
Iteration 76: (EM) log likelihood = -28434.868
Iteration 77: (EM) log likelihood = -28432.88
Iteration 78: (EM) log likelihood = -28430.957
Iteration 79: (EM) log likelihood = -28429.549
Iteration 80: (EM) log likelihood = -28427.986
Iteration 81: (EM) log likelihood = -28425.927
Iteration 82: (EM) log likelihood = -28422.612
Iteration 83: (EM) log likelihood = -28419.756
Iteration 84: (EM) log likelihood = -28416.176
Iteration 85: (EM) log likelihood = -28414.593
Iteration 86: (EM) log likelihood = -28412.266
Iteration 87: (EM) log likelihood = -28408.789
Iteration 88: (EM) log likelihood = -28406.074
Iteration 89: (EM) log likelihood = -28403.923
Iteration 90: (EM) log likelihood = -28402.105
Iteration 91: (EM) log likelihood = -28400.133
Iteration 92: (EM) log likelihood = -28398.202
Iteration 93: (EM) log likelihood = -28396.698
Iteration 94: (EM) log likelihood = -28394.916
Iteration 95: (EM) log likelihood = -28393.825
Iteration 96: (EM) log likelihood = -28392.852
Iteration 97: (EM) log likelihood = -28391.273
Iteration 98: (EM) log likelihood = -28389.808
Iteration 99: (EM) log likelihood = -28388.78
Iteration 100: (EM) log likelihood = -28387.423
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7365.4457
Iteration 1: (class) log likelihood = -7365.4457
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29286.881
Iteration 1: (outcome) log likelihood = -29055.116
Iteration 2: (outcome) log likelihood = -28853
Iteration 3: (outcome) log likelihood = -28829.829
Iteration 4: (outcome) log likelihood = -28826.411
Iteration 5: (outcome) log likelihood = -28825.979
Iteration 6: (outcome) log likelihood = -28825.889
Iteration 7: (outcome) log likelihood = -28825.87
Iteration 8: (outcome) log likelihood = -28825.865
Iteration 9: (outcome) log likelihood = -28825.864
Iteration 10: (outcome) log likelihood = -28825.864 (not concave)
Iteration 11: (outcome) log likelihood = -28825.864 (not concave)
Iteration 12: (outcome) log likelihood = -28825.864 (not concave)
Iteration 13: (outcome) log likelihood = -28825.864 (not concave)
Iteration 14: (outcome) log likelihood = -28825.864 (not concave)
Iteration 15: (outcome) log likelihood = -28825.864 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36137.421
Iteration 1: (EM) log likelihood = -35956.604
Iteration 2: (EM) log likelihood = -35519.803
Iteration 3: (EM) log likelihood = -34619.151
Iteration 4: (EM) log likelihood = -33295.046
Iteration 5: (EM) log likelihood = -32210.75
Iteration 6: (EM) log likelihood = -31529.819
Iteration 7: (EM) log likelihood = -31118.361
Iteration 8: (EM) log likelihood = -30850.527
Iteration 9: (EM) log likelihood = -30653.908
Iteration 10: (EM) log likelihood = -30485.761
Iteration 11: (EM) log likelihood = -30324.391
Iteration 12: (EM) log likelihood = -30163.021
Iteration 13: (EM) log likelihood = -30005.803
Iteration 14: (EM) log likelihood = -29852.852
Iteration 15: (EM) log likelihood = -29721.462
Iteration 16: (EM) log likelihood = -29602.925
Iteration 17: (EM) log likelihood = -29488.845
Iteration 18: (EM) log likelihood = -29391.485
Iteration 19: (EM) log likelihood = -29304.92
Iteration 20: (EM) log likelihood = -29218.486
Iteration 21: (EM) log likelihood = -29142.619
Iteration 22: (EM) log likelihood = -29071.671
Iteration 23: (EM) log likelihood = -29005.938
Iteration 24: (EM) log likelihood = -28947.95
Iteration 25: (EM) log likelihood = -28898.185
Iteration 26: (EM) log likelihood = -28854.13
Iteration 27: (EM) log likelihood = -28816.154
Iteration 28: (EM) log likelihood = -28781.476
Iteration 29: (EM) log likelihood = -28749.283
Iteration 30: (EM) log likelihood = -28721.088
Iteration 31: (EM) log likelihood = -28696.912
Iteration 32: (EM) log likelihood = -28675.126
Iteration 33: (EM) log likelihood = -28656.692
Iteration 34: (EM) log likelihood = -28640.832
Iteration 35: (EM) log likelihood = -28627.231
Iteration 36: (EM) log likelihood = -28615.243
Iteration 37: (EM) log likelihood = -28605.161
Iteration 38: (EM) log likelihood = -28597.178
Iteration 39: (EM) log likelihood = -28589.975
Iteration 40: (EM) log likelihood = -28583.255
Iteration 41: (EM) log likelihood = -28577.97
Iteration 42: (EM) log likelihood = -28572.725
Iteration 43: (EM) log likelihood = -28567.797
Iteration 44: (EM) log likelihood = -28562.547
Iteration 45: (EM) log likelihood = -28556.42
Iteration 46: (EM) log likelihood = -28550.24
Iteration 47: (EM) log likelihood = -28544.65
Iteration 48: (EM) log likelihood = -28538.578
Iteration 49: (EM) log likelihood = -28533.227
Iteration 50: (EM) log likelihood = -28526.719
Iteration 51: (EM) log likelihood = -28520.395
Iteration 52: (EM) log likelihood = -28513.594
Iteration 53: (EM) log likelihood = -28505.594
Iteration 54: (EM) log likelihood = -28498.125
Iteration 55: (EM) log likelihood = -28490.327
Iteration 56: (EM) log likelihood = -28482.128
Iteration 57: (EM) log likelihood = -28474.397
Iteration 58: (EM) log likelihood = -28467.184
Iteration 59: (EM) log likelihood = -28460.602
Iteration 60: (EM) log likelihood = -28454.748
Iteration 61: (EM) log likelihood = -28450.09
Iteration 62: (EM) log likelihood = -28446.113
Iteration 63: (EM) log likelihood = -28440.838
Iteration 64: (EM) log likelihood = -28437.342
Iteration 65: (EM) log likelihood = -28433.336
Iteration 66: (EM) log likelihood = -28430.57
Iteration 67: (EM) log likelihood = -28427.774
Iteration 68: (EM) log likelihood = -28424.094
Iteration 69: (EM) log likelihood = -28421.666
Iteration 70: (EM) log likelihood = -28418.474
Iteration 71: (EM) log likelihood = -28415.977
Iteration 72: (EM) log likelihood = -28413.337
Iteration 73: (EM) log likelihood = -28409.797
Iteration 74: (EM) log likelihood = -28406.592
Iteration 75: (EM) log likelihood = -28403.331
Iteration 76: (EM) log likelihood = -28400.705
Iteration 77: (EM) log likelihood = -28397.108
Iteration 78: (EM) log likelihood = -28394.487
Iteration 79: (EM) log likelihood = -28391.299
Iteration 80: (EM) log likelihood = -28386.452
Iteration 81: (EM) log likelihood = -28382.535
Iteration 82: (EM) log likelihood = -28378.649
Iteration 83: (EM) log likelihood = -28373.828
Iteration 84: (EM) log likelihood = -28368.98
Iteration 85: (EM) log likelihood = -28363.415
Iteration 86: (EM) log likelihood = -28357.507
Iteration 87: (EM) log likelihood = -28350.632
Iteration 88: (EM) log likelihood = -28341.257
Iteration 89: (EM) log likelihood = -28331.218
Iteration 90: (EM) log likelihood = -28321.892
Iteration 91: (EM) log likelihood = -28310.987
Iteration 92: (EM) log likelihood = -28302.046
Iteration 93: (EM) log likelihood = -28292.276
Iteration 94: (EM) log likelihood = -28283.173
Iteration 95: (EM) log likelihood = -28273.734
Iteration 96: (EM) log likelihood = -28265.089
Iteration 97: (EM) log likelihood = -28257.94
Iteration 98: (EM) log likelihood = -28249.893
Iteration 99: (EM) log likelihood = -28242.227
Iteration 100: (EM) log likelihood = -28236.591
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.497
Iteration 1: (class) log likelihood = -7370.497
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29729.074
Iteration 1: (outcome) log likelihood = -29034.483
Iteration 2: (outcome) log likelihood = -28858.237
Iteration 3: (outcome) log likelihood = -28825.825
Iteration 4: (outcome) log likelihood = -28820.062
Iteration 5: (outcome) log likelihood = -28818.818
Iteration 6: (outcome) log likelihood = -28818.553
Iteration 7: (outcome) log likelihood = -28818.496
Iteration 8: (outcome) log likelihood = -28818.484
Iteration 9: (outcome) log likelihood = -28818.481
Iteration 10: (outcome) log likelihood = -28818.48 (not concave)
Iteration 11: (outcome) log likelihood = -28818.48 (not concave)
Iteration 12: (outcome) log likelihood = -28818.48 (not concave)
Iteration 13: (outcome) log likelihood = -28818.48 (not concave)
Iteration 14: (outcome) log likelihood = -28818.48 (not concave)
Iteration 15: (outcome) log likelihood = -28818.48 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36110.095
Iteration 1: (EM) log likelihood = -35866.132
Iteration 2: (EM) log likelihood = -35159.191
Iteration 3: (EM) log likelihood = -33832.428
Iteration 4: (EM) log likelihood = -32665.343
Iteration 5: (EM) log likelihood = -31971.17
Iteration 6: (EM) log likelihood = -31562.701
Iteration 7: (EM) log likelihood = -31269.72
Iteration 8: (EM) log likelihood = -31021.327
Iteration 9: (EM) log likelihood = -30786.956
Iteration 10: (EM) log likelihood = -30556.092
Iteration 11: (EM) log likelihood = -30326.634
Iteration 12: (EM) log likelihood = -30104.361
Iteration 13: (EM) log likelihood = -29915.367
Iteration 14: (EM) log likelihood = -29749.055
Iteration 15: (EM) log likelihood = -29608.02
Iteration 16: (EM) log likelihood = -29498.919
Iteration 17: (EM) log likelihood = -29402.808
Iteration 18: (EM) log likelihood = -29324.718
Iteration 19: (EM) log likelihood = -29257.89
Iteration 20: (EM) log likelihood = -29202.077
Iteration 21: (EM) log likelihood = -29154.692
Iteration 22: (EM) log likelihood = -29113.702
Iteration 23: (EM) log likelihood = -29078.179
Iteration 24: (EM) log likelihood = -29046.161
Iteration 25: (EM) log likelihood = -29016.895
Iteration 26: (EM) log likelihood = -28987.85
Iteration 27: (EM) log likelihood = -28963.388
Iteration 28: (EM) log likelihood = -28940.791
Iteration 29: (EM) log likelihood = -28919.901
Iteration 30: (EM) log likelihood = -28899.461
Iteration 31: (EM) log likelihood = -28880.213
Iteration 32: (EM) log likelihood = -28865.085
Iteration 33: (EM) log likelihood = -28853.441
Iteration 34: (EM) log likelihood = -28843.212
Iteration 35: (EM) log likelihood = -28833.955
Iteration 36: (EM) log likelihood = -28824.355
Iteration 37: (EM) log likelihood = -28813.908
Iteration 38: (EM) log likelihood = -28806.51
Iteration 39: (EM) log likelihood = -28799.106
Iteration 40: (EM) log likelihood = -28789.627
Iteration 41: (EM) log likelihood = -28783.304
Iteration 42: (EM) log likelihood = -28777.266
Iteration 43: (EM) log likelihood = -28771.048
Iteration 44: (EM) log likelihood = -28765.774
Iteration 45: (EM) log likelihood = -28760.436
Iteration 46: (EM) log likelihood = -28755.234
Iteration 47: (EM) log likelihood = -28749.295
Iteration 48: (EM) log likelihood = -28743.706
Iteration 49: (EM) log likelihood = -28738.613
Iteration 50: (EM) log likelihood = -28734.048
Iteration 51: (EM) log likelihood = -28729.848
Iteration 52: (EM) log likelihood = -28725.8
Iteration 53: (EM) log likelihood = -28722.159
Iteration 54: (EM) log likelihood = -28719.132
Iteration 55: (EM) log likelihood = -28715.921
Iteration 56: (EM) log likelihood = -28712.131
Iteration 57: (EM) log likelihood = -28708.091
Iteration 58: (EM) log likelihood = -28704.707
Iteration 59: (EM) log likelihood = -28701.459
Iteration 60: (EM) log likelihood = -28698.598
Iteration 61: (EM) log likelihood = -28696.09
Iteration 62: (EM) log likelihood = -28693.633
Iteration 63: (EM) log likelihood = -28690.75
Iteration 64: (EM) log likelihood = -28688.45
Iteration 65: (EM) log likelihood = -28686.036
Iteration 66: (EM) log likelihood = -28684.063
Iteration 67: (EM) log likelihood = -28680.93
Iteration 68: (EM) log likelihood = -28678.374
Iteration 69: (EM) log likelihood = -28675.871
Iteration 70: (EM) log likelihood = -28673.733
Iteration 71: (EM) log likelihood = -28671.663
Iteration 72: (EM) log likelihood = -28669.716
Iteration 73: (EM) log likelihood = -28667.883
Iteration 74: (EM) log likelihood = -28666.076
Iteration 75: (EM) log likelihood = -28663.834
Iteration 76: (EM) log likelihood = -28660.96
Iteration 77: (EM) log likelihood = -28657.481
Iteration 78: (EM) log likelihood = -28654.613
Iteration 79: (EM) log likelihood = -28652.009
Iteration 80: (EM) log likelihood = -28649.852
Iteration 81: (EM) log likelihood = -28647.778
Iteration 82: (EM) log likelihood = -28645.689
Iteration 83: (EM) log likelihood = -28643.752
Iteration 84: (EM) log likelihood = -28641.201
Iteration 85: (EM) log likelihood = -28639.33
Iteration 86: (EM) log likelihood = -28636.903
Iteration 87: (EM) log likelihood = -28634.651
Iteration 88: (EM) log likelihood = -28632.687
Iteration 89: (EM) log likelihood = -28630.499
Iteration 90: (EM) log likelihood = -28628.536
Iteration 91: (EM) log likelihood = -28626.728
Iteration 92: (EM) log likelihood = -28625.03
Iteration 93: (EM) log likelihood = -28623.272
Iteration 94: (EM) log likelihood = -28621.791
Iteration 95: (EM) log likelihood = -28619.61
Iteration 96: (EM) log likelihood = -28618.043
Iteration 97: (EM) log likelihood = -28615.685
Iteration 98: (EM) log likelihood = -28614.14
Iteration 99: (EM) log likelihood = -28612.676
Iteration 100: (EM) log likelihood = -28610.531
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.9217
Iteration 1: (class) log likelihood = -7370.9217
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29277.374
Iteration 1: (outcome) log likelihood = -28983.699
Iteration 2: (outcome) log likelihood = -28848.066
Iteration 3: (outcome) log likelihood = -28829.772
Iteration 4: (outcome) log likelihood = -28827.186
Iteration 5: (outcome) log likelihood = -28826.717
Iteration 6: (outcome) log likelihood = -28826.633
Iteration 7: (outcome) log likelihood = -28826.614
Iteration 8: (outcome) log likelihood = -28826.609
Iteration 9: (outcome) log likelihood = -28826.608
Iteration 10: (outcome) log likelihood = -28826.608 (not concave)
Iteration 11: (outcome) log likelihood = -28826.608 (not concave)
Iteration 12: (outcome) log likelihood = -28826.608 (not concave)
Iteration 13: (outcome) log likelihood = -28826.608 (not concave)
Iteration 14: (outcome) log likelihood = -28826.608 (not concave)
Iteration 15: (outcome) log likelihood = -28826.608 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36122.675
Iteration 1: (EM) log likelihood = -35882.194
Iteration 2: (EM) log likelihood = -35369.461
Iteration 3: (EM) log likelihood = -34330.444
Iteration 4: (EM) log likelihood = -33106.339
Iteration 5: (EM) log likelihood = -32281.658
Iteration 6: (EM) log likelihood = -31734.86
Iteration 7: (EM) log likelihood = -31310.14
Iteration 8: (EM) log likelihood = -30950.344
Iteration 9: (EM) log likelihood = -30645.619
Iteration 10: (EM) log likelihood = -30367.741
Iteration 11: (EM) log likelihood = -30110.637
Iteration 12: (EM) log likelihood = -29878.724
Iteration 13: (EM) log likelihood = -29681.48
Iteration 14: (EM) log likelihood = -29512.467
Iteration 15: (EM) log likelihood = -29369.226
Iteration 16: (EM) log likelihood = -29249.287
Iteration 17: (EM) log likelihood = -29144.969
Iteration 18: (EM) log likelihood = -29056.924
Iteration 19: (EM) log likelihood = -28980.744
Iteration 20: (EM) log likelihood = -28916.702
Iteration 21: (EM) log likelihood = -28859.195
Iteration 22: (EM) log likelihood = -28817.138
Iteration 23: (EM) log likelihood = -28782.194
Iteration 24: (EM) log likelihood = -28752.192
Iteration 25: (EM) log likelihood = -28723.32
Iteration 26: (EM) log likelihood = -28702.562
Iteration 27: (EM) log likelihood = -28684.116
Iteration 28: (EM) log likelihood = -28667.707
Iteration 29: (EM) log likelihood = -28651.432
Iteration 30: (EM) log likelihood = -28637.611
Iteration 31: (EM) log likelihood = -28621.457
Iteration 32: (EM) log likelihood = -28609.411
Iteration 33: (EM) log likelihood = -28595.568
Iteration 34: (EM) log likelihood = -28583.442
Iteration 35: (EM) log likelihood = -28573.557
Iteration 36: (EM) log likelihood = -28564.869
Iteration 37: (EM) log likelihood = -28557.001
Iteration 38: (EM) log likelihood = -28550.516
Iteration 39: (EM) log likelihood = -28542.709
Iteration 40: (EM) log likelihood = -28534.319
Iteration 41: (EM) log likelihood = -28526.116
Iteration 42: (EM) log likelihood = -28518.898
Iteration 43: (EM) log likelihood = -28512.973
Iteration 44: (EM) log likelihood = -28505.056
Iteration 45: (EM) log likelihood = -28498.705
Iteration 46: (EM) log likelihood = -28491.562
Iteration 47: (EM) log likelihood = -28482.059
Iteration 48: (EM) log likelihood = -28473.426
Iteration 49: (EM) log likelihood = -28460.382
Iteration 50: (EM) log likelihood = -28453.929
Iteration 51: (EM) log likelihood = -28446.222
Iteration 52: (EM) log likelihood = -28439.546
Iteration 53: (EM) log likelihood = -28434.007
Iteration 54: (EM) log likelihood = -28429.14
Iteration 55: (EM) log likelihood = -28422.863
Iteration 56: (EM) log likelihood = -28415.265
Iteration 57: (EM) log likelihood = -28407.691
Iteration 58: (EM) log likelihood = -28393.258
Iteration 59: (EM) log likelihood = -28387.985
Iteration 60: (EM) log likelihood = -28382.152
Iteration 61: (EM) log likelihood = -28373.762
Iteration 62: (EM) log likelihood = -28366.686
Iteration 63: (EM) log likelihood = -28360.238
Iteration 64: (EM) log likelihood = -28355.328
Iteration 65: (EM) log likelihood = -28350.629
Iteration 66: (EM) log likelihood = -28346.791
Iteration 67: (EM) log likelihood = -28342.308
Iteration 68: (EM) log likelihood = -28335.791
Iteration 69: (EM) log likelihood = -28330.537
Iteration 70: (EM) log likelihood = -28323.17
Iteration 71: (EM) log likelihood = -28317.351
Iteration 72: (EM) log likelihood = -28312.168
Iteration 73: (EM) log likelihood = -28304.077
Iteration 74: (EM) log likelihood = -28300.411
Iteration 75: (EM) log likelihood = -28295.267
Iteration 76: (EM) log likelihood = -28291.121
Iteration 77: (EM) log likelihood = -28287.691
Iteration 78: (EM) log likelihood = -28282.767
Iteration 79: (EM) log likelihood = -28278.81
Iteration 80: (EM) log likelihood = -28275.971
Iteration 81: (EM) log likelihood = -28273.186
Iteration 82: (EM) log likelihood = -28268.515
Iteration 83: (EM) log likelihood = -28264.207
Iteration 84: (EM) log likelihood = -28254.642
Iteration 85: (EM) log likelihood = -28250.911
Iteration 86: (EM) log likelihood = -28248.114
Iteration 87: (EM) log likelihood = -28245.464
Iteration 88: (EM) log likelihood = -28242.628
Iteration 89: (EM) log likelihood = -28239.202
Iteration 90: (EM) log likelihood = -28236.278
Iteration 91: (EM) log likelihood = -28233.773
Iteration 92: (EM) log likelihood = -28231.101
Iteration 93: (EM) log likelihood = -28223.208
Iteration 94: (EM) log likelihood = -28221.071
Iteration 95: (EM) log likelihood = -28220.528
Iteration 96: (EM) log likelihood = -28218.353
Iteration 97: (EM) log likelihood = -28216.175
Iteration 98: (EM) log likelihood = -28214.807
Iteration 99: (EM) log likelihood = -28212.65
Iteration 100: (EM) log likelihood = -28213.637
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.9323
Iteration 1: (class) log likelihood = -7369.9323
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30917.897
Iteration 1: (outcome) log likelihood = -29204.927
Iteration 2: (outcome) log likelihood = -28897.872
Iteration 3: (outcome) log likelihood = -28841.017
Iteration 4: (outcome) log likelihood = -28830.742
Iteration 5: (outcome) log likelihood = -28828.377
Iteration 6: (outcome) log likelihood = -28827.844
Iteration 7: (outcome) log likelihood = -28827.717
Iteration 8: (outcome) log likelihood = -28827.691
Iteration 9: (outcome) log likelihood = -28827.686 (not concave)
Iteration 10: (outcome) log likelihood = -28827.686 (not concave)
Iteration 11: (outcome) log likelihood = -28827.686 (not concave)
Iteration 12: (outcome) log likelihood = -28827.686 (not concave)
Iteration 13: (outcome) log likelihood = -28827.686 (not concave)
Iteration 14: (outcome) log likelihood = -28827.686 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36141.546
Iteration 1: (EM) log likelihood = -35949.127
Iteration 2: (EM) log likelihood = -35450.299
Iteration 3: (EM) log likelihood = -34565.617
Iteration 4: (EM) log likelihood = -33525.517
Iteration 5: (EM) log likelihood = -32643.844
Iteration 6: (EM) log likelihood = -31984.825
Iteration 7: (EM) log likelihood = -31527.123
Iteration 8: (EM) log likelihood = -31210.038
Iteration 9: (EM) log likelihood = -30968.243
Iteration 10: (EM) log likelihood = -30758.845
Iteration 11: (EM) log likelihood = -30554.724
Iteration 12: (EM) log likelihood = -30354.177
Iteration 13: (EM) log likelihood = -30177.916
Iteration 14: (EM) log likelihood = -30008.371
Iteration 15: (EM) log likelihood = -29855.7
Iteration 16: (EM) log likelihood = -29715.328
Iteration 17: (EM) log likelihood = -29589.724
Iteration 18: (EM) log likelihood = -29475.523
Iteration 19: (EM) log likelihood = -29375.982
Iteration 20: (EM) log likelihood = -29284.489
Iteration 21: (EM) log likelihood = -29202.936
Iteration 22: (EM) log likelihood = -29129.195
Iteration 23: (EM) log likelihood = -29058.255
Iteration 24: (EM) log likelihood = -28998.471
Iteration 25: (EM) log likelihood = -28942.635
Iteration 26: (EM) log likelihood = -28891.756
Iteration 27: (EM) log likelihood = -28846.304
Iteration 28: (EM) log likelihood = -28806.742
Iteration 29: (EM) log likelihood = -28769.555
Iteration 30: (EM) log likelihood = -28738.563
Iteration 31: (EM) log likelihood = -28708.773
Iteration 32: (EM) log likelihood = -28682.404
Iteration 33: (EM) log likelihood = -28657.73
Iteration 34: (EM) log likelihood = -28635.671
Iteration 35: (EM) log likelihood = -28614.584
Iteration 36: (EM) log likelihood = -28594.32
Iteration 37: (EM) log likelihood = -28575.427
Iteration 38: (EM) log likelihood = -28558.056
Iteration 39: (EM) log likelihood = -28540.727
Iteration 40: (EM) log likelihood = -28525.037
Iteration 41: (EM) log likelihood = -28510.463
Iteration 42: (EM) log likelihood = -28496.39
Iteration 43: (EM) log likelihood = -28483.967
Iteration 44: (EM) log likelihood = -28473.703
Iteration 45: (EM) log likelihood = -28465.457
Iteration 46: (EM) log likelihood = -28457.819
Iteration 47: (EM) log likelihood = -28450.537
Iteration 48: (EM) log likelihood = -28444.591
Iteration 49: (EM) log likelihood = -28438.715
Iteration 50: (EM) log likelihood = -28434.622
Iteration 51: (EM) log likelihood = -28430.744
Iteration 52: (EM) log likelihood = -28427.569
Iteration 53: (EM) log likelihood = -28419.107
Iteration 54: (EM) log likelihood = -28414.889
Iteration 55: (EM) log likelihood = -28410.757
Iteration 56: (EM) log likelihood = -28406.475
Iteration 57: (EM) log likelihood = -28403.961
Iteration 58: (EM) log likelihood = -28401.234
Iteration 59: (EM) log likelihood = -28397.568
Iteration 60: (EM) log likelihood = -28393.78
Iteration 61: (EM) log likelihood = -28388.99
Iteration 62: (EM) log likelihood = -28386.554
Iteration 63: (EM) log likelihood = -28383.43
Iteration 64: (EM) log likelihood = -28381.068
Iteration 65: (EM) log likelihood = -28378.445
Iteration 66: (EM) log likelihood = -28373.604
Iteration 67: (EM) log likelihood = -28370.331
Iteration 68: (EM) log likelihood = -28367.694
Iteration 69: (EM) log likelihood = -28364.402
Iteration 70: (EM) log likelihood = -28361.971
Iteration 71: (EM) log likelihood = -28359.47
Iteration 72: (EM) log likelihood = -28358.36
Iteration 73: (EM) log likelihood = -28356.823
Iteration 74: (EM) log likelihood = -28354.307
Iteration 75: (EM) log likelihood = -28352.47
Iteration 76: (EM) log likelihood = -28350.532
Iteration 77: (EM) log likelihood = -28348.77
Iteration 78: (EM) log likelihood = -28347.924
Iteration 79: (EM) log likelihood = -28345.652
Iteration 80: (EM) log likelihood = -28343.592
Iteration 81: (EM) log likelihood = -28342.149
Iteration 82: (EM) log likelihood = -28340.806
Iteration 83: (EM) log likelihood = -28337.7
Iteration 84: (EM) log likelihood = -28336.971
Iteration 85: (EM) log likelihood = -28335.698
Iteration 86: (EM) log likelihood = -28334.197
Iteration 87: (EM) log likelihood = -28330.501
Iteration 88: (EM) log likelihood = -28325.179
Iteration 89: (EM) log likelihood = -28321.549
Iteration 90: (EM) log likelihood = -28319.327
Iteration 91: (EM) log likelihood = -28316.597
Iteration 92: (EM) log likelihood = -28313.47
Iteration 93: (EM) log likelihood = -28311.309
Iteration 94: (EM) log likelihood = -28308.138
Iteration 95: (EM) log likelihood = -28308.034
Iteration 96: (EM) log likelihood = -28306.169
Iteration 97: (EM) log likelihood = -28304.006
Iteration 98: (EM) log likelihood = -28302.314
Iteration 99: (EM) log likelihood = -28300.777
Iteration 100: (EM) log likelihood = -28299.48
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7367.2694
Iteration 1: (class) log likelihood = -7367.2694
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29506.126
Iteration 1: (outcome) log likelihood = -29051.25
Iteration 2: (outcome) log likelihood = -28855.561
Iteration 3: (outcome) log likelihood = -28830.245
Iteration 4: (outcome) log likelihood = -28825.858
Iteration 5: (outcome) log likelihood = -28825.121
Iteration 6: (outcome) log likelihood = -28824.936
Iteration 7: (outcome) log likelihood = -28824.905
Iteration 8: (outcome) log likelihood = -28824.898
Iteration 9: (outcome) log likelihood = -28824.896
Iteration 10: (outcome) log likelihood = -28824.896 (not concave)
Iteration 11: (outcome) log likelihood = -28824.896 (not concave)
Iteration 12: (outcome) log likelihood = -28824.896 (not concave)
Iteration 13: (outcome) log likelihood = -28824.896 (not concave)
Iteration 14: (outcome) log likelihood = -28824.896 (not concave)
Iteration 15: (outcome) log likelihood = -28824.896 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36143.31
Iteration 1: (EM) log likelihood = -35971.991
Iteration 2: (EM) log likelihood = -35581.721
Iteration 3: (EM) log likelihood = -34800.969
Iteration 4: (EM) log likelihood = -33699.535
Iteration 5: (EM) log likelihood = -32788.048
Iteration 6: (EM) log likelihood = -32147.797
Iteration 7: (EM) log likelihood = -31661.318
Iteration 8: (EM) log likelihood = -31269.299
Iteration 9: (EM) log likelihood = -30943.653
Iteration 10: (EM) log likelihood = -30674.878
Iteration 11: (EM) log likelihood = -30451.039
Iteration 12: (EM) log likelihood = -30260.625
Iteration 13: (EM) log likelihood = -30098.012
Iteration 14: (EM) log likelihood = -29953.136
Iteration 15: (EM) log likelihood = -29828.009
Iteration 16: (EM) log likelihood = -29717.967
Iteration 17: (EM) log likelihood = -29624.362
Iteration 18: (EM) log likelihood = -29545.323
Iteration 19: (EM) log likelihood = -29473.361
Iteration 20: (EM) log likelihood = -29410.681
Iteration 21: (EM) log likelihood = -29351.607
Iteration 22: (EM) log likelihood = -29294.803
Iteration 23: (EM) log likelihood = -29234.161
Iteration 24: (EM) log likelihood = -29180.046
Iteration 25: (EM) log likelihood = -29126.665
Iteration 26: (EM) log likelihood = -29070.124
Iteration 27: (EM) log likelihood = -29021.619
Iteration 28: (EM) log likelihood = -28975.672
Iteration 29: (EM) log likelihood = -28930.426
Iteration 30: (EM) log likelihood = -28890.81
Iteration 31: (EM) log likelihood = -28853.374
Iteration 32: (EM) log likelihood = -28820.991
Iteration 33: (EM) log likelihood = -28792.357
Iteration 34: (EM) log likelihood = -28765.593
Iteration 35: (EM) log likelihood = -28746.427
Iteration 36: (EM) log likelihood = -28727.858
Iteration 37: (EM) log likelihood = -28713.182
Iteration 38: (EM) log likelihood = -28700.973
Iteration 39: (EM) log likelihood = -28691.448
Iteration 40: (EM) log likelihood = -28682.898
Iteration 41: (EM) log likelihood = -28675.123
Iteration 42: (EM) log likelihood = -28668.388
Iteration 43: (EM) log likelihood = -28661.589
Iteration 44: (EM) log likelihood = -28656.123
Iteration 45: (EM) log likelihood = -28650.224
Iteration 46: (EM) log likelihood = -28643.173
Iteration 47: (EM) log likelihood = -28637.347
Iteration 48: (EM) log likelihood = -28631.615
Iteration 49: (EM) log likelihood = -28625.925
Iteration 50: (EM) log likelihood = -28620.477
Iteration 51: (EM) log likelihood = -28613.645
Iteration 52: (EM) log likelihood = -28608.306
Iteration 53: (EM) log likelihood = -28603.601
Iteration 54: (EM) log likelihood = -28596.628
Iteration 55: (EM) log likelihood = -28590.228
Iteration 56: (EM) log likelihood = -28583.773
Iteration 57: (EM) log likelihood = -28577.671
Iteration 58: (EM) log likelihood = -28571.281
Iteration 59: (EM) log likelihood = -28565.026
Iteration 60: (EM) log likelihood = -28558.667
Iteration 61: (EM) log likelihood = -28550.575
Iteration 62: (EM) log likelihood = -28544.81
Iteration 63: (EM) log likelihood = -28538.529
Iteration 64: (EM) log likelihood = -28531.424
Iteration 65: (EM) log likelihood = -28524.758
Iteration 66: (EM) log likelihood = -28517.574
Iteration 67: (EM) log likelihood = -28509.584
Iteration 68: (EM) log likelihood = -28501.909
Iteration 69: (EM) log likelihood = -28495.809
Iteration 70: (EM) log likelihood = -28488.485
Iteration 71: (EM) log likelihood = -28480.512
Iteration 72: (EM) log likelihood = -28475.237
Iteration 73: (EM) log likelihood = -28468.111
Iteration 74: (EM) log likelihood = -28461.432
Iteration 75: (EM) log likelihood = -28453.73
Iteration 76: (EM) log likelihood = -28449.877
Iteration 77: (EM) log likelihood = -28444.032
Iteration 78: (EM) log likelihood = -28437.26
Iteration 79: (EM) log likelihood = -28431.103
Iteration 80: (EM) log likelihood = -28427.523
Iteration 81: (EM) log likelihood = -28420.95
Iteration 82: (EM) log likelihood = -28416.471
Iteration 83: (EM) log likelihood = -28409.046
Iteration 84: (EM) log likelihood = -28403.581
Iteration 85: (EM) log likelihood = -28397.647
Iteration 86: (EM) log likelihood = -28393.592
Iteration 87: (EM) log likelihood = -28388.34
Iteration 88: (EM) log likelihood = -28381.745
Iteration 89: (EM) log likelihood = -28374.756
Iteration 90: (EM) log likelihood = -28368.855
Iteration 91: (EM) log likelihood = -28362.977
Iteration 92: (EM) log likelihood = -28357.229
Iteration 93: (EM) log likelihood = -28353.821
Iteration 94: (EM) log likelihood = -28349.303
Iteration 95: (EM) log likelihood = -28343.801
Iteration 96: (EM) log likelihood = -28338.491
Iteration 97: (EM) log likelihood = -28334.762
Iteration 98: (EM) log likelihood = -28330.847
Iteration 99: (EM) log likelihood = -28326.71
Iteration 100: (EM) log likelihood = -28325.214
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.1349
Iteration 1: (class) log likelihood = -7371.1349
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29454.28
Iteration 1: (outcome) log likelihood = -29058.982
Iteration 2: (outcome) log likelihood = -28880.629
Iteration 3: (outcome) log likelihood = -28854.179
Iteration 4: (outcome) log likelihood = -28850.008
Iteration 5: (outcome) log likelihood = -28849.239
Iteration 6: (outcome) log likelihood = -28849.065
Iteration 7: (outcome) log likelihood = -28849.035
Iteration 8: (outcome) log likelihood = -28849.027
Iteration 9: (outcome) log likelihood = -28849.026 (not concave)
Iteration 10: (outcome) log likelihood = -28849.026 (not concave)
Iteration 11: (outcome) log likelihood = -28849.026 (not concave)
Iteration 12: (outcome) log likelihood = -28849.026 (not concave)
Iteration 13: (outcome) log likelihood = -28849.026 (not concave)
Iteration 14: (outcome) log likelihood = -28849.026 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36163.992
Iteration 1: (EM) log likelihood = -35966.791
Iteration 2: (EM) log likelihood = -35468.31
Iteration 3: (EM) log likelihood = -34629.5
Iteration 4: (EM) log likelihood = -33727.109
Iteration 5: (EM) log likelihood = -32939.061
Iteration 6: (EM) log likelihood = -32208.677
Iteration 7: (EM) log likelihood = -31543.127
Iteration 8: (EM) log likelihood = -31031.959
Iteration 9: (EM) log likelihood = -30682.379
Iteration 10: (EM) log likelihood = -30418.444
Iteration 11: (EM) log likelihood = -30193.127
Iteration 12: (EM) log likelihood = -30002.273
Iteration 13: (EM) log likelihood = -29842.489
Iteration 14: (EM) log likelihood = -29708.154
Iteration 15: (EM) log likelihood = -29589.981
Iteration 16: (EM) log likelihood = -29493.46
Iteration 17: (EM) log likelihood = -29409.284
Iteration 18: (EM) log likelihood = -29342.177
Iteration 19: (EM) log likelihood = -29287.492
Iteration 20: (EM) log likelihood = -29240.121
Iteration 21: (EM) log likelihood = -29201.397
Iteration 22: (EM) log likelihood = -29165.445
Iteration 23: (EM) log likelihood = -29135.594
Iteration 24: (EM) log likelihood = -29102.836
Iteration 25: (EM) log likelihood = -29075.122
Iteration 26: (EM) log likelihood = -29049.271
Iteration 27: (EM) log likelihood = -29024.083
Iteration 28: (EM) log likelihood = -28994.933
Iteration 29: (EM) log likelihood = -28971.999
Iteration 30: (EM) log likelihood = -28945.72
Iteration 31: (EM) log likelihood = -28921.459
Iteration 32: (EM) log likelihood = -28894.853
Iteration 33: (EM) log likelihood = -28873.459
Iteration 34: (EM) log likelihood = -28845.798
Iteration 35: (EM) log likelihood = -28825.504
Iteration 36: (EM) log likelihood = -28804.423
Iteration 37: (EM) log likelihood = -28786.394
Iteration 38: (EM) log likelihood = -28771.128
Iteration 39: (EM) log likelihood = -28754.595
Iteration 40: (EM) log likelihood = -28740.515
Iteration 41: (EM) log likelihood = -28728.13
Iteration 42: (EM) log likelihood = -28715.844
Iteration 43: (EM) log likelihood = -28706.417
Iteration 44: (EM) log likelihood = -28697.014
Iteration 45: (EM) log likelihood = -28688.682
Iteration 46: (EM) log likelihood = -28681.86
Iteration 47: (EM) log likelihood = -28674.013
Iteration 48: (EM) log likelihood = -28666.374
Iteration 49: (EM) log likelihood = -28659.294
Iteration 50: (EM) log likelihood = -28653.121
Iteration 51: (EM) log likelihood = -28648.909
Iteration 52: (EM) log likelihood = -28643.112
Iteration 53: (EM) log likelihood = -28636.856
Iteration 54: (EM) log likelihood = -28630.926
Iteration 55: (EM) log likelihood = -28625.428
Iteration 56: (EM) log likelihood = -28619.984
Iteration 57: (EM) log likelihood = -28614.084
Iteration 58: (EM) log likelihood = -28608.446
Iteration 59: (EM) log likelihood = -28601.997
Iteration 60: (EM) log likelihood = -28598.395
Iteration 61: (EM) log likelihood = -28593.326
Iteration 62: (EM) log likelihood = -28588.55
Iteration 63: (EM) log likelihood = -28585.485
Iteration 64: (EM) log likelihood = -28580.154
Iteration 65: (EM) log likelihood = -28574.504
Iteration 66: (EM) log likelihood = -28569.491
Iteration 67: (EM) log likelihood = -28561.003
Iteration 68: (EM) log likelihood = -28555.679
Iteration 69: (EM) log likelihood = -28550.533
Iteration 70: (EM) log likelihood = -28545.154
Iteration 71: (EM) log likelihood = -28541.879
Iteration 72: (EM) log likelihood = -28538.064
Iteration 73: (EM) log likelihood = -28531.1
Iteration 74: (EM) log likelihood = -28527.484
Iteration 75: (EM) log likelihood = -28523.917
Iteration 76: (EM) log likelihood = -28521.059
Iteration 77: (EM) log likelihood = -28514.75
Iteration 78: (EM) log likelihood = -28510.359
Iteration 79: (EM) log likelihood = -28505.519
Iteration 80: (EM) log likelihood = -28502.686
Iteration 81: (EM) log likelihood = -28498.231
Iteration 82: (EM) log likelihood = -28493.892
Iteration 83: (EM) log likelihood = -28488.682
Iteration 84: (EM) log likelihood = -28482.854
Iteration 85: (EM) log likelihood = -28474.189
Iteration 86: (EM) log likelihood = -28469.325
Iteration 87: (EM) log likelihood = -28463.976
Iteration 88: (EM) log likelihood = -28459.882
Iteration 89: (EM) log likelihood = -28454.709
Iteration 90: (EM) log likelihood = -28450.375
Iteration 91: (EM) log likelihood = -28445.221
Iteration 92: (EM) log likelihood = -28441.255
Iteration 93: (EM) log likelihood = -28438.394
Iteration 94: (EM) log likelihood = -28434.201
Iteration 95: (EM) log likelihood = -28429.361
Iteration 96: (EM) log likelihood = -28424.627
Iteration 97: (EM) log likelihood = -28421.399
Iteration 98: (EM) log likelihood = -28419.645
Iteration 99: (EM) log likelihood = -28417.77
Iteration 100: (EM) log likelihood = -28414.615
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.1224
Iteration 1: (class) log likelihood = -7369.1224
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29804.931
Iteration 1: (outcome) log likelihood = -29057.834
Iteration 2: (outcome) log likelihood = -28881.052
Iteration 3: (outcome) log likelihood = -28850.719
Iteration 4: (outcome) log likelihood = -28845.294
Iteration 5: (outcome) log likelihood = -28844.215
Iteration 6: (outcome) log likelihood = -28844.034
Iteration 7: (outcome) log likelihood = -28843.991
Iteration 8: (outcome) log likelihood = -28843.981
Iteration 9: (outcome) log likelihood = -28843.979 (not concave)
Iteration 10: (outcome) log likelihood = -28843.979 (not concave)
Iteration 11: (outcome) log likelihood = -28843.979 (not concave)
Iteration 12: (outcome) log likelihood = -28843.979 (not concave)
Iteration 13: (outcome) log likelihood = -28843.979 (not concave)
Iteration 14: (outcome) log likelihood = -28843.979 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36182.786
Iteration 1: (EM) log likelihood = -36074.555
Iteration 2: (EM) log likelihood = -35739.16
Iteration 3: (EM) log likelihood = -34906.485
Iteration 4: (EM) log likelihood = -33727.081
Iteration 5: (EM) log likelihood = -32707.344
Iteration 6: (EM) log likelihood = -31928.627
Iteration 7: (EM) log likelihood = -31357.561
Iteration 8: (EM) log likelihood = -30948.988
Iteration 9: (EM) log likelihood = -30647.922
Iteration 10: (EM) log likelihood = -30409.652
Iteration 11: (EM) log likelihood = -30214.222
Iteration 12: (EM) log likelihood = -30052.337
Iteration 13: (EM) log likelihood = -29930.411
Iteration 14: (EM) log likelihood = -29836.487
Iteration 15: (EM) log likelihood = -29762.787
Iteration 16: (EM) log likelihood = -29701.036
Iteration 17: (EM) log likelihood = -29646.283
Iteration 18: (EM) log likelihood = -29595.346
Iteration 19: (EM) log likelihood = -29544.385
Iteration 20: (EM) log likelihood = -29498.595
Iteration 21: (EM) log likelihood = -29450.868
Iteration 22: (EM) log likelihood = -29412.078
Iteration 23: (EM) log likelihood = -29376.307
Iteration 24: (EM) log likelihood = -29342.48
Iteration 25: (EM) log likelihood = -29310.954
Iteration 26: (EM) log likelihood = -29278.317
Iteration 27: (EM) log likelihood = -29247.747
Iteration 28: (EM) log likelihood = -29219.391
Iteration 29: (EM) log likelihood = -29191.019
Iteration 30: (EM) log likelihood = -29162.424
Iteration 31: (EM) log likelihood = -29137.21
Iteration 32: (EM) log likelihood = -29113.489
Iteration 33: (EM) log likelihood = -29091.597
Iteration 34: (EM) log likelihood = -29071.38
Iteration 35: (EM) log likelihood = -29053.46
Iteration 36: (EM) log likelihood = -29038.157
Iteration 37: (EM) log likelihood = -29024.056
Iteration 38: (EM) log likelihood = -29011.037
Iteration 39: (EM) log likelihood = -28998.314
Iteration 40: (EM) log likelihood = -28986.224
Iteration 41: (EM) log likelihood = -28974.172
Iteration 42: (EM) log likelihood = -28961.527
Iteration 43: (EM) log likelihood = -28948.615
Iteration 44: (EM) log likelihood = -28935.209
Iteration 45: (EM) log likelihood = -28921.994
Iteration 46: (EM) log likelihood = -28909.073
Iteration 47: (EM) log likelihood = -28897.762
Iteration 48: (EM) log likelihood = -28886.826
Iteration 49: (EM) log likelihood = -28877.072
Iteration 50: (EM) log likelihood = -28868.056
Iteration 51: (EM) log likelihood = -28860.081
Iteration 52: (EM) log likelihood = -28852.489
Iteration 53: (EM) log likelihood = -28845.118
Iteration 54: (EM) log likelihood = -28838.521
Iteration 55: (EM) log likelihood = -28831.868
Iteration 56: (EM) log likelihood = -28825.79
Iteration 57: (EM) log likelihood = -28820.462
Iteration 58: (EM) log likelihood = -28814.935
Iteration 59: (EM) log likelihood = -28808.955
Iteration 60: (EM) log likelihood = -28803.31
Iteration 61: (EM) log likelihood = -28797.664
Iteration 62: (EM) log likelihood = -28792.16
Iteration 63: (EM) log likelihood = -28786.66
Iteration 64: (EM) log likelihood = -28781.187
Iteration 65: (EM) log likelihood = -28775.726
Iteration 66: (EM) log likelihood = -28770.436
Iteration 67: (EM) log likelihood = -28765.06
Iteration 68: (EM) log likelihood = -28759.97
Iteration 69: (EM) log likelihood = -28754.82
Iteration 70: (EM) log likelihood = -28749.908
Iteration 71: (EM) log likelihood = -28744.824
Iteration 72: (EM) log likelihood = -28739.479
Iteration 73: (EM) log likelihood = -28734.712
Iteration 74: (EM) log likelihood = -28729.671
Iteration 75: (EM) log likelihood = -28725.351
Iteration 76: (EM) log likelihood = -28719.815
Iteration 77: (EM) log likelihood = -28714.843
Iteration 78: (EM) log likelihood = -28709.964
Iteration 79: (EM) log likelihood = -28705.368
Iteration 80: (EM) log likelihood = -28700.937
Iteration 81: (EM) log likelihood = -28696.296
Iteration 82: (EM) log likelihood = -28691.395
Iteration 83: (EM) log likelihood = -28686.473
Iteration 84: (EM) log likelihood = -28681.032
Iteration 85: (EM) log likelihood = -28676.194
Iteration 86: (EM) log likelihood = -28671.673
Iteration 87: (EM) log likelihood = -28667.416
Iteration 88: (EM) log likelihood = -28663.347
Iteration 89: (EM) log likelihood = -28659.177
Iteration 90: (EM) log likelihood = -28655.415
Iteration 91: (EM) log likelihood = -28651.01
Iteration 92: (EM) log likelihood = -28645.922
Iteration 93: (EM) log likelihood = -28640.846
Iteration 94: (EM) log likelihood = -28636.085
Iteration 95: (EM) log likelihood = -28630.881
Iteration 96: (EM) log likelihood = -28626.022
Iteration 97: (EM) log likelihood = -28621.968
Iteration 98: (EM) log likelihood = -28618.154
Iteration 99: (EM) log likelihood = -28614.314
Iteration 100: (EM) log likelihood = -28610.365
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.4468
Iteration 1: (class) log likelihood = -7371.4468
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30208.006
Iteration 1: (outcome) log likelihood = -29104.281
Iteration 2: (outcome) log likelihood = -28869.249
Iteration 3: (outcome) log likelihood = -28821.158
Iteration 4: (outcome) log likelihood = -28812.372
Iteration 5: (outcome) log likelihood = -28810.377
Iteration 6: (outcome) log likelihood = -28809.923
Iteration 7: (outcome) log likelihood = -28809.826
Iteration 8: (outcome) log likelihood = -28809.808
Iteration 9: (outcome) log likelihood = -28809.807 (not concave)
Iteration 10: (outcome) log likelihood = -28809.807 (not concave)
Iteration 11: (outcome) log likelihood = -28809.807 (not concave)
Iteration 12: (outcome) log likelihood = -28809.807 (not concave)
Iteration 13: (outcome) log likelihood = -28809.807 (not concave)
Iteration 14: (outcome) log likelihood = -28809.807 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36132.391
Iteration 1: (EM) log likelihood = -35955.806
Iteration 2: (EM) log likelihood = -35508.304
Iteration 3: (EM) log likelihood = -34680.639
Iteration 4: (EM) log likelihood = -33629.511
Iteration 5: (EM) log likelihood = -32698.223
Iteration 6: (EM) log likelihood = -31999.292
Iteration 7: (EM) log likelihood = -31487.178
Iteration 8: (EM) log likelihood = -31105.071
Iteration 9: (EM) log likelihood = -30815.33
Iteration 10: (EM) log likelihood = -30583.604
Iteration 11: (EM) log likelihood = -30387.011
Iteration 12: (EM) log likelihood = -30201.328
Iteration 13: (EM) log likelihood = -30020.239
Iteration 14: (EM) log likelihood = -29850.064
Iteration 15: (EM) log likelihood = -29712.834
Iteration 16: (EM) log likelihood = -29609.544
Iteration 17: (EM) log likelihood = -29531.147
Iteration 18: (EM) log likelihood = -29476.187
Iteration 19: (EM) log likelihood = -29432.807
Iteration 20: (EM) log likelihood = -29396.323
Iteration 21: (EM) log likelihood = -29363.546
Iteration 22: (EM) log likelihood = -29333.743
Iteration 23: (EM) log likelihood = -29305.886
Iteration 24: (EM) log likelihood = -29277.634
Iteration 25: (EM) log likelihood = -29248.253
Iteration 26: (EM) log likelihood = -29217.877
Iteration 27: (EM) log likelihood = -29186.453
Iteration 28: (EM) log likelihood = -29153.148
Iteration 29: (EM) log likelihood = -29119.472
Iteration 30: (EM) log likelihood = -29081.594
Iteration 31: (EM) log likelihood = -29042.299
Iteration 32: (EM) log likelihood = -29002.424
Iteration 33: (EM) log likelihood = -28960.898
Iteration 34: (EM) log likelihood = -28918.751
Iteration 35: (EM) log likelihood = -28880.292
Iteration 36: (EM) log likelihood = -28838.517
Iteration 37: (EM) log likelihood = -28797.58
Iteration 38: (EM) log likelihood = -28754.888
Iteration 39: (EM) log likelihood = -28710.73
Iteration 40: (EM) log likelihood = -28668.224
Iteration 41: (EM) log likelihood = -28631.903
Iteration 42: (EM) log likelihood = -28593.735
Iteration 43: (EM) log likelihood = -28558.389
Iteration 44: (EM) log likelihood = -28524.536
Iteration 45: (EM) log likelihood = -28493.981
Iteration 46: (EM) log likelihood = -28466.631
Iteration 47: (EM) log likelihood = -28435.122
Iteration 48: (EM) log likelihood = -28409.523
Iteration 49: (EM) log likelihood = -28385.089
Iteration 50: (EM) log likelihood = -28362.036
Iteration 51: (EM) log likelihood = -28338.54
Iteration 52: (EM) log likelihood = -28316.852
Iteration 53: (EM) log likelihood = -28297.224
Iteration 54: (EM) log likelihood = -28283.537
Iteration 55: (EM) log likelihood = -28269.168
Iteration 56: (EM) log likelihood = -28257.431
Iteration 57: (EM) log likelihood = -28247.662
Iteration 58: (EM) log likelihood = -28236.351
Iteration 59: (EM) log likelihood = -28227.866
Iteration 60: (EM) log likelihood = -28215.191
Iteration 61: (EM) log likelihood = -28207.987
Iteration 62: (EM) log likelihood = -28198.347
Iteration 63: (EM) log likelihood = -28187.233
Iteration 64: (EM) log likelihood = -28181
Iteration 65: (EM) log likelihood = -28174.409
Iteration 66: (EM) log likelihood = -28167.37
Iteration 67: (EM) log likelihood = -28161.731
Iteration 68: (EM) log likelihood = -28157.504
Iteration 69: (EM) log likelihood = -28153.762
Iteration 70: (EM) log likelihood = -28148.807
Iteration 71: (EM) log likelihood = -28142.176
Iteration 72: (EM) log likelihood = -28137.845
Iteration 73: (EM) log likelihood = -28134.104
Iteration 74: (EM) log likelihood = -28129.791
Iteration 75: (EM) log likelihood = -28125.241
Iteration 76: (EM) log likelihood = -28122.981
Iteration 77: (EM) log likelihood = -28122.38
Iteration 78: (EM) log likelihood = -28120.952
Iteration 79: (EM) log likelihood = -28118.185
Iteration 80: (EM) log likelihood = -28116.273
Iteration 81: (EM) log likelihood = -28115.024
Iteration 82: (EM) log likelihood = -28116.535
Iteration 83: (EM) log likelihood = -28113.687
Iteration 84: (EM) log likelihood = -28112.553
Iteration 85: (EM) log likelihood = -28111.64
Iteration 86: (EM) log likelihood = -28109.13
Iteration 87: (EM) log likelihood = -28107.131
Iteration 88: (EM) log likelihood = -28103.796
Iteration 89: (EM) log likelihood = -28103.801
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.2609
Iteration 1: (class) log likelihood = -7369.2609
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29650.417
Iteration 1: (outcome) log likelihood = -29005.334
Iteration 2: (outcome) log likelihood = -28874.372
Iteration 3: (outcome) log likelihood = -28853.938
Iteration 4: (outcome) log likelihood = -28849.216
Iteration 5: (outcome) log likelihood = -28848.27
Iteration 6: (outcome) log likelihood = -28848.113
Iteration 7: (outcome) log likelihood = -28848.076
Iteration 8: (outcome) log likelihood = -28848.067
Iteration 9: (outcome) log likelihood = -28848.065 (not concave)
Iteration 10: (outcome) log likelihood = -28848.065 (not concave)
Iteration 11: (outcome) log likelihood = -28848.065 (not concave)
Iteration 12: (outcome) log likelihood = -28848.065 (not concave)
Iteration 13: (outcome) log likelihood = -28848.065 (not concave)
Iteration 14: (outcome) log likelihood = -28848.065 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36177.521
Iteration 1: (EM) log likelihood = -36029.2
Iteration 2: (EM) log likelihood = -35540.477
Iteration 3: (EM) log likelihood = -34439.291
Iteration 4: (EM) log likelihood = -33289.367
Iteration 5: (EM) log likelihood = -32489.688
Iteration 6: (EM) log likelihood = -31905.837
Iteration 7: (EM) log likelihood = -31463.844
Iteration 8: (EM) log likelihood = -31137.988
Iteration 9: (EM) log likelihood = -30881.776
Iteration 10: (EM) log likelihood = -30663.108
Iteration 11: (EM) log likelihood = -30465.758
Iteration 12: (EM) log likelihood = -30291.272
Iteration 13: (EM) log likelihood = -30130.564
Iteration 14: (EM) log likelihood = -29980.334
Iteration 15: (EM) log likelihood = -29845.791
Iteration 16: (EM) log likelihood = -29739.282
Iteration 17: (EM) log likelihood = -29648.7
Iteration 18: (EM) log likelihood = -29573.645
Iteration 19: (EM) log likelihood = -29509.854
Iteration 20: (EM) log likelihood = -29448.265
Iteration 21: (EM) log likelihood = -29396.748
Iteration 22: (EM) log likelihood = -29352.171
Iteration 23: (EM) log likelihood = -29310.475
Iteration 24: (EM) log likelihood = -29268.293
Iteration 25: (EM) log likelihood = -29235.216
Iteration 26: (EM) log likelihood = -29201.537
Iteration 27: (EM) log likelihood = -29170.008
Iteration 28: (EM) log likelihood = -29130.405
Iteration 29: (EM) log likelihood = -29098.236
Iteration 30: (EM) log likelihood = -29067.994
Iteration 31: (EM) log likelihood = -29035.79
Iteration 32: (EM) log likelihood = -29009.232
Iteration 33: (EM) log likelihood = -28982.794
Iteration 34: (EM) log likelihood = -28957.519
Iteration 35: (EM) log likelihood = -28932.646
Iteration 36: (EM) log likelihood = -28907.894
Iteration 37: (EM) log likelihood = -28885.805
Iteration 38: (EM) log likelihood = -28860.596
Iteration 39: (EM) log likelihood = -28836.528
Iteration 40: (EM) log likelihood = -28813.274
Iteration 41: (EM) log likelihood = -28789.817
Iteration 42: (EM) log likelihood = -28771.066
Iteration 43: (EM) log likelihood = -28754.778
Iteration 44: (EM) log likelihood = -28739.745
Iteration 45: (EM) log likelihood = -28725.305
Iteration 46: (EM) log likelihood = -28712.496
Iteration 47: (EM) log likelihood = -28702.394
Iteration 48: (EM) log likelihood = -28690.112
Iteration 49: (EM) log likelihood = -28680.902
Iteration 50: (EM) log likelihood = -28670.048
Iteration 51: (EM) log likelihood = -28660.382
Iteration 52: (EM) log likelihood = -28652.684
Iteration 53: (EM) log likelihood = -28642.239
Iteration 54: (EM) log likelihood = -28636.086
Iteration 55: (EM) log likelihood = -28628.188
Iteration 56: (EM) log likelihood = -28622.665
Iteration 57: (EM) log likelihood = -28613.986
Iteration 58: (EM) log likelihood = -28609.032
Iteration 59: (EM) log likelihood = -28602.14
Iteration 60: (EM) log likelihood = -28597.42
Iteration 61: (EM) log likelihood = -28591.058
Iteration 62: (EM) log likelihood = -28587.301
Iteration 63: (EM) log likelihood = -28581.075
Iteration 64: (EM) log likelihood = -28577.582
Iteration 65: (EM) log likelihood = -28574.888
Iteration 66: (EM) log likelihood = -28570.791
Iteration 67: (EM) log likelihood = -28567.678
Iteration 68: (EM) log likelihood = -28564.279
Iteration 69: (EM) log likelihood = -28561.495
Iteration 70: (EM) log likelihood = -28557.01
Iteration 71: (EM) log likelihood = -28554.178
Iteration 72: (EM) log likelihood = -28549.719
Iteration 73: (EM) log likelihood = -28545.639
Iteration 74: (EM) log likelihood = -28543.731
Iteration 75: (EM) log likelihood = -28542.321
Iteration 76: (EM) log likelihood = -28540.724
Iteration 77: (EM) log likelihood = -28539.073
Iteration 78: (EM) log likelihood = -28535.605
Iteration 79: (EM) log likelihood = -28535.299
Iteration 80: (EM) log likelihood = -28534.481
Iteration 81: (EM) log likelihood = -28533.561
Iteration 82: (EM) log likelihood = -28532.665
Iteration 83: (EM) log likelihood = -28532.051
Iteration 84: (EM) log likelihood = -28531.09
Iteration 85: (EM) log likelihood = -28530.051
Iteration 86: (EM) log likelihood = -28529.237
Iteration 87: (EM) log likelihood = -28528.747
Iteration 88: (EM) log likelihood = -28527.501
Iteration 89: (EM) log likelihood = -28526.367
Iteration 90: (EM) log likelihood = -28523.696
Iteration 91: (EM) log likelihood = -28522.026
Iteration 92: (EM) log likelihood = -28518.368
Iteration 93: (EM) log likelihood = -28517.357
Iteration 94: (EM) log likelihood = -28516.052
Iteration 95: (EM) log likelihood = -28515.306
Iteration 96: (EM) log likelihood = -28514.388
Iteration 97: (EM) log likelihood = -28513.435
Iteration 98: (EM) log likelihood = -28512.898
Iteration 99: (EM) log likelihood = -28512.376
Iteration 100: (EM) log likelihood = -28511.875
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.3563
Iteration 1: (class) log likelihood = -7371.3563
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29293.415
Iteration 1: (outcome) log likelihood = -28979.848
Iteration 2: (outcome) log likelihood = -28860.828
Iteration 3: (outcome) log likelihood = -28845.813
Iteration 4: (outcome) log likelihood = -28843.465
Iteration 5: (outcome) log likelihood = -28843.13
Iteration 6: (outcome) log likelihood = -28843.065
Iteration 7: (outcome) log likelihood = -28843.051
Iteration 8: (outcome) log likelihood = -28843.048
Iteration 9: (outcome) log likelihood = -28843.047
Iteration 10: (outcome) log likelihood = -28843.047 (not concave)
Iteration 11: (outcome) log likelihood = -28843.047 (not concave)
Iteration 12: (outcome) log likelihood = -28843.047 (not concave)
Iteration 13: (outcome) log likelihood = -28843.047 (not concave)
Iteration 14: (outcome) log likelihood = -28843.047 (not concave)
Iteration 15: (outcome) log likelihood = -28843.047 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36147.367
Iteration 1: (EM) log likelihood = -35940.631
Iteration 2: (EM) log likelihood = -35415.531
Iteration 3: (EM) log likelihood = -34333.87
Iteration 4: (EM) log likelihood = -33068.533
Iteration 5: (EM) log likelihood = -32153.435
Iteration 6: (EM) log likelihood = -31573.772
Iteration 7: (EM) log likelihood = -31179.266
Iteration 8: (EM) log likelihood = -30860.573
Iteration 9: (EM) log likelihood = -30566.576
Iteration 10: (EM) log likelihood = -30297.412
Iteration 11: (EM) log likelihood = -30057.716
Iteration 12: (EM) log likelihood = -29854.066
Iteration 13: (EM) log likelihood = -29684.024
Iteration 14: (EM) log likelihood = -29545.574
Iteration 15: (EM) log likelihood = -29436.816
Iteration 16: (EM) log likelihood = -29342.779
Iteration 17: (EM) log likelihood = -29267.191
Iteration 18: (EM) log likelihood = -29201.849
Iteration 19: (EM) log likelihood = -29144.106
Iteration 20: (EM) log likelihood = -29089.358
Iteration 21: (EM) log likelihood = -29043.759
Iteration 22: (EM) log likelihood = -29000.78
Iteration 23: (EM) log likelihood = -28960.236
Iteration 24: (EM) log likelihood = -28923.823
Iteration 25: (EM) log likelihood = -28884.767
Iteration 26: (EM) log likelihood = -28848.17
Iteration 27: (EM) log likelihood = -28809.297
Iteration 28: (EM) log likelihood = -28771.382
Iteration 29: (EM) log likelihood = -28737.875
Iteration 30: (EM) log likelihood = -28707.578
Iteration 31: (EM) log likelihood = -28679.266
Iteration 32: (EM) log likelihood = -28650.119
Iteration 33: (EM) log likelihood = -28621.262
Iteration 34: (EM) log likelihood = -28595.372
Iteration 35: (EM) log likelihood = -28571.647
Iteration 36: (EM) log likelihood = -28549.075
Iteration 37: (EM) log likelihood = -28528.072
Iteration 38: (EM) log likelihood = -28512.528
Iteration 39: (EM) log likelihood = -28495.233
Iteration 40: (EM) log likelihood = -28481.279
Iteration 41: (EM) log likelihood = -28470.063
Iteration 42: (EM) log likelihood = -28456.726
Iteration 43: (EM) log likelihood = -28442.294
Iteration 44: (EM) log likelihood = -28429.252
Iteration 45: (EM) log likelihood = -28415.705
Iteration 46: (EM) log likelihood = -28401.504
Iteration 47: (EM) log likelihood = -28391.297
Iteration 48: (EM) log likelihood = -28379.612
Iteration 49: (EM) log likelihood = -28371.695
Iteration 50: (EM) log likelihood = -28363.298
Iteration 51: (EM) log likelihood = -28356.109
Iteration 52: (EM) log likelihood = -28348.93
Iteration 53: (EM) log likelihood = -28341.521
Iteration 54: (EM) log likelihood = -28334.281
Iteration 55: (EM) log likelihood = -28326.96
Iteration 56: (EM) log likelihood = -28319.873
Iteration 57: (EM) log likelihood = -28311.323
Iteration 58: (EM) log likelihood = -28302.587
Iteration 59: (EM) log likelihood = -28293.911
Iteration 60: (EM) log likelihood = -28288.544
Iteration 61: (EM) log likelihood = -28283.288
Iteration 62: (EM) log likelihood = -28278.229
Iteration 63: (EM) log likelihood = -28273.387
Iteration 64: (EM) log likelihood = -28265.777
Iteration 65: (EM) log likelihood = -28254.479
Iteration 66: (EM) log likelihood = -28248.453
Iteration 67: (EM) log likelihood = -28243.29
Iteration 68: (EM) log likelihood = -28237.652
Iteration 69: (EM) log likelihood = -28233.558
Iteration 70: (EM) log likelihood = -28228.937
Iteration 71: (EM) log likelihood = -28219.886
Iteration 72: (EM) log likelihood = -28215.669
Iteration 73: (EM) log likelihood = -28211.489
Iteration 74: (EM) log likelihood = -28206.94
Iteration 75: (EM) log likelihood = -28203.931
Iteration 76: (EM) log likelihood = -28199.949
Iteration 77: (EM) log likelihood = -28196.442
Iteration 78: (EM) log likelihood = -28193.557
Iteration 79: (EM) log likelihood = -28190.698
Iteration 80: (EM) log likelihood = -28187.563
Iteration 81: (EM) log likelihood = -28184.502
Iteration 82: (EM) log likelihood = -28180.333
Iteration 83: (EM) log likelihood = -28177.699
Iteration 84: (EM) log likelihood = -28175.164
Iteration 85: (EM) log likelihood = -28172.913
Iteration 86: (EM) log likelihood = -28168.958
Iteration 87: (EM) log likelihood = -28167.022
Iteration 88: (EM) log likelihood = -28165.117
Iteration 89: (EM) log likelihood = -28163.346
Iteration 90: (EM) log likelihood = -28161.646
Iteration 91: (EM) log likelihood = -28160.454
Iteration 92: (EM) log likelihood = -28158.727
Iteration 93: (EM) log likelihood = -28157.121
Iteration 94: (EM) log likelihood = -28156.052
Iteration 95: (EM) log likelihood = -28154.858
Iteration 96: (EM) log likelihood = -28153.19
Iteration 97: (EM) log likelihood = -28151.116
Iteration 98: (EM) log likelihood = -28149.764
Iteration 99: (EM) log likelihood = -28147.86
Iteration 100: (EM) log likelihood = -28147.005
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.3484
Iteration 1: (class) log likelihood = -7370.3484
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29667.323
Iteration 1: (outcome) log likelihood = -28987.234
Iteration 2: (outcome) log likelihood = -28859.481
Iteration 3: (outcome) log likelihood = -28838.599
Iteration 4: (outcome) log likelihood = -28834.746
Iteration 5: (outcome) log likelihood = -28834.012
Iteration 6: (outcome) log likelihood = -28833.872
Iteration 7: (outcome) log likelihood = -28833.841
Iteration 8: (outcome) log likelihood = -28833.834
Iteration 9: (outcome) log likelihood = -28833.832
Iteration 10: (outcome) log likelihood = -28833.832 (not concave)
Iteration 11: (outcome) log likelihood = -28833.832 (not concave)
Iteration 12: (outcome) log likelihood = -28833.832 (not concave)
Iteration 13: (outcome) log likelihood = -28833.832 (not concave)
Iteration 14: (outcome) log likelihood = -28833.832 (not concave)
Iteration 15: (outcome) log likelihood = -28833.832 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36164.705
Iteration 1: (EM) log likelihood = -36009.795
Iteration 2: (EM) log likelihood = -35535.228
Iteration 3: (EM) log likelihood = -34529.15
Iteration 4: (EM) log likelihood = -33347.229
Iteration 5: (EM) log likelihood = -32410.493
Iteration 6: (EM) log likelihood = -31749.939
Iteration 7: (EM) log likelihood = -31331.547
Iteration 8: (EM) log likelihood = -31067.682
Iteration 9: (EM) log likelihood = -30882.01
Iteration 10: (EM) log likelihood = -30731.18
Iteration 11: (EM) log likelihood = -30594.995
Iteration 12: (EM) log likelihood = -30464.692
Iteration 13: (EM) log likelihood = -30337.954
Iteration 14: (EM) log likelihood = -30212.712
Iteration 15: (EM) log likelihood = -30095.106
Iteration 16: (EM) log likelihood = -29987.146
Iteration 17: (EM) log likelihood = -29890.656
Iteration 18: (EM) log likelihood = -29805.113
Iteration 19: (EM) log likelihood = -29727.223
Iteration 20: (EM) log likelihood = -29661.269
Iteration 21: (EM) log likelihood = -29600.871
Iteration 22: (EM) log likelihood = -29542.605
Iteration 23: (EM) log likelihood = -29483.56
Iteration 24: (EM) log likelihood = -29424.119
Iteration 25: (EM) log likelihood = -29370.412
Iteration 26: (EM) log likelihood = -29319.026
Iteration 27: (EM) log likelihood = -29272.336
Iteration 28: (EM) log likelihood = -29228.47
Iteration 29: (EM) log likelihood = -29189.067
Iteration 30: (EM) log likelihood = -29152.965
Iteration 31: (EM) log likelihood = -29126.208
Iteration 32: (EM) log likelihood = -29104.185
Iteration 33: (EM) log likelihood = -29085.908
Iteration 34: (EM) log likelihood = -29071.618
Iteration 35: (EM) log likelihood = -29059.612
Iteration 36: (EM) log likelihood = -29048.983
Iteration 37: (EM) log likelihood = -29039.526
Iteration 38: (EM) log likelihood = -29031.549
Iteration 39: (EM) log likelihood = -29025.216
Iteration 40: (EM) log likelihood = -29019.362
Iteration 41: (EM) log likelihood = -29014.762
Iteration 42: (EM) log likelihood = -29010.21
Iteration 43: (EM) log likelihood = -29004.927
Iteration 44: (EM) log likelihood = -29000.602
Iteration 45: (EM) log likelihood = -28996.013
Iteration 46: (EM) log likelihood = -28992.978
Iteration 47: (EM) log likelihood = -28990.525
Iteration 48: (EM) log likelihood = -28987.583
Iteration 49: (EM) log likelihood = -28985.706
Iteration 50: (EM) log likelihood = -28983.277
Iteration 51: (EM) log likelihood = -28980.545
Iteration 52: (EM) log likelihood = -28977.573
Iteration 53: (EM) log likelihood = -28974.992
Iteration 54: (EM) log likelihood = -28971.601
Iteration 55: (EM) log likelihood = -28967.071
Iteration 56: (EM) log likelihood = -28963.641
Iteration 57: (EM) log likelihood = -28959.171
Iteration 58: (EM) log likelihood = -28954.19
Iteration 59: (EM) log likelihood = -28948.45
Iteration 60: (EM) log likelihood = -28943.011
Iteration 61: (EM) log likelihood = -28935.7
Iteration 62: (EM) log likelihood = -28928.027
Iteration 63: (EM) log likelihood = -28918.18
Iteration 64: (EM) log likelihood = -28910.79
Iteration 65: (EM) log likelihood = -28901.423
Iteration 66: (EM) log likelihood = -28893.987
Iteration 67: (EM) log likelihood = -28885.396
Iteration 68: (EM) log likelihood = -28878.718
Iteration 69: (EM) log likelihood = -28872.407
Iteration 70: (EM) log likelihood = -28865.933
Iteration 71: (EM) log likelihood = -28857.775
Iteration 72: (EM) log likelihood = -28849.466
Iteration 73: (EM) log likelihood = -28842.4
Iteration 74: (EM) log likelihood = -28837.044
Iteration 75: (EM) log likelihood = -28831.862
Iteration 76: (EM) log likelihood = -28825.552
Iteration 77: (EM) log likelihood = -28819.1
Iteration 78: (EM) log likelihood = -28813.394
Iteration 79: (EM) log likelihood = -28808.848
Iteration 80: (EM) log likelihood = -28804.914
Iteration 81: (EM) log likelihood = -28799.614
Iteration 82: (EM) log likelihood = -28794.816
Iteration 83: (EM) log likelihood = -28791.324
Iteration 84: (EM) log likelihood = -28787.659
Iteration 85: (EM) log likelihood = -28783.87
Iteration 86: (EM) log likelihood = -28780.856
Iteration 87: (EM) log likelihood = -28777.184
Iteration 88: (EM) log likelihood = -28774.687
Iteration 89: (EM) log likelihood = -28771.418
Iteration 90: (EM) log likelihood = -28768.628
Iteration 91: (EM) log likelihood = -28766.5
Iteration 92: (EM) log likelihood = -28763.788
Iteration 93: (EM) log likelihood = -28761.078
Iteration 94: (EM) log likelihood = -28759.005
Iteration 95: (EM) log likelihood = -28757.426
Iteration 96: (EM) log likelihood = -28755.968
Iteration 97: (EM) log likelihood = -28754.02
Iteration 98: (EM) log likelihood = -28751.987
Iteration 99: (EM) log likelihood = -28750.25
Iteration 100: (EM) log likelihood = -28748.524
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7366.5606
Iteration 1: (class) log likelihood = -7366.5606
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29286.274
Iteration 1: (outcome) log likelihood = -28956.196
Iteration 2: (outcome) log likelihood = -28863.701
Iteration 3: (outcome) log likelihood = -28852.587
Iteration 4: (outcome) log likelihood = -28850.608
Iteration 5: (outcome) log likelihood = -28850.176
Iteration 6: (outcome) log likelihood = -28850.088
Iteration 7: (outcome) log likelihood = -28850.07
Iteration 8: (outcome) log likelihood = -28850.065
Iteration 9: (outcome) log likelihood = -28850.064
Iteration 10: (outcome) log likelihood = -28850.064 (not concave)
Iteration 11: (outcome) log likelihood = -28850.064 (not concave)
Iteration 12: (outcome) log likelihood = -28850.064 (not concave)
Iteration 13: (outcome) log likelihood = -28850.064 (not concave)
Iteration 14: (outcome) log likelihood = -28850.064 (not concave)
Iteration 15: (outcome) log likelihood = -28850.064 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36186.842
Iteration 1: (EM) log likelihood = -36091.701
Iteration 2: (EM) log likelihood = -35849.801
Iteration 3: (EM) log likelihood = -35253.394
Iteration 4: (EM) log likelihood = -34203.468
Iteration 5: (EM) log likelihood = -33121.643
Iteration 6: (EM) log likelihood = -32302.218
Iteration 7: (EM) log likelihood = -31706.71
Iteration 8: (EM) log likelihood = -31270.321
Iteration 9: (EM) log likelihood = -30922.111
Iteration 10: (EM) log likelihood = -30620.818
Iteration 11: (EM) log likelihood = -30375.152
Iteration 12: (EM) log likelihood = -30171.323
Iteration 13: (EM) log likelihood = -30009.052
Iteration 14: (EM) log likelihood = -29880.787
Iteration 15: (EM) log likelihood = -29778.335
Iteration 16: (EM) log likelihood = -29691.822
Iteration 17: (EM) log likelihood = -29620.013
Iteration 18: (EM) log likelihood = -29560.56
Iteration 19: (EM) log likelihood = -29508.108
Iteration 20: (EM) log likelihood = -29461.807
Iteration 21: (EM) log likelihood = -29420.16
Iteration 22: (EM) log likelihood = -29377.87
Iteration 23: (EM) log likelihood = -29334.503
Iteration 24: (EM) log likelihood = -29292.765
Iteration 25: (EM) log likelihood = -29253.856
Iteration 26: (EM) log likelihood = -29218.051
Iteration 27: (EM) log likelihood = -29184.809
Iteration 28: (EM) log likelihood = -29153.566
Iteration 29: (EM) log likelihood = -29123.565
Iteration 30: (EM) log likelihood = -29095.526
Iteration 31: (EM) log likelihood = -29068.445
Iteration 32: (EM) log likelihood = -29041.486
Iteration 33: (EM) log likelihood = -29016.013
Iteration 34: (EM) log likelihood = -28991.504
Iteration 35: (EM) log likelihood = -28969.129
Iteration 36: (EM) log likelihood = -28947.598
Iteration 37: (EM) log likelihood = -28928.852
Iteration 38: (EM) log likelihood = -28910.954
Iteration 39: (EM) log likelihood = -28892.855
Iteration 40: (EM) log likelihood = -28874.126
Iteration 41: (EM) log likelihood = -28852.778
Iteration 42: (EM) log likelihood = -28832.948
Iteration 43: (EM) log likelihood = -28810.983
Iteration 44: (EM) log likelihood = -28789.974
Iteration 45: (EM) log likelihood = -28766.626
Iteration 46: (EM) log likelihood = -28745.129
Iteration 47: (EM) log likelihood = -28721.549
Iteration 48: (EM) log likelihood = -28695.102
Iteration 49: (EM) log likelihood = -28669.826
Iteration 50: (EM) log likelihood = -28643.25
Iteration 51: (EM) log likelihood = -28617.234
Iteration 52: (EM) log likelihood = -28592.177
Iteration 53: (EM) log likelihood = -28566.089
Iteration 54: (EM) log likelihood = -28543.576
Iteration 55: (EM) log likelihood = -28522.689
Iteration 56: (EM) log likelihood = -28503.559
Iteration 57: (EM) log likelihood = -28484.116
Iteration 58: (EM) log likelihood = -28463.562
Iteration 59: (EM) log likelihood = -28444.4
Iteration 60: (EM) log likelihood = -28420.259
Iteration 61: (EM) log likelihood = -28399.497
Iteration 62: (EM) log likelihood = -28377.857
Iteration 63: (EM) log likelihood = -28356.527
Iteration 64: (EM) log likelihood = -28335.901
Iteration 65: (EM) log likelihood = -28312.707
Iteration 66: (EM) log likelihood = -28295.47
Iteration 67: (EM) log likelihood = -28281.229
Iteration 68: (EM) log likelihood = -28271.213
Iteration 69: (EM) log likelihood = -28259.16
Iteration 70: (EM) log likelihood = -28249.464
Iteration 71: (EM) log likelihood = -28240.076
Iteration 72: (EM) log likelihood = -28232.118
Iteration 73: (EM) log likelihood = -28222.344
Iteration 74: (EM) log likelihood = -28215.919
Iteration 75: (EM) log likelihood = -28207.691
Iteration 76: (EM) log likelihood = -28201.256
Iteration 77: (EM) log likelihood = -28192.884
Iteration 78: (EM) log likelihood = -28178.132
Iteration 79: (EM) log likelihood = -28171.311
Iteration 80: (EM) log likelihood = -28162.544
Iteration 81: (EM) log likelihood = -28156.285
Iteration 82: (EM) log likelihood = -28155.059
Iteration 83: (EM) log likelihood = -28145.36
Iteration 84: (EM) log likelihood = -28137.533
Iteration 85: (EM) log likelihood = -28128.729
Iteration 86: (EM) log likelihood = -28119.863
Iteration 87: (EM) log likelihood = -28111.665
Iteration 88: (EM) log likelihood = -28105.387
Iteration 89: (EM) log likelihood = -28100.776
Iteration 90: (EM) log likelihood = -28097.257
Iteration 91: (EM) log likelihood = -28090.038
Iteration 92: (EM) log likelihood = -28084.002
Iteration 93: (EM) log likelihood = -28077.359
Iteration 94: (EM) log likelihood = -28073.672
Iteration 95: (EM) log likelihood = -28070.177
Iteration 96: (EM) log likelihood = -28063.811
Iteration 97: (EM) log likelihood = -28061.662
Iteration 98: (EM) log likelihood = -28058.409
Iteration 99: (EM) log likelihood = -28053.392
Iteration 100: (EM) log likelihood = -28048.745
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.0914
Iteration 1: (class) log likelihood = -7370.0914
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29920.632
Iteration 1: (outcome) log likelihood = -29074.004
Iteration 2: (outcome) log likelihood = -28861.088
Iteration 3: (outcome) log likelihood = -28827.527
Iteration 4: (outcome) log likelihood = -28820.118
Iteration 5: (outcome) log likelihood = -28818.734
Iteration 6: (outcome) log likelihood = -28818.499
Iteration 7: (outcome) log likelihood = -28818.444
Iteration 8: (outcome) log likelihood = -28818.432
Iteration 9: (outcome) log likelihood = -28818.429 (not concave)
Iteration 10: (outcome) log likelihood = -28818.429 (not concave)
Iteration 11: (outcome) log likelihood = -28818.429 (not concave)
Iteration 12: (outcome) log likelihood = -28818.429 (not concave)
Iteration 13: (outcome) log likelihood = -28818.429 (not concave)
Iteration 14: (outcome) log likelihood = -28818.429 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36112.381
Iteration 1: (EM) log likelihood = -35911.06
Iteration 2: (EM) log likelihood = -35452.3
Iteration 3: (EM) log likelihood = -34559.783
Iteration 4: (EM) log likelihood = -33460.019
Iteration 5: (EM) log likelihood = -32551.937
Iteration 6: (EM) log likelihood = -31872.204
Iteration 7: (EM) log likelihood = -31401.587
Iteration 8: (EM) log likelihood = -31080.794
Iteration 9: (EM) log likelihood = -30832.816
Iteration 10: (EM) log likelihood = -30611.678
Iteration 11: (EM) log likelihood = -30393.223
Iteration 12: (EM) log likelihood = -30180.899
Iteration 13: (EM) log likelihood = -29990.705
Iteration 14: (EM) log likelihood = -29832.631
Iteration 15: (EM) log likelihood = -29699.048
Iteration 16: (EM) log likelihood = -29583.171
Iteration 17: (EM) log likelihood = -29483.972
Iteration 18: (EM) log likelihood = -29391.621
Iteration 19: (EM) log likelihood = -29309.819
Iteration 20: (EM) log likelihood = -29234.06
Iteration 21: (EM) log likelihood = -29169.366
Iteration 22: (EM) log likelihood = -29111.435
Iteration 23: (EM) log likelihood = -29062.709
Iteration 24: (EM) log likelihood = -29022.839
Iteration 25: (EM) log likelihood = -28986.738
Iteration 26: (EM) log likelihood = -28956.762
Iteration 27: (EM) log likelihood = -28928.292
Iteration 28: (EM) log likelihood = -28894.916
Iteration 29: (EM) log likelihood = -28865.72
Iteration 30: (EM) log likelihood = -28838.629
Iteration 31: (EM) log likelihood = -28814.732
Iteration 32: (EM) log likelihood = -28794.621
Iteration 33: (EM) log likelihood = -28775.794
Iteration 34: (EM) log likelihood = -28758.596
Iteration 35: (EM) log likelihood = -28742.267
Iteration 36: (EM) log likelihood = -28728.972
Iteration 37: (EM) log likelihood = -28716.49
Iteration 38: (EM) log likelihood = -28704.381
Iteration 39: (EM) log likelihood = -28693.133
Iteration 40: (EM) log likelihood = -28682.155
Iteration 41: (EM) log likelihood = -28670.224
Iteration 42: (EM) log likelihood = -28659.15
Iteration 43: (EM) log likelihood = -28647.913
Iteration 44: (EM) log likelihood = -28635.98
Iteration 45: (EM) log likelihood = -28622.506
Iteration 46: (EM) log likelihood = -28606.815
Iteration 47: (EM) log likelihood = -28591.574
Iteration 48: (EM) log likelihood = -28576.438
Iteration 49: (EM) log likelihood = -28561.113
Iteration 50: (EM) log likelihood = -28545.487
Iteration 51: (EM) log likelihood = -28530.587
Iteration 52: (EM) log likelihood = -28515.259
Iteration 53: (EM) log likelihood = -28500.586
Iteration 54: (EM) log likelihood = -28486.728
Iteration 55: (EM) log likelihood = -28472.775
Iteration 56: (EM) log likelihood = -28458.389
Iteration 57: (EM) log likelihood = -28444.203
Iteration 58: (EM) log likelihood = -28431.187
Iteration 59: (EM) log likelihood = -28418.781
Iteration 60: (EM) log likelihood = -28405.792
Iteration 61: (EM) log likelihood = -28391.418
Iteration 62: (EM) log likelihood = -28379.065
Iteration 63: (EM) log likelihood = -28367.753
Iteration 64: (EM) log likelihood = -28357.032
Iteration 65: (EM) log likelihood = -28344.993
Iteration 66: (EM) log likelihood = -28335.33
Iteration 67: (EM) log likelihood = -28325.009
Iteration 68: (EM) log likelihood = -28315.275
Iteration 69: (EM) log likelihood = -28302.663
Iteration 70: (EM) log likelihood = -28289.362
Iteration 71: (EM) log likelihood = -28276.036
Iteration 72: (EM) log likelihood = -28263.96
Iteration 73: (EM) log likelihood = -28251.749
Iteration 74: (EM) log likelihood = -28238.689
Iteration 75: (EM) log likelihood = -28228.331
Iteration 76: (EM) log likelihood = -28215.134
Iteration 77: (EM) log likelihood = -28202.296
Iteration 78: (EM) log likelihood = -28190.275
Iteration 79: (EM) log likelihood = -28177.076
Iteration 80: (EM) log likelihood = -28162.821
Iteration 81: (EM) log likelihood = -28149.316
Iteration 82: (EM) log likelihood = -28135.284
Iteration 83: (EM) log likelihood = -28122.748
Iteration 84: (EM) log likelihood = -28112.502
Iteration 85: (EM) log likelihood = -28099.989
Iteration 86: (EM) log likelihood = -28090.721
Iteration 87: (EM) log likelihood = -28079.615
Iteration 88: (EM) log likelihood = -28072.268
Iteration 89: (EM) log likelihood = -28064.481
Iteration 90: (EM) log likelihood = -28055.149
Iteration 91: (EM) log likelihood = -28046.648
Iteration 92: (EM) log likelihood = -28038.373
Iteration 93: (EM) log likelihood = -28031.411
Iteration 94: (EM) log likelihood = -28024.069
Iteration 95: (EM) log likelihood = -28017.805
Iteration 96: (EM) log likelihood = -28010.607
Iteration 97: (EM) log likelihood = -28003.223
Iteration 98: (EM) log likelihood = -27995.424
Iteration 99: (EM) log likelihood = -27987.969
Iteration 100: (EM) log likelihood = -27982.252
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.8214
Iteration 1: (class) log likelihood = -7371.8214
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29287.269
Iteration 1: (outcome) log likelihood = -28981.679
Iteration 2: (outcome) log likelihood = -28870.369
Iteration 3: (outcome) log likelihood = -28854.739
Iteration 4: (outcome) log likelihood = -28852.359
Iteration 5: (outcome) log likelihood = -28851.904
Iteration 6: (outcome) log likelihood = -28851.814
Iteration 7: (outcome) log likelihood = -28851.795
Iteration 8: (outcome) log likelihood = -28851.791
Iteration 9: (outcome) log likelihood = -28851.79
Iteration 10: (outcome) log likelihood = -28851.789 (not concave)
Iteration 11: (outcome) log likelihood = -28851.789 (not concave)
Iteration 12: (outcome) log likelihood = -28851.789 (not concave)
Iteration 13: (outcome) log likelihood = -28851.789 (not concave)
Iteration 14: (outcome) log likelihood = -28851.789 (not concave)
Iteration 15: (outcome) log likelihood = -28851.789 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36178.406
Iteration 1: (EM) log likelihood = -36043.563
Iteration 2: (EM) log likelihood = -35718.543
Iteration 3: (EM) log likelihood = -35080.694
Iteration 4: (EM) log likelihood = -34078.147
Iteration 5: (EM) log likelihood = -32991.352
Iteration 6: (EM) log likelihood = -32085.424
Iteration 7: (EM) log likelihood = -31418.278
Iteration 8: (EM) log likelihood = -30935.064
Iteration 9: (EM) log likelihood = -30562.984
Iteration 10: (EM) log likelihood = -30279.906
Iteration 11: (EM) log likelihood = -30066.088
Iteration 12: (EM) log likelihood = -29891.979
Iteration 13: (EM) log likelihood = -29744.136
Iteration 14: (EM) log likelihood = -29609.244
Iteration 15: (EM) log likelihood = -29482.181
Iteration 16: (EM) log likelihood = -29366.857
Iteration 17: (EM) log likelihood = -29265.109
Iteration 18: (EM) log likelihood = -29173.115
Iteration 19: (EM) log likelihood = -29097.822
Iteration 20: (EM) log likelihood = -29031.303
Iteration 21: (EM) log likelihood = -28975.788
Iteration 22: (EM) log likelihood = -28925.954
Iteration 23: (EM) log likelihood = -28884.71
Iteration 24: (EM) log likelihood = -28849.716
Iteration 25: (EM) log likelihood = -28817.405
Iteration 26: (EM) log likelihood = -28792.148
Iteration 27: (EM) log likelihood = -28772.178
Iteration 28: (EM) log likelihood = -28755.261
Iteration 29: (EM) log likelihood = -28740.729
Iteration 30: (EM) log likelihood = -28727.279
Iteration 31: (EM) log likelihood = -28710.405
Iteration 32: (EM) log likelihood = -28695.302
Iteration 33: (EM) log likelihood = -28682.063
Iteration 34: (EM) log likelihood = -28672.505
Iteration 35: (EM) log likelihood = -28663.879
Iteration 36: (EM) log likelihood = -28654.671
Iteration 37: (EM) log likelihood = -28647.064
Iteration 38: (EM) log likelihood = -28640.201
Iteration 39: (EM) log likelihood = -28631.943
Iteration 40: (EM) log likelihood = -28623.785
Iteration 41: (EM) log likelihood = -28617.436
Iteration 42: (EM) log likelihood = -28612.261
Iteration 43: (EM) log likelihood = -28604.299
Iteration 44: (EM) log likelihood = -28596.744
Iteration 45: (EM) log likelihood = -28591.531
Iteration 46: (EM) log likelihood = -28585.401
Iteration 47: (EM) log likelihood = -28581.132
Iteration 48: (EM) log likelihood = -28576.614
Iteration 49: (EM) log likelihood = -28570.763
Iteration 50: (EM) log likelihood = -28566.757
Iteration 51: (EM) log likelihood = -28561.799
Iteration 52: (EM) log likelihood = -28557.175
Iteration 53: (EM) log likelihood = -28552.853
Iteration 54: (EM) log likelihood = -28547.977
Iteration 55: (EM) log likelihood = -28544.029
Iteration 56: (EM) log likelihood = -28540.884
Iteration 57: (EM) log likelihood = -28537.935
Iteration 58: (EM) log likelihood = -28534.936
Iteration 59: (EM) log likelihood = -28531.887
Iteration 60: (EM) log likelihood = -28529.054
Iteration 61: (EM) log likelihood = -28526.046
Iteration 62: (EM) log likelihood = -28523.29
Iteration 63: (EM) log likelihood = -28520.658
Iteration 64: (EM) log likelihood = -28517.703
Iteration 65: (EM) log likelihood = -28514.878
Iteration 66: (EM) log likelihood = -28512.34
Iteration 67: (EM) log likelihood = -28509.601
Iteration 68: (EM) log likelihood = -28506.543
Iteration 69: (EM) log likelihood = -28504.129
Iteration 70: (EM) log likelihood = -28501.295
Iteration 71: (EM) log likelihood = -28499.041
Iteration 72: (EM) log likelihood = -28496.699
Iteration 73: (EM) log likelihood = -28493.94
Iteration 74: (EM) log likelihood = -28491.406
Iteration 75: (EM) log likelihood = -28489.015
Iteration 76: (EM) log likelihood = -28486.777
Iteration 77: (EM) log likelihood = -28483.897
Iteration 78: (EM) log likelihood = -28481.587
Iteration 79: (EM) log likelihood = -28479.412
Iteration 80: (EM) log likelihood = -28476.551
Iteration 81: (EM) log likelihood = -28474.034
Iteration 82: (EM) log likelihood = -28471.801
Iteration 83: (EM) log likelihood = -28469.147
Iteration 84: (EM) log likelihood = -28466.726
Iteration 85: (EM) log likelihood = -28463.81
Iteration 86: (EM) log likelihood = -28461.267
Iteration 87: (EM) log likelihood = -28457.541
Iteration 88: (EM) log likelihood = -28455.205
Iteration 89: (EM) log likelihood = -28453.217
Iteration 90: (EM) log likelihood = -28451.107
Iteration 91: (EM) log likelihood = -28449.264
Iteration 92: (EM) log likelihood = -28447.132
Iteration 93: (EM) log likelihood = -28445.385
Iteration 94: (EM) log likelihood = -28442.918
Iteration 95: (EM) log likelihood = -28441.325
Iteration 96: (EM) log likelihood = -28438.895
Iteration 97: (EM) log likelihood = -28437.258
Iteration 98: (EM) log likelihood = -28435.664
Iteration 99: (EM) log likelihood = -28434.128
Iteration 100: (EM) log likelihood = -28432.585
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.9863
Iteration 1: (class) log likelihood = -7368.9863
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30453.07
Iteration 1: (outcome) log likelihood = -29095.179
Iteration 2: (outcome) log likelihood = -28870.391
Iteration 3: (outcome) log likelihood = -28827.663
Iteration 4: (outcome) log likelihood = -28819.221
Iteration 5: (outcome) log likelihood = -28817.27
Iteration 6: (outcome) log likelihood = -28816.913
Iteration 7: (outcome) log likelihood = -28816.831
Iteration 8: (outcome) log likelihood = -28816.812
Iteration 9: (outcome) log likelihood = -28816.807
Iteration 10: (outcome) log likelihood = -28816.806 (not concave)
Iteration 11: (outcome) log likelihood = -28816.806 (not concave)
Iteration 12: (outcome) log likelihood = -28816.806 (not concave)
Iteration 13: (outcome) log likelihood = -28816.806 (not concave)
Iteration 14: (outcome) log likelihood = -28816.806 (not concave)
Iteration 15: (outcome) log likelihood = -28816.806 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36104.143
Iteration 1: (EM) log likelihood = -35823.558
Iteration 2: (EM) log likelihood = -35139.349
Iteration 3: (EM) log likelihood = -34032.404
Iteration 4: (EM) log likelihood = -33094.594
Iteration 5: (EM) log likelihood = -32487.669
Iteration 6: (EM) log likelihood = -32055.783
Iteration 7: (EM) log likelihood = -31689.477
Iteration 8: (EM) log likelihood = -31363.583
Iteration 9: (EM) log likelihood = -31081.553
Iteration 10: (EM) log likelihood = -30834.205
Iteration 11: (EM) log likelihood = -30606.057
Iteration 12: (EM) log likelihood = -30392.351
Iteration 13: (EM) log likelihood = -30201.703
Iteration 14: (EM) log likelihood = -30038.42
Iteration 15: (EM) log likelihood = -29912.01
Iteration 16: (EM) log likelihood = -29812.656
Iteration 17: (EM) log likelihood = -29732.101
Iteration 18: (EM) log likelihood = -29666.983
Iteration 19: (EM) log likelihood = -29611.392
Iteration 20: (EM) log likelihood = -29560.592
Iteration 21: (EM) log likelihood = -29512.022
Iteration 22: (EM) log likelihood = -29468.249
Iteration 23: (EM) log likelihood = -29423.304
Iteration 24: (EM) log likelihood = -29379.218
Iteration 25: (EM) log likelihood = -29335.233
Iteration 26: (EM) log likelihood = -29291.182
Iteration 27: (EM) log likelihood = -29249.756
Iteration 28: (EM) log likelihood = -29211.646
Iteration 29: (EM) log likelihood = -29175.337
Iteration 30: (EM) log likelihood = -29143.246
Iteration 31: (EM) log likelihood = -29115.349
Iteration 32: (EM) log likelihood = -29090.708
Iteration 33: (EM) log likelihood = -29069.112
Iteration 34: (EM) log likelihood = -29048.951
Iteration 35: (EM) log likelihood = -29028.084
Iteration 36: (EM) log likelihood = -29011.231
Iteration 37: (EM) log likelihood = -28992.469
Iteration 38: (EM) log likelihood = -28977.065
Iteration 39: (EM) log likelihood = -28961.637
Iteration 40: (EM) log likelihood = -28945.367
Iteration 41: (EM) log likelihood = -28927.977
Iteration 42: (EM) log likelihood = -28908.276
Iteration 43: (EM) log likelihood = -28887.666
Iteration 44: (EM) log likelihood = -28866.484
Iteration 45: (EM) log likelihood = -28846.399
Iteration 46: (EM) log likelihood = -28826.046
Iteration 47: (EM) log likelihood = -28806.417
Iteration 48: (EM) log likelihood = -28787.877
Iteration 49: (EM) log likelihood = -28770.672
Iteration 50: (EM) log likelihood = -28754.191
Iteration 51: (EM) log likelihood = -28738.56
Iteration 52: (EM) log likelihood = -28723.849
Iteration 53: (EM) log likelihood = -28710.557
Iteration 54: (EM) log likelihood = -28697.189
Iteration 55: (EM) log likelihood = -28685.355
Iteration 56: (EM) log likelihood = -28672.792
Iteration 57: (EM) log likelihood = -28660.087
Iteration 58: (EM) log likelihood = -28650.217
Iteration 59: (EM) log likelihood = -28642.205
Iteration 60: (EM) log likelihood = -28633.621
Iteration 61: (EM) log likelihood = -28624.539
Iteration 62: (EM) log likelihood = -28617.902
Iteration 63: (EM) log likelihood = -28611.434
Iteration 64: (EM) log likelihood = -28604.632
Iteration 65: (EM) log likelihood = -28599.095
Iteration 66: (EM) log likelihood = -28593.235
Iteration 67: (EM) log likelihood = -28588.009
Iteration 68: (EM) log likelihood = -28582.562
Iteration 69: (EM) log likelihood = -28575.751
Iteration 70: (EM) log likelihood = -28569.855
Iteration 71: (EM) log likelihood = -28563.891
Iteration 72: (EM) log likelihood = -28555.925
Iteration 73: (EM) log likelihood = -28550.368
Iteration 74: (EM) log likelihood = -28543.997
Iteration 75: (EM) log likelihood = -28538.852
Iteration 76: (EM) log likelihood = -28533.486
Iteration 77: (EM) log likelihood = -28529.28
Iteration 78: (EM) log likelihood = -28525.001
Iteration 79: (EM) log likelihood = -28521.484
Iteration 80: (EM) log likelihood = -28517.918
Iteration 81: (EM) log likelihood = -28512.616
Iteration 82: (EM) log likelihood = -28508.625
Iteration 83: (EM) log likelihood = -28503.769
Iteration 84: (EM) log likelihood = -28500.432
Iteration 85: (EM) log likelihood = -28497.218
Iteration 86: (EM) log likelihood = -28495.285
Iteration 87: (EM) log likelihood = -28492.621
Iteration 88: (EM) log likelihood = -28490.082
Iteration 89: (EM) log likelihood = -28486.892
Iteration 90: (EM) log likelihood = -28482.844
Iteration 91: (EM) log likelihood = -28480.381
Iteration 92: (EM) log likelihood = -28478.296
Iteration 93: (EM) log likelihood = -28474.829
Iteration 94: (EM) log likelihood = -28473.314
Iteration 95: (EM) log likelihood = -28472.32
Iteration 96: (EM) log likelihood = -28470.651
Iteration 97: (EM) log likelihood = -28468.946
Iteration 98: (EM) log likelihood = -28467.796
Iteration 99: (EM) log likelihood = -28466.838
Iteration 100: (EM) log likelihood = -28465.911
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.5169
Iteration 1: (class) log likelihood = -7372.5169
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29953.184
Iteration 1: (outcome) log likelihood = -29073.107
Iteration 2: (outcome) log likelihood = -28873.646
Iteration 3: (outcome) log likelihood = -28837.829
Iteration 4: (outcome) log likelihood = -28830.836
Iteration 5: (outcome) log likelihood = -28829.168
Iteration 6: (outcome) log likelihood = -28828.835
Iteration 7: (outcome) log likelihood = -28828.763
Iteration 8: (outcome) log likelihood = -28828.747
Iteration 9: (outcome) log likelihood = -28828.743
Iteration 10: (outcome) log likelihood = -28828.742 (not concave)
Iteration 11: (outcome) log likelihood = -28828.742 (not concave)
Iteration 12: (outcome) log likelihood = -28828.742 (not concave)
Iteration 13: (outcome) log likelihood = -28828.742 (not concave)
Iteration 14: (outcome) log likelihood = -28828.742 (not concave)
Iteration 15: (outcome) log likelihood = -28828.742 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36133.38
Iteration 1: (EM) log likelihood = -35920.883
Iteration 2: (EM) log likelihood = -35506.018
Iteration 3: (EM) log likelihood = -34764.803
Iteration 4: (EM) log likelihood = -33661.471
Iteration 5: (EM) log likelihood = -32602.311
Iteration 6: (EM) log likelihood = -31826.558
Iteration 7: (EM) log likelihood = -31320.584
Iteration 8: (EM) log likelihood = -30983.369
Iteration 9: (EM) log likelihood = -30734.79
Iteration 10: (EM) log likelihood = -30533.498
Iteration 11: (EM) log likelihood = -30361.171
Iteration 12: (EM) log likelihood = -30206.712
Iteration 13: (EM) log likelihood = -30070.365
Iteration 14: (EM) log likelihood = -29950.276
Iteration 15: (EM) log likelihood = -29843.25
Iteration 16: (EM) log likelihood = -29753.28
Iteration 17: (EM) log likelihood = -29675.102
Iteration 18: (EM) log likelihood = -29609.981
Iteration 19: (EM) log likelihood = -29554.407
Iteration 20: (EM) log likelihood = -29505.481
Iteration 21: (EM) log likelihood = -29460.016
Iteration 22: (EM) log likelihood = -29418.088
Iteration 23: (EM) log likelihood = -29379.316
Iteration 24: (EM) log likelihood = -29340.2
Iteration 25: (EM) log likelihood = -29308.037
Iteration 26: (EM) log likelihood = -29276.918
Iteration 27: (EM) log likelihood = -29245.441
Iteration 28: (EM) log likelihood = -29217.918
Iteration 29: (EM) log likelihood = -29189.853
Iteration 30: (EM) log likelihood = -29163.515
Iteration 31: (EM) log likelihood = -29138.589
Iteration 32: (EM) log likelihood = -29115.251
Iteration 33: (EM) log likelihood = -29090.972
Iteration 34: (EM) log likelihood = -29065.737
Iteration 35: (EM) log likelihood = -29042.07
Iteration 36: (EM) log likelihood = -29017.547
Iteration 37: (EM) log likelihood = -28993.745
Iteration 38: (EM) log likelihood = -28973.204
Iteration 39: (EM) log likelihood = -28954.747
Iteration 40: (EM) log likelihood = -28937.043
Iteration 41: (EM) log likelihood = -28921.602
Iteration 42: (EM) log likelihood = -28908.259
Iteration 43: (EM) log likelihood = -28894.982
Iteration 44: (EM) log likelihood = -28882.97
Iteration 45: (EM) log likelihood = -28873.966
Iteration 46: (EM) log likelihood = -28866.448
Iteration 47: (EM) log likelihood = -28859.461
Iteration 48: (EM) log likelihood = -28854.071
Iteration 49: (EM) log likelihood = -28849.399
Iteration 50: (EM) log likelihood = -28845.416
Iteration 51: (EM) log likelihood = -28841.421
Iteration 52: (EM) log likelihood = -28838.056
Iteration 53: (EM) log likelihood = -28835.441
Iteration 54: (EM) log likelihood = -28833.452
Iteration 55: (EM) log likelihood = -28831.691
Iteration 56: (EM) log likelihood = -28830.05
Iteration 57: (EM) log likelihood = -28827.542
Iteration 58: (EM) log likelihood = -28825.381
Iteration 59: (EM) log likelihood = -28823.917
Iteration 60: (EM) log likelihood = -28822.682
Iteration 61: (EM) log likelihood = -28821.196
Iteration 62: (EM) log likelihood = -28819.682
Iteration 63: (EM) log likelihood = -28818.892
Iteration 64: (EM) log likelihood = -28818.272
Iteration 65: (EM) log likelihood = -28817.663
Iteration 66: (EM) log likelihood = -28817.001
Iteration 67: (EM) log likelihood = -28816.418
Iteration 68: (EM) log likelihood = -28816.108
Iteration 69: (EM) log likelihood = -28815.559
Iteration 70: (EM) log likelihood = -28814.919
Iteration 71: (EM) log likelihood = -28814.667
Iteration 72: (EM) log likelihood = -28813.996
Iteration 73: (EM) log likelihood = -28813.755
Iteration 74: (EM) log likelihood = -28813.282
Iteration 75: (EM) log likelihood = -28813.266
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.8196
Iteration 1: (class) log likelihood = -7368.8196
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30070.704
Iteration 1: (outcome) log likelihood = -29081.86
Iteration 2: (outcome) log likelihood = -28874.895
Iteration 3: (outcome) log likelihood = -28837.168
Iteration 4: (outcome) log likelihood = -28828.869
Iteration 5: (outcome) log likelihood = -28827.151
Iteration 6: (outcome) log likelihood = -28826.757
Iteration 7: (outcome) log likelihood = -28826.693
Iteration 8: (outcome) log likelihood = -28826.686
Iteration 9: (outcome) log likelihood = -28826.684 (not concave)
Iteration 10: (outcome) log likelihood = -28826.684 (not concave)
Iteration 11: (outcome) log likelihood = -28826.684 (not concave)
Iteration 12: (outcome) log likelihood = -28826.684 (not concave)
Iteration 13: (outcome) log likelihood = -28826.684 (not concave)
Iteration 14: (outcome) log likelihood = -28826.684 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36125.249
Iteration 1: (EM) log likelihood = -35945.296
Iteration 2: (EM) log likelihood = -35569.506
Iteration 3: (EM) log likelihood = -34906.065
Iteration 4: (EM) log likelihood = -34019.705
Iteration 5: (EM) log likelihood = -33105.883
Iteration 6: (EM) log likelihood = -32224.107
Iteration 7: (EM) log likelihood = -31461.171
Iteration 8: (EM) log likelihood = -30926.186
Iteration 9: (EM) log likelihood = -30585.684
Iteration 10: (EM) log likelihood = -30358.019
Iteration 11: (EM) log likelihood = -30185.715
Iteration 12: (EM) log likelihood = -30033.821
Iteration 13: (EM) log likelihood = -29906.837
Iteration 14: (EM) log likelihood = -29796.082
Iteration 15: (EM) log likelihood = -29700.974
Iteration 16: (EM) log likelihood = -29624.122
Iteration 17: (EM) log likelihood = -29559.24
Iteration 18: (EM) log likelihood = -29500.675
Iteration 19: (EM) log likelihood = -29448.331
Iteration 20: (EM) log likelihood = -29398.531
Iteration 21: (EM) log likelihood = -29352.983
Iteration 22: (EM) log likelihood = -29305.441
Iteration 23: (EM) log likelihood = -29262.205
Iteration 24: (EM) log likelihood = -29222.649
Iteration 25: (EM) log likelihood = -29186.554
Iteration 26: (EM) log likelihood = -29153.997
Iteration 27: (EM) log likelihood = -29126.015
Iteration 28: (EM) log likelihood = -29099.152
Iteration 29: (EM) log likelihood = -29074.217
Iteration 30: (EM) log likelihood = -29053.479
Iteration 31: (EM) log likelihood = -29033.38
Iteration 32: (EM) log likelihood = -29007.628
Iteration 33: (EM) log likelihood = -28987.52
Iteration 34: (EM) log likelihood = -28969.964
Iteration 35: (EM) log likelihood = -28953.325
Iteration 36: (EM) log likelihood = -28938.358
Iteration 37: (EM) log likelihood = -28924.428
Iteration 38: (EM) log likelihood = -28912.29
Iteration 39: (EM) log likelihood = -28901.269
Iteration 40: (EM) log likelihood = -28886.491
Iteration 41: (EM) log likelihood = -28875.687
Iteration 42: (EM) log likelihood = -28865.456
Iteration 43: (EM) log likelihood = -28855.908
Iteration 44: (EM) log likelihood = -28846.639
Iteration 45: (EM) log likelihood = -28838.052
Iteration 46: (EM) log likelihood = -28829.832
Iteration 47: (EM) log likelihood = -28821.965
Iteration 48: (EM) log likelihood = -28814.073
Iteration 49: (EM) log likelihood = -28806.468
Iteration 50: (EM) log likelihood = -28798.637
Iteration 51: (EM) log likelihood = -28790.495
Iteration 52: (EM) log likelihood = -28782.002
Iteration 53: (EM) log likelihood = -28771.968
Iteration 54: (EM) log likelihood = -28758.711
Iteration 55: (EM) log likelihood = -28745.998
Iteration 56: (EM) log likelihood = -28732.402
Iteration 57: (EM) log likelihood = -28717.958
Iteration 58: (EM) log likelihood = -28702.835
Iteration 59: (EM) log likelihood = -28686.631
Iteration 60: (EM) log likelihood = -28667.893
Iteration 61: (EM) log likelihood = -28647.325
Iteration 62: (EM) log likelihood = -28624.062
Iteration 63: (EM) log likelihood = -28593.393
Iteration 64: (EM) log likelihood = -28567.016
Iteration 65: (EM) log likelihood = -28539.208
Iteration 66: (EM) log likelihood = -28510.264
Iteration 67: (EM) log likelihood = -28479.955
Iteration 68: (EM) log likelihood = -28450.558
Iteration 69: (EM) log likelihood = -28422.158
Iteration 70: (EM) log likelihood = -28395.057
Iteration 71: (EM) log likelihood = -28365.315
Iteration 72: (EM) log likelihood = -28342.718
Iteration 73: (EM) log likelihood = -28322.431
Iteration 74: (EM) log likelihood = -28304.993
Iteration 75: (EM) log likelihood = -28289.448
Iteration 76: (EM) log likelihood = -28274.617
Iteration 77: (EM) log likelihood = -28261.143
Iteration 78: (EM) log likelihood = -28249.863
Iteration 79: (EM) log likelihood = -28239.432
Iteration 80: (EM) log likelihood = -28229.58
Iteration 81: (EM) log likelihood = -28219.17
Iteration 82: (EM) log likelihood = -28208.129
Iteration 83: (EM) log likelihood = -28199.614
Iteration 84: (EM) log likelihood = -28191.35
Iteration 85: (EM) log likelihood = -28183.737
Iteration 86: (EM) log likelihood = -28176.301
Iteration 87: (EM) log likelihood = -28169.132
Iteration 88: (EM) log likelihood = -28161.829
Iteration 89: (EM) log likelihood = -28154.638
Iteration 90: (EM) log likelihood = -28148.4
Iteration 91: (EM) log likelihood = -28142.485
Iteration 92: (EM) log likelihood = -28137.097
Iteration 93: (EM) log likelihood = -28131.863
Iteration 94: (EM) log likelihood = -28126.59
Iteration 95: (EM) log likelihood = -28121.513
Iteration 96: (EM) log likelihood = -28116.758
Iteration 97: (EM) log likelihood = -28111.33
Iteration 98: (EM) log likelihood = -28105.951
Iteration 99: (EM) log likelihood = -28101.41
Iteration 100: (EM) log likelihood = -28097.308
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.4611
Iteration 1: (class) log likelihood = -7371.4611
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29943.853
Iteration 1: (outcome) log likelihood = -29109.643
Iteration 2: (outcome) log likelihood = -28892.596
Iteration 3: (outcome) log likelihood = -28845.511
Iteration 4: (outcome) log likelihood = -28838.147
Iteration 5: (outcome) log likelihood = -28836.364
Iteration 6: (outcome) log likelihood = -28836.017
Iteration 7: (outcome) log likelihood = -28835.954
Iteration 8: (outcome) log likelihood = -28835.946
Iteration 9: (outcome) log likelihood = -28835.946 (not concave)
Iteration 10: (outcome) log likelihood = -28835.946 (not concave)
Iteration 11: (outcome) log likelihood = -28835.946 (not concave)
Iteration 12: (outcome) log likelihood = -28835.946 (not concave)
Iteration 13: (outcome) log likelihood = -28835.946 (not concave)
Iteration 14: (outcome) log likelihood = -28835.946 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36173.418
Iteration 1: (EM) log likelihood = -36053.558
Iteration 2: (EM) log likelihood = -35726.258
Iteration 3: (EM) log likelihood = -34992.944
Iteration 4: (EM) log likelihood = -33868.161
Iteration 5: (EM) log likelihood = -32840.519
Iteration 6: (EM) log likelihood = -32098.442
Iteration 7: (EM) log likelihood = -31573.227
Iteration 8: (EM) log likelihood = -31176.301
Iteration 9: (EM) log likelihood = -30854.388
Iteration 10: (EM) log likelihood = -30560.057
Iteration 11: (EM) log likelihood = -30294.242
Iteration 12: (EM) log likelihood = -30065.046
Iteration 13: (EM) log likelihood = -29879.203
Iteration 14: (EM) log likelihood = -29734.189
Iteration 15: (EM) log likelihood = -29616.014
Iteration 16: (EM) log likelihood = -29518.618
Iteration 17: (EM) log likelihood = -29437.785
Iteration 18: (EM) log likelihood = -29367.745
Iteration 19: (EM) log likelihood = -29305.528
Iteration 20: (EM) log likelihood = -29247.179
Iteration 21: (EM) log likelihood = -29191.634
Iteration 22: (EM) log likelihood = -29141.165
Iteration 23: (EM) log likelihood = -29092.986
Iteration 24: (EM) log likelihood = -29046.269
Iteration 25: (EM) log likelihood = -29005.561
Iteration 26: (EM) log likelihood = -28966.368
Iteration 27: (EM) log likelihood = -28926.108
Iteration 28: (EM) log likelihood = -28886.532
Iteration 29: (EM) log likelihood = -28856.397
Iteration 30: (EM) log likelihood = -28828.31
Iteration 31: (EM) log likelihood = -28804.077
Iteration 32: (EM) log likelihood = -28780.26
Iteration 33: (EM) log likelihood = -28758.058
Iteration 34: (EM) log likelihood = -28738.53
Iteration 35: (EM) log likelihood = -28715.756
Iteration 36: (EM) log likelihood = -28695.563
Iteration 37: (EM) log likelihood = -28678.68
Iteration 38: (EM) log likelihood = -28662.19
Iteration 39: (EM) log likelihood = -28647.719
Iteration 40: (EM) log likelihood = -28634.355
Iteration 41: (EM) log likelihood = -28620.633
Iteration 42: (EM) log likelihood = -28607.545
Iteration 43: (EM) log likelihood = -28594.622
Iteration 44: (EM) log likelihood = -28582.843
Iteration 45: (EM) log likelihood = -28571.289
Iteration 46: (EM) log likelihood = -28559.968
Iteration 47: (EM) log likelihood = -28547.251
Iteration 48: (EM) log likelihood = -28536.346
Iteration 49: (EM) log likelihood = -28523.726
Iteration 50: (EM) log likelihood = -28513.502
Iteration 51: (EM) log likelihood = -28503.622
Iteration 52: (EM) log likelihood = -28494.806
Iteration 53: (EM) log likelihood = -28486.226
Iteration 54: (EM) log likelihood = -28476.497
Iteration 55: (EM) log likelihood = -28469.325
Iteration 56: (EM) log likelihood = -28462.086
Iteration 57: (EM) log likelihood = -28454.807
Iteration 58: (EM) log likelihood = -28448.113
Iteration 59: (EM) log likelihood = -28443.756
Iteration 60: (EM) log likelihood = -28438.175
Iteration 61: (EM) log likelihood = -28432.357
Iteration 62: (EM) log likelihood = -28425.782
Iteration 63: (EM) log likelihood = -28421.493
Iteration 64: (EM) log likelihood = -28417.797
Iteration 65: (EM) log likelihood = -28413.687
Iteration 66: (EM) log likelihood = -28405.185
Iteration 67: (EM) log likelihood = -28400.816
Iteration 68: (EM) log likelihood = -28397.635
Iteration 69: (EM) log likelihood = -28393.553
Iteration 70: (EM) log likelihood = -28390.263
Iteration 71: (EM) log likelihood = -28386.055
Iteration 72: (EM) log likelihood = -28383.892
Iteration 73: (EM) log likelihood = -28381.975
Iteration 74: (EM) log likelihood = -28379.808
Iteration 75: (EM) log likelihood = -28377.587
Iteration 76: (EM) log likelihood = -28375.584
Iteration 77: (EM) log likelihood = -28373.843
Iteration 78: (EM) log likelihood = -28372.101
Iteration 79: (EM) log likelihood = -28369.789
Iteration 80: (EM) log likelihood = -28367.727
Iteration 81: (EM) log likelihood = -28365.999
Iteration 82: (EM) log likelihood = -28364.858
Iteration 83: (EM) log likelihood = -28363.836
Iteration 84: (EM) log likelihood = -28362.548
Iteration 85: (EM) log likelihood = -28359.539
Iteration 86: (EM) log likelihood = -28353.315
Iteration 87: (EM) log likelihood = -28351.447
Iteration 88: (EM) log likelihood = -28350.067
Iteration 89: (EM) log likelihood = -28348.831
Iteration 90: (EM) log likelihood = -28348.245
Iteration 91: (EM) log likelihood = -28346.782
Iteration 92: (EM) log likelihood = -28344.704
Iteration 93: (EM) log likelihood = -28343.598
Iteration 94: (EM) log likelihood = -28342.546
Iteration 95: (EM) log likelihood = -28341.559
Iteration 96: (EM) log likelihood = -28340.271
Iteration 97: (EM) log likelihood = -28339.275
Iteration 98: (EM) log likelihood = -28337.694
Iteration 99: (EM) log likelihood = -28336.272
Iteration 100: (EM) log likelihood = -28334.296
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.6557
Iteration 1: (class) log likelihood = -7368.6557
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29884.831
Iteration 1: (outcome) log likelihood = -29109.834
Iteration 2: (outcome) log likelihood = -28875.646
Iteration 3: (outcome) log likelihood = -28844.653
Iteration 4: (outcome) log likelihood = -28837.214
Iteration 5: (outcome) log likelihood = -28835.748
Iteration 6: (outcome) log likelihood = -28835.447
Iteration 7: (outcome) log likelihood = -28835.382
Iteration 8: (outcome) log likelihood = -28835.367
Iteration 9: (outcome) log likelihood = -28835.363
Iteration 10: (outcome) log likelihood = -28835.363 (not concave)
Iteration 11: (outcome) log likelihood = -28835.363 (not concave)
Iteration 12: (outcome) log likelihood = -28835.363 (not concave)
Iteration 13: (outcome) log likelihood = -28835.363 (not concave)
Iteration 14: (outcome) log likelihood = -28835.363 (not concave)
Iteration 15: (outcome) log likelihood = -28835.363 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36147.434
Iteration 1: (EM) log likelihood = -35952.013
Iteration 2: (EM) log likelihood = -35353.446
Iteration 3: (EM) log likelihood = -34206.434
Iteration 4: (EM) log likelihood = -33143.5
Iteration 5: (EM) log likelihood = -32459.188
Iteration 6: (EM) log likelihood = -31945.974
Iteration 7: (EM) log likelihood = -31474.289
Iteration 8: (EM) log likelihood = -31056.235
Iteration 9: (EM) log likelihood = -30718.733
Iteration 10: (EM) log likelihood = -30448.149
Iteration 11: (EM) log likelihood = -30223.327
Iteration 12: (EM) log likelihood = -30033.293
Iteration 13: (EM) log likelihood = -29877.22
Iteration 14: (EM) log likelihood = -29750.541
Iteration 15: (EM) log likelihood = -29647.453
Iteration 16: (EM) log likelihood = -29558.961
Iteration 17: (EM) log likelihood = -29489.836
Iteration 18: (EM) log likelihood = -29432.601
Iteration 19: (EM) log likelihood = -29382.254
Iteration 20: (EM) log likelihood = -29336.164
Iteration 21: (EM) log likelihood = -29292.042
Iteration 22: (EM) log likelihood = -29253.913
Iteration 23: (EM) log likelihood = -29219.04
Iteration 24: (EM) log likelihood = -29185.275
Iteration 25: (EM) log likelihood = -29156.495
Iteration 26: (EM) log likelihood = -29130.44
Iteration 27: (EM) log likelihood = -29106.92
Iteration 28: (EM) log likelihood = -29082.029
Iteration 29: (EM) log likelihood = -29060.116
Iteration 30: (EM) log likelihood = -29040.082
Iteration 31: (EM) log likelihood = -29021.388
Iteration 32: (EM) log likelihood = -29001.383
Iteration 33: (EM) log likelihood = -28981.415
Iteration 34: (EM) log likelihood = -28960.907
Iteration 35: (EM) log likelihood = -28940.864
Iteration 36: (EM) log likelihood = -28921.248
Iteration 37: (EM) log likelihood = -28901.783
Iteration 38: (EM) log likelihood = -28882.605
Iteration 39: (EM) log likelihood = -28863.719
Iteration 40: (EM) log likelihood = -28845.199
Iteration 41: (EM) log likelihood = -28828.2
Iteration 42: (EM) log likelihood = -28809.771
Iteration 43: (EM) log likelihood = -28793.12
Iteration 44: (EM) log likelihood = -28777.095
Iteration 45: (EM) log likelihood = -28762.26
Iteration 46: (EM) log likelihood = -28748.778
Iteration 47: (EM) log likelihood = -28736.559
Iteration 48: (EM) log likelihood = -28725.037
Iteration 49: (EM) log likelihood = -28714.482
Iteration 50: (EM) log likelihood = -28704.521
Iteration 51: (EM) log likelihood = -28695.085
Iteration 52: (EM) log likelihood = -28686.155
Iteration 53: (EM) log likelihood = -28677.734
Iteration 54: (EM) log likelihood = -28669.998
Iteration 55: (EM) log likelihood = -28662.632
Iteration 56: (EM) log likelihood = -28655.211
Iteration 57: (EM) log likelihood = -28647.318
Iteration 58: (EM) log likelihood = -28640.088
Iteration 59: (EM) log likelihood = -28633.213
Iteration 60: (EM) log likelihood = -28626.581
Iteration 61: (EM) log likelihood = -28619.965
Iteration 62: (EM) log likelihood = -28613.603
Iteration 63: (EM) log likelihood = -28606.489
Iteration 64: (EM) log likelihood = -28600.11
Iteration 65: (EM) log likelihood = -28594.158
Iteration 66: (EM) log likelihood = -28588.626
Iteration 67: (EM) log likelihood = -28583.447
Iteration 68: (EM) log likelihood = -28578.767
Iteration 69: (EM) log likelihood = -28573.227
Iteration 70: (EM) log likelihood = -28566.909
Iteration 71: (EM) log likelihood = -28561.177
Iteration 72: (EM) log likelihood = -28554.372
Iteration 73: (EM) log likelihood = -28549.615
Iteration 74: (EM) log likelihood = -28545.019
Iteration 75: (EM) log likelihood = -28540.831
Iteration 76: (EM) log likelihood = -28537.611
Iteration 77: (EM) log likelihood = -28534.589
Iteration 78: (EM) log likelihood = -28531.904
Iteration 79: (EM) log likelihood = -28529.453
Iteration 80: (EM) log likelihood = -28527.246
Iteration 81: (EM) log likelihood = -28525.206
Iteration 82: (EM) log likelihood = -28523.432
Iteration 83: (EM) log likelihood = -28521.536
Iteration 84: (EM) log likelihood = -28519.162
Iteration 85: (EM) log likelihood = -28516.944
Iteration 86: (EM) log likelihood = -28514.232
Iteration 87: (EM) log likelihood = -28511.14
Iteration 88: (EM) log likelihood = -28508.281
Iteration 89: (EM) log likelihood = -28505.38
Iteration 90: (EM) log likelihood = -28502.453
Iteration 91: (EM) log likelihood = -28498.206
Iteration 92: (EM) log likelihood = -28495.083
Iteration 93: (EM) log likelihood = -28492.114
Iteration 94: (EM) log likelihood = -28489.013
Iteration 95: (EM) log likelihood = -28486.649
Iteration 96: (EM) log likelihood = -28484.599
Iteration 97: (EM) log likelihood = -28482.543
Iteration 98: (EM) log likelihood = -28481.014
Iteration 99: (EM) log likelihood = -28479.265
Iteration 100: (EM) log likelihood = -28477.714
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7367.2908
Iteration 1: (class) log likelihood = -7367.2908
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30231.364
Iteration 1: (outcome) log likelihood = -29094.132
Iteration 2: (outcome) log likelihood = -28893.714
Iteration 3: (outcome) log likelihood = -28849.091
Iteration 4: (outcome) log likelihood = -28840.97
Iteration 5: (outcome) log likelihood = -28839.377
Iteration 6: (outcome) log likelihood = -28839.059
Iteration 7: (outcome) log likelihood = -28838.989
Iteration 8: (outcome) log likelihood = -28838.973
Iteration 9: (outcome) log likelihood = -28838.969
Iteration 10: (outcome) log likelihood = -28838.968 (not concave)
Iteration 11: (outcome) log likelihood = -28838.968 (not concave)
Iteration 12: (outcome) log likelihood = -28838.968 (not concave)
Iteration 13: (outcome) log likelihood = -28838.968 (not concave)
Iteration 14: (outcome) log likelihood = -28838.968 (not concave)
Iteration 15: (outcome) log likelihood = -28838.968 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36174.455
Iteration 1: (EM) log likelihood = -36038.292
Iteration 2: (EM) log likelihood = -35656.099
Iteration 3: (EM) log likelihood = -34888.596
Iteration 4: (EM) log likelihood = -33826.274
Iteration 5: (EM) log likelihood = -32842.112
Iteration 6: (EM) log likelihood = -32039.565
Iteration 7: (EM) log likelihood = -31444.382
Iteration 8: (EM) log likelihood = -31040.291
Iteration 9: (EM) log likelihood = -30760.969
Iteration 10: (EM) log likelihood = -30541.084
Iteration 11: (EM) log likelihood = -30357.939
Iteration 12: (EM) log likelihood = -30200.994
Iteration 13: (EM) log likelihood = -30059.305
Iteration 14: (EM) log likelihood = -29945.368
Iteration 15: (EM) log likelihood = -29845.376
Iteration 16: (EM) log likelihood = -29761.19
Iteration 17: (EM) log likelihood = -29684.592
Iteration 18: (EM) log likelihood = -29621.473
Iteration 19: (EM) log likelihood = -29564.657
Iteration 20: (EM) log likelihood = -29518.928
Iteration 21: (EM) log likelihood = -29479.337
Iteration 22: (EM) log likelihood = -29444.453
Iteration 23: (EM) log likelihood = -29412.221
Iteration 24: (EM) log likelihood = -29383.802
Iteration 25: (EM) log likelihood = -29356.202
Iteration 26: (EM) log likelihood = -29326.062
Iteration 27: (EM) log likelihood = -29295.892
Iteration 28: (EM) log likelihood = -29265.007
Iteration 29: (EM) log likelihood = -29230.956
Iteration 30: (EM) log likelihood = -29194.915
Iteration 31: (EM) log likelihood = -29158.489
Iteration 32: (EM) log likelihood = -29120.632
Iteration 33: (EM) log likelihood = -29081.921
Iteration 34: (EM) log likelihood = -29041.215
Iteration 35: (EM) log likelihood = -29000.909
Iteration 36: (EM) log likelihood = -28967.013
Iteration 37: (EM) log likelihood = -28934.178
Iteration 38: (EM) log likelihood = -28903.987
Iteration 39: (EM) log likelihood = -28874.508
Iteration 40: (EM) log likelihood = -28846.919
Iteration 41: (EM) log likelihood = -28819.968
Iteration 42: (EM) log likelihood = -28788.24
Iteration 43: (EM) log likelihood = -28762.411
Iteration 44: (EM) log likelihood = -28738.006
Iteration 45: (EM) log likelihood = -28715.316
Iteration 46: (EM) log likelihood = -28691.997
Iteration 47: (EM) log likelihood = -28669.949
Iteration 48: (EM) log likelihood = -28649.464
Iteration 49: (EM) log likelihood = -28627.823
Iteration 50: (EM) log likelihood = -28607.321
Iteration 51: (EM) log likelihood = -28587.217
Iteration 52: (EM) log likelihood = -28567.944
Iteration 53: (EM) log likelihood = -28549.358
Iteration 54: (EM) log likelihood = -28531.752
Iteration 55: (EM) log likelihood = -28514.388
Iteration 56: (EM) log likelihood = -28497.552
Iteration 57: (EM) log likelihood = -28480.66
Iteration 58: (EM) log likelihood = -28463.101
Iteration 59: (EM) log likelihood = -28446.929
Iteration 60: (EM) log likelihood = -28431.286
Iteration 61: (EM) log likelihood = -28413.768
Iteration 62: (EM) log likelihood = -28397.383
Iteration 63: (EM) log likelihood = -28381.202
Iteration 64: (EM) log likelihood = -28367.4
Iteration 65: (EM) log likelihood = -28353.488
Iteration 66: (EM) log likelihood = -28340.429
Iteration 67: (EM) log likelihood = -28327.221
Iteration 68: (EM) log likelihood = -28314.222
Iteration 69: (EM) log likelihood = -28303.065
Iteration 70: (EM) log likelihood = -28291.828
Iteration 71: (EM) log likelihood = -28282.514
Iteration 72: (EM) log likelihood = -28273.765
Iteration 73: (EM) log likelihood = -28265.952
Iteration 74: (EM) log likelihood = -28258.798
Iteration 75: (EM) log likelihood = -28252.148
Iteration 76: (EM) log likelihood = -28246.778
Iteration 77: (EM) log likelihood = -28241.564
Iteration 78: (EM) log likelihood = -28235.399
Iteration 79: (EM) log likelihood = -28231.102
Iteration 80: (EM) log likelihood = -28226.556
Iteration 81: (EM) log likelihood = -28222.447
Iteration 82: (EM) log likelihood = -28220.708
Iteration 83: (EM) log likelihood = -28218.862
Iteration 84: (EM) log likelihood = -28216.933
Iteration 85: (EM) log likelihood = -28214.407
Iteration 86: (EM) log likelihood = -28213.163
Iteration 87: (EM) log likelihood = -28212.458
Iteration 88: (EM) log likelihood = -28211.61
Iteration 89: (EM) log likelihood = -28209.57
Iteration 90: (EM) log likelihood = -28210.957
Iteration 91: (EM) log likelihood = -28210.685
Iteration 92: (EM) log likelihood = -28210.489
Iteration 93: (EM) log likelihood = -28211.038
Iteration 94: (EM) log likelihood = -28211.763
Iteration 95: (EM) log likelihood = -28212.667
Iteration 96: (EM) log likelihood = -28213.388
Iteration 97: (EM) log likelihood = -28213.823
Iteration 98: (EM) log likelihood = -28214.146
Iteration 99: (EM) log likelihood = -28214.162
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.0654
Iteration 1: (class) log likelihood = -7369.0654
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30063.016
Iteration 1: (outcome) log likelihood = -29079.282
Iteration 2: (outcome) log likelihood = -28883.946
Iteration 3: (outcome) log likelihood = -28853.38
Iteration 4: (outcome) log likelihood = -28846.424
Iteration 5: (outcome) log likelihood = -28845.02
Iteration 6: (outcome) log likelihood = -28844.728
Iteration 7: (outcome) log likelihood = -28844.658
Iteration 8: (outcome) log likelihood = -28844.643
Iteration 9: (outcome) log likelihood = -28844.639 (not concave)
Iteration 10: (outcome) log likelihood = -28844.639 (not concave)
Iteration 11: (outcome) log likelihood = -28844.639 (not concave)
Iteration 12: (outcome) log likelihood = -28844.639 (not concave)
Iteration 13: (outcome) log likelihood = -28844.639 (not concave)
Iteration 14: (outcome) log likelihood = -28844.639 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36169.793
Iteration 1: (EM) log likelihood = -35999.904
Iteration 2: (EM) log likelihood = -35423.301
Iteration 3: (EM) log likelihood = -34196.887
Iteration 4: (EM) log likelihood = -33015.939
Iteration 5: (EM) log likelihood = -32209.885
Iteration 6: (EM) log likelihood = -31640.142
Iteration 7: (EM) log likelihood = -31206.599
Iteration 8: (EM) log likelihood = -30876.133
Iteration 9: (EM) log likelihood = -30620.304
Iteration 10: (EM) log likelihood = -30407.981
Iteration 11: (EM) log likelihood = -30216.069
Iteration 12: (EM) log likelihood = -30036.344
Iteration 13: (EM) log likelihood = -29866.932
Iteration 14: (EM) log likelihood = -29714.666
Iteration 15: (EM) log likelihood = -29580.825
Iteration 16: (EM) log likelihood = -29459.039
Iteration 17: (EM) log likelihood = -29345.428
Iteration 18: (EM) log likelihood = -29247.242
Iteration 19: (EM) log likelihood = -29159.882
Iteration 20: (EM) log likelihood = -29088.942
Iteration 21: (EM) log likelihood = -29031.596
Iteration 22: (EM) log likelihood = -28981.424
Iteration 23: (EM) log likelihood = -28940.263
Iteration 24: (EM) log likelihood = -28901.972
Iteration 25: (EM) log likelihood = -28867.542
Iteration 26: (EM) log likelihood = -28837.905
Iteration 27: (EM) log likelihood = -28807.407
Iteration 28: (EM) log likelihood = -28771.369
Iteration 29: (EM) log likelihood = -28746.394
Iteration 30: (EM) log likelihood = -28723.162
Iteration 31: (EM) log likelihood = -28703.049
Iteration 32: (EM) log likelihood = -28682.591
Iteration 33: (EM) log likelihood = -28660.387
Iteration 34: (EM) log likelihood = -28640.404
Iteration 35: (EM) log likelihood = -28622.491
Iteration 36: (EM) log likelihood = -28605.403
Iteration 37: (EM) log likelihood = -28587.796
Iteration 38: (EM) log likelihood = -28570.499
Iteration 39: (EM) log likelihood = -28554.102
Iteration 40: (EM) log likelihood = -28538.147
Iteration 41: (EM) log likelihood = -28525.553
Iteration 42: (EM) log likelihood = -28512.446
Iteration 43: (EM) log likelihood = -28498.087
Iteration 44: (EM) log likelihood = -28487.014
Iteration 45: (EM) log likelihood = -28475.757
Iteration 46: (EM) log likelihood = -28466.574
Iteration 47: (EM) log likelihood = -28457.118
Iteration 48: (EM) log likelihood = -28449.079
Iteration 49: (EM) log likelihood = -28440.199
Iteration 50: (EM) log likelihood = -28431.513
Iteration 51: (EM) log likelihood = -28421.783
Iteration 52: (EM) log likelihood = -28412.581
Iteration 53: (EM) log likelihood = -28406.48
Iteration 54: (EM) log likelihood = -28398.793
Iteration 55: (EM) log likelihood = -28391.566
Iteration 56: (EM) log likelihood = -28384.719
Iteration 57: (EM) log likelihood = -28379.866
Iteration 58: (EM) log likelihood = -28373.873
Iteration 59: (EM) log likelihood = -28369.248
Iteration 60: (EM) log likelihood = -28364.822
Iteration 61: (EM) log likelihood = -28359.403
Iteration 62: (EM) log likelihood = -28355.556
Iteration 63: (EM) log likelihood = -28350.808
Iteration 64: (EM) log likelihood = -28344.483
Iteration 65: (EM) log likelihood = -28339.656
Iteration 66: (EM) log likelihood = -28335.624
Iteration 67: (EM) log likelihood = -28331.67
Iteration 68: (EM) log likelihood = -28327.596
Iteration 69: (EM) log likelihood = -28324.918
Iteration 70: (EM) log likelihood = -28321.124
Iteration 71: (EM) log likelihood = -28316.819
Iteration 72: (EM) log likelihood = -28314.167
Iteration 73: (EM) log likelihood = -28310.641
Iteration 74: (EM) log likelihood = -28307.205
Iteration 75: (EM) log likelihood = -28303.86
Iteration 76: (EM) log likelihood = -28299.714
Iteration 77: (EM) log likelihood = -28294.881
Iteration 78: (EM) log likelihood = -28290.531
Iteration 79: (EM) log likelihood = -28287.49
Iteration 80: (EM) log likelihood = -28284.45
Iteration 81: (EM) log likelihood = -28281.03
Iteration 82: (EM) log likelihood = -28278.135
Iteration 83: (EM) log likelihood = -28274.952
Iteration 84: (EM) log likelihood = -28272.168
Iteration 85: (EM) log likelihood = -28269.208
Iteration 86: (EM) log likelihood = -28266.712
Iteration 87: (EM) log likelihood = -28263.069
Iteration 88: (EM) log likelihood = -28260.114
Iteration 89: (EM) log likelihood = -28257.632
Iteration 90: (EM) log likelihood = -28255.003
Iteration 91: (EM) log likelihood = -28253.07
Iteration 92: (EM) log likelihood = -28250.668
Iteration 93: (EM) log likelihood = -28248.451
Iteration 94: (EM) log likelihood = -28246.432
Iteration 95: (EM) log likelihood = -28243.982
Iteration 96: (EM) log likelihood = -28241.374
Iteration 97: (EM) log likelihood = -28239.751
Iteration 98: (EM) log likelihood = -28237.716
Iteration 99: (EM) log likelihood = -28234.919
Iteration 100: (EM) log likelihood = -28232.984
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.5877
Iteration 1: (class) log likelihood = -7369.5877
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30032.31
Iteration 1: (outcome) log likelihood = -29075.562
Iteration 2: (outcome) log likelihood = -28875.56
Iteration 3: (outcome) log likelihood = -28831.248
Iteration 4: (outcome) log likelihood = -28824
Iteration 5: (outcome) log likelihood = -28822.158
Iteration 6: (outcome) log likelihood = -28821.851
Iteration 7: (outcome) log likelihood = -28821.778
Iteration 8: (outcome) log likelihood = -28821.76
Iteration 9: (outcome) log likelihood = -28821.757
Iteration 10: (outcome) log likelihood = -28821.756 (not concave)
Iteration 11: (outcome) log likelihood = -28821.756 (not concave)
Iteration 12: (outcome) log likelihood = -28821.756 (not concave)
Iteration 13: (outcome) log likelihood = -28821.756 (not concave)
Iteration 14: (outcome) log likelihood = -28821.756 (not concave)
Iteration 15: (outcome) log likelihood = -28821.756 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36114.79
Iteration 1: (EM) log likelihood = -35857.247
Iteration 2: (EM) log likelihood = -35153.363
Iteration 3: (EM) log likelihood = -33954.84
Iteration 4: (EM) log likelihood = -32835.984
Iteration 5: (EM) log likelihood = -31996.272
Iteration 6: (EM) log likelihood = -31351.461
Iteration 7: (EM) log likelihood = -30869.433
Iteration 8: (EM) log likelihood = -30519.013
Iteration 9: (EM) log likelihood = -30260.639
Iteration 10: (EM) log likelihood = -30060.649
Iteration 11: (EM) log likelihood = -29898.153
Iteration 12: (EM) log likelihood = -29751.352
Iteration 13: (EM) log likelihood = -29614.378
Iteration 14: (EM) log likelihood = -29479.528
Iteration 15: (EM) log likelihood = -29360.487
Iteration 16: (EM) log likelihood = -29246.718
Iteration 17: (EM) log likelihood = -29156.991
Iteration 18: (EM) log likelihood = -29078.757
Iteration 19: (EM) log likelihood = -29007.696
Iteration 20: (EM) log likelihood = -28944.74
Iteration 21: (EM) log likelihood = -28888.579
Iteration 22: (EM) log likelihood = -28838.649
Iteration 23: (EM) log likelihood = -28795.481
Iteration 24: (EM) log likelihood = -28757.979
Iteration 25: (EM) log likelihood = -28723.861
Iteration 26: (EM) log likelihood = -28698.322
Iteration 27: (EM) log likelihood = -28674.47
Iteration 28: (EM) log likelihood = -28652.395
Iteration 29: (EM) log likelihood = -28630.58
Iteration 30: (EM) log likelihood = -28611.139
Iteration 31: (EM) log likelihood = -28594.586
Iteration 32: (EM) log likelihood = -28579.445
Iteration 33: (EM) log likelihood = -28566.096
Iteration 34: (EM) log likelihood = -28553.84
Iteration 35: (EM) log likelihood = -28541.862
Iteration 36: (EM) log likelihood = -28528.228
Iteration 37: (EM) log likelihood = -28516.887
Iteration 38: (EM) log likelihood = -28502.878
Iteration 39: (EM) log likelihood = -28490.889
Iteration 40: (EM) log likelihood = -28476.861
Iteration 41: (EM) log likelihood = -28464.418
Iteration 42: (EM) log likelihood = -28452.75
Iteration 43: (EM) log likelihood = -28439.147
Iteration 44: (EM) log likelihood = -28428.466
Iteration 45: (EM) log likelihood = -28417.702
Iteration 46: (EM) log likelihood = -28403.321
Iteration 47: (EM) log likelihood = -28394.626
Iteration 48: (EM) log likelihood = -28386.595
Iteration 49: (EM) log likelihood = -28378.299
Iteration 50: (EM) log likelihood = -28370.479
Iteration 51: (EM) log likelihood = -28363.215
Iteration 52: (EM) log likelihood = -28353.482
Iteration 53: (EM) log likelihood = -28347.41
Iteration 54: (EM) log likelihood = -28341.387
Iteration 55: (EM) log likelihood = -28334.858
Iteration 56: (EM) log likelihood = -28329.049
Iteration 57: (EM) log likelihood = -28322.812
Iteration 58: (EM) log likelihood = -28316.958
Iteration 59: (EM) log likelihood = -28310.471
Iteration 60: (EM) log likelihood = -28304.939
Iteration 61: (EM) log likelihood = -28298.201
Iteration 62: (EM) log likelihood = -28293.934
Iteration 63: (EM) log likelihood = -28289.186
Iteration 64: (EM) log likelihood = -28284.622
Iteration 65: (EM) log likelihood = -28276.92
Iteration 66: (EM) log likelihood = -28271.173
Iteration 67: (EM) log likelihood = -28268.19
Iteration 68: (EM) log likelihood = -28264.961
Iteration 69: (EM) log likelihood = -28260.771
Iteration 70: (EM) log likelihood = -28257.26
Iteration 71: (EM) log likelihood = -28252.549
Iteration 72: (EM) log likelihood = -28247.522
Iteration 73: (EM) log likelihood = -28239.97
Iteration 74: (EM) log likelihood = -28234.1
Iteration 75: (EM) log likelihood = -28229.006
Iteration 76: (EM) log likelihood = -28221.772
Iteration 77: (EM) log likelihood = -28216.587
Iteration 78: (EM) log likelihood = -28212.138
Iteration 79: (EM) log likelihood = -28207.967
Iteration 80: (EM) log likelihood = -28204.062
Iteration 81: (EM) log likelihood = -28199.953
Iteration 82: (EM) log likelihood = -28195.073
Iteration 83: (EM) log likelihood = -28191.739
Iteration 84: (EM) log likelihood = -28188.675
Iteration 85: (EM) log likelihood = -28186.243
Iteration 86: (EM) log likelihood = -28183.69
Iteration 87: (EM) log likelihood = -28181.073
Iteration 88: (EM) log likelihood = -28178.885
Iteration 89: (EM) log likelihood = -28176.626
Iteration 90: (EM) log likelihood = -28174.067
Iteration 91: (EM) log likelihood = -28171.712
Iteration 92: (EM) log likelihood = -28169.074
Iteration 93: (EM) log likelihood = -28167.084
Iteration 94: (EM) log likelihood = -28164.429
Iteration 95: (EM) log likelihood = -28162.535
Iteration 96: (EM) log likelihood = -28160.761
Iteration 97: (EM) log likelihood = -28159.029
Iteration 98: (EM) log likelihood = -28157.283
Iteration 99: (EM) log likelihood = -28156.627
Iteration 100: (EM) log likelihood = -28154.898
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.7831
Iteration 1: (class) log likelihood = -7371.7831
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29589.204
Iteration 1: (outcome) log likelihood = -29016.486
Iteration 2: (outcome) log likelihood = -28853.544
Iteration 3: (outcome) log likelihood = -28828.323
Iteration 4: (outcome) log likelihood = -28823.283
Iteration 5: (outcome) log likelihood = -28822.299
Iteration 6: (outcome) log likelihood = -28822.138
Iteration 7: (outcome) log likelihood = -28822.099
Iteration 8: (outcome) log likelihood = -28822.091
Iteration 9: (outcome) log likelihood = -28822.089 (not concave)
Iteration 10: (outcome) log likelihood = -28822.089 (not concave)
Iteration 11: (outcome) log likelihood = -28822.089 (not concave)
Iteration 12: (outcome) log likelihood = -28822.089 (not concave)
Iteration 13: (outcome) log likelihood = -28822.089 (not concave)
Iteration 14: (outcome) log likelihood = -28822.089 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36122.988
Iteration 1: (EM) log likelihood = -35876.386
Iteration 2: (EM) log likelihood = -35272.239
Iteration 3: (EM) log likelihood = -34263.806
Iteration 4: (EM) log likelihood = -33129.081
Iteration 5: (EM) log likelihood = -32220.299
Iteration 6: (EM) log likelihood = -31601.994
Iteration 7: (EM) log likelihood = -31190.929
Iteration 8: (EM) log likelihood = -30887.254
Iteration 9: (EM) log likelihood = -30633.468
Iteration 10: (EM) log likelihood = -30398.53
Iteration 11: (EM) log likelihood = -30187.253
Iteration 12: (EM) log likelihood = -30003.241
Iteration 13: (EM) log likelihood = -29859.387
Iteration 14: (EM) log likelihood = -29745.798
Iteration 15: (EM) log likelihood = -29651.879
Iteration 16: (EM) log likelihood = -29571.753
Iteration 17: (EM) log likelihood = -29499.398
Iteration 18: (EM) log likelihood = -29430.403
Iteration 19: (EM) log likelihood = -29368.209
Iteration 20: (EM) log likelihood = -29310.268
Iteration 21: (EM) log likelihood = -29250.388
Iteration 22: (EM) log likelihood = -29187.775
Iteration 23: (EM) log likelihood = -29128.779
Iteration 24: (EM) log likelihood = -29082.799
Iteration 25: (EM) log likelihood = -29043.052
Iteration 26: (EM) log likelihood = -29005.818
Iteration 27: (EM) log likelihood = -28972.161
Iteration 28: (EM) log likelihood = -28941.161
Iteration 29: (EM) log likelihood = -28912.984
Iteration 30: (EM) log likelihood = -28885.68
Iteration 31: (EM) log likelihood = -28861.43
Iteration 32: (EM) log likelihood = -28840.598
Iteration 33: (EM) log likelihood = -28820.488
Iteration 34: (EM) log likelihood = -28798.475
Iteration 35: (EM) log likelihood = -28780.46
Iteration 36: (EM) log likelihood = -28760.299
Iteration 37: (EM) log likelihood = -28742.374
Iteration 38: (EM) log likelihood = -28727.253
Iteration 39: (EM) log likelihood = -28711.038
Iteration 40: (EM) log likelihood = -28697.811
Iteration 41: (EM) log likelihood = -28685.293
Iteration 42: (EM) log likelihood = -28673.088
Iteration 43: (EM) log likelihood = -28659.759
Iteration 44: (EM) log likelihood = -28648.284
Iteration 45: (EM) log likelihood = -28638.328
Iteration 46: (EM) log likelihood = -28627.961
Iteration 47: (EM) log likelihood = -28619.315
Iteration 48: (EM) log likelihood = -28609.973
Iteration 49: (EM) log likelihood = -28601.666
Iteration 50: (EM) log likelihood = -28591.247
Iteration 51: (EM) log likelihood = -28582.636
Iteration 52: (EM) log likelihood = -28573.848
Iteration 53: (EM) log likelihood = -28565.246
Iteration 54: (EM) log likelihood = -28556.752
Iteration 55: (EM) log likelihood = -28549.381
Iteration 56: (EM) log likelihood = -28542.649
Iteration 57: (EM) log likelihood = -28535.945
Iteration 58: (EM) log likelihood = -28529.877
Iteration 59: (EM) log likelihood = -28524.153
Iteration 60: (EM) log likelihood = -28518.414
Iteration 61: (EM) log likelihood = -28512.162
Iteration 62: (EM) log likelihood = -28506.641
Iteration 63: (EM) log likelihood = -28501.258
Iteration 64: (EM) log likelihood = -28496.054
Iteration 65: (EM) log likelihood = -28490.641
Iteration 66: (EM) log likelihood = -28485.686
Iteration 67: (EM) log likelihood = -28481.196
Iteration 68: (EM) log likelihood = -28476.695
Iteration 69: (EM) log likelihood = -28472.905
Iteration 70: (EM) log likelihood = -28468.435
Iteration 71: (EM) log likelihood = -28462.859
Iteration 72: (EM) log likelihood = -28458.206
Iteration 73: (EM) log likelihood = -28453.932
Iteration 74: (EM) log likelihood = -28449.458
Iteration 75: (EM) log likelihood = -28444.577
Iteration 76: (EM) log likelihood = -28440.438
Iteration 77: (EM) log likelihood = -28436.15
Iteration 78: (EM) log likelihood = -28431.701
Iteration 79: (EM) log likelihood = -28427.37
Iteration 80: (EM) log likelihood = -28423.541
Iteration 81: (EM) log likelihood = -28419.425
Iteration 82: (EM) log likelihood = -28414.913
Iteration 83: (EM) log likelihood = -28410.314
Iteration 84: (EM) log likelihood = -28406.089
Iteration 85: (EM) log likelihood = -28401.055
Iteration 86: (EM) log likelihood = -28396.269
Iteration 87: (EM) log likelihood = -28392.14
Iteration 88: (EM) log likelihood = -28387.581
Iteration 89: (EM) log likelihood = -28383.838
Iteration 90: (EM) log likelihood = -28380.586
Iteration 91: (EM) log likelihood = -28377.772
Iteration 92: (EM) log likelihood = -28375.162
Iteration 93: (EM) log likelihood = -28373.108
Iteration 94: (EM) log likelihood = -28371.187
Iteration 95: (EM) log likelihood = -28369.137
Iteration 96: (EM) log likelihood = -28366.322
Iteration 97: (EM) log likelihood = -28363.864
Iteration 98: (EM) log likelihood = -28360.517
Iteration 99: (EM) log likelihood = -28353.558
Iteration 100: (EM) log likelihood = -28339.797
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.1666
Iteration 1: (class) log likelihood = -7371.1666 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29449.002
Iteration 1: (outcome) log likelihood = -29028.845
Iteration 2: (outcome) log likelihood = -28847.104
Iteration 3: (outcome) log likelihood = -28822.919
Iteration 4: (outcome) log likelihood = -28819.201
Iteration 5: (outcome) log likelihood = -28818.343
Iteration 6: (outcome) log likelihood = -28818.177
Iteration 7: (outcome) log likelihood = -28818.141
Iteration 8: (outcome) log likelihood = -28818.132
Iteration 9: (outcome) log likelihood = -28818.13
Iteration 10: (outcome) log likelihood = -28818.13 (not concave)
Iteration 11: (outcome) log likelihood = -28818.13 (not concave)
Iteration 12: (outcome) log likelihood = -28818.13 (not concave)
Iteration 13: (outcome) log likelihood = -28818.13 (not concave)
Iteration 14: (outcome) log likelihood = -28818.13 (not concave)
Iteration 15: (outcome) log likelihood = -28818.13 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36132.06
Iteration 1: (EM) log likelihood = -35980.771
Iteration 2: (EM) log likelihood = -35619.123
Iteration 3: (EM) log likelihood = -34899.654
Iteration 4: (EM) log likelihood = -33811.263
Iteration 5: (EM) log likelihood = -32677.126
Iteration 6: (EM) log likelihood = -31796.513
Iteration 7: (EM) log likelihood = -31205.12
Iteration 8: (EM) log likelihood = -30832.996
Iteration 9: (EM) log likelihood = -30584.345
Iteration 10: (EM) log likelihood = -30397.009
Iteration 11: (EM) log likelihood = -30235.743
Iteration 12: (EM) log likelihood = -30085.822
Iteration 13: (EM) log likelihood = -29936.312
Iteration 14: (EM) log likelihood = -29786.029
Iteration 15: (EM) log likelihood = -29646.12
Iteration 16: (EM) log likelihood = -29524
Iteration 17: (EM) log likelihood = -29419.949
Iteration 18: (EM) log likelihood = -29336.508
Iteration 19: (EM) log likelihood = -29263.376
Iteration 20: (EM) log likelihood = -29198.083
Iteration 21: (EM) log likelihood = -29138.46
Iteration 22: (EM) log likelihood = -29088.201
Iteration 23: (EM) log likelihood = -29042.926
Iteration 24: (EM) log likelihood = -29000.579
Iteration 25: (EM) log likelihood = -28964.392
Iteration 26: (EM) log likelihood = -28932.344
Iteration 27: (EM) log likelihood = -28901.571
Iteration 28: (EM) log likelihood = -28871.87
Iteration 29: (EM) log likelihood = -28843.098
Iteration 30: (EM) log likelihood = -28816.793
Iteration 31: (EM) log likelihood = -28792.159
Iteration 32: (EM) log likelihood = -28768.842
Iteration 33: (EM) log likelihood = -28746.75
Iteration 34: (EM) log likelihood = -28725.709
Iteration 35: (EM) log likelihood = -28705.622
Iteration 36: (EM) log likelihood = -28685.908
Iteration 37: (EM) log likelihood = -28666.681
Iteration 38: (EM) log likelihood = -28648.186
Iteration 39: (EM) log likelihood = -28629.574
Iteration 40: (EM) log likelihood = -28608.756
Iteration 41: (EM) log likelihood = -28588.099
Iteration 42: (EM) log likelihood = -28567.954
Iteration 43: (EM) log likelihood = -28547.677
Iteration 44: (EM) log likelihood = -28529.961
Iteration 45: (EM) log likelihood = -28512.564
Iteration 46: (EM) log likelihood = -28495.083
Iteration 47: (EM) log likelihood = -28479.78
Iteration 48: (EM) log likelihood = -28465.607
Iteration 49: (EM) log likelihood = -28451.552
Iteration 50: (EM) log likelihood = -28439.038
Iteration 51: (EM) log likelihood = -28429.065
Iteration 52: (EM) log likelihood = -28420.217
Iteration 53: (EM) log likelihood = -28412.958
Iteration 54: (EM) log likelihood = -28406.13
Iteration 55: (EM) log likelihood = -28400.638
Iteration 56: (EM) log likelihood = -28395.353
Iteration 57: (EM) log likelihood = -28390.776
Iteration 58: (EM) log likelihood = -28386.574
Iteration 59: (EM) log likelihood = -28382.313
Iteration 60: (EM) log likelihood = -28378.544
Iteration 61: (EM) log likelihood = -28375.509
Iteration 62: (EM) log likelihood = -28373.278
Iteration 63: (EM) log likelihood = -28371.041
Iteration 64: (EM) log likelihood = -28369.119
Iteration 65: (EM) log likelihood = -28367.699
Iteration 66: (EM) log likelihood = -28365.963
Iteration 67: (EM) log likelihood = -28364.73
Iteration 68: (EM) log likelihood = -28363.978
Iteration 69: (EM) log likelihood = -28362.954
Iteration 70: (EM) log likelihood = -28362.403
Iteration 71: (EM) log likelihood = -28361.881
Iteration 72: (EM) log likelihood = -28361.498
Iteration 73: (EM) log likelihood = -28361.139
Iteration 74: (EM) log likelihood = -28360.94
Iteration 75: (EM) log likelihood = -28360.616
Iteration 76: (EM) log likelihood = -28360.268
Iteration 77: (EM) log likelihood = -28360.143
Iteration 78: (EM) log likelihood = -28359.975
Iteration 79: (EM) log likelihood = -28359.719
Iteration 80: (EM) log likelihood = -28359.492
Iteration 81: (EM) log likelihood = -28359.695
Iteration 82: (EM) log likelihood = -28359.496
Iteration 83: (EM) log likelihood = -28359.429
Iteration 84: (EM) log likelihood = -28359.184
Iteration 85: (EM) log likelihood = -28359.306
Iteration 86: (EM) log likelihood = -28359.308
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.9679
Iteration 1: (class) log likelihood = -7371.9679
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29630.963
Iteration 1: (outcome) log likelihood = -29001.921
Iteration 2: (outcome) log likelihood = -28874.226
Iteration 3: (outcome) log likelihood = -28848.696
Iteration 4: (outcome) log likelihood = -28844.757
Iteration 5: (outcome) log likelihood = -28843.893
Iteration 6: (outcome) log likelihood = -28843.751
Iteration 7: (outcome) log likelihood = -28843.717
Iteration 8: (outcome) log likelihood = -28843.71
Iteration 9: (outcome) log likelihood = -28843.708
Iteration 10: (outcome) log likelihood = -28843.708 (not concave)
Iteration 11: (outcome) log likelihood = -28843.708 (not concave)
Iteration 12: (outcome) log likelihood = -28843.708 (not concave)
Iteration 13: (outcome) log likelihood = -28843.708 (not concave)
Iteration 14: (outcome) log likelihood = -28843.708 (not concave)
Iteration 15: (outcome) log likelihood = -28843.708 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36174.186
Iteration 1: (EM) log likelihood = -36024.281
Iteration 2: (EM) log likelihood = -35622.835
Iteration 3: (EM) log likelihood = -34832.446
Iteration 4: (EM) log likelihood = -33708.932
Iteration 5: (EM) log likelihood = -32605.425
Iteration 6: (EM) log likelihood = -31787.511
Iteration 7: (EM) log likelihood = -31253.277
Iteration 8: (EM) log likelihood = -30882.775
Iteration 9: (EM) log likelihood = -30573.713
Iteration 10: (EM) log likelihood = -30300.244
Iteration 11: (EM) log likelihood = -30071.968
Iteration 12: (EM) log likelihood = -29890.238
Iteration 13: (EM) log likelihood = -29743.665
Iteration 14: (EM) log likelihood = -29618.208
Iteration 15: (EM) log likelihood = -29509.277
Iteration 16: (EM) log likelihood = -29405.741
Iteration 17: (EM) log likelihood = -29304.561
Iteration 18: (EM) log likelihood = -29210.815
Iteration 19: (EM) log likelihood = -29120.139
Iteration 20: (EM) log likelihood = -29033.528
Iteration 21: (EM) log likelihood = -28954.123
Iteration 22: (EM) log likelihood = -28877.634
Iteration 23: (EM) log likelihood = -28817.421
Iteration 24: (EM) log likelihood = -28766.484
Iteration 25: (EM) log likelihood = -28722.965
Iteration 26: (EM) log likelihood = -28687.261
Iteration 27: (EM) log likelihood = -28656.904
Iteration 28: (EM) log likelihood = -28628.961
Iteration 29: (EM) log likelihood = -28608.032
Iteration 30: (EM) log likelihood = -28589.355
Iteration 31: (EM) log likelihood = -28571.603
Iteration 32: (EM) log likelihood = -28555.428
Iteration 33: (EM) log likelihood = -28541.231
Iteration 34: (EM) log likelihood = -28528.182
Iteration 35: (EM) log likelihood = -28515.559
Iteration 36: (EM) log likelihood = -28505.11
Iteration 37: (EM) log likelihood = -28495.531
Iteration 38: (EM) log likelihood = -28485.829
Iteration 39: (EM) log likelihood = -28475.384
Iteration 40: (EM) log likelihood = -28465.913
Iteration 41: (EM) log likelihood = -28456.218
Iteration 42: (EM) log likelihood = -28448.334
Iteration 43: (EM) log likelihood = -28441.062
Iteration 44: (EM) log likelihood = -28433.746
Iteration 45: (EM) log likelihood = -28427.653
Iteration 46: (EM) log likelihood = -28422.021
Iteration 47: (EM) log likelihood = -28416.8
Iteration 48: (EM) log likelihood = -28411.328
Iteration 49: (EM) log likelihood = -28406.131
Iteration 50: (EM) log likelihood = -28401.962
Iteration 51: (EM) log likelihood = -28397.925
Iteration 52: (EM) log likelihood = -28394.271
Iteration 53: (EM) log likelihood = -28390.889
Iteration 54: (EM) log likelihood = -28387.378
Iteration 55: (EM) log likelihood = -28384.393
Iteration 56: (EM) log likelihood = -28380.034
Iteration 57: (EM) log likelihood = -28376.693
Iteration 58: (EM) log likelihood = -28373.729
Iteration 59: (EM) log likelihood = -28369.715
Iteration 60: (EM) log likelihood = -28367.047
Iteration 61: (EM) log likelihood = -28364.726
Iteration 62: (EM) log likelihood = -28361.943
Iteration 63: (EM) log likelihood = -28359.239
Iteration 64: (EM) log likelihood = -28355.746
Iteration 65: (EM) log likelihood = -28352.685
Iteration 66: (EM) log likelihood = -28349.662
Iteration 67: (EM) log likelihood = -28346.73
Iteration 68: (EM) log likelihood = -28344.007
Iteration 69: (EM) log likelihood = -28340.713
Iteration 70: (EM) log likelihood = -28337.654
Iteration 71: (EM) log likelihood = -28334.714
Iteration 72: (EM) log likelihood = -28330.938
Iteration 73: (EM) log likelihood = -28327.751
Iteration 74: (EM) log likelihood = -28324.126
Iteration 75: (EM) log likelihood = -28320.858
Iteration 76: (EM) log likelihood = -28317.778
Iteration 77: (EM) log likelihood = -28314.77
Iteration 78: (EM) log likelihood = -28312.004
Iteration 79: (EM) log likelihood = -28309.138
Iteration 80: (EM) log likelihood = -28306.065
Iteration 81: (EM) log likelihood = -28303.268
Iteration 82: (EM) log likelihood = -28300.623
Iteration 83: (EM) log likelihood = -28297.804
Iteration 84: (EM) log likelihood = -28295.393
Iteration 85: (EM) log likelihood = -28293.166
Iteration 86: (EM) log likelihood = -28290.61
Iteration 87: (EM) log likelihood = -28288.348
Iteration 88: (EM) log likelihood = -28285.265
Iteration 89: (EM) log likelihood = -28283.006
Iteration 90: (EM) log likelihood = -28280.85
Iteration 91: (EM) log likelihood = -28278.902
Iteration 92: (EM) log likelihood = -28277.023
Iteration 93: (EM) log likelihood = -28275.215
Iteration 94: (EM) log likelihood = -28273.431
Iteration 95: (EM) log likelihood = -28271.77
Iteration 96: (EM) log likelihood = -28270.158
Iteration 97: (EM) log likelihood = -28268.561
Iteration 98: (EM) log likelihood = -28267.028
Iteration 99: (EM) log likelihood = -28265.54
Iteration 100: (EM) log likelihood = -28263.864
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.6835
Iteration 1: (class) log likelihood = -7370.6835
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30043.777
Iteration 1: (outcome) log likelihood = -29071.431
Iteration 2: (outcome) log likelihood = -28874.459
Iteration 3: (outcome) log likelihood = -28842.593
Iteration 4: (outcome) log likelihood = -28835.393
Iteration 5: (outcome) log likelihood = -28833.892
Iteration 6: (outcome) log likelihood = -28833.582
Iteration 7: (outcome) log likelihood = -28833.51
Iteration 8: (outcome) log likelihood = -28833.493
Iteration 9: (outcome) log likelihood = -28833.489 (not concave)
Iteration 10: (outcome) log likelihood = -28833.489 (not concave)
Iteration 11: (outcome) log likelihood = -28833.489 (not concave)
Iteration 12: (outcome) log likelihood = -28833.489 (not concave)
Iteration 13: (outcome) log likelihood = -28833.489 (not concave)
Iteration 14: (outcome) log likelihood = -28833.489 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36158.191
Iteration 1: (EM) log likelihood = -35984.344
Iteration 2: (EM) log likelihood = -35478.149
Iteration 3: (EM) log likelihood = -34449.702
Iteration 4: (EM) log likelihood = -33356.995
Iteration 5: (EM) log likelihood = -32536.336
Iteration 6: (EM) log likelihood = -31907.582
Iteration 7: (EM) log likelihood = -31396.796
Iteration 8: (EM) log likelihood = -30972.867
Iteration 9: (EM) log likelihood = -30633.363
Iteration 10: (EM) log likelihood = -30367.341
Iteration 11: (EM) log likelihood = -30158.414
Iteration 12: (EM) log likelihood = -29992.24
Iteration 13: (EM) log likelihood = -29859.885
Iteration 14: (EM) log likelihood = -29749.874
Iteration 15: (EM) log likelihood = -29655.683
Iteration 16: (EM) log likelihood = -29564.164
Iteration 17: (EM) log likelihood = -29492.674
Iteration 18: (EM) log likelihood = -29433.713
Iteration 19: (EM) log likelihood = -29373.582
Iteration 20: (EM) log likelihood = -29318.483
Iteration 21: (EM) log likelihood = -29268.783
Iteration 22: (EM) log likelihood = -29219.307
Iteration 23: (EM) log likelihood = -29171.123
Iteration 24: (EM) log likelihood = -29124.422
Iteration 25: (EM) log likelihood = -29078.408
Iteration 26: (EM) log likelihood = -29035.693
Iteration 27: (EM) log likelihood = -28993.718
Iteration 28: (EM) log likelihood = -28952.986
Iteration 29: (EM) log likelihood = -28909.82
Iteration 30: (EM) log likelihood = -28864.633
Iteration 31: (EM) log likelihood = -28818.128
Iteration 32: (EM) log likelihood = -28773.713
Iteration 33: (EM) log likelihood = -28733.803
Iteration 34: (EM) log likelihood = -28698.758
Iteration 35: (EM) log likelihood = -28666.171
Iteration 36: (EM) log likelihood = -28636.673
Iteration 37: (EM) log likelihood = -28607.846
Iteration 38: (EM) log likelihood = -28580.769
Iteration 39: (EM) log likelihood = -28556.396
Iteration 40: (EM) log likelihood = -28531.64
Iteration 41: (EM) log likelihood = -28509.621
Iteration 42: (EM) log likelihood = -28487.359
Iteration 43: (EM) log likelihood = -28466.468
Iteration 44: (EM) log likelihood = -28444.627
Iteration 45: (EM) log likelihood = -28423.474
Iteration 46: (EM) log likelihood = -28402.951
Iteration 47: (EM) log likelihood = -28380.715
Iteration 48: (EM) log likelihood = -28361.658
Iteration 49: (EM) log likelihood = -28343.409
Iteration 50: (EM) log likelihood = -28326.052
Iteration 51: (EM) log likelihood = -28309.65
Iteration 52: (EM) log likelihood = -28295.3
Iteration 53: (EM) log likelihood = -28281.945
Iteration 54: (EM) log likelihood = -28268.033
Iteration 55: (EM) log likelihood = -28258.333
Iteration 56: (EM) log likelihood = -28249.789
Iteration 57: (EM) log likelihood = -28242.418
Iteration 58: (EM) log likelihood = -28236.339
Iteration 59: (EM) log likelihood = -28230.179
Iteration 60: (EM) log likelihood = -28226.155
Iteration 61: (EM) log likelihood = -28222.561
Iteration 62: (EM) log likelihood = -28217.553
Iteration 63: (EM) log likelihood = -28213.582
Iteration 64: (EM) log likelihood = -28210.447
Iteration 65: (EM) log likelihood = -28207.991
Iteration 66: (EM) log likelihood = -28206.633
Iteration 67: (EM) log likelihood = -28204.59
Iteration 68: (EM) log likelihood = -28202.55
Iteration 69: (EM) log likelihood = -28199.072
Iteration 70: (EM) log likelihood = -28197.102
Iteration 71: (EM) log likelihood = -28195.1
Iteration 72: (EM) log likelihood = -28193.62
Iteration 73: (EM) log likelihood = -28192.561
Iteration 74: (EM) log likelihood = -28191.039
Iteration 75: (EM) log likelihood = -28190.287
Iteration 76: (EM) log likelihood = -28190.565
Iteration 77: (EM) log likelihood = -28190.625
Iteration 78: (EM) log likelihood = -28190.657
Iteration 79: (EM) log likelihood = -28191.223
Iteration 80: (EM) log likelihood = -28191.233
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.3871
Iteration 1: (class) log likelihood = -7370.3871
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30415.055
Iteration 1: (outcome) log likelihood = -29161.709
Iteration 2: (outcome) log likelihood = -28877.582
Iteration 3: (outcome) log likelihood = -28827.174
Iteration 4: (outcome) log likelihood = -28815.958
Iteration 5: (outcome) log likelihood = -28813.947
Iteration 6: (outcome) log likelihood = -28813.595
Iteration 7: (outcome) log likelihood = -28813.515
Iteration 8: (outcome) log likelihood = -28813.495
Iteration 9: (outcome) log likelihood = -28813.491
Iteration 10: (outcome) log likelihood = -28813.491 (not concave)
Iteration 11: (outcome) log likelihood = -28813.491 (not concave)
Iteration 12: (outcome) log likelihood = -28813.491 (not concave)
Iteration 13: (outcome) log likelihood = -28813.491 (not concave)
Iteration 14: (outcome) log likelihood = -28813.491 (not concave)
Iteration 15: (outcome) log likelihood = -28813.491 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36114.05
Iteration 1: (EM) log likelihood = -35874.038
Iteration 2: (EM) log likelihood = -35319.446
Iteration 3: (EM) log likelihood = -34434.446
Iteration 4: (EM) log likelihood = -33460.255
Iteration 5: (EM) log likelihood = -32591.155
Iteration 6: (EM) log likelihood = -31849.189
Iteration 7: (EM) log likelihood = -31252.613
Iteration 8: (EM) log likelihood = -30791.559
Iteration 9: (EM) log likelihood = -30440.69
Iteration 10: (EM) log likelihood = -30164.523
Iteration 11: (EM) log likelihood = -29940.49
Iteration 12: (EM) log likelihood = -29754.364
Iteration 13: (EM) log likelihood = -29604.271
Iteration 14: (EM) log likelihood = -29485.326
Iteration 15: (EM) log likelihood = -29395.713
Iteration 16: (EM) log likelihood = -29319.89
Iteration 17: (EM) log likelihood = -29260.16
Iteration 18: (EM) log likelihood = -29206.408
Iteration 19: (EM) log likelihood = -29167.509
Iteration 20: (EM) log likelihood = -29132.418
Iteration 21: (EM) log likelihood = -29101.294
Iteration 22: (EM) log likelihood = -29076.157
Iteration 23: (EM) log likelihood = -29054.385
Iteration 24: (EM) log likelihood = -29035.135
Iteration 25: (EM) log likelihood = -29020.417
Iteration 26: (EM) log likelihood = -29005.65
Iteration 27: (EM) log likelihood = -28990.605
Iteration 28: (EM) log likelihood = -28980.29
Iteration 29: (EM) log likelihood = -28972.272
Iteration 30: (EM) log likelihood = -28964.719
Iteration 31: (EM) log likelihood = -28958.986
Iteration 32: (EM) log likelihood = -28952.018
Iteration 33: (EM) log likelihood = -28943.422
Iteration 34: (EM) log likelihood = -28937.697
Iteration 35: (EM) log likelihood = -28930.826
Iteration 36: (EM) log likelihood = -28923.996
Iteration 37: (EM) log likelihood = -28915.228
Iteration 38: (EM) log likelihood = -28909.351
Iteration 39: (EM) log likelihood = -28902.487
Iteration 40: (EM) log likelihood = -28894.518
Iteration 41: (EM) log likelihood = -28887.722
Iteration 42: (EM) log likelihood = -28880.812
Iteration 43: (EM) log likelihood = -28873.499
Iteration 44: (EM) log likelihood = -28864.737
Iteration 45: (EM) log likelihood = -28854.928
Iteration 46: (EM) log likelihood = -28845.257
Iteration 47: (EM) log likelihood = -28835.993
Iteration 48: (EM) log likelihood = -28827.266
Iteration 49: (EM) log likelihood = -28818.582
Iteration 50: (EM) log likelihood = -28809.124
Iteration 51: (EM) log likelihood = -28800.698
Iteration 52: (EM) log likelihood = -28792.118
Iteration 53: (EM) log likelihood = -28783.782
Iteration 54: (EM) log likelihood = -28774.712
Iteration 55: (EM) log likelihood = -28764.003
Iteration 56: (EM) log likelihood = -28753.346
Iteration 57: (EM) log likelihood = -28744.36
Iteration 58: (EM) log likelihood = -28735.464
Iteration 59: (EM) log likelihood = -28727.173
Iteration 60: (EM) log likelihood = -28720.369
Iteration 61: (EM) log likelihood = -28712.895
Iteration 62: (EM) log likelihood = -28705.679
Iteration 63: (EM) log likelihood = -28699.025
Iteration 64: (EM) log likelihood = -28692.693
Iteration 65: (EM) log likelihood = -28686.77
Iteration 66: (EM) log likelihood = -28680.914
Iteration 67: (EM) log likelihood = -28675.299
Iteration 68: (EM) log likelihood = -28669.918
Iteration 69: (EM) log likelihood = -28664.851
Iteration 70: (EM) log likelihood = -28660.189
Iteration 71: (EM) log likelihood = -28656.142
Iteration 72: (EM) log likelihood = -28652.428
Iteration 73: (EM) log likelihood = -28648.961
Iteration 74: (EM) log likelihood = -28645.821
Iteration 75: (EM) log likelihood = -28642.915
Iteration 76: (EM) log likelihood = -28640.225
Iteration 77: (EM) log likelihood = -28637.863
Iteration 78: (EM) log likelihood = -28635.7
Iteration 79: (EM) log likelihood = -28633.757
Iteration 80: (EM) log likelihood = -28631.91
Iteration 81: (EM) log likelihood = -28630.339
Iteration 82: (EM) log likelihood = -28628.833
Iteration 83: (EM) log likelihood = -28627.247
Iteration 84: (EM) log likelihood = -28625.856
Iteration 85: (EM) log likelihood = -28624.103
Iteration 86: (EM) log likelihood = -28621.983
Iteration 87: (EM) log likelihood = -28619.812
Iteration 88: (EM) log likelihood = -28617.74
Iteration 89: (EM) log likelihood = -28616.256
Iteration 90: (EM) log likelihood = -28614.693
Iteration 91: (EM) log likelihood = -28613.255
Iteration 92: (EM) log likelihood = -28612.174
Iteration 93: (EM) log likelihood = -28610.95
Iteration 94: (EM) log likelihood = -28610.11
Iteration 95: (EM) log likelihood = -28609.225
Iteration 96: (EM) log likelihood = -28608.386
Iteration 97: (EM) log likelihood = -28607.75
Iteration 98: (EM) log likelihood = -28606.833
Iteration 99: (EM) log likelihood = -28606.138
Iteration 100: (EM) log likelihood = -28605.415
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.5305
Iteration 1: (class) log likelihood = -7372.5305
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29472.003
Iteration 1: (outcome) log likelihood = -28941.93
Iteration 2: (outcome) log likelihood = -28842.376
Iteration 3: (outcome) log likelihood = -28827.071
Iteration 4: (outcome) log likelihood = -28823.91
Iteration 5: (outcome) log likelihood = -28823.142
Iteration 6: (outcome) log likelihood = -28822.992
Iteration 7: (outcome) log likelihood = -28822.967
Iteration 8: (outcome) log likelihood = -28822.961
Iteration 9: (outcome) log likelihood = -28822.96
Iteration 10: (outcome) log likelihood = -28822.96 (not concave)
Iteration 11: (outcome) log likelihood = -28822.96 (not concave)
Iteration 12: (outcome) log likelihood = -28822.96 (not concave)
Iteration 13: (outcome) log likelihood = -28822.96 (not concave)
Iteration 14: (outcome) log likelihood = -28822.96 (not concave)
Iteration 15: (outcome) log likelihood = -28822.96 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36126.651
Iteration 1: (EM) log likelihood = -35873.706
Iteration 2: (EM) log likelihood = -35139.206
Iteration 3: (EM) log likelihood = -33934.725
Iteration 4: (EM) log likelihood = -32955.362
Iteration 5: (EM) log likelihood = -32293.205
Iteration 6: (EM) log likelihood = -31773.594
Iteration 7: (EM) log likelihood = -31350.084
Iteration 8: (EM) log likelihood = -31029.576
Iteration 9: (EM) log likelihood = -30778.81
Iteration 10: (EM) log likelihood = -30570.844
Iteration 11: (EM) log likelihood = -30389.133
Iteration 12: (EM) log likelihood = -30235.783
Iteration 13: (EM) log likelihood = -30102.369
Iteration 14: (EM) log likelihood = -29985.348
Iteration 15: (EM) log likelihood = -29883.724
Iteration 16: (EM) log likelihood = -29796.522
Iteration 17: (EM) log likelihood = -29719.527
Iteration 18: (EM) log likelihood = -29647.74
Iteration 19: (EM) log likelihood = -29587.075
Iteration 20: (EM) log likelihood = -29531.946
Iteration 21: (EM) log likelihood = -29481.409
Iteration 22: (EM) log likelihood = -29433.39
Iteration 23: (EM) log likelihood = -29387.823
Iteration 24: (EM) log likelihood = -29338.802
Iteration 25: (EM) log likelihood = -29280.584
Iteration 26: (EM) log likelihood = -29216.769
Iteration 27: (EM) log likelihood = -29141.376
Iteration 28: (EM) log likelihood = -29068.056
Iteration 29: (EM) log likelihood = -28995.323
Iteration 30: (EM) log likelihood = -28928.343
Iteration 31: (EM) log likelihood = -28866.148
Iteration 32: (EM) log likelihood = -28807.487
Iteration 33: (EM) log likelihood = -28753.533
Iteration 34: (EM) log likelihood = -28706.478
Iteration 35: (EM) log likelihood = -28663.596
Iteration 36: (EM) log likelihood = -28626.983
Iteration 37: (EM) log likelihood = -28593.418
Iteration 38: (EM) log likelihood = -28565.027
Iteration 39: (EM) log likelihood = -28540.233
Iteration 40: (EM) log likelihood = -28522.076
Iteration 41: (EM) log likelihood = -28507.196
Iteration 42: (EM) log likelihood = -28492.673
Iteration 43: (EM) log likelihood = -28478.683
Iteration 44: (EM) log likelihood = -28466.735
Iteration 45: (EM) log likelihood = -28458.192
Iteration 46: (EM) log likelihood = -28450.119
Iteration 47: (EM) log likelihood = -28440.706
Iteration 48: (EM) log likelihood = -28433.229
Iteration 49: (EM) log likelihood = -28425.863
Iteration 50: (EM) log likelihood = -28418.847
Iteration 51: (EM) log likelihood = -28412.707
Iteration 52: (EM) log likelihood = -28405.226
Iteration 53: (EM) log likelihood = -28399.375
Iteration 54: (EM) log likelihood = -28393.912
Iteration 55: (EM) log likelihood = -28389.661
Iteration 56: (EM) log likelihood = -28384.305
Iteration 57: (EM) log likelihood = -28378.586
Iteration 58: (EM) log likelihood = -28373.854
Iteration 59: (EM) log likelihood = -28370.628
Iteration 60: (EM) log likelihood = -28368.25
Iteration 61: (EM) log likelihood = -28364.744
Iteration 62: (EM) log likelihood = -28361.294
Iteration 63: (EM) log likelihood = -28357.834
Iteration 64: (EM) log likelihood = -28354.291
Iteration 65: (EM) log likelihood = -28351.433
Iteration 66: (EM) log likelihood = -28348.402
Iteration 67: (EM) log likelihood = -28346.379
Iteration 68: (EM) log likelihood = -28344.327
Iteration 69: (EM) log likelihood = -28342.357
Iteration 70: (EM) log likelihood = -28340.423
Iteration 71: (EM) log likelihood = -28338.679
Iteration 72: (EM) log likelihood = -28336.62
Iteration 73: (EM) log likelihood = -28334.768
Iteration 74: (EM) log likelihood = -28333.037
Iteration 75: (EM) log likelihood = -28330.183
Iteration 76: (EM) log likelihood = -28328.658
Iteration 77: (EM) log likelihood = -28325.092
Iteration 78: (EM) log likelihood = -28322.235
Iteration 79: (EM) log likelihood = -28320.644
Iteration 80: (EM) log likelihood = -28319.051
Iteration 81: (EM) log likelihood = -28317.541
Iteration 82: (EM) log likelihood = -28316.292
Iteration 83: (EM) log likelihood = -28313.776
Iteration 84: (EM) log likelihood = -28313.228
Iteration 85: (EM) log likelihood = -28312.343
Iteration 86: (EM) log likelihood = -28311.421
Iteration 87: (EM) log likelihood = -28310.625
Iteration 88: (EM) log likelihood = -28309.825
Iteration 89: (EM) log likelihood = -28308.766
Iteration 90: (EM) log likelihood = -28307.698
Iteration 91: (EM) log likelihood = -28306.6
Iteration 92: (EM) log likelihood = -28305.923
Iteration 93: (EM) log likelihood = -28305.15
Iteration 94: (EM) log likelihood = -28304.205
Iteration 95: (EM) log likelihood = -28303.434
Iteration 96: (EM) log likelihood = -28302.293
Iteration 97: (EM) log likelihood = -28300.661
Iteration 98: (EM) log likelihood = -28299.655
Iteration 99: (EM) log likelihood = -28298.814
Iteration 100: (EM) log likelihood = -28297.989
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.6414
Iteration 1: (class) log likelihood = -7371.6414
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30076.158
Iteration 1: (outcome) log likelihood = -29085.534
Iteration 2: (outcome) log likelihood = -28873.782
Iteration 3: (outcome) log likelihood = -28831.353
Iteration 4: (outcome) log likelihood = -28823.51
Iteration 5: (outcome) log likelihood = -28821.96
Iteration 6: (outcome) log likelihood = -28821.688
Iteration 7: (outcome) log likelihood = -28821.626
Iteration 8: (outcome) log likelihood = -28821.611
Iteration 9: (outcome) log likelihood = -28821.608
Iteration 10: (outcome) log likelihood = -28821.607 (not concave)
Iteration 11: (outcome) log likelihood = -28821.607 (not concave)
Iteration 12: (outcome) log likelihood = -28821.607 (not concave)
Iteration 13: (outcome) log likelihood = -28821.607 (not concave)
Iteration 14: (outcome) log likelihood = -28821.607 (not concave)
Iteration 15: (outcome) log likelihood = -28821.607 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36142.586
Iteration 1: (EM) log likelihood = -35990.596
Iteration 2: (EM) log likelihood = -35708.549
Iteration 3: (EM) log likelihood = -35213.079
Iteration 4: (EM) log likelihood = -34352.175
Iteration 5: (EM) log likelihood = -33328.695
Iteration 6: (EM) log likelihood = -32403.223
Iteration 7: (EM) log likelihood = -31696.16
Iteration 8: (EM) log likelihood = -31212.131
Iteration 9: (EM) log likelihood = -30887.512
Iteration 10: (EM) log likelihood = -30645.471
Iteration 11: (EM) log likelihood = -30445.618
Iteration 12: (EM) log likelihood = -30271.558
Iteration 13: (EM) log likelihood = -30123.43
Iteration 14: (EM) log likelihood = -29995.473
Iteration 15: (EM) log likelihood = -29883.898
Iteration 16: (EM) log likelihood = -29781.713
Iteration 17: (EM) log likelihood = -29690.637
Iteration 18: (EM) log likelihood = -29610.942
Iteration 19: (EM) log likelihood = -29543.112
Iteration 20: (EM) log likelihood = -29484.016
Iteration 21: (EM) log likelihood = -29433.82
Iteration 22: (EM) log likelihood = -29390.127
Iteration 23: (EM) log likelihood = -29353.083
Iteration 24: (EM) log likelihood = -29320.468
Iteration 25: (EM) log likelihood = -29291.048
Iteration 26: (EM) log likelihood = -29263.012
Iteration 27: (EM) log likelihood = -29235.204
Iteration 28: (EM) log likelihood = -29207.355
Iteration 29: (EM) log likelihood = -29177.443
Iteration 30: (EM) log likelihood = -29151.437
Iteration 31: (EM) log likelihood = -29130.154
Iteration 32: (EM) log likelihood = -29107.981
Iteration 33: (EM) log likelihood = -29082.89
Iteration 34: (EM) log likelihood = -29058.873
Iteration 35: (EM) log likelihood = -29037.995
Iteration 36: (EM) log likelihood = -29017.568
Iteration 37: (EM) log likelihood = -28996.835
Iteration 38: (EM) log likelihood = -28971.491
Iteration 39: (EM) log likelihood = -28945.122
Iteration 40: (EM) log likelihood = -28926.988
Iteration 41: (EM) log likelihood = -28907.511
Iteration 42: (EM) log likelihood = -28886.516
Iteration 43: (EM) log likelihood = -28871.024
Iteration 44: (EM) log likelihood = -28855.629
Iteration 45: (EM) log likelihood = -28839.692
Iteration 46: (EM) log likelihood = -28822.936
Iteration 47: (EM) log likelihood = -28807.403
Iteration 48: (EM) log likelihood = -28793.5
Iteration 49: (EM) log likelihood = -28775.067
Iteration 50: (EM) log likelihood = -28756.114
Iteration 51: (EM) log likelihood = -28739.448
Iteration 52: (EM) log likelihood = -28724.803
Iteration 53: (EM) log likelihood = -28711.407
Iteration 54: (EM) log likelihood = -28700.084
Iteration 55: (EM) log likelihood = -28691.428
Iteration 56: (EM) log likelihood = -28681.067
Iteration 57: (EM) log likelihood = -28674.157
Iteration 58: (EM) log likelihood = -28668.362
Iteration 59: (EM) log likelihood = -28662.683
Iteration 60: (EM) log likelihood = -28658.009
Iteration 61: (EM) log likelihood = -28652.048
Iteration 62: (EM) log likelihood = -28643.994
Iteration 63: (EM) log likelihood = -28639.868
Iteration 64: (EM) log likelihood = -28636.433
Iteration 65: (EM) log likelihood = -28633.741
Iteration 66: (EM) log likelihood = -28629.772
Iteration 67: (EM) log likelihood = -28627.879
Iteration 68: (EM) log likelihood = -28626.035
Iteration 69: (EM) log likelihood = -28622.611
Iteration 70: (EM) log likelihood = -28620.531
Iteration 71: (EM) log likelihood = -28618.692
Iteration 72: (EM) log likelihood = -28617.669
Iteration 73: (EM) log likelihood = -28616.933
Iteration 74: (EM) log likelihood = -28616.198
Iteration 75: (EM) log likelihood = -28615.571
Iteration 76: (EM) log likelihood = -28614.716
Iteration 77: (EM) log likelihood = -28614.215
Iteration 78: (EM) log likelihood = -28613.595
Iteration 79: (EM) log likelihood = -28612.713
Iteration 80: (EM) log likelihood = -28612.199
Iteration 81: (EM) log likelihood = -28610.996
Iteration 82: (EM) log likelihood = -28610.433
Iteration 83: (EM) log likelihood = -28610.279
Iteration 84: (EM) log likelihood = -28610.112
Iteration 85: (EM) log likelihood = -28609.937
Iteration 86: (EM) log likelihood = -28609.785
Iteration 87: (EM) log likelihood = -28609.692
Iteration 88: (EM) log likelihood = -28609.549
Iteration 89: (EM) log likelihood = -28609.435
Iteration 90: (EM) log likelihood = -28609.213
Iteration 91: (EM) log likelihood = -28609.212
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.134
Iteration 1: (class) log likelihood = -7370.134
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29888.51
Iteration 1: (outcome) log likelihood = -29031.965
Iteration 2: (outcome) log likelihood = -28872.246
Iteration 3: (outcome) log likelihood = -28839.62
Iteration 4: (outcome) log likelihood = -28833.498
Iteration 5: (outcome) log likelihood = -28832.138
Iteration 6: (outcome) log likelihood = -28831.841
Iteration 7: (outcome) log likelihood = -28831.795
Iteration 8: (outcome) log likelihood = -28831.789
Iteration 9: (outcome) log likelihood = -28831.788 (not concave)
Iteration 10: (outcome) log likelihood = -28831.788 (not concave)
Iteration 11: (outcome) log likelihood = -28831.788 (not concave)
Iteration 12: (outcome) log likelihood = -28831.788 (not concave)
Iteration 13: (outcome) log likelihood = -28831.788 (not concave)
Iteration 14: (outcome) log likelihood = -28831.788 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36149.72
Iteration 1: (EM) log likelihood = -35983.366
Iteration 2: (EM) log likelihood = -35498.31
Iteration 3: (EM) log likelihood = -34464.894
Iteration 4: (EM) log likelihood = -33316.057
Iteration 5: (EM) log likelihood = -32460.359
Iteration 6: (EM) log likelihood = -31871.052
Iteration 7: (EM) log likelihood = -31461.3
Iteration 8: (EM) log likelihood = -31142.909
Iteration 9: (EM) log likelihood = -30860.822
Iteration 10: (EM) log likelihood = -30598.273
Iteration 11: (EM) log likelihood = -30363.507
Iteration 12: (EM) log likelihood = -30165.987
Iteration 13: (EM) log likelihood = -30006.072
Iteration 14: (EM) log likelihood = -29876.394
Iteration 15: (EM) log likelihood = -29765.023
Iteration 16: (EM) log likelihood = -29668.557
Iteration 17: (EM) log likelihood = -29581.31
Iteration 18: (EM) log likelihood = -29500.59
Iteration 19: (EM) log likelihood = -29422.319
Iteration 20: (EM) log likelihood = -29353.331
Iteration 21: (EM) log likelihood = -29288.754
Iteration 22: (EM) log likelihood = -29228.496
Iteration 23: (EM) log likelihood = -29172.485
Iteration 24: (EM) log likelihood = -29118.445
Iteration 25: (EM) log likelihood = -29065.689
Iteration 26: (EM) log likelihood = -29017.289
Iteration 27: (EM) log likelihood = -28971.756
Iteration 28: (EM) log likelihood = -28929.88
Iteration 29: (EM) log likelihood = -28889.371
Iteration 30: (EM) log likelihood = -28854.186
Iteration 31: (EM) log likelihood = -28818.169
Iteration 32: (EM) log likelihood = -28773.437
Iteration 33: (EM) log likelihood = -28719.151
Iteration 34: (EM) log likelihood = -28666.584
Iteration 35: (EM) log likelihood = -28623.011
Iteration 36: (EM) log likelihood = -28589.008
Iteration 37: (EM) log likelihood = -28562.738
Iteration 38: (EM) log likelihood = -28541.076
Iteration 39: (EM) log likelihood = -28522.015
Iteration 40: (EM) log likelihood = -28505.675
Iteration 41: (EM) log likelihood = -28491.872
Iteration 42: (EM) log likelihood = -28479.374
Iteration 43: (EM) log likelihood = -28467.527
Iteration 44: (EM) log likelihood = -28456.295
Iteration 45: (EM) log likelihood = -28446.893
Iteration 46: (EM) log likelihood = -28438.378
Iteration 47: (EM) log likelihood = -28431.128
Iteration 48: (EM) log likelihood = -28424.145
Iteration 49: (EM) log likelihood = -28418.505
Iteration 50: (EM) log likelihood = -28413.077
Iteration 51: (EM) log likelihood = -28408.626
Iteration 52: (EM) log likelihood = -28404.375
Iteration 53: (EM) log likelihood = -28398.777
Iteration 54: (EM) log likelihood = -28394.612
Iteration 55: (EM) log likelihood = -28390.975
Iteration 56: (EM) log likelihood = -28386.49
Iteration 57: (EM) log likelihood = -28382.922
Iteration 58: (EM) log likelihood = -28380.076
Iteration 59: (EM) log likelihood = -28377.19
Iteration 60: (EM) log likelihood = -28373.87
Iteration 61: (EM) log likelihood = -28370.521
Iteration 62: (EM) log likelihood = -28366.902
Iteration 63: (EM) log likelihood = -28363.656
Iteration 64: (EM) log likelihood = -28360.845
Iteration 65: (EM) log likelihood = -28359.061
Iteration 66: (EM) log likelihood = -28355.756
Iteration 67: (EM) log likelihood = -28352.832
Iteration 68: (EM) log likelihood = -28350.844
Iteration 69: (EM) log likelihood = -28348.212
Iteration 70: (EM) log likelihood = -28345.431
Iteration 71: (EM) log likelihood = -28343.092
Iteration 72: (EM) log likelihood = -28340.747
Iteration 73: (EM) log likelihood = -28338.451
Iteration 74: (EM) log likelihood = -28336.416
Iteration 75: (EM) log likelihood = -28334.686
Iteration 76: (EM) log likelihood = -28332.768
Iteration 77: (EM) log likelihood = -28331.362
Iteration 78: (EM) log likelihood = -28329.524
Iteration 79: (EM) log likelihood = -28327.332
Iteration 80: (EM) log likelihood = -28325.967
Iteration 81: (EM) log likelihood = -28324.675
Iteration 82: (EM) log likelihood = -28323.122
Iteration 83: (EM) log likelihood = -28321.53
Iteration 84: (EM) log likelihood = -28319.384
Iteration 85: (EM) log likelihood = -28317.999
Iteration 86: (EM) log likelihood = -28316.543
Iteration 87: (EM) log likelihood = -28314.383
Iteration 88: (EM) log likelihood = -28313.149
Iteration 89: (EM) log likelihood = -28311.854
Iteration 90: (EM) log likelihood = -28310.021
Iteration 91: (EM) log likelihood = -28309.026
Iteration 92: (EM) log likelihood = -28307.93
Iteration 93: (EM) log likelihood = -28306.508
Iteration 94: (EM) log likelihood = -28305.349
Iteration 95: (EM) log likelihood = -28304.252
Iteration 96: (EM) log likelihood = -28302.978
Iteration 97: (EM) log likelihood = -28302.186
Iteration 98: (EM) log likelihood = -28301.28
Iteration 99: (EM) log likelihood = -28300.403
Iteration 100: (EM) log likelihood = -28299.526
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.8562
Iteration 1: (class) log likelihood = -7369.8562
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29961.877
Iteration 1: (outcome) log likelihood = -29102.401
Iteration 2: (outcome) log likelihood = -28874.752
Iteration 3: (outcome) log likelihood = -28839.807
Iteration 4: (outcome) log likelihood = -28832.709
Iteration 5: (outcome) log likelihood = -28831.095
Iteration 6: (outcome) log likelihood = -28830.734
Iteration 7: (outcome) log likelihood = -28830.654
Iteration 8: (outcome) log likelihood = -28830.641
Iteration 9: (outcome) log likelihood = -28830.64 (not concave)
Iteration 10: (outcome) log likelihood = -28830.64 (not concave)
Iteration 11: (outcome) log likelihood = -28830.64 (not concave)
Iteration 12: (outcome) log likelihood = -28830.64 (not concave)
Iteration 13: (outcome) log likelihood = -28830.64 (not concave)
Iteration 14: (outcome) log likelihood = -28830.64 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36143.642
Iteration 1: (EM) log likelihood = -35967.165
Iteration 2: (EM) log likelihood = -35410.092
Iteration 3: (EM) log likelihood = -34231.285
Iteration 4: (EM) log likelihood = -33124.44
Iteration 5: (EM) log likelihood = -32447.712
Iteration 6: (EM) log likelihood = -31957.52
Iteration 7: (EM) log likelihood = -31520.42
Iteration 8: (EM) log likelihood = -31122.75
Iteration 9: (EM) log likelihood = -30770.835
Iteration 10: (EM) log likelihood = -30474.859
Iteration 11: (EM) log likelihood = -30237.654
Iteration 12: (EM) log likelihood = -30036.05
Iteration 13: (EM) log likelihood = -29859.046
Iteration 14: (EM) log likelihood = -29699.803
Iteration 15: (EM) log likelihood = -29555.053
Iteration 16: (EM) log likelihood = -29426.064
Iteration 17: (EM) log likelihood = -29315.385
Iteration 18: (EM) log likelihood = -29222.84
Iteration 19: (EM) log likelihood = -29143.677
Iteration 20: (EM) log likelihood = -29073.791
Iteration 21: (EM) log likelihood = -29013.492
Iteration 22: (EM) log likelihood = -28963.471
Iteration 23: (EM) log likelihood = -28917.354
Iteration 24: (EM) log likelihood = -28874.233
Iteration 25: (EM) log likelihood = -28834.253
Iteration 26: (EM) log likelihood = -28799.165
Iteration 27: (EM) log likelihood = -28768.343
Iteration 28: (EM) log likelihood = -28740.958
Iteration 29: (EM) log likelihood = -28718.789
Iteration 30: (EM) log likelihood = -28698.153
Iteration 31: (EM) log likelihood = -28681.297
Iteration 32: (EM) log likelihood = -28664.761
Iteration 33: (EM) log likelihood = -28650.459
Iteration 34: (EM) log likelihood = -28638.883
Iteration 35: (EM) log likelihood = -28626.905
Iteration 36: (EM) log likelihood = -28616.61
Iteration 37: (EM) log likelihood = -28607.676
Iteration 38: (EM) log likelihood = -28600.406
Iteration 39: (EM) log likelihood = -28593.546
Iteration 40: (EM) log likelihood = -28586.447
Iteration 41: (EM) log likelihood = -28580.717
Iteration 42: (EM) log likelihood = -28575.809
Iteration 43: (EM) log likelihood = -28566.737
Iteration 44: (EM) log likelihood = -28562.228
Iteration 45: (EM) log likelihood = -28558.524
Iteration 46: (EM) log likelihood = -28554.168
Iteration 47: (EM) log likelihood = -28551.833
Iteration 48: (EM) log likelihood = -28547.778
Iteration 49: (EM) log likelihood = -28545.117
Iteration 50: (EM) log likelihood = -28542.443
Iteration 51: (EM) log likelihood = -28540.539
Iteration 52: (EM) log likelihood = -28531.523
Iteration 53: (EM) log likelihood = -28527.821
Iteration 54: (EM) log likelihood = -28523.111
Iteration 55: (EM) log likelihood = -28519.939
Iteration 56: (EM) log likelihood = -28516.664
Iteration 57: (EM) log likelihood = -28513.384
Iteration 58: (EM) log likelihood = -28510.324
Iteration 59: (EM) log likelihood = -28506.887
Iteration 60: (EM) log likelihood = -28506.21
Iteration 61: (EM) log likelihood = -28504.19
Iteration 62: (EM) log likelihood = -28500.788
Iteration 63: (EM) log likelihood = -28497.432
Iteration 64: (EM) log likelihood = -28494.441
Iteration 65: (EM) log likelihood = -28492.096
Iteration 66: (EM) log likelihood = -28491.316
Iteration 67: (EM) log likelihood = -28489.677
Iteration 68: (EM) log likelihood = -28487.764
Iteration 69: (EM) log likelihood = -28485.629
Iteration 70: (EM) log likelihood = -28482.647
Iteration 71: (EM) log likelihood = -28480.453
Iteration 72: (EM) log likelihood = -28478.172
Iteration 73: (EM) log likelihood = -28477.057
Iteration 74: (EM) log likelihood = -28475.267
Iteration 75: (EM) log likelihood = -28473.121
Iteration 76: (EM) log likelihood = -28471.319
Iteration 77: (EM) log likelihood = -28469.471
Iteration 78: (EM) log likelihood = -28467.638
Iteration 79: (EM) log likelihood = -28466.839
Iteration 80: (EM) log likelihood = -28464.945
Iteration 81: (EM) log likelihood = -28463.666
Iteration 82: (EM) log likelihood = -28461.822
Iteration 83: (EM) log likelihood = -28459.651
Iteration 84: (EM) log likelihood = -28457.596
Iteration 85: (EM) log likelihood = -28458.639
Iteration 86: (EM) log likelihood = -28456.924
Iteration 87: (EM) log likelihood = -28454.83
Iteration 88: (EM) log likelihood = -28452.611
Iteration 89: (EM) log likelihood = -28450.201
Iteration 90: (EM) log likelihood = -28448.231
Iteration 91: (EM) log likelihood = -28445.503
Iteration 92: (EM) log likelihood = -28442.751
Iteration 93: (EM) log likelihood = -28441.38
Iteration 94: (EM) log likelihood = -28439.778
Iteration 95: (EM) log likelihood = -28438.664
Iteration 96: (EM) log likelihood = -28437.17
Iteration 97: (EM) log likelihood = -28435.796
Iteration 98: (EM) log likelihood = -28435.183
Iteration 99: (EM) log likelihood = -28433.363
Iteration 100: (EM) log likelihood = -28430.177
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7365.0616
Iteration 1: (class) log likelihood = -7365.0616
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29685.084
Iteration 1: (outcome) log likelihood = -28963.148
Iteration 2: (outcome) log likelihood = -28860.908
Iteration 3: (outcome) log likelihood = -28836.1
Iteration 4: (outcome) log likelihood = -28831.637
Iteration 5: (outcome) log likelihood = -28830.64
Iteration 6: (outcome) log likelihood = -28830.446
Iteration 7: (outcome) log likelihood = -28830.402
Iteration 8: (outcome) log likelihood = -28830.391
Iteration 9: (outcome) log likelihood = -28830.388
Iteration 10: (outcome) log likelihood = -28830.388 (not concave)
Iteration 11: (outcome) log likelihood = -28830.388 (not concave)
Iteration 12: (outcome) log likelihood = -28830.388 (not concave)
Iteration 13: (outcome) log likelihood = -28830.388 (not concave)
Iteration 14: (outcome) log likelihood = -28830.388 (not concave)
Iteration 15: (outcome) log likelihood = -28830.388 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36110.702
Iteration 1: (EM) log likelihood = -35821.613
Iteration 2: (EM) log likelihood = -35201.163
Iteration 3: (EM) log likelihood = -34063.832
Iteration 4: (EM) log likelihood = -33007.283
Iteration 5: (EM) log likelihood = -32285.55
Iteration 6: (EM) log likelihood = -31726.53
Iteration 7: (EM) log likelihood = -31240.282
Iteration 8: (EM) log likelihood = -30814.63
Iteration 9: (EM) log likelihood = -30467.297
Iteration 10: (EM) log likelihood = -30211.286
Iteration 11: (EM) log likelihood = -30017.572
Iteration 12: (EM) log likelihood = -29872.302
Iteration 13: (EM) log likelihood = -29753.23
Iteration 14: (EM) log likelihood = -29654.069
Iteration 15: (EM) log likelihood = -29563.416
Iteration 16: (EM) log likelihood = -29481.335
Iteration 17: (EM) log likelihood = -29407.229
Iteration 18: (EM) log likelihood = -29337.189
Iteration 19: (EM) log likelihood = -29273.683
Iteration 20: (EM) log likelihood = -29216.048
Iteration 21: (EM) log likelihood = -29159.99
Iteration 22: (EM) log likelihood = -29109.648
Iteration 23: (EM) log likelihood = -29064.288
Iteration 24: (EM) log likelihood = -29022.057
Iteration 25: (EM) log likelihood = -28984.162
Iteration 26: (EM) log likelihood = -28950.977
Iteration 27: (EM) log likelihood = -28919.409
Iteration 28: (EM) log likelihood = -28889.796
Iteration 29: (EM) log likelihood = -28858.994
Iteration 30: (EM) log likelihood = -28833.457
Iteration 31: (EM) log likelihood = -28808.929
Iteration 32: (EM) log likelihood = -28786.283
Iteration 33: (EM) log likelihood = -28763.608
Iteration 34: (EM) log likelihood = -28743.066
Iteration 35: (EM) log likelihood = -28722.542
Iteration 36: (EM) log likelihood = -28700.826
Iteration 37: (EM) log likelihood = -28679.16
Iteration 38: (EM) log likelihood = -28659.813
Iteration 39: (EM) log likelihood = -28643.322
Iteration 40: (EM) log likelihood = -28626.105
Iteration 41: (EM) log likelihood = -28611.145
Iteration 42: (EM) log likelihood = -28596.502
Iteration 43: (EM) log likelihood = -28579.321
Iteration 44: (EM) log likelihood = -28566.478
Iteration 45: (EM) log likelihood = -28554.15
Iteration 46: (EM) log likelihood = -28541.729
Iteration 47: (EM) log likelihood = -28530.978
Iteration 48: (EM) log likelihood = -28520.943
Iteration 49: (EM) log likelihood = -28512.752
Iteration 50: (EM) log likelihood = -28501.807
Iteration 51: (EM) log likelihood = -28494.391
Iteration 52: (EM) log likelihood = -28482.503
Iteration 53: (EM) log likelihood = -28472.399
Iteration 54: (EM) log likelihood = -28464.319
Iteration 55: (EM) log likelihood = -28457.815
Iteration 56: (EM) log likelihood = -28450.202
Iteration 57: (EM) log likelihood = -28445.035
Iteration 58: (EM) log likelihood = -28438.993
Iteration 59: (EM) log likelihood = -28429.4
Iteration 60: (EM) log likelihood = -28420.785
Iteration 61: (EM) log likelihood = -28415.889
Iteration 62: (EM) log likelihood = -28409.695
Iteration 63: (EM) log likelihood = -28400.831
Iteration 64: (EM) log likelihood = -28394.205
Iteration 65: (EM) log likelihood = -28388.025
Iteration 66: (EM) log likelihood = -28382.05
Iteration 67: (EM) log likelihood = -28377.833
Iteration 68: (EM) log likelihood = -28372.724
Iteration 69: (EM) log likelihood = -28367.941
Iteration 70: (EM) log likelihood = -28364.308
Iteration 71: (EM) log likelihood = -28359.344
Iteration 72: (EM) log likelihood = -28355.969
Iteration 73: (EM) log likelihood = -28351.609
Iteration 74: (EM) log likelihood = -28347.577
Iteration 75: (EM) log likelihood = -28344.01
Iteration 76: (EM) log likelihood = -28339.751
Iteration 77: (EM) log likelihood = -28335.632
Iteration 78: (EM) log likelihood = -28332.065
Iteration 79: (EM) log likelihood = -28329.92
Iteration 80: (EM) log likelihood = -28327.711
Iteration 81: (EM) log likelihood = -28325.179
Iteration 82: (EM) log likelihood = -28323.877
Iteration 83: (EM) log likelihood = -28321.945
Iteration 84: (EM) log likelihood = -28320.076
Iteration 85: (EM) log likelihood = -28318.068
Iteration 86: (EM) log likelihood = -28315.001
Iteration 87: (EM) log likelihood = -28312.911
Iteration 88: (EM) log likelihood = -28310.39
Iteration 89: (EM) log likelihood = -28308.119
Iteration 90: (EM) log likelihood = -28305.559
Iteration 91: (EM) log likelihood = -28303.195
Iteration 92: (EM) log likelihood = -28300.785
Iteration 93: (EM) log likelihood = -28297.373
Iteration 94: (EM) log likelihood = -28294.661
Iteration 95: (EM) log likelihood = -28292.109
Iteration 96: (EM) log likelihood = -28289.212
Iteration 97: (EM) log likelihood = -28287.239
Iteration 98: (EM) log likelihood = -28285.78
Iteration 99: (EM) log likelihood = -28283.525
Iteration 100: (EM) log likelihood = -28281.695
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.077
Iteration 1: (class) log likelihood = -7369.077
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29559.783
Iteration 1: (outcome) log likelihood = -28997.595
Iteration 2: (outcome) log likelihood = -28847.265
Iteration 3: (outcome) log likelihood = -28824.069
Iteration 4: (outcome) log likelihood = -28820.025
Iteration 5: (outcome) log likelihood = -28819.169
Iteration 6: (outcome) log likelihood = -28818.964
Iteration 7: (outcome) log likelihood = -28818.92
Iteration 8: (outcome) log likelihood = -28818.911
Iteration 9: (outcome) log likelihood = -28818.909
Iteration 10: (outcome) log likelihood = -28818.908 (not concave)
Iteration 11: (outcome) log likelihood = -28818.908 (not concave)
Iteration 12: (outcome) log likelihood = -28818.908 (not concave)
Iteration 13: (outcome) log likelihood = -28818.908 (not concave)
Iteration 14: (outcome) log likelihood = -28818.908 (not concave)
Iteration 15: (outcome) log likelihood = -28818.908 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36127.905
Iteration 1: (EM) log likelihood = -35937.945
Iteration 2: (EM) log likelihood = -35477.322
Iteration 3: (EM) log likelihood = -34523.603
Iteration 4: (EM) log likelihood = -33326.316
Iteration 5: (EM) log likelihood = -32438.44
Iteration 6: (EM) log likelihood = -31839.381
Iteration 7: (EM) log likelihood = -31380.155
Iteration 8: (EM) log likelihood = -31005.696
Iteration 9: (EM) log likelihood = -30702.851
Iteration 10: (EM) log likelihood = -30464.592
Iteration 11: (EM) log likelihood = -30268.664
Iteration 12: (EM) log likelihood = -30105.759
Iteration 13: (EM) log likelihood = -29971.104
Iteration 14: (EM) log likelihood = -29860.053
Iteration 15: (EM) log likelihood = -29767.86
Iteration 16: (EM) log likelihood = -29683.473
Iteration 17: (EM) log likelihood = -29610.145
Iteration 18: (EM) log likelihood = -29540.808
Iteration 19: (EM) log likelihood = -29475.321
Iteration 20: (EM) log likelihood = -29412.313
Iteration 21: (EM) log likelihood = -29350.096
Iteration 22: (EM) log likelihood = -29289.938
Iteration 23: (EM) log likelihood = -29230.376
Iteration 24: (EM) log likelihood = -29170.841
Iteration 25: (EM) log likelihood = -29114.369
Iteration 26: (EM) log likelihood = -29055.962
Iteration 27: (EM) log likelihood = -29001.929
Iteration 28: (EM) log likelihood = -28952.767
Iteration 29: (EM) log likelihood = -28903.553
Iteration 30: (EM) log likelihood = -28854.459
Iteration 31: (EM) log likelihood = -28806.696
Iteration 32: (EM) log likelihood = -28759.707
Iteration 33: (EM) log likelihood = -28713.679
Iteration 34: (EM) log likelihood = -28670.293
Iteration 35: (EM) log likelihood = -28625.234
Iteration 36: (EM) log likelihood = -28580.739
Iteration 37: (EM) log likelihood = -28537.059
Iteration 38: (EM) log likelihood = -28498.013
Iteration 39: (EM) log likelihood = -28462.381
Iteration 40: (EM) log likelihood = -28427.486
Iteration 41: (EM) log likelihood = -28396.227
Iteration 42: (EM) log likelihood = -28368.042
Iteration 43: (EM) log likelihood = -28338.911
Iteration 44: (EM) log likelihood = -28312.099
Iteration 45: (EM) log likelihood = -28288.679
Iteration 46: (EM) log likelihood = -28265.307
Iteration 47: (EM) log likelihood = -28243.429
Iteration 48: (EM) log likelihood = -28225.725
Iteration 49: (EM) log likelihood = -28206.859
Iteration 50: (EM) log likelihood = -28190.349
Iteration 51: (EM) log likelihood = -28173.403
Iteration 52: (EM) log likelihood = -28160.253
Iteration 53: (EM) log likelihood = -28148.745
Iteration 54: (EM) log likelihood = -28138.647
Iteration 55: (EM) log likelihood = -28127.8
Iteration 56: (EM) log likelihood = -28117.176
Iteration 57: (EM) log likelihood = -28108.692
Iteration 58: (EM) log likelihood = -28100.591
Iteration 59: (EM) log likelihood = -28094.282
Iteration 60: (EM) log likelihood = -28087.9
Iteration 61: (EM) log likelihood = -28080.39
Iteration 62: (EM) log likelihood = -28074.466
Iteration 63: (EM) log likelihood = -28068.04
Iteration 64: (EM) log likelihood = -28061.863
Iteration 65: (EM) log likelihood = -28057.123
Iteration 66: (EM) log likelihood = -28050.649
Iteration 67: (EM) log likelihood = -28044.883
Iteration 68: (EM) log likelihood = -28039.734
Iteration 69: (EM) log likelihood = -28033.079
Iteration 70: (EM) log likelihood = -28027.265
Iteration 71: (EM) log likelihood = -28021.982
Iteration 72: (EM) log likelihood = -28017.677
Iteration 73: (EM) log likelihood = -28013.879
Iteration 74: (EM) log likelihood = -28009.803
Iteration 75: (EM) log likelihood = -28006.289
Iteration 76: (EM) log likelihood = -28002.399
Iteration 77: (EM) log likelihood = -27998.962
Iteration 78: (EM) log likelihood = -27994.778
Iteration 79: (EM) log likelihood = -27991.849
Iteration 80: (EM) log likelihood = -27988.551
Iteration 81: (EM) log likelihood = -27984.675
Iteration 82: (EM) log likelihood = -27982.476
Iteration 83: (EM) log likelihood = -27979.967
Iteration 84: (EM) log likelihood = -27976.761
Iteration 85: (EM) log likelihood = -27973.788
Iteration 86: (EM) log likelihood = -27970.951
Iteration 87: (EM) log likelihood = -27968.486
Iteration 88: (EM) log likelihood = -27965.243
Iteration 89: (EM) log likelihood = -27960.329
Iteration 90: (EM) log likelihood = -27956.682
Iteration 91: (EM) log likelihood = -27953.622
Iteration 92: (EM) log likelihood = -27950.919
Iteration 93: (EM) log likelihood = -27946.517
Iteration 94: (EM) log likelihood = -27943.714
Iteration 95: (EM) log likelihood = -27942.263
Iteration 96: (EM) log likelihood = -27940.23
Iteration 97: (EM) log likelihood = -27936.897
Iteration 98: (EM) log likelihood = -27935.063
Iteration 99: (EM) log likelihood = -27931.948
Iteration 100: (EM) log likelihood = -27928.68
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.585
Iteration 1: (class) log likelihood = -7369.585
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29570.517
Iteration 1: (outcome) log likelihood = -29059.527
Iteration 2: (outcome) log likelihood = -28852.562
Iteration 3: (outcome) log likelihood = -28818.184
Iteration 4: (outcome) log likelihood = -28813.312
Iteration 5: (outcome) log likelihood = -28812.364
Iteration 6: (outcome) log likelihood = -28812.141
Iteration 7: (outcome) log likelihood = -28812.092
Iteration 8: (outcome) log likelihood = -28812.082
Iteration 9: (outcome) log likelihood = -28812.08
Iteration 10: (outcome) log likelihood = -28812.08 (not concave)
Iteration 11: (outcome) log likelihood = -28812.08 (not concave)
Iteration 12: (outcome) log likelihood = -28812.08 (not concave)
Iteration 13: (outcome) log likelihood = -28812.08 (not concave)
Iteration 14: (outcome) log likelihood = -28812.08 (not concave)
Iteration 15: (outcome) log likelihood = -28812.08 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36122.493
Iteration 1: (EM) log likelihood = -35910.915
Iteration 2: (EM) log likelihood = -35304.042
Iteration 3: (EM) log likelihood = -34130.877
Iteration 4: (EM) log likelihood = -32887.266
Iteration 5: (EM) log likelihood = -32038.086
Iteration 6: (EM) log likelihood = -31488.725
Iteration 7: (EM) log likelihood = -31120.047
Iteration 8: (EM) log likelihood = -30857.946
Iteration 9: (EM) log likelihood = -30655.918
Iteration 10: (EM) log likelihood = -30483.771
Iteration 11: (EM) log likelihood = -30328.945
Iteration 12: (EM) log likelihood = -30188.99
Iteration 13: (EM) log likelihood = -30056.788
Iteration 14: (EM) log likelihood = -29935.587
Iteration 15: (EM) log likelihood = -29827.023
Iteration 16: (EM) log likelihood = -29731.768
Iteration 17: (EM) log likelihood = -29650.994
Iteration 18: (EM) log likelihood = -29582.401
Iteration 19: (EM) log likelihood = -29529.161
Iteration 20: (EM) log likelihood = -29486.503
Iteration 21: (EM) log likelihood = -29450.141
Iteration 22: (EM) log likelihood = -29415.044
Iteration 23: (EM) log likelihood = -29388.415
Iteration 24: (EM) log likelihood = -29366.142
Iteration 25: (EM) log likelihood = -29345.606
Iteration 26: (EM) log likelihood = -29322.634
Iteration 27: (EM) log likelihood = -29306.78
Iteration 28: (EM) log likelihood = -29295.351
Iteration 29: (EM) log likelihood = -29286.657
Iteration 30: (EM) log likelihood = -29279.165
Iteration 31: (EM) log likelihood = -29272.059
Iteration 32: (EM) log likelihood = -29263.348
Iteration 33: (EM) log likelihood = -29254.571
Iteration 34: (EM) log likelihood = -29244.424
Iteration 35: (EM) log likelihood = -29237.021
Iteration 36: (EM) log likelihood = -29225.531
Iteration 37: (EM) log likelihood = -29214.329
Iteration 38: (EM) log likelihood = -29207.292
Iteration 39: (EM) log likelihood = -29197.411
Iteration 40: (EM) log likelihood = -29187.177
Iteration 41: (EM) log likelihood = -29179.913
Iteration 42: (EM) log likelihood = -29169.919
Iteration 43: (EM) log likelihood = -29160.037
Iteration 44: (EM) log likelihood = -29151.996
Iteration 45: (EM) log likelihood = -29143.052
Iteration 46: (EM) log likelihood = -29135.716
Iteration 47: (EM) log likelihood = -29124.55
Iteration 48: (EM) log likelihood = -29112.401
Iteration 49: (EM) log likelihood = -29102.948
Iteration 50: (EM) log likelihood = -29090.906
Iteration 51: (EM) log likelihood = -29082.409
Iteration 52: (EM) log likelihood = -29070.724
Iteration 53: (EM) log likelihood = -29062.024
Iteration 54: (EM) log likelihood = -29051.258
Iteration 55: (EM) log likelihood = -29039.229
Iteration 56: (EM) log likelihood = -29029.059
Iteration 57: (EM) log likelihood = -29016.54
Iteration 58: (EM) log likelihood = -29007.272
Iteration 59: (EM) log likelihood = -28998.227
Iteration 60: (EM) log likelihood = -28989.728
Iteration 61: (EM) log likelihood = -28980.937
Iteration 62: (EM) log likelihood = -28971.91
Iteration 63: (EM) log likelihood = -28963.126
Iteration 64: (EM) log likelihood = -28952.581
Iteration 65: (EM) log likelihood = -28944.033
Iteration 66: (EM) log likelihood = -28928.627
Iteration 67: (EM) log likelihood = -28920.388
Iteration 68: (EM) log likelihood = -28912.028
Iteration 69: (EM) log likelihood = -28902.224
Iteration 70: (EM) log likelihood = -28892.834
Iteration 71: (EM) log likelihood = -28884.723
Iteration 72: (EM) log likelihood = -28878.23
Iteration 73: (EM) log likelihood = -28872.289
Iteration 74: (EM) log likelihood = -28865.931
Iteration 75: (EM) log likelihood = -28861.007
Iteration 76: (EM) log likelihood = -28855.54
Iteration 77: (EM) log likelihood = -28845.987
Iteration 78: (EM) log likelihood = -28839.188
Iteration 79: (EM) log likelihood = -28833.849
Iteration 80: (EM) log likelihood = -28827.194
Iteration 81: (EM) log likelihood = -28821.707
Iteration 82: (EM) log likelihood = -28816.556
Iteration 83: (EM) log likelihood = -28808.625
Iteration 84: (EM) log likelihood = -28799.773
Iteration 85: (EM) log likelihood = -28791.935
Iteration 86: (EM) log likelihood = -28786.776
Iteration 87: (EM) log likelihood = -28782.243
Iteration 88: (EM) log likelihood = -28778.629
Iteration 89: (EM) log likelihood = -28774.99
Iteration 90: (EM) log likelihood = -28771.84
Iteration 91: (EM) log likelihood = -28768.837
Iteration 92: (EM) log likelihood = -28765.623
Iteration 93: (EM) log likelihood = -28762.176
Iteration 94: (EM) log likelihood = -28759.037
Iteration 95: (EM) log likelihood = -28755.487
Iteration 96: (EM) log likelihood = -28751.186
Iteration 97: (EM) log likelihood = -28748.192
Iteration 98: (EM) log likelihood = -28745.038
Iteration 99: (EM) log likelihood = -28741.896
Iteration 100: (EM) log likelihood = -28738.888
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.858
Iteration 1: (class) log likelihood = -7369.858
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29095.74
Iteration 1: (outcome) log likelihood = -28978.455
Iteration 2: (outcome) log likelihood = -28814.364
Iteration 3: (outcome) log likelihood = -28801.552
Iteration 4: (outcome) log likelihood = -28800.372
Iteration 5: (outcome) log likelihood = -28800.243
Iteration 6: (outcome) log likelihood = -28800.221
Iteration 7: (outcome) log likelihood = -28800.216
Iteration 8: (outcome) log likelihood = -28800.215
Iteration 9: (outcome) log likelihood = -28800.214 (not concave)
Iteration 10: (outcome) log likelihood = -28800.214 (not concave)
Iteration 11: (outcome) log likelihood = -28800.214 (not concave)
Iteration 12: (outcome) log likelihood = -28800.214 (not concave)
Iteration 13: (outcome) log likelihood = -28800.214 (not concave)
Iteration 14: (outcome) log likelihood = -28800.214 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36077.638
Iteration 1: (EM) log likelihood = -35834.7
Iteration 2: (EM) log likelihood = -35372.688
Iteration 3: (EM) log likelihood = -34566.333
Iteration 4: (EM) log likelihood = -33564.041
Iteration 5: (EM) log likelihood = -32748.232
Iteration 6: (EM) log likelihood = -32127.28
Iteration 7: (EM) log likelihood = -31608.514
Iteration 8: (EM) log likelihood = -31187.242
Iteration 9: (EM) log likelihood = -30871.207
Iteration 10: (EM) log likelihood = -30620.972
Iteration 11: (EM) log likelihood = -30406.637
Iteration 12: (EM) log likelihood = -30218.317
Iteration 13: (EM) log likelihood = -30056.821
Iteration 14: (EM) log likelihood = -29923.251
Iteration 15: (EM) log likelihood = -29809.853
Iteration 16: (EM) log likelihood = -29715.585
Iteration 17: (EM) log likelihood = -29628.172
Iteration 18: (EM) log likelihood = -29555.471
Iteration 19: (EM) log likelihood = -29490.992
Iteration 20: (EM) log likelihood = -29433.207
Iteration 21: (EM) log likelihood = -29383.757
Iteration 22: (EM) log likelihood = -29342.563
Iteration 23: (EM) log likelihood = -29306.964
Iteration 24: (EM) log likelihood = -29276.776
Iteration 25: (EM) log likelihood = -29251.615
Iteration 26: (EM) log likelihood = -29229.25
Iteration 27: (EM) log likelihood = -29214.932
Iteration 28: (EM) log likelihood = -29203.053
Iteration 29: (EM) log likelihood = -29189.738
Iteration 30: (EM) log likelihood = -29175.291
Iteration 31: (EM) log likelihood = -29160.382
Iteration 32: (EM) log likelihood = -29147.601
Iteration 33: (EM) log likelihood = -29137.021
Iteration 34: (EM) log likelihood = -29127.094
Iteration 35: (EM) log likelihood = -29120.014
Iteration 36: (EM) log likelihood = -29113.426
Iteration 37: (EM) log likelihood = -29108.065
Iteration 38: (EM) log likelihood = -29103.384
Iteration 39: (EM) log likelihood = -29099.58
Iteration 40: (EM) log likelihood = -29095.306
Iteration 41: (EM) log likelihood = -29091.771
Iteration 42: (EM) log likelihood = -29088.214
Iteration 43: (EM) log likelihood = -29084.402
Iteration 44: (EM) log likelihood = -29080.548
Iteration 45: (EM) log likelihood = -29074.249
Iteration 46: (EM) log likelihood = -29070.869
Iteration 47: (EM) log likelihood = -29066.038
Iteration 48: (EM) log likelihood = -29060.945
Iteration 49: (EM) log likelihood = -29055.472
Iteration 50: (EM) log likelihood = -29050.257
Iteration 51: (EM) log likelihood = -29042.925
Iteration 52: (EM) log likelihood = -29035.67
Iteration 53: (EM) log likelihood = -29027.375
Iteration 54: (EM) log likelihood = -29016.055
Iteration 55: (EM) log likelihood = -29005.611
Iteration 56: (EM) log likelihood = -28993.894
Iteration 57: (EM) log likelihood = -28980.429
Iteration 58: (EM) log likelihood = -28966.717
Iteration 59: (EM) log likelihood = -28953.522
Iteration 60: (EM) log likelihood = -28939.936
Iteration 61: (EM) log likelihood = -28924.752
Iteration 62: (EM) log likelihood = -28911.217
Iteration 63: (EM) log likelihood = -28897.623
Iteration 64: (EM) log likelihood = -28884.242
Iteration 65: (EM) log likelihood = -28871.246
Iteration 66: (EM) log likelihood = -28858.055
Iteration 67: (EM) log likelihood = -28846.163
Iteration 68: (EM) log likelihood = -28833.741
Iteration 69: (EM) log likelihood = -28822.809
Iteration 70: (EM) log likelihood = -28813.948
Iteration 71: (EM) log likelihood = -28804.408
Iteration 72: (EM) log likelihood = -28796.934
Iteration 73: (EM) log likelihood = -28788.79
Iteration 74: (EM) log likelihood = -28782.245
Iteration 75: (EM) log likelihood = -28775.299
Iteration 76: (EM) log likelihood = -28769.738
Iteration 77: (EM) log likelihood = -28763.087
Iteration 78: (EM) log likelihood = -28757.129
Iteration 79: (EM) log likelihood = -28751.018
Iteration 80: (EM) log likelihood = -28745.556
Iteration 81: (EM) log likelihood = -28740.4
Iteration 82: (EM) log likelihood = -28735.301
Iteration 83: (EM) log likelihood = -28730.04
Iteration 84: (EM) log likelihood = -28724.523
Iteration 85: (EM) log likelihood = -28719.405
Iteration 86: (EM) log likelihood = -28714.186
Iteration 87: (EM) log likelihood = -28708.614
Iteration 88: (EM) log likelihood = -28702.711
Iteration 89: (EM) log likelihood = -28697.523
Iteration 90: (EM) log likelihood = -28685.847
Iteration 91: (EM) log likelihood = -28672.22
Iteration 92: (EM) log likelihood = -28654.772
Iteration 93: (EM) log likelihood = -28637.574
Iteration 94: (EM) log likelihood = -28621.946
Iteration 95: (EM) log likelihood = -28609.011
Iteration 96: (EM) log likelihood = -28596.845
Iteration 97: (EM) log likelihood = -28585.309
Iteration 98: (EM) log likelihood = -28572.561
Iteration 99: (EM) log likelihood = -28560.846
Iteration 100: (EM) log likelihood = -28549.437
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.2931
Iteration 1: (class) log likelihood = -7370.2931
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29448.996
Iteration 1: (outcome) log likelihood = -29034.395
Iteration 2: (outcome) log likelihood = -28853.937
Iteration 3: (outcome) log likelihood = -28831.003
Iteration 4: (outcome) log likelihood = -28827.617
Iteration 5: (outcome) log likelihood = -28826.874
Iteration 6: (outcome) log likelihood = -28826.718
Iteration 7: (outcome) log likelihood = -28826.686
Iteration 8: (outcome) log likelihood = -28826.678
Iteration 9: (outcome) log likelihood = -28826.676
Iteration 10: (outcome) log likelihood = -28826.676 (not concave)
Iteration 11: (outcome) log likelihood = -28826.676 (not concave)
Iteration 12: (outcome) log likelihood = -28826.676 (not concave)
Iteration 13: (outcome) log likelihood = -28826.676 (not concave)
Iteration 14: (outcome) log likelihood = -28826.676 (not concave)
Iteration 15: (outcome) log likelihood = -28826.676 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36143.209
Iteration 1: (EM) log likelihood = -35996.251
Iteration 2: (EM) log likelihood = -35659.516
Iteration 3: (EM) log likelihood = -35039.235
Iteration 4: (EM) log likelihood = -34155.871
Iteration 5: (EM) log likelihood = -33198.319
Iteration 6: (EM) log likelihood = -32329.941
Iteration 7: (EM) log likelihood = -31590.678
Iteration 8: (EM) log likelihood = -30992.714
Iteration 9: (EM) log likelihood = -30541.114
Iteration 10: (EM) log likelihood = -30231.203
Iteration 11: (EM) log likelihood = -30006.443
Iteration 12: (EM) log likelihood = -29839.994
Iteration 13: (EM) log likelihood = -29696.51
Iteration 14: (EM) log likelihood = -29571.652
Iteration 15: (EM) log likelihood = -29463.251
Iteration 16: (EM) log likelihood = -29363.878
Iteration 17: (EM) log likelihood = -29279.061
Iteration 18: (EM) log likelihood = -29209.365
Iteration 19: (EM) log likelihood = -29152.738
Iteration 20: (EM) log likelihood = -29105.249
Iteration 21: (EM) log likelihood = -29066.995
Iteration 22: (EM) log likelihood = -29029.563
Iteration 23: (EM) log likelihood = -28996.356
Iteration 24: (EM) log likelihood = -28960.817
Iteration 25: (EM) log likelihood = -28929.862
Iteration 26: (EM) log likelihood = -28897.419
Iteration 27: (EM) log likelihood = -28864.673
Iteration 28: (EM) log likelihood = -28836.178
Iteration 29: (EM) log likelihood = -28808.694
Iteration 30: (EM) log likelihood = -28785.184
Iteration 31: (EM) log likelihood = -28760.306
Iteration 32: (EM) log likelihood = -28737.707
Iteration 33: (EM) log likelihood = -28715.058
Iteration 34: (EM) log likelihood = -28695.754
Iteration 35: (EM) log likelihood = -28675.906
Iteration 36: (EM) log likelihood = -28657.064
Iteration 37: (EM) log likelihood = -28642.323
Iteration 38: (EM) log likelihood = -28624.179
Iteration 39: (EM) log likelihood = -28607.278
Iteration 40: (EM) log likelihood = -28591.714
Iteration 41: (EM) log likelihood = -28575.77
Iteration 42: (EM) log likelihood = -28561.931
Iteration 43: (EM) log likelihood = -28547.785
Iteration 44: (EM) log likelihood = -28534.685
Iteration 45: (EM) log likelihood = -28523.461
Iteration 46: (EM) log likelihood = -28513.315
Iteration 47: (EM) log likelihood = -28504.101
Iteration 48: (EM) log likelihood = -28495.479
Iteration 49: (EM) log likelihood = -28489.134
Iteration 50: (EM) log likelihood = -28481.482
Iteration 51: (EM) log likelihood = -28471.029
Iteration 52: (EM) log likelihood = -28460.965
Iteration 53: (EM) log likelihood = -28450.963
Iteration 54: (EM) log likelihood = -28443.582
Iteration 55: (EM) log likelihood = -28434.297
Iteration 56: (EM) log likelihood = -28427.463
Iteration 57: (EM) log likelihood = -28419.684
Iteration 58: (EM) log likelihood = -28411.522
Iteration 59: (EM) log likelihood = -28405.05
Iteration 60: (EM) log likelihood = -28398.647
Iteration 61: (EM) log likelihood = -28392.783
Iteration 62: (EM) log likelihood = -28383.884
Iteration 63: (EM) log likelihood = -28379.593
Iteration 64: (EM) log likelihood = -28372.555
Iteration 65: (EM) log likelihood = -28367.61
Iteration 66: (EM) log likelihood = -28362.055
Iteration 67: (EM) log likelihood = -28357.219
Iteration 68: (EM) log likelihood = -28352.565
Iteration 69: (EM) log likelihood = -28348.305
Iteration 70: (EM) log likelihood = -28343.722
Iteration 71: (EM) log likelihood = -28339.49
Iteration 72: (EM) log likelihood = -28332.05
Iteration 73: (EM) log likelihood = -28326.966
Iteration 74: (EM) log likelihood = -28322.362
Iteration 75: (EM) log likelihood = -28317.306
Iteration 76: (EM) log likelihood = -28311.033
Iteration 77: (EM) log likelihood = -28304.708
Iteration 78: (EM) log likelihood = -28297.533
Iteration 79: (EM) log likelihood = -28293.982
Iteration 80: (EM) log likelihood = -28290.356
Iteration 81: (EM) log likelihood = -28287.032
Iteration 82: (EM) log likelihood = -28282.787
Iteration 83: (EM) log likelihood = -28279.848
Iteration 84: (EM) log likelihood = -28274.34
Iteration 85: (EM) log likelihood = -28270.727
Iteration 86: (EM) log likelihood = -28267.344
Iteration 87: (EM) log likelihood = -28263.956
Iteration 88: (EM) log likelihood = -28260.79
Iteration 89: (EM) log likelihood = -28256.346
Iteration 90: (EM) log likelihood = -28251.06
Iteration 91: (EM) log likelihood = -28246.355
Iteration 92: (EM) log likelihood = -28240.496
Iteration 93: (EM) log likelihood = -28236.501
Iteration 94: (EM) log likelihood = -28233.646
Iteration 95: (EM) log likelihood = -28229.783
Iteration 96: (EM) log likelihood = -28227.646
Iteration 97: (EM) log likelihood = -28223.372
Iteration 98: (EM) log likelihood = -28220.253
Iteration 99: (EM) log likelihood = -28217.328
Iteration 100: (EM) log likelihood = -28215.226
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.2048
Iteration 1: (class) log likelihood = -7370.2048
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30160.024
Iteration 1: (outcome) log likelihood = -29122.409
Iteration 2: (outcome) log likelihood = -28861.482
Iteration 3: (outcome) log likelihood = -28818.875
Iteration 4: (outcome) log likelihood = -28809.998
Iteration 5: (outcome) log likelihood = -28808.147
Iteration 6: (outcome) log likelihood = -28807.772
Iteration 7: (outcome) log likelihood = -28807.691
Iteration 8: (outcome) log likelihood = -28807.673
Iteration 9: (outcome) log likelihood = -28807.669
Iteration 10: (outcome) log likelihood = -28807.668 (not concave)
Iteration 11: (outcome) log likelihood = -28807.668 (not concave)
Iteration 12: (outcome) log likelihood = -28807.668 (not concave)
Iteration 13: (outcome) log likelihood = -28807.668 (not concave)
Iteration 14: (outcome) log likelihood = -28807.668 (not concave)
Iteration 15: (outcome) log likelihood = -28807.668 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36123.741
Iteration 1: (EM) log likelihood = -35968.897
Iteration 2: (EM) log likelihood = -35667.125
Iteration 3: (EM) log likelihood = -35012.149
Iteration 4: (EM) log likelihood = -33834.121
Iteration 5: (EM) log likelihood = -32725.913
Iteration 6: (EM) log likelihood = -31958.283
Iteration 7: (EM) log likelihood = -31424.554
Iteration 8: (EM) log likelihood = -31060.043
Iteration 9: (EM) log likelihood = -30812.97
Iteration 10: (EM) log likelihood = -30633.148
Iteration 11: (EM) log likelihood = -30479.836
Iteration 12: (EM) log likelihood = -30335.87
Iteration 13: (EM) log likelihood = -30200.825
Iteration 14: (EM) log likelihood = -30079.923
Iteration 15: (EM) log likelihood = -29977.899
Iteration 16: (EM) log likelihood = -29900.203
Iteration 17: (EM) log likelihood = -29837.136
Iteration 18: (EM) log likelihood = -29783.575
Iteration 19: (EM) log likelihood = -29730.558
Iteration 20: (EM) log likelihood = -29688.031
Iteration 21: (EM) log likelihood = -29650.366
Iteration 22: (EM) log likelihood = -29616.781
Iteration 23: (EM) log likelihood = -29584.009
Iteration 24: (EM) log likelihood = -29549.177
Iteration 25: (EM) log likelihood = -29516.366
Iteration 26: (EM) log likelihood = -29483.608
Iteration 27: (EM) log likelihood = -29447.849
Iteration 28: (EM) log likelihood = -29414.904
Iteration 29: (EM) log likelihood = -29378.023
Iteration 30: (EM) log likelihood = -29341.868
Iteration 31: (EM) log likelihood = -29310.461
Iteration 32: (EM) log likelihood = -29280.533
Iteration 33: (EM) log likelihood = -29248.659
Iteration 34: (EM) log likelihood = -29221.951
Iteration 35: (EM) log likelihood = -29193.322
Iteration 36: (EM) log likelihood = -29169.806
Iteration 37: (EM) log likelihood = -29145.626
Iteration 38: (EM) log likelihood = -29128.012
Iteration 39: (EM) log likelihood = -29107.605
Iteration 40: (EM) log likelihood = -29090.379
Iteration 41: (EM) log likelihood = -29076.68
Iteration 42: (EM) log likelihood = -29061.733
Iteration 43: (EM) log likelihood = -29046.593
Iteration 44: (EM) log likelihood = -29033.015
Iteration 45: (EM) log likelihood = -29022.764
Iteration 46: (EM) log likelihood = -29013.727
Iteration 47: (EM) log likelihood = -29003.622
Iteration 48: (EM) log likelihood = -28992.66
Iteration 49: (EM) log likelihood = -28978.706
Iteration 50: (EM) log likelihood = -28963.953
Iteration 51: (EM) log likelihood = -28946.132
Iteration 52: (EM) log likelihood = -28926.541
Iteration 53: (EM) log likelihood = -28906.861
Iteration 54: (EM) log likelihood = -28887.675
Iteration 55: (EM) log likelihood = -28866.449
Iteration 56: (EM) log likelihood = -28841.063
Iteration 57: (EM) log likelihood = -28809.523
Iteration 58: (EM) log likelihood = -28778.017
Iteration 59: (EM) log likelihood = -28740.99
Iteration 60: (EM) log likelihood = -28708.177
Iteration 61: (EM) log likelihood = -28671.108
Iteration 62: (EM) log likelihood = -28639.149
Iteration 63: (EM) log likelihood = -28612.819
Iteration 64: (EM) log likelihood = -28586.68
Iteration 65: (EM) log likelihood = -28565.499
Iteration 66: (EM) log likelihood = -28548.28
Iteration 67: (EM) log likelihood = -28526.251
Iteration 68: (EM) log likelihood = -28510.86
Iteration 69: (EM) log likelihood = -28498.717
Iteration 70: (EM) log likelihood = -28488.721
Iteration 71: (EM) log likelihood = -28479.065
Iteration 72: (EM) log likelihood = -28471.734
Iteration 73: (EM) log likelihood = -28465.624
Iteration 74: (EM) log likelihood = -28459.431
Iteration 75: (EM) log likelihood = -28454.358
Iteration 76: (EM) log likelihood = -28449.935
Iteration 77: (EM) log likelihood = -28445.221
Iteration 78: (EM) log likelihood = -28439.563
Iteration 79: (EM) log likelihood = -28434.467
Iteration 80: (EM) log likelihood = -28429.683
Iteration 81: (EM) log likelihood = -28422.784
Iteration 82: (EM) log likelihood = -28417.783
Iteration 83: (EM) log likelihood = -28413.439
Iteration 84: (EM) log likelihood = -28409.499
Iteration 85: (EM) log likelihood = -28405.843
Iteration 86: (EM) log likelihood = -28402.347
Iteration 87: (EM) log likelihood = -28398.81
Iteration 88: (EM) log likelihood = -28395.667
Iteration 89: (EM) log likelihood = -28392.881
Iteration 90: (EM) log likelihood = -28389.452
Iteration 91: (EM) log likelihood = -28384.403
Iteration 92: (EM) log likelihood = -28381.334
Iteration 93: (EM) log likelihood = -28378.139
Iteration 94: (EM) log likelihood = -28375.207
Iteration 95: (EM) log likelihood = -28372.224
Iteration 96: (EM) log likelihood = -28370.158
Iteration 97: (EM) log likelihood = -28368.013
Iteration 98: (EM) log likelihood = -28365.905
Iteration 99: (EM) log likelihood = -28364.16
Iteration 100: (EM) log likelihood = -28362.151
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.5711
Iteration 1: (class) log likelihood = -7371.5711
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29943.055
Iteration 1: (outcome) log likelihood = -29054.31
Iteration 2: (outcome) log likelihood = -28865.785
Iteration 3: (outcome) log likelihood = -28828.241
Iteration 4: (outcome) log likelihood = -28821.595
Iteration 5: (outcome) log likelihood = -28820.076
Iteration 6: (outcome) log likelihood = -28819.774
Iteration 7: (outcome) log likelihood = -28819.709
Iteration 8: (outcome) log likelihood = -28819.694
Iteration 9: (outcome) log likelihood = -28819.69
Iteration 10: (outcome) log likelihood = -28819.689 (not concave)
Iteration 11: (outcome) log likelihood = -28819.689 (not concave)
Iteration 12: (outcome) log likelihood = -28819.689 (not concave)
Iteration 13: (outcome) log likelihood = -28819.689 (not concave)
Iteration 14: (outcome) log likelihood = -28819.689 (not concave)
Iteration 15: (outcome) log likelihood = -28819.689 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36121.054
Iteration 1: (EM) log likelihood = -35872.569
Iteration 2: (EM) log likelihood = -35214.437
Iteration 3: (EM) log likelihood = -34117.88
Iteration 4: (EM) log likelihood = -33181.496
Iteration 5: (EM) log likelihood = -32612.807
Iteration 6: (EM) log likelihood = -32203.817
Iteration 7: (EM) log likelihood = -31801.732
Iteration 8: (EM) log likelihood = -31371.957
Iteration 9: (EM) log likelihood = -30984.332
Iteration 10: (EM) log likelihood = -30681.149
Iteration 11: (EM) log likelihood = -30446.681
Iteration 12: (EM) log likelihood = -30248.582
Iteration 13: (EM) log likelihood = -30078.137
Iteration 14: (EM) log likelihood = -29919.919
Iteration 15: (EM) log likelihood = -29779.497
Iteration 16: (EM) log likelihood = -29651.691
Iteration 17: (EM) log likelihood = -29546.041
Iteration 18: (EM) log likelihood = -29451.849
Iteration 19: (EM) log likelihood = -29361.612
Iteration 20: (EM) log likelihood = -29278.702
Iteration 21: (EM) log likelihood = -29197.37
Iteration 22: (EM) log likelihood = -29131.088
Iteration 23: (EM) log likelihood = -29067.776
Iteration 24: (EM) log likelihood = -29014.578
Iteration 25: (EM) log likelihood = -28968.36
Iteration 26: (EM) log likelihood = -28927.727
Iteration 27: (EM) log likelihood = -28892.578
Iteration 28: (EM) log likelihood = -28862.99
Iteration 29: (EM) log likelihood = -28837.291
Iteration 30: (EM) log likelihood = -28814.021
Iteration 31: (EM) log likelihood = -28792.354
Iteration 32: (EM) log likelihood = -28771.571
Iteration 33: (EM) log likelihood = -28749.208
Iteration 34: (EM) log likelihood = -28728.751
Iteration 35: (EM) log likelihood = -28706.118
Iteration 36: (EM) log likelihood = -28683.683
Iteration 37: (EM) log likelihood = -28656.707
Iteration 38: (EM) log likelihood = -28629.485
Iteration 39: (EM) log likelihood = -28602.954
Iteration 40: (EM) log likelihood = -28575.422
Iteration 41: (EM) log likelihood = -28544.82
Iteration 42: (EM) log likelihood = -28518.914
Iteration 43: (EM) log likelihood = -28494.083
Iteration 44: (EM) log likelihood = -28469.33
Iteration 45: (EM) log likelihood = -28449.239
Iteration 46: (EM) log likelihood = -28430.655
Iteration 47: (EM) log likelihood = -28413.43
Iteration 48: (EM) log likelihood = -28397.617
Iteration 49: (EM) log likelihood = -28383.223
Iteration 50: (EM) log likelihood = -28370.325
Iteration 51: (EM) log likelihood = -28354.412
Iteration 52: (EM) log likelihood = -28342.138
Iteration 53: (EM) log likelihood = -28331.953
Iteration 54: (EM) log likelihood = -28320.802
Iteration 55: (EM) log likelihood = -28311.133
Iteration 56: (EM) log likelihood = -28301.844
Iteration 57: (EM) log likelihood = -28290.549
Iteration 58: (EM) log likelihood = -28282.846
Iteration 59: (EM) log likelihood = -28276.315
Iteration 60: (EM) log likelihood = -28269.326
Iteration 61: (EM) log likelihood = -28262.915
Iteration 62: (EM) log likelihood = -28256.815
Iteration 63: (EM) log likelihood = -28249.519
Iteration 64: (EM) log likelihood = -28243.84
Iteration 65: (EM) log likelihood = -28239.034
Iteration 66: (EM) log likelihood = -28234.228
Iteration 67: (EM) log likelihood = -28229.641
Iteration 68: (EM) log likelihood = -28225.914
Iteration 69: (EM) log likelihood = -28221.682
Iteration 70: (EM) log likelihood = -28215.636
Iteration 71: (EM) log likelihood = -28210.724
Iteration 72: (EM) log likelihood = -28205.762
Iteration 73: (EM) log likelihood = -28200.647
Iteration 74: (EM) log likelihood = -28196.688
Iteration 75: (EM) log likelihood = -28190.749
Iteration 76: (EM) log likelihood = -28186.375
Iteration 77: (EM) log likelihood = -28181.828
Iteration 78: (EM) log likelihood = -28176.488
Iteration 79: (EM) log likelihood = -28172.472
Iteration 80: (EM) log likelihood = -28169.463
Iteration 81: (EM) log likelihood = -28167.546
Iteration 82: (EM) log likelihood = -28165.711
Iteration 83: (EM) log likelihood = -28164.234
Iteration 84: (EM) log likelihood = -28158.657
Iteration 85: (EM) log likelihood = -28156.461
Iteration 86: (EM) log likelihood = -28154.605
Iteration 87: (EM) log likelihood = -28152.204
Iteration 88: (EM) log likelihood = -28150.641
Iteration 89: (EM) log likelihood = -28149.341
Iteration 90: (EM) log likelihood = -28148.392
Iteration 91: (EM) log likelihood = -28147.551
Iteration 92: (EM) log likelihood = -28146.766
Iteration 93: (EM) log likelihood = -28145.91
Iteration 94: (EM) log likelihood = -28145.227
Iteration 95: (EM) log likelihood = -28144.527
Iteration 96: (EM) log likelihood = -28143.89
Iteration 97: (EM) log likelihood = -28142.785
Iteration 98: (EM) log likelihood = -28141.815
Iteration 99: (EM) log likelihood = -28141.241
Iteration 100: (EM) log likelihood = -28140.505
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7366.8036
Iteration 1: (class) log likelihood = -7366.8036
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29554.289
Iteration 1: (outcome) log likelihood = -28981.345
Iteration 2: (outcome) log likelihood = -28855.617
Iteration 3: (outcome) log likelihood = -28837.761
Iteration 4: (outcome) log likelihood = -28834.419
Iteration 5: (outcome) log likelihood = -28833.645
Iteration 6: (outcome) log likelihood = -28833.473
Iteration 7: (outcome) log likelihood = -28833.435
Iteration 8: (outcome) log likelihood = -28833.428
Iteration 9: (outcome) log likelihood = -28833.428 (not concave)
Iteration 10: (outcome) log likelihood = -28833.428 (not concave)
Iteration 11: (outcome) log likelihood = -28833.428 (not concave)
Iteration 12: (outcome) log likelihood = -28833.428 (not concave)
Iteration 13: (outcome) log likelihood = -28833.428 (not concave)
Iteration 14: (outcome) log likelihood = -28833.428 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36156.08
Iteration 1: (EM) log likelihood = -36007.21
Iteration 2: (EM) log likelihood = -35619.024
Iteration 3: (EM) log likelihood = -34879.723
Iteration 4: (EM) log likelihood = -33889.955
Iteration 5: (EM) log likelihood = -32961.042
Iteration 6: (EM) log likelihood = -32231.711
Iteration 7: (EM) log likelihood = -31734.628
Iteration 8: (EM) log likelihood = -31369.639
Iteration 9: (EM) log likelihood = -31046.319
Iteration 10: (EM) log likelihood = -30737.509
Iteration 11: (EM) log likelihood = -30459.685
Iteration 12: (EM) log likelihood = -30222.215
Iteration 13: (EM) log likelihood = -30018.235
Iteration 14: (EM) log likelihood = -29837.658
Iteration 15: (EM) log likelihood = -29684.996
Iteration 16: (EM) log likelihood = -29552.512
Iteration 17: (EM) log likelihood = -29433.687
Iteration 18: (EM) log likelihood = -29337.392
Iteration 19: (EM) log likelihood = -29256.058
Iteration 20: (EM) log likelihood = -29186.901
Iteration 21: (EM) log likelihood = -29130.082
Iteration 22: (EM) log likelihood = -29084.839
Iteration 23: (EM) log likelihood = -29044.773
Iteration 24: (EM) log likelihood = -29006.419
Iteration 25: (EM) log likelihood = -28978.682
Iteration 26: (EM) log likelihood = -28952.94
Iteration 27: (EM) log likelihood = -28930.314
Iteration 28: (EM) log likelihood = -28909.5
Iteration 29: (EM) log likelihood = -28889.935
Iteration 30: (EM) log likelihood = -28871.836
Iteration 31: (EM) log likelihood = -28855.495
Iteration 32: (EM) log likelihood = -28839.037
Iteration 33: (EM) log likelihood = -28826.197
Iteration 34: (EM) log likelihood = -28815.705
Iteration 35: (EM) log likelihood = -28806.945
Iteration 36: (EM) log likelihood = -28800.603
Iteration 37: (EM) log likelihood = -28794.442
Iteration 38: (EM) log likelihood = -28789.357
Iteration 39: (EM) log likelihood = -28782.99
Iteration 40: (EM) log likelihood = -28779.152
Iteration 41: (EM) log likelihood = -28774.783
Iteration 42: (EM) log likelihood = -28770.227
Iteration 43: (EM) log likelihood = -28766.914
Iteration 44: (EM) log likelihood = -28763.777
Iteration 45: (EM) log likelihood = -28759.719
Iteration 46: (EM) log likelihood = -28755.353
Iteration 47: (EM) log likelihood = -28752.492
Iteration 48: (EM) log likelihood = -28750.204
Iteration 49: (EM) log likelihood = -28746.593
Iteration 50: (EM) log likelihood = -28742.247
Iteration 51: (EM) log likelihood = -28739.084
Iteration 52: (EM) log likelihood = -28734.263
Iteration 53: (EM) log likelihood = -28729.017
Iteration 54: (EM) log likelihood = -28725.217
Iteration 55: (EM) log likelihood = -28721.568
Iteration 56: (EM) log likelihood = -28717.84
Iteration 57: (EM) log likelihood = -28714.895
Iteration 58: (EM) log likelihood = -28711.589
Iteration 59: (EM) log likelihood = -28708.656
Iteration 60: (EM) log likelihood = -28706.288
Iteration 61: (EM) log likelihood = -28702.096
Iteration 62: (EM) log likelihood = -28699.068
Iteration 63: (EM) log likelihood = -28695.502
Iteration 64: (EM) log likelihood = -28691.985
Iteration 65: (EM) log likelihood = -28688.074
Iteration 66: (EM) log likelihood = -28683.062
Iteration 67: (EM) log likelihood = -28676.691
Iteration 68: (EM) log likelihood = -28670.605
Iteration 69: (EM) log likelihood = -28666.79
Iteration 70: (EM) log likelihood = -28662.081
Iteration 71: (EM) log likelihood = -28658.509
Iteration 72: (EM) log likelihood = -28653.597
Iteration 73: (EM) log likelihood = -28650.217
Iteration 74: (EM) log likelihood = -28646.307
Iteration 75: (EM) log likelihood = -28643.151
Iteration 76: (EM) log likelihood = -28639.111
Iteration 77: (EM) log likelihood = -28635.264
Iteration 78: (EM) log likelihood = -28631.446
Iteration 79: (EM) log likelihood = -28628.41
Iteration 80: (EM) log likelihood = -28625.933
Iteration 81: (EM) log likelihood = -28622.071
Iteration 82: (EM) log likelihood = -28619.793
Iteration 83: (EM) log likelihood = -28616.667
Iteration 84: (EM) log likelihood = -28613.701
Iteration 85: (EM) log likelihood = -28610.706
Iteration 86: (EM) log likelihood = -28608.01
Iteration 87: (EM) log likelihood = -28605.651
Iteration 88: (EM) log likelihood = -28602.57
Iteration 89: (EM) log likelihood = -28600.05
Iteration 90: (EM) log likelihood = -28597.825
Iteration 91: (EM) log likelihood = -28595.917
Iteration 92: (EM) log likelihood = -28590.625
Iteration 93: (EM) log likelihood = -28586.693
Iteration 94: (EM) log likelihood = -28582.115
Iteration 95: (EM) log likelihood = -28579.085
Iteration 96: (EM) log likelihood = -28576.538
Iteration 97: (EM) log likelihood = -28574.545
Iteration 98: (EM) log likelihood = -28572.644
Iteration 99: (EM) log likelihood = -28570.991
Iteration 100: (EM) log likelihood = -28569.452
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.4842
Iteration 1: (class) log likelihood = -7370.4842
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30264.143
Iteration 1: (outcome) log likelihood = -29087.287
Iteration 2: (outcome) log likelihood = -28874.392
Iteration 3: (outcome) log likelihood = -28828.827
Iteration 4: (outcome) log likelihood = -28819.634
Iteration 5: (outcome) log likelihood = -28817.445
Iteration 6: (outcome) log likelihood = -28817
Iteration 7: (outcome) log likelihood = -28816.928
Iteration 8: (outcome) log likelihood = -28816.92
Iteration 9: (outcome) log likelihood = -28816.918 (not concave)
Iteration 10: (outcome) log likelihood = -28816.918 (not concave)
Iteration 11: (outcome) log likelihood = -28816.918 (not concave)
Iteration 12: (outcome) log likelihood = -28816.918 (not concave)
Iteration 13: (outcome) log likelihood = -28816.918 (not concave)
Iteration 14: (outcome) log likelihood = -28816.918 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36071.296
Iteration 1: (EM) log likelihood = -35728.712
Iteration 2: (EM) log likelihood = -34970.83
Iteration 3: (EM) log likelihood = -33901.412
Iteration 4: (EM) log likelihood = -32937.141
Iteration 5: (EM) log likelihood = -32227.272
Iteration 6: (EM) log likelihood = -31712.186
Iteration 7: (EM) log likelihood = -31316.173
Iteration 8: (EM) log likelihood = -31004.462
Iteration 9: (EM) log likelihood = -30747.047
Iteration 10: (EM) log likelihood = -30531.387
Iteration 11: (EM) log likelihood = -30331.422
Iteration 12: (EM) log likelihood = -30146.632
Iteration 13: (EM) log likelihood = -29964.183
Iteration 14: (EM) log likelihood = -29800.407
Iteration 15: (EM) log likelihood = -29656.44
Iteration 16: (EM) log likelihood = -29530.89
Iteration 17: (EM) log likelihood = -29420.505
Iteration 18: (EM) log likelihood = -29327.317
Iteration 19: (EM) log likelihood = -29244.253
Iteration 20: (EM) log likelihood = -29168.012
Iteration 21: (EM) log likelihood = -29108.071
Iteration 22: (EM) log likelihood = -29056.81
Iteration 23: (EM) log likelihood = -29009.858
Iteration 24: (EM) log likelihood = -28968.416
Iteration 25: (EM) log likelihood = -28933.413
Iteration 26: (EM) log likelihood = -28903.015
Iteration 27: (EM) log likelihood = -28877.754
Iteration 28: (EM) log likelihood = -28855.407
Iteration 29: (EM) log likelihood = -28832.779
Iteration 30: (EM) log likelihood = -28814.306
Iteration 31: (EM) log likelihood = -28795.398
Iteration 32: (EM) log likelihood = -28775.992
Iteration 33: (EM) log likelihood = -28759.7
Iteration 34: (EM) log likelihood = -28745.646
Iteration 35: (EM) log likelihood = -28732.861
Iteration 36: (EM) log likelihood = -28720.828
Iteration 37: (EM) log likelihood = -28709.596
Iteration 38: (EM) log likelihood = -28699.343
Iteration 39: (EM) log likelihood = -28689.658
Iteration 40: (EM) log likelihood = -28680.67
Iteration 41: (EM) log likelihood = -28672.153
Iteration 42: (EM) log likelihood = -28664.372
Iteration 43: (EM) log likelihood = -28656.797
Iteration 44: (EM) log likelihood = -28648.799
Iteration 45: (EM) log likelihood = -28642.219
Iteration 46: (EM) log likelihood = -28635.625
Iteration 47: (EM) log likelihood = -28628.512
Iteration 48: (EM) log likelihood = -28621.334
Iteration 49: (EM) log likelihood = -28615.381
Iteration 50: (EM) log likelihood = -28606.757
Iteration 51: (EM) log likelihood = -28601.252
Iteration 52: (EM) log likelihood = -28595.6
Iteration 53: (EM) log likelihood = -28590.869
Iteration 54: (EM) log likelihood = -28585.417
Iteration 55: (EM) log likelihood = -28579.248
Iteration 56: (EM) log likelihood = -28576.283
Iteration 57: (EM) log likelihood = -28571.176
Iteration 58: (EM) log likelihood = -28566.664
Iteration 59: (EM) log likelihood = -28562.382
Iteration 60: (EM) log likelihood = -28558.147
Iteration 61: (EM) log likelihood = -28555.251
Iteration 62: (EM) log likelihood = -28551.943
Iteration 63: (EM) log likelihood = -28549.048
Iteration 64: (EM) log likelihood = -28545.576
Iteration 65: (EM) log likelihood = -28541.508
Iteration 66: (EM) log likelihood = -28537.795
Iteration 67: (EM) log likelihood = -28534.552
Iteration 68: (EM) log likelihood = -28529.65
Iteration 69: (EM) log likelihood = -28526.021
Iteration 70: (EM) log likelihood = -28522.984
Iteration 71: (EM) log likelihood = -28520.271
Iteration 72: (EM) log likelihood = -28517.737
Iteration 73: (EM) log likelihood = -28515.324
Iteration 74: (EM) log likelihood = -28513.198
Iteration 75: (EM) log likelihood = -28510.892
Iteration 76: (EM) log likelihood = -28508.74
Iteration 77: (EM) log likelihood = -28506.676
Iteration 78: (EM) log likelihood = -28504.67
Iteration 79: (EM) log likelihood = -28502.708
Iteration 80: (EM) log likelihood = -28500.78
Iteration 81: (EM) log likelihood = -28498.868
Iteration 82: (EM) log likelihood = -28496.959
Iteration 83: (EM) log likelihood = -28495.038
Iteration 84: (EM) log likelihood = -28493.098
Iteration 85: (EM) log likelihood = -28491.133
Iteration 86: (EM) log likelihood = -28489.14
Iteration 87: (EM) log likelihood = -28486.948
Iteration 88: (EM) log likelihood = -28484.39
Iteration 89: (EM) log likelihood = -28481.804
Iteration 90: (EM) log likelihood = -28479.389
Iteration 91: (EM) log likelihood = -28477.04
Iteration 92: (EM) log likelihood = -28474.713
Iteration 93: (EM) log likelihood = -28472.371
Iteration 94: (EM) log likelihood = -28470.886
Iteration 95: (EM) log likelihood = -28467.937
Iteration 96: (EM) log likelihood = -28464.747
Iteration 97: (EM) log likelihood = -28461.695
Iteration 98: (EM) log likelihood = -28458.962
Iteration 99: (EM) log likelihood = -28456.633
Iteration 100: (EM) log likelihood = -28453.988
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7366.3485
Iteration 1: (class) log likelihood = -7366.3485
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30590.145
Iteration 1: (outcome) log likelihood = -29128.396
Iteration 2: (outcome) log likelihood = -28889.283
Iteration 3: (outcome) log likelihood = -28835.053
Iteration 4: (outcome) log likelihood = -28825.046
Iteration 5: (outcome) log likelihood = -28822.76
Iteration 6: (outcome) log likelihood = -28822.388
Iteration 7: (outcome) log likelihood = -28822.297
Iteration 8: (outcome) log likelihood = -28822.278
Iteration 9: (outcome) log likelihood = -28822.274
Iteration 10: (outcome) log likelihood = -28822.273 (not concave)
Iteration 11: (outcome) log likelihood = -28822.273 (not concave)
Iteration 12: (outcome) log likelihood = -28822.273 (not concave)
Iteration 13: (outcome) log likelihood = -28822.273 (not concave)
Iteration 14: (outcome) log likelihood = -28822.273 (not concave)
Iteration 15: (outcome) log likelihood = -28822.273 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36124.01
Iteration 1: (EM) log likelihood = -35932.158
Iteration 2: (EM) log likelihood = -35437.147
Iteration 3: (EM) log likelihood = -34446.911
Iteration 4: (EM) log likelihood = -33165.622
Iteration 5: (EM) log likelihood = -32121.15
Iteration 6: (EM) log likelihood = -31419.246
Iteration 7: (EM) log likelihood = -30957.506
Iteration 8: (EM) log likelihood = -30639.785
Iteration 9: (EM) log likelihood = -30403.489
Iteration 10: (EM) log likelihood = -30218.397
Iteration 11: (EM) log likelihood = -30066.985
Iteration 12: (EM) log likelihood = -29942.945
Iteration 13: (EM) log likelihood = -29835.094
Iteration 14: (EM) log likelihood = -29739.178
Iteration 15: (EM) log likelihood = -29653.453
Iteration 16: (EM) log likelihood = -29577.699
Iteration 17: (EM) log likelihood = -29511.609
Iteration 18: (EM) log likelihood = -29452.206
Iteration 19: (EM) log likelihood = -29401.951
Iteration 20: (EM) log likelihood = -29358.755
Iteration 21: (EM) log likelihood = -29321.162
Iteration 22: (EM) log likelihood = -29288.249
Iteration 23: (EM) log likelihood = -29259.222
Iteration 24: (EM) log likelihood = -29232.261
Iteration 25: (EM) log likelihood = -29209.608
Iteration 26: (EM) log likelihood = -29188.198
Iteration 27: (EM) log likelihood = -29166.155
Iteration 28: (EM) log likelihood = -29144.155
Iteration 29: (EM) log likelihood = -29120.045
Iteration 30: (EM) log likelihood = -29094.684
Iteration 31: (EM) log likelihood = -29074.308
Iteration 32: (EM) log likelihood = -29051.273
Iteration 33: (EM) log likelihood = -29032.115
Iteration 34: (EM) log likelihood = -29012.839
Iteration 35: (EM) log likelihood = -28992.441
Iteration 36: (EM) log likelihood = -28973.414
Iteration 37: (EM) log likelihood = -28954.158
Iteration 38: (EM) log likelihood = -28933.913
Iteration 39: (EM) log likelihood = -28919.763
Iteration 40: (EM) log likelihood = -28906.403
Iteration 41: (EM) log likelihood = -28892.511
Iteration 42: (EM) log likelihood = -28880.647
Iteration 43: (EM) log likelihood = -28869.804
Iteration 44: (EM) log likelihood = -28861.268
Iteration 45: (EM) log likelihood = -28851.87
Iteration 46: (EM) log likelihood = -28838.688
Iteration 47: (EM) log likelihood = -28829.607
Iteration 48: (EM) log likelihood = -28822.851
Iteration 49: (EM) log likelihood = -28816.772
Iteration 50: (EM) log likelihood = -28809.54
Iteration 51: (EM) log likelihood = -28801.227
Iteration 52: (EM) log likelihood = -28792.893
Iteration 53: (EM) log likelihood = -28785.829
Iteration 54: (EM) log likelihood = -28779.052
Iteration 55: (EM) log likelihood = -28773.071
Iteration 56: (EM) log likelihood = -28764.856
Iteration 57: (EM) log likelihood = -28760.182
Iteration 58: (EM) log likelihood = -28755.649
Iteration 59: (EM) log likelihood = -28748.136
Iteration 60: (EM) log likelihood = -28741.629
Iteration 61: (EM) log likelihood = -28731.176
Iteration 62: (EM) log likelihood = -28725.725
Iteration 63: (EM) log likelihood = -28720.517
Iteration 64: (EM) log likelihood = -28713.323
Iteration 65: (EM) log likelihood = -28709.692
Iteration 66: (EM) log likelihood = -28704.854
Iteration 67: (EM) log likelihood = -28700.858
Iteration 68: (EM) log likelihood = -28695.504
Iteration 69: (EM) log likelihood = -28691.609
Iteration 70: (EM) log likelihood = -28688.5
Iteration 71: (EM) log likelihood = -28684.686
Iteration 72: (EM) log likelihood = -28681.697
Iteration 73: (EM) log likelihood = -28678.101
Iteration 74: (EM) log likelihood = -28674.989
Iteration 75: (EM) log likelihood = -28672.203
Iteration 76: (EM) log likelihood = -28668.97
Iteration 77: (EM) log likelihood = -28664.18
Iteration 78: (EM) log likelihood = -28661.32
Iteration 79: (EM) log likelihood = -28658.7
Iteration 80: (EM) log likelihood = -28655.9
Iteration 81: (EM) log likelihood = -28653.454
Iteration 82: (EM) log likelihood = -28649.219
Iteration 83: (EM) log likelihood = -28647.231
Iteration 84: (EM) log likelihood = -28643.752
Iteration 85: (EM) log likelihood = -28641.553
Iteration 86: (EM) log likelihood = -28639.536
Iteration 87: (EM) log likelihood = -28638.012
Iteration 88: (EM) log likelihood = -28636.312
Iteration 89: (EM) log likelihood = -28634.801
Iteration 90: (EM) log likelihood = -28633.405
Iteration 91: (EM) log likelihood = -28631.92
Iteration 92: (EM) log likelihood = -28630.952
Iteration 93: (EM) log likelihood = -28627.809
Iteration 94: (EM) log likelihood = -28627.152
Iteration 95: (EM) log likelihood = -28625.943
Iteration 96: (EM) log likelihood = -28625.064
Iteration 97: (EM) log likelihood = -28624.225
Iteration 98: (EM) log likelihood = -28623.077
Iteration 99: (EM) log likelihood = -28617.582
Iteration 100: (EM) log likelihood = -28614.097
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.5284
Iteration 1: (class) log likelihood = -7372.5284
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29956.851
Iteration 1: (outcome) log likelihood = -29017.087
Iteration 2: (outcome) log likelihood = -28849.488
Iteration 3: (outcome) log likelihood = -28818.328
Iteration 4: (outcome) log likelihood = -28810.963
Iteration 5: (outcome) log likelihood = -28809.361
Iteration 6: (outcome) log likelihood = -28809.029
Iteration 7: (outcome) log likelihood = -28808.955
Iteration 8: (outcome) log likelihood = -28808.937
Iteration 9: (outcome) log likelihood = -28808.933
Iteration 10: (outcome) log likelihood = -28808.933 (not concave)
Iteration 11: (outcome) log likelihood = -28808.933 (not concave)
Iteration 12: (outcome) log likelihood = -28808.933 (not concave)
Iteration 13: (outcome) log likelihood = -28808.933 (not concave)
Iteration 14: (outcome) log likelihood = -28808.933 (not concave)
Iteration 15: (outcome) log likelihood = -28808.933 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36110.015
Iteration 1: (EM) log likelihood = -35876.301
Iteration 2: (EM) log likelihood = -35225.036
Iteration 3: (EM) log likelihood = -34065.807
Iteration 4: (EM) log likelihood = -33069.29
Iteration 5: (EM) log likelihood = -32449.263
Iteration 6: (EM) log likelihood = -31984.792
Iteration 7: (EM) log likelihood = -31566.652
Iteration 8: (EM) log likelihood = -31188.435
Iteration 9: (EM) log likelihood = -30862.32
Iteration 10: (EM) log likelihood = -30577.296
Iteration 11: (EM) log likelihood = -30345.858
Iteration 12: (EM) log likelihood = -30148.992
Iteration 13: (EM) log likelihood = -29992.842
Iteration 14: (EM) log likelihood = -29865.257
Iteration 15: (EM) log likelihood = -29765.203
Iteration 16: (EM) log likelihood = -29682.471
Iteration 17: (EM) log likelihood = -29615.463
Iteration 18: (EM) log likelihood = -29555.594
Iteration 19: (EM) log likelihood = -29503.508
Iteration 20: (EM) log likelihood = -29455.979
Iteration 21: (EM) log likelihood = -29410.711
Iteration 22: (EM) log likelihood = -29368.875
Iteration 23: (EM) log likelihood = -29327.615
Iteration 24: (EM) log likelihood = -29289.637
Iteration 25: (EM) log likelihood = -29252.487
Iteration 26: (EM) log likelihood = -29218.998
Iteration 27: (EM) log likelihood = -29188.092
Iteration 28: (EM) log likelihood = -29158.922
Iteration 29: (EM) log likelihood = -29130.542
Iteration 30: (EM) log likelihood = -29106.624
Iteration 31: (EM) log likelihood = -29082.605
Iteration 32: (EM) log likelihood = -29061.435
Iteration 33: (EM) log likelihood = -29041.128
Iteration 34: (EM) log likelihood = -29026.965
Iteration 35: (EM) log likelihood = -29012.681
Iteration 36: (EM) log likelihood = -28997.191
Iteration 37: (EM) log likelihood = -28985.616
Iteration 38: (EM) log likelihood = -28973.19
Iteration 39: (EM) log likelihood = -28963.1
Iteration 40: (EM) log likelihood = -28951.744
Iteration 41: (EM) log likelihood = -28941.017
Iteration 42: (EM) log likelihood = -28930.114
Iteration 43: (EM) log likelihood = -28916.494
Iteration 44: (EM) log likelihood = -28901.876
Iteration 45: (EM) log likelihood = -28888.88
Iteration 46: (EM) log likelihood = -28872.467
Iteration 47: (EM) log likelihood = -28856.998
Iteration 48: (EM) log likelihood = -28846.023
Iteration 49: (EM) log likelihood = -28834.692
Iteration 50: (EM) log likelihood = -28821.425
Iteration 51: (EM) log likelihood = -28812.579
Iteration 52: (EM) log likelihood = -28802.29
Iteration 53: (EM) log likelihood = -28794.691
Iteration 54: (EM) log likelihood = -28783.027
Iteration 55: (EM) log likelihood = -28773.309
Iteration 56: (EM) log likelihood = -28769.909
Iteration 57: (EM) log likelihood = -28767.788
Iteration 58: (EM) log likelihood = -28765.37
Iteration 59: (EM) log likelihood = -28763.19
Iteration 60: (EM) log likelihood = -28758.569
Iteration 61: (EM) log likelihood = -28754.602
Iteration 62: (EM) log likelihood = -28754.688
Iteration 63: (EM) log likelihood = -28754.159
Iteration 64: (EM) log likelihood = -28751.785
Iteration 65: (EM) log likelihood = -28751.961
Iteration 66: (EM) log likelihood = -28752.234
Iteration 67: (EM) log likelihood = -28752.729
Iteration 68: (EM) log likelihood = -28752.737
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.6669
Iteration 1: (class) log likelihood = -7372.6669
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29627.611
Iteration 1: (outcome) log likelihood = -29070.475
Iteration 2: (outcome) log likelihood = -28838.496
Iteration 3: (outcome) log likelihood = -28809.941
Iteration 4: (outcome) log likelihood = -28804.005
Iteration 5: (outcome) log likelihood = -28802.751
Iteration 6: (outcome) log likelihood = -28802.48
Iteration 7: (outcome) log likelihood = -28802.425
Iteration 8: (outcome) log likelihood = -28802.412
Iteration 9: (outcome) log likelihood = -28802.409
Iteration 10: (outcome) log likelihood = -28802.408 (not concave)
Iteration 11: (outcome) log likelihood = -28802.408 (not concave)
Iteration 12: (outcome) log likelihood = -28802.408 (not concave)
Iteration 13: (outcome) log likelihood = -28802.408 (not concave)
Iteration 14: (outcome) log likelihood = -28802.408 (not concave)
Iteration 15: (outcome) log likelihood = -28802.408 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36078.59
Iteration 1: (EM) log likelihood = -35800.917
Iteration 2: (EM) log likelihood = -35190.66
Iteration 3: (EM) log likelihood = -34222.848
Iteration 4: (EM) log likelihood = -33206.83
Iteration 5: (EM) log likelihood = -32357.234
Iteration 6: (EM) log likelihood = -31709.782
Iteration 7: (EM) log likelihood = -31228.737
Iteration 8: (EM) log likelihood = -30841.799
Iteration 9: (EM) log likelihood = -30523.929
Iteration 10: (EM) log likelihood = -30259.407
Iteration 11: (EM) log likelihood = -30039.858
Iteration 12: (EM) log likelihood = -29856.64
Iteration 13: (EM) log likelihood = -29700.958
Iteration 14: (EM) log likelihood = -29568.048
Iteration 15: (EM) log likelihood = -29449.966
Iteration 16: (EM) log likelihood = -29343.097
Iteration 17: (EM) log likelihood = -29249.48
Iteration 18: (EM) log likelihood = -29172.95
Iteration 19: (EM) log likelihood = -29111.928
Iteration 20: (EM) log likelihood = -29057.365
Iteration 21: (EM) log likelihood = -29012.519
Iteration 22: (EM) log likelihood = -28972.518
Iteration 23: (EM) log likelihood = -28935.412
Iteration 24: (EM) log likelihood = -28903.99
Iteration 25: (EM) log likelihood = -28877.388
Iteration 26: (EM) log likelihood = -28852.569
Iteration 27: (EM) log likelihood = -28831.815
Iteration 28: (EM) log likelihood = -28813.32
Iteration 29: (EM) log likelihood = -28792.02
Iteration 30: (EM) log likelihood = -28777.94
Iteration 31: (EM) log likelihood = -28763.218
Iteration 32: (EM) log likelihood = -28749.039
Iteration 33: (EM) log likelihood = -28737.435
Iteration 34: (EM) log likelihood = -28724.243
Iteration 35: (EM) log likelihood = -28712.66
Iteration 36: (EM) log likelihood = -28699.445
Iteration 37: (EM) log likelihood = -28687.528
Iteration 38: (EM) log likelihood = -28678.201
Iteration 39: (EM) log likelihood = -28663.303
Iteration 40: (EM) log likelihood = -28652.274
Iteration 41: (EM) log likelihood = -28643.939
Iteration 42: (EM) log likelihood = -28633.237
Iteration 43: (EM) log likelihood = -28621.398
Iteration 44: (EM) log likelihood = -28611.222
Iteration 45: (EM) log likelihood = -28600.792
Iteration 46: (EM) log likelihood = -28588.889
Iteration 47: (EM) log likelihood = -28579.487
Iteration 48: (EM) log likelihood = -28570.185
Iteration 49: (EM) log likelihood = -28560.991
Iteration 50: (EM) log likelihood = -28552.081
Iteration 51: (EM) log likelihood = -28543.088
Iteration 52: (EM) log likelihood = -28532.912
Iteration 53: (EM) log likelihood = -28525.839
Iteration 54: (EM) log likelihood = -28520.174
Iteration 55: (EM) log likelihood = -28514.828
Iteration 56: (EM) log likelihood = -28509.111
Iteration 57: (EM) log likelihood = -28503.114
Iteration 58: (EM) log likelihood = -28498.14
Iteration 59: (EM) log likelihood = -28493.083
Iteration 60: (EM) log likelihood = -28488.041
Iteration 61: (EM) log likelihood = -28483.254
Iteration 62: (EM) log likelihood = -28480.131
Iteration 63: (EM) log likelihood = -28475.591
Iteration 64: (EM) log likelihood = -28471.271
Iteration 65: (EM) log likelihood = -28465.413
Iteration 66: (EM) log likelihood = -28459.64
Iteration 67: (EM) log likelihood = -28455.974
Iteration 68: (EM) log likelihood = -28451.813
Iteration 69: (EM) log likelihood = -28447.863
Iteration 70: (EM) log likelihood = -28443.696
Iteration 71: (EM) log likelihood = -28439.069
Iteration 72: (EM) log likelihood = -28435.132
Iteration 73: (EM) log likelihood = -28432.224
Iteration 74: (EM) log likelihood = -28429.303
Iteration 75: (EM) log likelihood = -28426.185
Iteration 76: (EM) log likelihood = -28422.04
Iteration 77: (EM) log likelihood = -28420.14
Iteration 78: (EM) log likelihood = -28417.283
Iteration 79: (EM) log likelihood = -28415.517
Iteration 80: (EM) log likelihood = -28412.132
Iteration 81: (EM) log likelihood = -28410.178
Iteration 82: (EM) log likelihood = -28407.487
Iteration 83: (EM) log likelihood = -28404.978
Iteration 84: (EM) log likelihood = -28402.851
Iteration 85: (EM) log likelihood = -28400.857
Iteration 86: (EM) log likelihood = -28398.962
Iteration 87: (EM) log likelihood = -28397.824
Iteration 88: (EM) log likelihood = -28395.566
Iteration 89: (EM) log likelihood = -28393.07
Iteration 90: (EM) log likelihood = -28390.533
Iteration 91: (EM) log likelihood = -28388.93
Iteration 92: (EM) log likelihood = -28386.923
Iteration 93: (EM) log likelihood = -28384.557
Iteration 94: (EM) log likelihood = -28382.888
Iteration 95: (EM) log likelihood = -28381.923
Iteration 96: (EM) log likelihood = -28379.943
Iteration 97: (EM) log likelihood = -28377.054
Iteration 98: (EM) log likelihood = -28374.939
Iteration 99: (EM) log likelihood = -28373.21
Iteration 100: (EM) log likelihood = -28370.109
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.2067
Iteration 1: (class) log likelihood = -7369.2067
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29764.581
Iteration 1: (outcome) log likelihood = -29099.025
Iteration 2: (outcome) log likelihood = -28865.255
Iteration 3: (outcome) log likelihood = -28830.595
Iteration 4: (outcome) log likelihood = -28824.184
Iteration 5: (outcome) log likelihood = -28823.137
Iteration 6: (outcome) log likelihood = -28822.885
Iteration 7: (outcome) log likelihood = -28822.829
Iteration 8: (outcome) log likelihood = -28822.816
Iteration 9: (outcome) log likelihood = -28822.813 (not concave)
Iteration 10: (outcome) log likelihood = -28822.813 (not concave)
Iteration 11: (outcome) log likelihood = -28822.813 (not concave)
Iteration 12: (outcome) log likelihood = -28822.813 (not concave)
Iteration 13: (outcome) log likelihood = -28822.813 (not concave)
Iteration 14: (outcome) log likelihood = -28822.813 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36124.572
Iteration 1: (EM) log likelihood = -35858.691
Iteration 2: (EM) log likelihood = -35179.886
Iteration 3: (EM) log likelihood = -34184.575
Iteration 4: (EM) log likelihood = -33277.029
Iteration 5: (EM) log likelihood = -32526.399
Iteration 6: (EM) log likelihood = -31881.915
Iteration 7: (EM) log likelihood = -31357.293
Iteration 8: (EM) log likelihood = -30940.978
Iteration 9: (EM) log likelihood = -30609.103
Iteration 10: (EM) log likelihood = -30338.907
Iteration 11: (EM) log likelihood = -30113.416
Iteration 12: (EM) log likelihood = -29944.399
Iteration 13: (EM) log likelihood = -29812.807
Iteration 14: (EM) log likelihood = -29709.154
Iteration 15: (EM) log likelihood = -29627.383
Iteration 16: (EM) log likelihood = -29557.897
Iteration 17: (EM) log likelihood = -29495.675
Iteration 18: (EM) log likelihood = -29432.251
Iteration 19: (EM) log likelihood = -29383.479
Iteration 20: (EM) log likelihood = -29339.057
Iteration 21: (EM) log likelihood = -29293.686
Iteration 22: (EM) log likelihood = -29249.942
Iteration 23: (EM) log likelihood = -29208.684
Iteration 24: (EM) log likelihood = -29174.132
Iteration 25: (EM) log likelihood = -29140.861
Iteration 26: (EM) log likelihood = -29108.054
Iteration 27: (EM) log likelihood = -29077.833
Iteration 28: (EM) log likelihood = -29046.358
Iteration 29: (EM) log likelihood = -29020.997
Iteration 30: (EM) log likelihood = -28996.116
Iteration 31: (EM) log likelihood = -28971.151
Iteration 32: (EM) log likelihood = -28947.234
Iteration 33: (EM) log likelihood = -28925.685
Iteration 34: (EM) log likelihood = -28906.939
Iteration 35: (EM) log likelihood = -28889.251
Iteration 36: (EM) log likelihood = -28871.233
Iteration 37: (EM) log likelihood = -28853.559
Iteration 38: (EM) log likelihood = -28841.49
Iteration 39: (EM) log likelihood = -28828.627
Iteration 40: (EM) log likelihood = -28815.243
Iteration 41: (EM) log likelihood = -28802.568
Iteration 42: (EM) log likelihood = -28792.585
Iteration 43: (EM) log likelihood = -28784.132
Iteration 44: (EM) log likelihood = -28774.954
Iteration 45: (EM) log likelihood = -28767.833
Iteration 46: (EM) log likelihood = -28758.495
Iteration 47: (EM) log likelihood = -28749.661
Iteration 48: (EM) log likelihood = -28741.614
Iteration 49: (EM) log likelihood = -28735.604
Iteration 50: (EM) log likelihood = -28729.284
Iteration 51: (EM) log likelihood = -28721.72
Iteration 52: (EM) log likelihood = -28715.742
Iteration 53: (EM) log likelihood = -28705.388
Iteration 54: (EM) log likelihood = -28696.733
Iteration 55: (EM) log likelihood = -28687.772
Iteration 56: (EM) log likelihood = -28678.419
Iteration 57: (EM) log likelihood = -28669.127
Iteration 58: (EM) log likelihood = -28658.397
Iteration 59: (EM) log likelihood = -28645.042
Iteration 60: (EM) log likelihood = -28628.265
Iteration 61: (EM) log likelihood = -28609.775
Iteration 62: (EM) log likelihood = -28583.447
Iteration 63: (EM) log likelihood = -28551.548
Iteration 64: (EM) log likelihood = -28517.635
Iteration 65: (EM) log likelihood = -28479.761
Iteration 66: (EM) log likelihood = -28439.639
Iteration 67: (EM) log likelihood = -28401.791
Iteration 68: (EM) log likelihood = -28363.824
Iteration 69: (EM) log likelihood = -28328.68
Iteration 70: (EM) log likelihood = -28291.875
Iteration 71: (EM) log likelihood = -28261.925
Iteration 72: (EM) log likelihood = -28232.845
Iteration 73: (EM) log likelihood = -28205.094
Iteration 74: (EM) log likelihood = -28180.061
Iteration 75: (EM) log likelihood = -28156.502
Iteration 76: (EM) log likelihood = -28137.561
Iteration 77: (EM) log likelihood = -28117.908
Iteration 78: (EM) log likelihood = -28096.753
Iteration 79: (EM) log likelihood = -28079.47
Iteration 80: (EM) log likelihood = -28062.785
Iteration 81: (EM) log likelihood = -28046.248
Iteration 82: (EM) log likelihood = -28029.628
Iteration 83: (EM) log likelihood = -28015.509
Iteration 84: (EM) log likelihood = -28000.565
Iteration 85: (EM) log likelihood = -27988.871
Iteration 86: (EM) log likelihood = -27978.449
Iteration 87: (EM) log likelihood = -27968.682
Iteration 88: (EM) log likelihood = -27959.246
Iteration 89: (EM) log likelihood = -27950.354
Iteration 90: (EM) log likelihood = -27942.02
Iteration 91: (EM) log likelihood = -27935.196
Iteration 92: (EM) log likelihood = -27926.537
Iteration 93: (EM) log likelihood = -27922.348
Iteration 94: (EM) log likelihood = -27918.208
Iteration 95: (EM) log likelihood = -27915.4
Iteration 96: (EM) log likelihood = -27912.739
Iteration 97: (EM) log likelihood = -27910.933
Iteration 98: (EM) log likelihood = -27908.344
Iteration 99: (EM) log likelihood = -27905.549
Iteration 100: (EM) log likelihood = -27903.278
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.8272
Iteration 1: (class) log likelihood = -7371.8272
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29268.611
Iteration 1: (outcome) log likelihood = -28983.762
Iteration 2: (outcome) log likelihood = -28862.055
Iteration 3: (outcome) log likelihood = -28844.33
Iteration 4: (outcome) log likelihood = -28841.816
Iteration 5: (outcome) log likelihood = -28841.374
Iteration 6: (outcome) log likelihood = -28841.297
Iteration 7: (outcome) log likelihood = -28841.28
Iteration 8: (outcome) log likelihood = -28841.275
Iteration 9: (outcome) log likelihood = -28841.274
Iteration 10: (outcome) log likelihood = -28841.274 (not concave)
Iteration 11: (outcome) log likelihood = -28841.274 (not concave)
Iteration 12: (outcome) log likelihood = -28841.274 (not concave)
Iteration 13: (outcome) log likelihood = -28841.274 (not concave)
Iteration 14: (outcome) log likelihood = -28841.274 (not concave)
Iteration 15: (outcome) log likelihood = -28841.274 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36161.942
Iteration 1: (EM) log likelihood = -35994.417
Iteration 2: (EM) log likelihood = -35511.705
Iteration 3: (EM) log likelihood = -34520.09
Iteration 4: (EM) log likelihood = -33345.452
Iteration 5: (EM) log likelihood = -32404.567
Iteration 6: (EM) log likelihood = -31767.81
Iteration 7: (EM) log likelihood = -31329.456
Iteration 8: (EM) log likelihood = -30985.697
Iteration 9: (EM) log likelihood = -30688.015
Iteration 10: (EM) log likelihood = -30429.262
Iteration 11: (EM) log likelihood = -30217.433
Iteration 12: (EM) log likelihood = -30050.109
Iteration 13: (EM) log likelihood = -29922.676
Iteration 14: (EM) log likelihood = -29817.064
Iteration 15: (EM) log likelihood = -29725.567
Iteration 16: (EM) log likelihood = -29652.567
Iteration 17: (EM) log likelihood = -29587.566
Iteration 18: (EM) log likelihood = -29528.307
Iteration 19: (EM) log likelihood = -29478.312
Iteration 20: (EM) log likelihood = -29433.54
Iteration 21: (EM) log likelihood = -29393.192
Iteration 22: (EM) log likelihood = -29358.328
Iteration 23: (EM) log likelihood = -29324.549
Iteration 24: (EM) log likelihood = -29294.823
Iteration 25: (EM) log likelihood = -29267.799
Iteration 26: (EM) log likelihood = -29242.296
Iteration 27: (EM) log likelihood = -29220.301
Iteration 28: (EM) log likelihood = -29196.361
Iteration 29: (EM) log likelihood = -29172.135
Iteration 30: (EM) log likelihood = -29147.305
Iteration 31: (EM) log likelihood = -29121.785
Iteration 32: (EM) log likelihood = -29096.232
Iteration 33: (EM) log likelihood = -29069.604
Iteration 34: (EM) log likelihood = -29044.071
Iteration 35: (EM) log likelihood = -29019.853
Iteration 36: (EM) log likelihood = -28996.391
Iteration 37: (EM) log likelihood = -28972.821
Iteration 38: (EM) log likelihood = -28951.16
Iteration 39: (EM) log likelihood = -28928.679
Iteration 40: (EM) log likelihood = -28906.567
Iteration 41: (EM) log likelihood = -28884.694
Iteration 42: (EM) log likelihood = -28861.986
Iteration 43: (EM) log likelihood = -28838.585
Iteration 44: (EM) log likelihood = -28813.453
Iteration 45: (EM) log likelihood = -28786.583
Iteration 46: (EM) log likelihood = -28757.383
Iteration 47: (EM) log likelihood = -28727.997
Iteration 48: (EM) log likelihood = -28699.653
Iteration 49: (EM) log likelihood = -28673.353
Iteration 50: (EM) log likelihood = -28648.322
Iteration 51: (EM) log likelihood = -28622.241
Iteration 52: (EM) log likelihood = -28596.786
Iteration 53: (EM) log likelihood = -28574.155
Iteration 54: (EM) log likelihood = -28558.516
Iteration 55: (EM) log likelihood = -28544.901
Iteration 56: (EM) log likelihood = -28533.132
Iteration 57: (EM) log likelihood = -28523.262
Iteration 58: (EM) log likelihood = -28513.973
Iteration 59: (EM) log likelihood = -28505.995
Iteration 60: (EM) log likelihood = -28497.648
Iteration 61: (EM) log likelihood = -28490.577
Iteration 62: (EM) log likelihood = -28484.536
Iteration 63: (EM) log likelihood = -28477.66
Iteration 64: (EM) log likelihood = -28469.519
Iteration 65: (EM) log likelihood = -28461.653
Iteration 66: (EM) log likelihood = -28454.708
Iteration 67: (EM) log likelihood = -28448.416
Iteration 68: (EM) log likelihood = -28441.885
Iteration 69: (EM) log likelihood = -28433.21
Iteration 70: (EM) log likelihood = -28425.298
Iteration 71: (EM) log likelihood = -28417
Iteration 72: (EM) log likelihood = -28409.097
Iteration 73: (EM) log likelihood = -28399.466
Iteration 74: (EM) log likelihood = -28386.892
Iteration 75: (EM) log likelihood = -28370.621
Iteration 76: (EM) log likelihood = -28350.476
Iteration 77: (EM) log likelihood = -28326.457
Iteration 78: (EM) log likelihood = -28303.899
Iteration 79: (EM) log likelihood = -28284.113
Iteration 80: (EM) log likelihood = -28268.154
Iteration 81: (EM) log likelihood = -28253.458
Iteration 82: (EM) log likelihood = -28241.662
Iteration 83: (EM) log likelihood = -28229.667
Iteration 84: (EM) log likelihood = -28220.51
Iteration 85: (EM) log likelihood = -28210.158
Iteration 86: (EM) log likelihood = -28201.918
Iteration 87: (EM) log likelihood = -28192.3
Iteration 88: (EM) log likelihood = -28183.824
Iteration 89: (EM) log likelihood = -28176.619
Iteration 90: (EM) log likelihood = -28169.073
Iteration 91: (EM) log likelihood = -28159.913
Iteration 92: (EM) log likelihood = -28149.541
Iteration 93: (EM) log likelihood = -28141.043
Iteration 94: (EM) log likelihood = -28133.145
Iteration 95: (EM) log likelihood = -28125.664
Iteration 96: (EM) log likelihood = -28117.787
Iteration 97: (EM) log likelihood = -28108.234
Iteration 98: (EM) log likelihood = -28100.516
Iteration 99: (EM) log likelihood = -28093.801
Iteration 100: (EM) log likelihood = -28086.152
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.4187
Iteration 1: (class) log likelihood = -7370.4187
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29428.999
Iteration 1: (outcome) log likelihood = -28983.648
Iteration 2: (outcome) log likelihood = -28866.003
Iteration 3: (outcome) log likelihood = -28842.532
Iteration 4: (outcome) log likelihood = -28839.382
Iteration 5: (outcome) log likelihood = -28838.876
Iteration 6: (outcome) log likelihood = -28838.756
Iteration 7: (outcome) log likelihood = -28838.732
Iteration 8: (outcome) log likelihood = -28838.728
Iteration 9: (outcome) log likelihood = -28838.727
Iteration 10: (outcome) log likelihood = -28838.727 (not concave)
Iteration 11: (outcome) log likelihood = -28838.727 (not concave)
Iteration 12: (outcome) log likelihood = -28838.727 (not concave)
Iteration 13: (outcome) log likelihood = -28838.727 (not concave)
Iteration 14: (outcome) log likelihood = -28838.727 (not concave)
Iteration 15: (outcome) log likelihood = -28838.727 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36158.29
Iteration 1: (EM) log likelihood = -35998.401
Iteration 2: (EM) log likelihood = -35547.463
Iteration 3: (EM) log likelihood = -34546.51
Iteration 4: (EM) log likelihood = -33370.314
Iteration 5: (EM) log likelihood = -32435.46
Iteration 6: (EM) log likelihood = -31744.851
Iteration 7: (EM) log likelihood = -31246.213
Iteration 8: (EM) log likelihood = -30871.184
Iteration 9: (EM) log likelihood = -30570.979
Iteration 10: (EM) log likelihood = -30321.665
Iteration 11: (EM) log likelihood = -30111.078
Iteration 12: (EM) log likelihood = -29936.712
Iteration 13: (EM) log likelihood = -29794.077
Iteration 14: (EM) log likelihood = -29677.613
Iteration 15: (EM) log likelihood = -29580.911
Iteration 16: (EM) log likelihood = -29498.024
Iteration 17: (EM) log likelihood = -29424.944
Iteration 18: (EM) log likelihood = -29363.392
Iteration 19: (EM) log likelihood = -29309.983
Iteration 20: (EM) log likelihood = -29262.263
Iteration 21: (EM) log likelihood = -29221.71
Iteration 22: (EM) log likelihood = -29184.423
Iteration 23: (EM) log likelihood = -29151.537
Iteration 24: (EM) log likelihood = -29120.353
Iteration 25: (EM) log likelihood = -29090.194
Iteration 26: (EM) log likelihood = -29062.079
Iteration 27: (EM) log likelihood = -29035.71
Iteration 28: (EM) log likelihood = -29010.195
Iteration 29: (EM) log likelihood = -28982.695
Iteration 30: (EM) log likelihood = -28953.388
Iteration 31: (EM) log likelihood = -28926.534
Iteration 32: (EM) log likelihood = -28897.546
Iteration 33: (EM) log likelihood = -28871.492
Iteration 34: (EM) log likelihood = -28843.463
Iteration 35: (EM) log likelihood = -28819.29
Iteration 36: (EM) log likelihood = -28798.382
Iteration 37: (EM) log likelihood = -28779.23
Iteration 38: (EM) log likelihood = -28761.751
Iteration 39: (EM) log likelihood = -28745.904
Iteration 40: (EM) log likelihood = -28731.343
Iteration 41: (EM) log likelihood = -28718.101
Iteration 42: (EM) log likelihood = -28706.288
Iteration 43: (EM) log likelihood = -28697.391
Iteration 44: (EM) log likelihood = -28689.615
Iteration 45: (EM) log likelihood = -28683.204
Iteration 46: (EM) log likelihood = -28676.975
Iteration 47: (EM) log likelihood = -28670.988
Iteration 48: (EM) log likelihood = -28667.32
Iteration 49: (EM) log likelihood = -28663.824
Iteration 50: (EM) log likelihood = -28660.666
Iteration 51: (EM) log likelihood = -28658.439
Iteration 52: (EM) log likelihood = -28656.17
Iteration 53: (EM) log likelihood = -28653.554
Iteration 54: (EM) log likelihood = -28651.399
Iteration 55: (EM) log likelihood = -28649.623
Iteration 56: (EM) log likelihood = -28647.488
Iteration 57: (EM) log likelihood = -28645.728
Iteration 58: (EM) log likelihood = -28643.51
Iteration 59: (EM) log likelihood = -28640.405
Iteration 60: (EM) log likelihood = -28636.229
Iteration 61: (EM) log likelihood = -28630.257
Iteration 62: (EM) log likelihood = -28620.388
Iteration 63: (EM) log likelihood = -28609.755
Iteration 64: (EM) log likelihood = -28602.323
Iteration 65: (EM) log likelihood = -28595.907
Iteration 66: (EM) log likelihood = -28590.223
Iteration 67: (EM) log likelihood = -28586.349
Iteration 68: (EM) log likelihood = -28582.544
Iteration 69: (EM) log likelihood = -28578.347
Iteration 70: (EM) log likelihood = -28574.542
Iteration 71: (EM) log likelihood = -28571.553
Iteration 72: (EM) log likelihood = -28568.305
Iteration 73: (EM) log likelihood = -28565.381
Iteration 74: (EM) log likelihood = -28563.019
Iteration 75: (EM) log likelihood = -28560.517
Iteration 76: (EM) log likelihood = -28558.108
Iteration 77: (EM) log likelihood = -28555.689
Iteration 78: (EM) log likelihood = -28553.363
Iteration 79: (EM) log likelihood = -28551.171
Iteration 80: (EM) log likelihood = -28548.802
Iteration 81: (EM) log likelihood = -28546.424
Iteration 82: (EM) log likelihood = -28544.635
Iteration 83: (EM) log likelihood = -28542.353
Iteration 84: (EM) log likelihood = -28540.126
Iteration 85: (EM) log likelihood = -28538.239
Iteration 86: (EM) log likelihood = -28536.397
Iteration 87: (EM) log likelihood = -28534.361
Iteration 88: (EM) log likelihood = -28531.982
Iteration 89: (EM) log likelihood = -28529.995
Iteration 90: (EM) log likelihood = -28528.075
Iteration 91: (EM) log likelihood = -28526.141
Iteration 92: (EM) log likelihood = -28524.173
Iteration 93: (EM) log likelihood = -28521.91
Iteration 94: (EM) log likelihood = -28520.196
Iteration 95: (EM) log likelihood = -28518.716
Iteration 96: (EM) log likelihood = -28517.209
Iteration 97: (EM) log likelihood = -28515.799
Iteration 98: (EM) log likelihood = -28514.118
Iteration 99: (EM) log likelihood = -28512.667
Iteration 100: (EM) log likelihood = -28511.089
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.1654
Iteration 1: (class) log likelihood = -7369.1654
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30238.894
Iteration 1: (outcome) log likelihood = -29147.147
Iteration 2: (outcome) log likelihood = -28892.604
Iteration 3: (outcome) log likelihood = -28848.852
Iteration 4: (outcome) log likelihood = -28839.985
Iteration 5: (outcome) log likelihood = -28837.89
Iteration 6: (outcome) log likelihood = -28837.458
Iteration 7: (outcome) log likelihood = -28837.366
Iteration 8: (outcome) log likelihood = -28837.345
Iteration 9: (outcome) log likelihood = -28837.34
Iteration 10: (outcome) log likelihood = -28837.339 (not concave)
Iteration 11: (outcome) log likelihood = -28837.339 (not concave)
Iteration 12: (outcome) log likelihood = -28837.339 (not concave)
Iteration 13: (outcome) log likelihood = -28837.339 (not concave)
Iteration 14: (outcome) log likelihood = -28837.339 (not concave)
Iteration 15: (outcome) log likelihood = -28837.339 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36173.451
Iteration 1: (EM) log likelihood = -36043.039
Iteration 2: (EM) log likelihood = -35663.87
Iteration 3: (EM) log likelihood = -34841.432
Iteration 4: (EM) log likelihood = -33701.196
Iteration 5: (EM) log likelihood = -32630.876
Iteration 6: (EM) log likelihood = -31799.475
Iteration 7: (EM) log likelihood = -31224.79
Iteration 8: (EM) log likelihood = -30860.593
Iteration 9: (EM) log likelihood = -30618.787
Iteration 10: (EM) log likelihood = -30448.383
Iteration 11: (EM) log likelihood = -30317.576
Iteration 12: (EM) log likelihood = -30208.666
Iteration 13: (EM) log likelihood = -30112.927
Iteration 14: (EM) log likelihood = -30020.592
Iteration 15: (EM) log likelihood = -29929.669
Iteration 16: (EM) log likelihood = -29845.036
Iteration 17: (EM) log likelihood = -29771.196
Iteration 18: (EM) log likelihood = -29705.075
Iteration 19: (EM) log likelihood = -29642.055
Iteration 20: (EM) log likelihood = -29587.073
Iteration 21: (EM) log likelihood = -29538.398
Iteration 22: (EM) log likelihood = -29496.054
Iteration 23: (EM) log likelihood = -29455.66
Iteration 24: (EM) log likelihood = -29423.542
Iteration 25: (EM) log likelihood = -29395.58
Iteration 26: (EM) log likelihood = -29371.083
Iteration 27: (EM) log likelihood = -29349.062
Iteration 28: (EM) log likelihood = -29330.574
Iteration 29: (EM) log likelihood = -29313.29
Iteration 30: (EM) log likelihood = -29297.941
Iteration 31: (EM) log likelihood = -29283.318
Iteration 32: (EM) log likelihood = -29268.323
Iteration 33: (EM) log likelihood = -29254.021
Iteration 34: (EM) log likelihood = -29239.299
Iteration 35: (EM) log likelihood = -29225.413
Iteration 36: (EM) log likelihood = -29211.758
Iteration 37: (EM) log likelihood = -29199.361
Iteration 38: (EM) log likelihood = -29185.865
Iteration 39: (EM) log likelihood = -29172.2
Iteration 40: (EM) log likelihood = -29159.319
Iteration 41: (EM) log likelihood = -29146.686
Iteration 42: (EM) log likelihood = -29134.329
Iteration 43: (EM) log likelihood = -29122.092
Iteration 44: (EM) log likelihood = -29109.866
Iteration 45: (EM) log likelihood = -29099.016
Iteration 46: (EM) log likelihood = -29085.679
Iteration 47: (EM) log likelihood = -29074.401
Iteration 48: (EM) log likelihood = -29065.214
Iteration 49: (EM) log likelihood = -29057.077
Iteration 50: (EM) log likelihood = -29048.989
Iteration 51: (EM) log likelihood = -29043.35
Iteration 52: (EM) log likelihood = -29036.679
Iteration 53: (EM) log likelihood = -29032.422
Iteration 54: (EM) log likelihood = -29027.924
Iteration 55: (EM) log likelihood = -29022.119
Iteration 56: (EM) log likelihood = -29014.163
Iteration 57: (EM) log likelihood = -29008.453
Iteration 58: (EM) log likelihood = -29003.617
Iteration 59: (EM) log likelihood = -28998.485
Iteration 60: (EM) log likelihood = -28994.005
Iteration 61: (EM) log likelihood = -28990.324
Iteration 62: (EM) log likelihood = -28986.216
Iteration 63: (EM) log likelihood = -28982.021
Iteration 64: (EM) log likelihood = -28979.176
Iteration 65: (EM) log likelihood = -28976.774
Iteration 66: (EM) log likelihood = -28974.794
Iteration 67: (EM) log likelihood = -28972.945
Iteration 68: (EM) log likelihood = -28970.798
Iteration 69: (EM) log likelihood = -28968.391
Iteration 70: (EM) log likelihood = -28966.906
Iteration 71: (EM) log likelihood = -28965.514
Iteration 72: (EM) log likelihood = -28964.204
Iteration 73: (EM) log likelihood = -28962.972
Iteration 74: (EM) log likelihood = -28961.519
Iteration 75: (EM) log likelihood = -28959.754
Iteration 76: (EM) log likelihood = -28958.59
Iteration 77: (EM) log likelihood = -28957.471
Iteration 78: (EM) log likelihood = -28956.258
Iteration 79: (EM) log likelihood = -28955.139
Iteration 80: (EM) log likelihood = -28954.182
Iteration 81: (EM) log likelihood = -28953.197
Iteration 82: (EM) log likelihood = -28952.225
Iteration 83: (EM) log likelihood = -28951.252
Iteration 84: (EM) log likelihood = -28950.206
Iteration 85: (EM) log likelihood = -28948.249
Iteration 86: (EM) log likelihood = -28946.374
Iteration 87: (EM) log likelihood = -28944.758
Iteration 88: (EM) log likelihood = -28943.629
Iteration 89: (EM) log likelihood = -28942.047
Iteration 90: (EM) log likelihood = -28940.483
Iteration 91: (EM) log likelihood = -28939.259
Iteration 92: (EM) log likelihood = -28937.893
Iteration 93: (EM) log likelihood = -28936.965
Iteration 94: (EM) log likelihood = -28936.178
Iteration 95: (EM) log likelihood = -28934.856
Iteration 96: (EM) log likelihood = -28933.403
Iteration 97: (EM) log likelihood = -28932.141
Iteration 98: (EM) log likelihood = -28930.615
Iteration 99: (EM) log likelihood = -28927.276
Iteration 100: (EM) log likelihood = -28922.293
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.3421
Iteration 1: (class) log likelihood = -7370.3421
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29445.51
Iteration 1: (outcome) log likelihood = -29110.429
Iteration 2: (outcome) log likelihood = -28854.026
Iteration 3: (outcome) log likelihood = -28830.588
Iteration 4: (outcome) log likelihood = -28826.747
Iteration 5: (outcome) log likelihood = -28825.928
Iteration 6: (outcome) log likelihood = -28825.759
Iteration 7: (outcome) log likelihood = -28825.723
Iteration 8: (outcome) log likelihood = -28825.715
Iteration 9: (outcome) log likelihood = -28825.713
Iteration 10: (outcome) log likelihood = -28825.713 (not concave)
Iteration 11: (outcome) log likelihood = -28825.713 (not concave)
Iteration 12: (outcome) log likelihood = -28825.713 (not concave)
Iteration 13: (outcome) log likelihood = -28825.713 (not concave)
Iteration 14: (outcome) log likelihood = -28825.713 (not concave)
Iteration 15: (outcome) log likelihood = -28825.713 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36139.515
Iteration 1: (EM) log likelihood = -35953.163
Iteration 2: (EM) log likelihood = -35531.133
Iteration 3: (EM) log likelihood = -34766.264
Iteration 4: (EM) log likelihood = -33807.289
Iteration 5: (EM) log likelihood = -33044.021
Iteration 6: (EM) log likelihood = -32434.727
Iteration 7: (EM) log likelihood = -31890.933
Iteration 8: (EM) log likelihood = -31410.882
Iteration 9: (EM) log likelihood = -31005.519
Iteration 10: (EM) log likelihood = -30683.466
Iteration 11: (EM) log likelihood = -30441.066
Iteration 12: (EM) log likelihood = -30264.814
Iteration 13: (EM) log likelihood = -30134.628
Iteration 14: (EM) log likelihood = -30042.777
Iteration 15: (EM) log likelihood = -29968.859
Iteration 16: (EM) log likelihood = -29904.754
Iteration 17: (EM) log likelihood = -29852.757
Iteration 18: (EM) log likelihood = -29804.829
Iteration 19: (EM) log likelihood = -29760.958
Iteration 20: (EM) log likelihood = -29720.952
Iteration 21: (EM) log likelihood = -29683.782
Iteration 22: (EM) log likelihood = -29651.819
Iteration 23: (EM) log likelihood = -29619.476
Iteration 24: (EM) log likelihood = -29591.493
Iteration 25: (EM) log likelihood = -29562.858
Iteration 26: (EM) log likelihood = -29534.57
Iteration 27: (EM) log likelihood = -29506.874
Iteration 28: (EM) log likelihood = -29477.94
Iteration 29: (EM) log likelihood = -29448.361
Iteration 30: (EM) log likelihood = -29418.991
Iteration 31: (EM) log likelihood = -29388.832
Iteration 32: (EM) log likelihood = -29357.826
Iteration 33: (EM) log likelihood = -29325.695
Iteration 34: (EM) log likelihood = -29296.692
Iteration 35: (EM) log likelihood = -29268.662
Iteration 36: (EM) log likelihood = -29241.61
Iteration 37: (EM) log likelihood = -29215.883
Iteration 38: (EM) log likelihood = -29192.015
Iteration 39: (EM) log likelihood = -29166.032
Iteration 40: (EM) log likelihood = -29143.964
Iteration 41: (EM) log likelihood = -29126.392
Iteration 42: (EM) log likelihood = -29106.499
Iteration 43: (EM) log likelihood = -29087.779
Iteration 44: (EM) log likelihood = -29070.445
Iteration 45: (EM) log likelihood = -29055.639
Iteration 46: (EM) log likelihood = -29039.509
Iteration 47: (EM) log likelihood = -29023.678
Iteration 48: (EM) log likelihood = -29008.622
Iteration 49: (EM) log likelihood = -28995.18
Iteration 50: (EM) log likelihood = -28981.588
Iteration 51: (EM) log likelihood = -28966.742
Iteration 52: (EM) log likelihood = -28954.366
Iteration 53: (EM) log likelihood = -28938.133
Iteration 54: (EM) log likelihood = -28925.238
Iteration 55: (EM) log likelihood = -28908.363
Iteration 56: (EM) log likelihood = -28892.528
Iteration 57: (EM) log likelihood = -28877.405
Iteration 58: (EM) log likelihood = -28858.416
Iteration 59: (EM) log likelihood = -28845.415
Iteration 60: (EM) log likelihood = -28830.584
Iteration 61: (EM) log likelihood = -28817.673
Iteration 62: (EM) log likelihood = -28805.446
Iteration 63: (EM) log likelihood = -28791.638
Iteration 64: (EM) log likelihood = -28779.872
Iteration 65: (EM) log likelihood = -28769.191
Iteration 66: (EM) log likelihood = -28758.57
Iteration 67: (EM) log likelihood = -28748.128
Iteration 68: (EM) log likelihood = -28742.004
Iteration 69: (EM) log likelihood = -28732.793
Iteration 70: (EM) log likelihood = -28725.917
Iteration 71: (EM) log likelihood = -28717.508
Iteration 72: (EM) log likelihood = -28711.127
Iteration 73: (EM) log likelihood = -28703.727
Iteration 74: (EM) log likelihood = -28697.151
Iteration 75: (EM) log likelihood = -28690.267
Iteration 76: (EM) log likelihood = -28683.219
Iteration 77: (EM) log likelihood = -28677.999
Iteration 78: (EM) log likelihood = -28669.409
Iteration 79: (EM) log likelihood = -28663.798
Iteration 80: (EM) log likelihood = -28657.99
Iteration 81: (EM) log likelihood = -28653.765
Iteration 82: (EM) log likelihood = -28649.575
Iteration 83: (EM) log likelihood = -28645.892
Iteration 84: (EM) log likelihood = -28642.309
Iteration 85: (EM) log likelihood = -28638.946
Iteration 86: (EM) log likelihood = -28635.817
Iteration 87: (EM) log likelihood = -28632.226
Iteration 88: (EM) log likelihood = -28627.73
Iteration 89: (EM) log likelihood = -28621.125
Iteration 90: (EM) log likelihood = -28615.303
Iteration 91: (EM) log likelihood = -28611.597
Iteration 92: (EM) log likelihood = -28607.771
Iteration 93: (EM) log likelihood = -28604.743
Iteration 94: (EM) log likelihood = -28600.192
Iteration 95: (EM) log likelihood = -28595.067
Iteration 96: (EM) log likelihood = -28589.954
Iteration 97: (EM) log likelihood = -28586.943
Iteration 98: (EM) log likelihood = -28582.889
Iteration 99: (EM) log likelihood = -28579.547
Iteration 100: (EM) log likelihood = -28576.608
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.1802
Iteration 1: (class) log likelihood = -7368.1802
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29407.695
Iteration 1: (outcome) log likelihood = -28999.313
Iteration 2: (outcome) log likelihood = -28854.081
Iteration 3: (outcome) log likelihood = -28836.208
Iteration 4: (outcome) log likelihood = -28832.828
Iteration 5: (outcome) log likelihood = -28832.216
Iteration 6: (outcome) log likelihood = -28832.075
Iteration 7: (outcome) log likelihood = -28832.042
Iteration 8: (outcome) log likelihood = -28832.035
Iteration 9: (outcome) log likelihood = -28832.033 (not concave)
Iteration 10: (outcome) log likelihood = -28832.033 (not concave)
Iteration 11: (outcome) log likelihood = -28832.033 (not concave)
Iteration 12: (outcome) log likelihood = -28832.033 (not concave)
Iteration 13: (outcome) log likelihood = -28832.033 (not concave)
Iteration 14: (outcome) log likelihood = -28832.033 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36173.443
Iteration 1: (EM) log likelihood = -36099.796
Iteration 2: (EM) log likelihood = -35892.84
Iteration 3: (EM) log likelihood = -35276.33
Iteration 4: (EM) log likelihood = -34080.193
Iteration 5: (EM) log likelihood = -32993.464
Iteration 6: (EM) log likelihood = -32317.429
Iteration 7: (EM) log likelihood = -31875.184
Iteration 8: (EM) log likelihood = -31547.694
Iteration 9: (EM) log likelihood = -31284.008
Iteration 10: (EM) log likelihood = -31057.511
Iteration 11: (EM) log likelihood = -30857.209
Iteration 12: (EM) log likelihood = -30681.437
Iteration 13: (EM) log likelihood = -30530.114
Iteration 14: (EM) log likelihood = -30401.09
Iteration 15: (EM) log likelihood = -30291.26
Iteration 16: (EM) log likelihood = -30209.189
Iteration 17: (EM) log likelihood = -30137.519
Iteration 18: (EM) log likelihood = -30066.711
Iteration 19: (EM) log likelihood = -29989.821
Iteration 20: (EM) log likelihood = -29902.86
Iteration 21: (EM) log likelihood = -29814.046
Iteration 22: (EM) log likelihood = -29722.825
Iteration 23: (EM) log likelihood = -29629.971
Iteration 24: (EM) log likelihood = -29546.88
Iteration 25: (EM) log likelihood = -29463.926
Iteration 26: (EM) log likelihood = -29381.258
Iteration 27: (EM) log likelihood = -29296.791
Iteration 28: (EM) log likelihood = -29217.714
Iteration 29: (EM) log likelihood = -29148.779
Iteration 30: (EM) log likelihood = -29093.757
Iteration 31: (EM) log likelihood = -29046.587
Iteration 32: (EM) log likelihood = -29001.9
Iteration 33: (EM) log likelihood = -28964.53
Iteration 34: (EM) log likelihood = -28931.024
Iteration 35: (EM) log likelihood = -28897.892
Iteration 36: (EM) log likelihood = -28866.111
Iteration 37: (EM) log likelihood = -28835.66
Iteration 38: (EM) log likelihood = -28807.906
Iteration 39: (EM) log likelihood = -28782.895
Iteration 40: (EM) log likelihood = -28759.498
Iteration 41: (EM) log likelihood = -28738.015
Iteration 42: (EM) log likelihood = -28715.938
Iteration 43: (EM) log likelihood = -28695.389
Iteration 44: (EM) log likelihood = -28676.564
Iteration 45: (EM) log likelihood = -28658.564
Iteration 46: (EM) log likelihood = -28640.022
Iteration 47: (EM) log likelihood = -28624.895
Iteration 48: (EM) log likelihood = -28610.165
Iteration 49: (EM) log likelihood = -28593.595
Iteration 50: (EM) log likelihood = -28577.634
Iteration 51: (EM) log likelihood = -28561.253
Iteration 52: (EM) log likelihood = -28543.379
Iteration 53: (EM) log likelihood = -28528.159
Iteration 54: (EM) log likelihood = -28513.354
Iteration 55: (EM) log likelihood = -28499.844
Iteration 56: (EM) log likelihood = -28486.929
Iteration 57: (EM) log likelihood = -28469.948
Iteration 58: (EM) log likelihood = -28457.116
Iteration 59: (EM) log likelihood = -28443.709
Iteration 60: (EM) log likelihood = -28432.262
Iteration 61: (EM) log likelihood = -28423.238
Iteration 62: (EM) log likelihood = -28412.461
Iteration 63: (EM) log likelihood = -28402.566
Iteration 64: (EM) log likelihood = -28391.844
Iteration 65: (EM) log likelihood = -28381.608
Iteration 66: (EM) log likelihood = -28371.54
Iteration 67: (EM) log likelihood = -28361.579
Iteration 68: (EM) log likelihood = -28351.361
Iteration 69: (EM) log likelihood = -28342.179
Iteration 70: (EM) log likelihood = -28331.055
Iteration 71: (EM) log likelihood = -28320.739
Iteration 72: (EM) log likelihood = -28312.727
Iteration 73: (EM) log likelihood = -28302.049
Iteration 74: (EM) log likelihood = -28292.975
Iteration 75: (EM) log likelihood = -28283.049
Iteration 76: (EM) log likelihood = -28274.68
Iteration 77: (EM) log likelihood = -28266.314
Iteration 78: (EM) log likelihood = -28258.165
Iteration 79: (EM) log likelihood = -28249.434
Iteration 80: (EM) log likelihood = -28239.721
Iteration 81: (EM) log likelihood = -28231.363
Iteration 82: (EM) log likelihood = -28221.816
Iteration 83: (EM) log likelihood = -28212.797
Iteration 84: (EM) log likelihood = -28205.235
Iteration 85: (EM) log likelihood = -28198.238
Iteration 86: (EM) log likelihood = -28191.777
Iteration 87: (EM) log likelihood = -28185.23
Iteration 88: (EM) log likelihood = -28178.321
Iteration 89: (EM) log likelihood = -28170.443
Iteration 90: (EM) log likelihood = -28166.412
Iteration 91: (EM) log likelihood = -28162.76
Iteration 92: (EM) log likelihood = -28157.295
Iteration 93: (EM) log likelihood = -28151.904
Iteration 94: (EM) log likelihood = -28147.262
Iteration 95: (EM) log likelihood = -28141.184
Iteration 96: (EM) log likelihood = -28138.774
Iteration 97: (EM) log likelihood = -28135.374
Iteration 98: (EM) log likelihood = -28131.484
Iteration 99: (EM) log likelihood = -28128.323
Iteration 100: (EM) log likelihood = -28126.175
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.7994
Iteration 1: (class) log likelihood = -7371.7994
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29741.379
Iteration 1: (outcome) log likelihood = -29058.215
Iteration 2: (outcome) log likelihood = -28865.383
Iteration 3: (outcome) log likelihood = -28834.898
Iteration 4: (outcome) log likelihood = -28829.701
Iteration 5: (outcome) log likelihood = -28828.628
Iteration 6: (outcome) log likelihood = -28828.39
Iteration 7: (outcome) log likelihood = -28828.338
Iteration 8: (outcome) log likelihood = -28828.329
Iteration 9: (outcome) log likelihood = -28828.328 (not concave)
Iteration 10: (outcome) log likelihood = -28828.328 (not concave)
Iteration 11: (outcome) log likelihood = -28828.328 (not concave)
Iteration 12: (outcome) log likelihood = -28828.328 (not concave)
Iteration 13: (outcome) log likelihood = -28828.328 (not concave)
Iteration 14: (outcome) log likelihood = -28828.328 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36153.238
Iteration 1: (EM) log likelihood = -35969.933
Iteration 2: (EM) log likelihood = -35460.502
Iteration 3: (EM) log likelihood = -34533.017
Iteration 4: (EM) log likelihood = -33494.236
Iteration 5: (EM) log likelihood = -32596.393
Iteration 6: (EM) log likelihood = -31885.068
Iteration 7: (EM) log likelihood = -31362.769
Iteration 8: (EM) log likelihood = -30988.168
Iteration 9: (EM) log likelihood = -30706.764
Iteration 10: (EM) log likelihood = -30462.333
Iteration 11: (EM) log likelihood = -30232.163
Iteration 12: (EM) log likelihood = -30027.693
Iteration 13: (EM) log likelihood = -29857.49
Iteration 14: (EM) log likelihood = -29724.206
Iteration 15: (EM) log likelihood = -29614.703
Iteration 16: (EM) log likelihood = -29523.62
Iteration 17: (EM) log likelihood = -29445.943
Iteration 18: (EM) log likelihood = -29378.38
Iteration 19: (EM) log likelihood = -29317.85
Iteration 20: (EM) log likelihood = -29262.978
Iteration 21: (EM) log likelihood = -29216.858
Iteration 22: (EM) log likelihood = -29174.792
Iteration 23: (EM) log likelihood = -29134.527
Iteration 24: (EM) log likelihood = -29096.592
Iteration 25: (EM) log likelihood = -29059.563
Iteration 26: (EM) log likelihood = -29021.444
Iteration 27: (EM) log likelihood = -28984.832
Iteration 28: (EM) log likelihood = -28940.403
Iteration 29: (EM) log likelihood = -28902.043
Iteration 30: (EM) log likelihood = -28866.44
Iteration 31: (EM) log likelihood = -28829.228
Iteration 32: (EM) log likelihood = -28792.076
Iteration 33: (EM) log likelihood = -28753.457
Iteration 34: (EM) log likelihood = -28717.667
Iteration 35: (EM) log likelihood = -28683.489
Iteration 36: (EM) log likelihood = -28651.894
Iteration 37: (EM) log likelihood = -28620.447
Iteration 38: (EM) log likelihood = -28592.067
Iteration 39: (EM) log likelihood = -28563.001
Iteration 40: (EM) log likelihood = -28537.422
Iteration 41: (EM) log likelihood = -28510.576
Iteration 42: (EM) log likelihood = -28486.446
Iteration 43: (EM) log likelihood = -28462.459
Iteration 44: (EM) log likelihood = -28434.009
Iteration 45: (EM) log likelihood = -28406.288
Iteration 46: (EM) log likelihood = -28377.84
Iteration 47: (EM) log likelihood = -28355.626
Iteration 48: (EM) log likelihood = -28333.612
Iteration 49: (EM) log likelihood = -28312.247
Iteration 50: (EM) log likelihood = -28289.898
Iteration 51: (EM) log likelihood = -28270.846
Iteration 52: (EM) log likelihood = -28251.251
Iteration 53: (EM) log likelihood = -28234.796
Iteration 54: (EM) log likelihood = -28215.286
Iteration 55: (EM) log likelihood = -28198.209
Iteration 56: (EM) log likelihood = -28180.188
Iteration 57: (EM) log likelihood = -28168.792
Iteration 58: (EM) log likelihood = -28157.629
Iteration 59: (EM) log likelihood = -28143.975
Iteration 60: (EM) log likelihood = -28130.912
Iteration 61: (EM) log likelihood = -28119.019
Iteration 62: (EM) log likelihood = -28106.769
Iteration 63: (EM) log likelihood = -28096.2
Iteration 64: (EM) log likelihood = -28086.995
Iteration 65: (EM) log likelihood = -28078.173
Iteration 66: (EM) log likelihood = -28070.24
Iteration 67: (EM) log likelihood = -28062.635
Iteration 68: (EM) log likelihood = -28054.131
Iteration 69: (EM) log likelihood = -28041.146
Iteration 70: (EM) log likelihood = -28035.749
Iteration 71: (EM) log likelihood = -28028.225
Iteration 72: (EM) log likelihood = -28021.23
Iteration 73: (EM) log likelihood = -28013.797
Iteration 74: (EM) log likelihood = -28007.813
Iteration 75: (EM) log likelihood = -28003.243
Iteration 76: (EM) log likelihood = -27997.842
Iteration 77: (EM) log likelihood = -27993.051
Iteration 78: (EM) log likelihood = -27987.383
Iteration 79: (EM) log likelihood = -27981.94
Iteration 80: (EM) log likelihood = -27977.779
Iteration 81: (EM) log likelihood = -27973.945
Iteration 82: (EM) log likelihood = -27970.834
Iteration 83: (EM) log likelihood = -27967.139
Iteration 84: (EM) log likelihood = -27963.043
Iteration 85: (EM) log likelihood = -27962.135
Iteration 86: (EM) log likelihood = -27958.381
Iteration 87: (EM) log likelihood = -27954.252
Iteration 88: (EM) log likelihood = -27951.774
Iteration 89: (EM) log likelihood = -27948.025
Iteration 90: (EM) log likelihood = -27947.033
Iteration 91: (EM) log likelihood = -27944.511
Iteration 92: (EM) log likelihood = -27942.425
Iteration 93: (EM) log likelihood = -27941.428
Iteration 94: (EM) log likelihood = -27937.88
Iteration 95: (EM) log likelihood = -27934.773
Iteration 96: (EM) log likelihood = -27930.48
Iteration 97: (EM) log likelihood = -27929.233
Iteration 98: (EM) log likelihood = -27928.182
Iteration 99: (EM) log likelihood = -27924.184
Iteration 100: (EM) log likelihood = -27918.107
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.8394
Iteration 1: (class) log likelihood = -7368.8394 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30060.54
Iteration 1: (outcome) log likelihood = -29080.885
Iteration 2: (outcome) log likelihood = -28882.238
Iteration 3: (outcome) log likelihood = -28844.453
Iteration 4: (outcome) log likelihood = -28836.81
Iteration 5: (outcome) log likelihood = -28834.985
Iteration 6: (outcome) log likelihood = -28834.615
Iteration 7: (outcome) log likelihood = -28834.551
Iteration 8: (outcome) log likelihood = -28834.544
Iteration 9: (outcome) log likelihood = -28834.542 (not concave)
Iteration 10: (outcome) log likelihood = -28834.542 (not concave)
Iteration 11: (outcome) log likelihood = -28834.542 (not concave)
Iteration 12: (outcome) log likelihood = -28834.542 (not concave)
Iteration 13: (outcome) log likelihood = -28834.542 (not concave)
Iteration 14: (outcome) log likelihood = -28834.542 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36155.612
Iteration 1: (EM) log likelihood = -35987.125
Iteration 2: (EM) log likelihood = -35517.618
Iteration 3: (EM) log likelihood = -34643.842
Iteration 4: (EM) log likelihood = -33636.753
Iteration 5: (EM) log likelihood = -32721.848
Iteration 6: (EM) log likelihood = -31951.325
Iteration 7: (EM) log likelihood = -31340.929
Iteration 8: (EM) log likelihood = -30894.192
Iteration 9: (EM) log likelihood = -30566.185
Iteration 10: (EM) log likelihood = -30324.482
Iteration 11: (EM) log likelihood = -30149.319
Iteration 12: (EM) log likelihood = -30019.651
Iteration 13: (EM) log likelihood = -29920.773
Iteration 14: (EM) log likelihood = -29843.267
Iteration 15: (EM) log likelihood = -29775.144
Iteration 16: (EM) log likelihood = -29713.258
Iteration 17: (EM) log likelihood = -29649.971
Iteration 18: (EM) log likelihood = -29599.978
Iteration 19: (EM) log likelihood = -29549.459
Iteration 20: (EM) log likelihood = -29500.209
Iteration 21: (EM) log likelihood = -29446.776
Iteration 22: (EM) log likelihood = -29394.113
Iteration 23: (EM) log likelihood = -29341.452
Iteration 24: (EM) log likelihood = -29290.24
Iteration 25: (EM) log likelihood = -29239.456
Iteration 26: (EM) log likelihood = -29196.229
Iteration 27: (EM) log likelihood = -29155.548
Iteration 28: (EM) log likelihood = -29116.632
Iteration 29: (EM) log likelihood = -29076.343
Iteration 30: (EM) log likelihood = -29036.903
Iteration 31: (EM) log likelihood = -28995.506
Iteration 32: (EM) log likelihood = -28956.053
Iteration 33: (EM) log likelihood = -28919.555
Iteration 34: (EM) log likelihood = -28886.172
Iteration 35: (EM) log likelihood = -28851.45
Iteration 36: (EM) log likelihood = -28823.614
Iteration 37: (EM) log likelihood = -28797.764
Iteration 38: (EM) log likelihood = -28775.881
Iteration 39: (EM) log likelihood = -28754.193
Iteration 40: (EM) log likelihood = -28735.662
Iteration 41: (EM) log likelihood = -28716.174
Iteration 42: (EM) log likelihood = -28697.049
Iteration 43: (EM) log likelihood = -28680.692
Iteration 44: (EM) log likelihood = -28665.429
Iteration 45: (EM) log likelihood = -28648.489
Iteration 46: (EM) log likelihood = -28632.048
Iteration 47: (EM) log likelihood = -28613.8
Iteration 48: (EM) log likelihood = -28590.823
Iteration 49: (EM) log likelihood = -28571.292
Iteration 50: (EM) log likelihood = -28550.32
Iteration 51: (EM) log likelihood = -28527.544
Iteration 52: (EM) log likelihood = -28507.109
Iteration 53: (EM) log likelihood = -28484.99
Iteration 54: (EM) log likelihood = -28462.591
Iteration 55: (EM) log likelihood = -28443.773
Iteration 56: (EM) log likelihood = -28425.434
Iteration 57: (EM) log likelihood = -28406.92
Iteration 58: (EM) log likelihood = -28392.62
Iteration 59: (EM) log likelihood = -28379.829
Iteration 60: (EM) log likelihood = -28367.357
Iteration 61: (EM) log likelihood = -28355.959
Iteration 62: (EM) log likelihood = -28342.774
Iteration 63: (EM) log likelihood = -28332.141
Iteration 64: (EM) log likelihood = -28323.318
Iteration 65: (EM) log likelihood = -28312.931
Iteration 66: (EM) log likelihood = -28299.958
Iteration 67: (EM) log likelihood = -28291.716
Iteration 68: (EM) log likelihood = -28283.01
Iteration 69: (EM) log likelihood = -28272.869
Iteration 70: (EM) log likelihood = -28263.859
Iteration 71: (EM) log likelihood = -28254.785
Iteration 72: (EM) log likelihood = -28244.287
Iteration 73: (EM) log likelihood = -28235.814
Iteration 74: (EM) log likelihood = -28225.69
Iteration 75: (EM) log likelihood = -28208.973
Iteration 76: (EM) log likelihood = -28198.636
Iteration 77: (EM) log likelihood = -28189.264
Iteration 78: (EM) log likelihood = -28179.761
Iteration 79: (EM) log likelihood = -28170.548
Iteration 80: (EM) log likelihood = -28161.213
Iteration 81: (EM) log likelihood = -28150.446
Iteration 82: (EM) log likelihood = -28143.615
Iteration 83: (EM) log likelihood = -28137.291
Iteration 84: (EM) log likelihood = -28131.578
Iteration 85: (EM) log likelihood = -28126.077
Iteration 86: (EM) log likelihood = -28121.155
Iteration 87: (EM) log likelihood = -28114.986
Iteration 88: (EM) log likelihood = -28108.49
Iteration 89: (EM) log likelihood = -28103.003
Iteration 90: (EM) log likelihood = -28098.626
Iteration 91: (EM) log likelihood = -28094.871
Iteration 92: (EM) log likelihood = -28090.543
Iteration 93: (EM) log likelihood = -28087.377
Iteration 94: (EM) log likelihood = -28083.33
Iteration 95: (EM) log likelihood = -28079.544
Iteration 96: (EM) log likelihood = -28075.95
Iteration 97: (EM) log likelihood = -28071.375
Iteration 98: (EM) log likelihood = -28067.528
Iteration 99: (EM) log likelihood = -28061.822
Iteration 100: (EM) log likelihood = -28058.159
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0391
Iteration 1: (class) log likelihood = -7371.0391
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29957.186
Iteration 1: (outcome) log likelihood = -29068.36
Iteration 2: (outcome) log likelihood = -28859.68
Iteration 3: (outcome) log likelihood = -28825.703
Iteration 4: (outcome) log likelihood = -28819.042
Iteration 5: (outcome) log likelihood = -28817.443
Iteration 6: (outcome) log likelihood = -28817.097
Iteration 7: (outcome) log likelihood = -28817.018
Iteration 8: (outcome) log likelihood = -28817.006
Iteration 9: (outcome) log likelihood = -28817.004 (not concave)
Iteration 10: (outcome) log likelihood = -28817.004 (not concave)
Iteration 11: (outcome) log likelihood = -28817.004 (not concave)
Iteration 12: (outcome) log likelihood = -28817.004 (not concave)
Iteration 13: (outcome) log likelihood = -28817.004 (not concave)
Iteration 14: (outcome) log likelihood = -28817.004 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36133.217
Iteration 1: (EM) log likelihood = -35959.115
Iteration 2: (EM) log likelihood = -35498.221
Iteration 3: (EM) log likelihood = -34608.48
Iteration 4: (EM) log likelihood = -33420.487
Iteration 5: (EM) log likelihood = -32374.951
Iteration 6: (EM) log likelihood = -31616.914
Iteration 7: (EM) log likelihood = -31062.022
Iteration 8: (EM) log likelihood = -30630.349
Iteration 9: (EM) log likelihood = -30283.237
Iteration 10: (EM) log likelihood = -30007.272
Iteration 11: (EM) log likelihood = -29802.562
Iteration 12: (EM) log likelihood = -29652.534
Iteration 13: (EM) log likelihood = -29541.548
Iteration 14: (EM) log likelihood = -29455.101
Iteration 15: (EM) log likelihood = -29382.339
Iteration 16: (EM) log likelihood = -29320.841
Iteration 17: (EM) log likelihood = -29266.021
Iteration 18: (EM) log likelihood = -29215.792
Iteration 19: (EM) log likelihood = -29171.817
Iteration 20: (EM) log likelihood = -29131.252
Iteration 21: (EM) log likelihood = -29094.924
Iteration 22: (EM) log likelihood = -29059.562
Iteration 23: (EM) log likelihood = -29030.827
Iteration 24: (EM) log likelihood = -29001.125
Iteration 25: (EM) log likelihood = -28971.825
Iteration 26: (EM) log likelihood = -28945.831
Iteration 27: (EM) log likelihood = -28918.216
Iteration 28: (EM) log likelihood = -28891.741
Iteration 29: (EM) log likelihood = -28861.587
Iteration 30: (EM) log likelihood = -28833.937
Iteration 31: (EM) log likelihood = -28804.775
Iteration 32: (EM) log likelihood = -28776.279
Iteration 33: (EM) log likelihood = -28748.035
Iteration 34: (EM) log likelihood = -28719.465
Iteration 35: (EM) log likelihood = -28692.384
Iteration 36: (EM) log likelihood = -28662.131
Iteration 37: (EM) log likelihood = -28636.883
Iteration 38: (EM) log likelihood = -28606.732
Iteration 39: (EM) log likelihood = -28572.704
Iteration 40: (EM) log likelihood = -28542.949
Iteration 41: (EM) log likelihood = -28519.749
Iteration 42: (EM) log likelihood = -28496.603
Iteration 43: (EM) log likelihood = -28477.812
Iteration 44: (EM) log likelihood = -28457.567
Iteration 45: (EM) log likelihood = -28442.046
Iteration 46: (EM) log likelihood = -28427.345
Iteration 47: (EM) log likelihood = -28411.618
Iteration 48: (EM) log likelihood = -28397.007
Iteration 49: (EM) log likelihood = -28383.716
Iteration 50: (EM) log likelihood = -28369.561
Iteration 51: (EM) log likelihood = -28352.801
Iteration 52: (EM) log likelihood = -28340.84
Iteration 53: (EM) log likelihood = -28330.145
Iteration 54: (EM) log likelihood = -28319.05
Iteration 55: (EM) log likelihood = -28305.169
Iteration 56: (EM) log likelihood = -28292.195
Iteration 57: (EM) log likelihood = -28275.658
Iteration 58: (EM) log likelihood = -28267.256
Iteration 59: (EM) log likelihood = -28255.176
Iteration 60: (EM) log likelihood = -28245.628
Iteration 61: (EM) log likelihood = -28239.576
Iteration 62: (EM) log likelihood = -28233.886
Iteration 63: (EM) log likelihood = -28227.994
Iteration 64: (EM) log likelihood = -28221.825
Iteration 65: (EM) log likelihood = -28217.85
Iteration 66: (EM) log likelihood = -28213.964
Iteration 67: (EM) log likelihood = -28205.98
Iteration 68: (EM) log likelihood = -28199.684
Iteration 69: (EM) log likelihood = -28195.193
Iteration 70: (EM) log likelihood = -28191.189
Iteration 71: (EM) log likelihood = -28186.51
Iteration 72: (EM) log likelihood = -28183.149
Iteration 73: (EM) log likelihood = -28179.145
Iteration 74: (EM) log likelihood = -28176.184
Iteration 75: (EM) log likelihood = -28172.482
Iteration 76: (EM) log likelihood = -28168.048
Iteration 77: (EM) log likelihood = -28166.485
Iteration 78: (EM) log likelihood = -28164.546
Iteration 79: (EM) log likelihood = -28160.898
Iteration 80: (EM) log likelihood = -28157.425
Iteration 81: (EM) log likelihood = -28152.888
Iteration 82: (EM) log likelihood = -28151.778
Iteration 83: (EM) log likelihood = -28150.792
Iteration 84: (EM) log likelihood = -28146.703
Iteration 85: (EM) log likelihood = -28141.33
Iteration 86: (EM) log likelihood = -28138.116
Iteration 87: (EM) log likelihood = -28135.157
Iteration 88: (EM) log likelihood = -28133.008
Iteration 89: (EM) log likelihood = -28124.357
Iteration 90: (EM) log likelihood = -28120.646
Iteration 91: (EM) log likelihood = -28118.706
Iteration 92: (EM) log likelihood = -28113.067
Iteration 93: (EM) log likelihood = -28109.346
Iteration 94: (EM) log likelihood = -28104.927
Iteration 95: (EM) log likelihood = -28101.621
Iteration 96: (EM) log likelihood = -28098.216
Iteration 97: (EM) log likelihood = -28096.571
Iteration 98: (EM) log likelihood = -28092.343
Iteration 99: (EM) log likelihood = -28089.686
Iteration 100: (EM) log likelihood = -28088.365
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7367.9527
Iteration 1: (class) log likelihood = -7367.9527
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29749.585
Iteration 1: (outcome) log likelihood = -29065.15
Iteration 2: (outcome) log likelihood = -28842.428
Iteration 3: (outcome) log likelihood = -28802.371
Iteration 4: (outcome) log likelihood = -28796.281
Iteration 5: (outcome) log likelihood = -28795.195
Iteration 6: (outcome) log likelihood = -28795.004
Iteration 7: (outcome) log likelihood = -28794.961
Iteration 8: (outcome) log likelihood = -28794.95
Iteration 9: (outcome) log likelihood = -28794.948 (not concave)
Iteration 10: (outcome) log likelihood = -28794.948 (not concave)
Iteration 11: (outcome) log likelihood = -28794.948 (not concave)
Iteration 12: (outcome) log likelihood = -28794.948 (not concave)
Iteration 13: (outcome) log likelihood = -28794.948 (not concave)
Iteration 14: (outcome) log likelihood = -28794.948 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36112.03
Iteration 1: (EM) log likelihood = -35940.023
Iteration 2: (EM) log likelihood = -35477.605
Iteration 3: (EM) log likelihood = -34541.335
Iteration 4: (EM) log likelihood = -33431.946
Iteration 5: (EM) log likelihood = -32512.113
Iteration 6: (EM) log likelihood = -31808.189
Iteration 7: (EM) log likelihood = -31271.798
Iteration 8: (EM) log likelihood = -30855.983
Iteration 9: (EM) log likelihood = -30522.281
Iteration 10: (EM) log likelihood = -30249.828
Iteration 11: (EM) log likelihood = -30024.725
Iteration 12: (EM) log likelihood = -29837.862
Iteration 13: (EM) log likelihood = -29690.96
Iteration 14: (EM) log likelihood = -29575.971
Iteration 15: (EM) log likelihood = -29489.227
Iteration 16: (EM) log likelihood = -29416.501
Iteration 17: (EM) log likelihood = -29360.624
Iteration 18: (EM) log likelihood = -29314.145
Iteration 19: (EM) log likelihood = -29272.987
Iteration 20: (EM) log likelihood = -29236.334
Iteration 21: (EM) log likelihood = -29203.654
Iteration 22: (EM) log likelihood = -29171.619
Iteration 23: (EM) log likelihood = -29146.015
Iteration 24: (EM) log likelihood = -29123.758
Iteration 25: (EM) log likelihood = -29100.452
Iteration 26: (EM) log likelihood = -29078.272
Iteration 27: (EM) log likelihood = -29055.86
Iteration 28: (EM) log likelihood = -29033.881
Iteration 29: (EM) log likelihood = -29012.553
Iteration 30: (EM) log likelihood = -28985.87
Iteration 31: (EM) log likelihood = -28963.558
Iteration 32: (EM) log likelihood = -28940.998
Iteration 33: (EM) log likelihood = -28919.418
Iteration 34: (EM) log likelihood = -28900.678
Iteration 35: (EM) log likelihood = -28880.035
Iteration 36: (EM) log likelihood = -28861.244
Iteration 37: (EM) log likelihood = -28843.467
Iteration 38: (EM) log likelihood = -28826.14
Iteration 39: (EM) log likelihood = -28810.071
Iteration 40: (EM) log likelihood = -28796.16
Iteration 41: (EM) log likelihood = -28782.468
Iteration 42: (EM) log likelihood = -28767.501
Iteration 43: (EM) log likelihood = -28755.154
Iteration 44: (EM) log likelihood = -28741.394
Iteration 45: (EM) log likelihood = -28729.575
Iteration 46: (EM) log likelihood = -28723.345
Iteration 47: (EM) log likelihood = -28711.194
Iteration 48: (EM) log likelihood = -28700.24
Iteration 49: (EM) log likelihood = -28690.84
Iteration 50: (EM) log likelihood = -28681.311
Iteration 51: (EM) log likelihood = -28672.094
Iteration 52: (EM) log likelihood = -28663.791
Iteration 53: (EM) log likelihood = -28655.924
Iteration 54: (EM) log likelihood = -28647.844
Iteration 55: (EM) log likelihood = -28642.478
Iteration 56: (EM) log likelihood = -28635.495
Iteration 57: (EM) log likelihood = -28627.658
Iteration 58: (EM) log likelihood = -28620.049
Iteration 59: (EM) log likelihood = -28612.475
Iteration 60: (EM) log likelihood = -28605.217
Iteration 61: (EM) log likelihood = -28600.64
Iteration 62: (EM) log likelihood = -28593.679
Iteration 63: (EM) log likelihood = -28588.193
Iteration 64: (EM) log likelihood = -28581.4
Iteration 65: (EM) log likelihood = -28576.515
Iteration 66: (EM) log likelihood = -28569.846
Iteration 67: (EM) log likelihood = -28564.617
Iteration 68: (EM) log likelihood = -28554.985
Iteration 69: (EM) log likelihood = -28543.23
Iteration 70: (EM) log likelihood = -28530.189
Iteration 71: (EM) log likelihood = -28522.029
Iteration 72: (EM) log likelihood = -28513.657
Iteration 73: (EM) log likelihood = -28505.713
Iteration 74: (EM) log likelihood = -28494.455
Iteration 75: (EM) log likelihood = -28483.539
Iteration 76: (EM) log likelihood = -28474.709
Iteration 77: (EM) log likelihood = -28464.777
Iteration 78: (EM) log likelihood = -28454.759
Iteration 79: (EM) log likelihood = -28445.714
Iteration 80: (EM) log likelihood = -28431.267
Iteration 81: (EM) log likelihood = -28419.917
Iteration 82: (EM) log likelihood = -28408.962
Iteration 83: (EM) log likelihood = -28397.63
Iteration 84: (EM) log likelihood = -28386.929
Iteration 85: (EM) log likelihood = -28375.932
Iteration 86: (EM) log likelihood = -28367.843
Iteration 87: (EM) log likelihood = -28358.692
Iteration 88: (EM) log likelihood = -28347.152
Iteration 89: (EM) log likelihood = -28339.648
Iteration 90: (EM) log likelihood = -28332.093
Iteration 91: (EM) log likelihood = -28321.324
Iteration 92: (EM) log likelihood = -28313.682
Iteration 93: (EM) log likelihood = -28305.256
Iteration 94: (EM) log likelihood = -28297.866
Iteration 95: (EM) log likelihood = -28288.383
Iteration 96: (EM) log likelihood = -28268.369
Iteration 97: (EM) log likelihood = -28258.168
Iteration 98: (EM) log likelihood = -28248.55
Iteration 99: (EM) log likelihood = -28236.98
Iteration 100: (EM) log likelihood = -28227.391
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.4914
Iteration 1: (class) log likelihood = -7370.4914
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30083.112
Iteration 1: (outcome) log likelihood = -29122.491
Iteration 2: (outcome) log likelihood = -28863.902
Iteration 3: (outcome) log likelihood = -28817.394
Iteration 4: (outcome) log likelihood = -28808.915
Iteration 5: (outcome) log likelihood = -28807.188
Iteration 6: (outcome) log likelihood = -28806.808
Iteration 7: (outcome) log likelihood = -28806.751
Iteration 8: (outcome) log likelihood = -28806.744
Iteration 9: (outcome) log likelihood = -28806.742 (not concave)
Iteration 10: (outcome) log likelihood = -28806.742 (not concave)
Iteration 11: (outcome) log likelihood = -28806.742 (not concave)
Iteration 12: (outcome) log likelihood = -28806.742 (not concave)
Iteration 13: (outcome) log likelihood = -28806.742 (not concave)
Iteration 14: (outcome) log likelihood = -28806.742 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36109.726
Iteration 1: (EM) log likelihood = -35895.721
Iteration 2: (EM) log likelihood = -35412.536
Iteration 3: (EM) log likelihood = -34512.66
Iteration 4: (EM) log likelihood = -33519.263
Iteration 5: (EM) log likelihood = -32793.149
Iteration 6: (EM) log likelihood = -32217.768
Iteration 7: (EM) log likelihood = -31713.77
Iteration 8: (EM) log likelihood = -31290.99
Iteration 9: (EM) log likelihood = -30962.069
Iteration 10: (EM) log likelihood = -30712.254
Iteration 11: (EM) log likelihood = -30513.488
Iteration 12: (EM) log likelihood = -30358.333
Iteration 13: (EM) log likelihood = -30229.587
Iteration 14: (EM) log likelihood = -30124.125
Iteration 15: (EM) log likelihood = -30035.924
Iteration 16: (EM) log likelihood = -29952.022
Iteration 17: (EM) log likelihood = -29872.512
Iteration 18: (EM) log likelihood = -29787.411
Iteration 19: (EM) log likelihood = -29707.753
Iteration 20: (EM) log likelihood = -29630.996
Iteration 21: (EM) log likelihood = -29552.278
Iteration 22: (EM) log likelihood = -29481.727
Iteration 23: (EM) log likelihood = -29418.297
Iteration 24: (EM) log likelihood = -29354.656
Iteration 25: (EM) log likelihood = -29292.58
Iteration 26: (EM) log likelihood = -29233.62
Iteration 27: (EM) log likelihood = -29176.43
Iteration 28: (EM) log likelihood = -29126.954
Iteration 29: (EM) log likelihood = -29078.261
Iteration 30: (EM) log likelihood = -29029.424
Iteration 31: (EM) log likelihood = -28979.553
Iteration 32: (EM) log likelihood = -28928.163
Iteration 33: (EM) log likelihood = -28881.232
Iteration 34: (EM) log likelihood = -28841.341
Iteration 35: (EM) log likelihood = -28802.221
Iteration 36: (EM) log likelihood = -28769.347
Iteration 37: (EM) log likelihood = -28734.403
Iteration 38: (EM) log likelihood = -28707.527
Iteration 39: (EM) log likelihood = -28680.569
Iteration 40: (EM) log likelihood = -28655.352
Iteration 41: (EM) log likelihood = -28630.887
Iteration 42: (EM) log likelihood = -28611.782
Iteration 43: (EM) log likelihood = -28594.153
Iteration 44: (EM) log likelihood = -28578.291
Iteration 45: (EM) log likelihood = -28564.859
Iteration 46: (EM) log likelihood = -28552.701
Iteration 47: (EM) log likelihood = -28540.46
Iteration 48: (EM) log likelihood = -28529.191
Iteration 49: (EM) log likelihood = -28520.496
Iteration 50: (EM) log likelihood = -28514.159
Iteration 51: (EM) log likelihood = -28502.705
Iteration 52: (EM) log likelihood = -28491.224
Iteration 53: (EM) log likelihood = -28482.116
Iteration 54: (EM) log likelihood = -28473.488
Iteration 55: (EM) log likelihood = -28466.736
Iteration 56: (EM) log likelihood = -28459.46
Iteration 57: (EM) log likelihood = -28452.653
Iteration 58: (EM) log likelihood = -28442.149
Iteration 59: (EM) log likelihood = -28434.048
Iteration 60: (EM) log likelihood = -28424.128
Iteration 61: (EM) log likelihood = -28415.172
Iteration 62: (EM) log likelihood = -28408.412
Iteration 63: (EM) log likelihood = -28399.276
Iteration 64: (EM) log likelihood = -28392.456
Iteration 65: (EM) log likelihood = -28385.857
Iteration 66: (EM) log likelihood = -28378.642
Iteration 67: (EM) log likelihood = -28371.84
Iteration 68: (EM) log likelihood = -28366.625
Iteration 69: (EM) log likelihood = -28360.065
Iteration 70: (EM) log likelihood = -28355.013
Iteration 71: (EM) log likelihood = -28350.53
Iteration 72: (EM) log likelihood = -28345.774
Iteration 73: (EM) log likelihood = -28340.395
Iteration 74: (EM) log likelihood = -28333.403
Iteration 75: (EM) log likelihood = -28327.944
Iteration 76: (EM) log likelihood = -28320.87
Iteration 77: (EM) log likelihood = -28314.398
Iteration 78: (EM) log likelihood = -28310.497
Iteration 79: (EM) log likelihood = -28305.907
Iteration 80: (EM) log likelihood = -28299.705
Iteration 81: (EM) log likelihood = -28294.584
Iteration 82: (EM) log likelihood = -28290.235
Iteration 83: (EM) log likelihood = -28281.047
Iteration 84: (EM) log likelihood = -28278.157
Iteration 85: (EM) log likelihood = -28272.821
Iteration 86: (EM) log likelihood = -28269.606
Iteration 87: (EM) log likelihood = -28266.182
Iteration 88: (EM) log likelihood = -28262.647
Iteration 89: (EM) log likelihood = -28260.811
Iteration 90: (EM) log likelihood = -28258.618
Iteration 91: (EM) log likelihood = -28259.791
Iteration 92: (EM) log likelihood = -28256.909
Iteration 93: (EM) log likelihood = -28253.181
Iteration 94: (EM) log likelihood = -28250.379
Iteration 95: (EM) log likelihood = -28248.351
Iteration 96: (EM) log likelihood = -28243.073
Iteration 97: (EM) log likelihood = -28241.48
Iteration 98: (EM) log likelihood = -28239.159
Iteration 99: (EM) log likelihood = -28236.51
Iteration 100: (EM) log likelihood = -28234.185
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.4047
Iteration 1: (class) log likelihood = -7368.4047
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30112.548
Iteration 1: (outcome) log likelihood = -29097.656
Iteration 2: (outcome) log likelihood = -28849.515
Iteration 3: (outcome) log likelihood = -28803.28
Iteration 4: (outcome) log likelihood = -28794.894
Iteration 5: (outcome) log likelihood = -28793.235
Iteration 6: (outcome) log likelihood = -28792.893
Iteration 7: (outcome) log likelihood = -28792.813
Iteration 8: (outcome) log likelihood = -28792.799
Iteration 9: (outcome) log likelihood = -28792.797 (not concave)
Iteration 10: (outcome) log likelihood = -28792.797 (not concave)
Iteration 11: (outcome) log likelihood = -28792.797 (not concave)
Iteration 12: (outcome) log likelihood = -28792.797 (not concave)
Iteration 13: (outcome) log likelihood = -28792.797 (not concave)
Iteration 14: (outcome) log likelihood = -28792.797 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36072.424
Iteration 1: (EM) log likelihood = -35802.325
Iteration 2: (EM) log likelihood = -35119.746
Iteration 3: (EM) log likelihood = -33924.773
Iteration 4: (EM) log likelihood = -32771.025
Iteration 5: (EM) log likelihood = -32047.247
Iteration 6: (EM) log likelihood = -31598.674
Iteration 7: (EM) log likelihood = -31253.671
Iteration 8: (EM) log likelihood = -30941.234
Iteration 9: (EM) log likelihood = -30650.685
Iteration 10: (EM) log likelihood = -30386.898
Iteration 11: (EM) log likelihood = -30161.139
Iteration 12: (EM) log likelihood = -29977.277
Iteration 13: (EM) log likelihood = -29828.634
Iteration 14: (EM) log likelihood = -29709.115
Iteration 15: (EM) log likelihood = -29612.518
Iteration 16: (EM) log likelihood = -29531.232
Iteration 17: (EM) log likelihood = -29466.742
Iteration 18: (EM) log likelihood = -29410.903
Iteration 19: (EM) log likelihood = -29355.825
Iteration 20: (EM) log likelihood = -29308.08
Iteration 21: (EM) log likelihood = -29265.438
Iteration 22: (EM) log likelihood = -29225.046
Iteration 23: (EM) log likelihood = -29184.49
Iteration 24: (EM) log likelihood = -29142.896
Iteration 25: (EM) log likelihood = -29107.065
Iteration 26: (EM) log likelihood = -29071.46
Iteration 27: (EM) log likelihood = -29036.116
Iteration 28: (EM) log likelihood = -29001.352
Iteration 29: (EM) log likelihood = -28967.718
Iteration 30: (EM) log likelihood = -28935.499
Iteration 31: (EM) log likelihood = -28904.451
Iteration 32: (EM) log likelihood = -28875.86
Iteration 33: (EM) log likelihood = -28848.532
Iteration 34: (EM) log likelihood = -28824.553
Iteration 35: (EM) log likelihood = -28800.796
Iteration 36: (EM) log likelihood = -28778.882
Iteration 37: (EM) log likelihood = -28762.159
Iteration 38: (EM) log likelihood = -28745.662
Iteration 39: (EM) log likelihood = -28730.385
Iteration 40: (EM) log likelihood = -28718.476
Iteration 41: (EM) log likelihood = -28706.73
Iteration 42: (EM) log likelihood = -28696.461
Iteration 43: (EM) log likelihood = -28688.287
Iteration 44: (EM) log likelihood = -28678.714
Iteration 45: (EM) log likelihood = -28669.925
Iteration 46: (EM) log likelihood = -28664.173
Iteration 47: (EM) log likelihood = -28659.977
Iteration 48: (EM) log likelihood = -28656.627
Iteration 49: (EM) log likelihood = -28652.928
Iteration 50: (EM) log likelihood = -28649.35
Iteration 51: (EM) log likelihood = -28646.513
Iteration 52: (EM) log likelihood = -28643.939
Iteration 53: (EM) log likelihood = -28640.201
Iteration 54: (EM) log likelihood = -28637.969
Iteration 55: (EM) log likelihood = -28635.975
Iteration 56: (EM) log likelihood = -28633.17
Iteration 57: (EM) log likelihood = -28631.218
Iteration 58: (EM) log likelihood = -28629.534
Iteration 59: (EM) log likelihood = -28626.412
Iteration 60: (EM) log likelihood = -28624.663
Iteration 61: (EM) log likelihood = -28622.961
Iteration 62: (EM) log likelihood = -28619.822
Iteration 63: (EM) log likelihood = -28618.254
Iteration 64: (EM) log likelihood = -28616.709
Iteration 65: (EM) log likelihood = -28615.119
Iteration 66: (EM) log likelihood = -28611.866
Iteration 67: (EM) log likelihood = -28609.931
Iteration 68: (EM) log likelihood = -28608.324
Iteration 69: (EM) log likelihood = -28605.947
Iteration 70: (EM) log likelihood = -28603.974
Iteration 71: (EM) log likelihood = -28602.439
Iteration 72: (EM) log likelihood = -28601.038
Iteration 73: (EM) log likelihood = -28599.192
Iteration 74: (EM) log likelihood = -28597.983
Iteration 75: (EM) log likelihood = -28597.143
Iteration 76: (EM) log likelihood = -28595.909
Iteration 77: (EM) log likelihood = -28594.778
Iteration 78: (EM) log likelihood = -28593.745
Iteration 79: (EM) log likelihood = -28592.734
Iteration 80: (EM) log likelihood = -28591.686
Iteration 81: (EM) log likelihood = -28590.367
Iteration 82: (EM) log likelihood = -28588.517
Iteration 83: (EM) log likelihood = -28587.233
Iteration 84: (EM) log likelihood = -28586.059
Iteration 85: (EM) log likelihood = -28584.787
Iteration 86: (EM) log likelihood = -28582.994
Iteration 87: (EM) log likelihood = -28581.31
Iteration 88: (EM) log likelihood = -28580.107
Iteration 89: (EM) log likelihood = -28578.596
Iteration 90: (EM) log likelihood = -28577.19
Iteration 91: (EM) log likelihood = -28576.108
Iteration 92: (EM) log likelihood = -28574.971
Iteration 93: (EM) log likelihood = -28572.187
Iteration 94: (EM) log likelihood = -28569.819
Iteration 95: (EM) log likelihood = -28567.26
Iteration 96: (EM) log likelihood = -28565.304
Iteration 97: (EM) log likelihood = -28564.153
Iteration 98: (EM) log likelihood = -28562.681
Iteration 99: (EM) log likelihood = -28561.756
Iteration 100: (EM) log likelihood = -28560.661
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.7015
Iteration 1: (class) log likelihood = -7370.7015
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29920.255
Iteration 1: (outcome) log likelihood = -28994.272
Iteration 2: (outcome) log likelihood = -28838.67
Iteration 3: (outcome) log likelihood = -28809.455
Iteration 4: (outcome) log likelihood = -28803.224
Iteration 5: (outcome) log likelihood = -28801.806
Iteration 6: (outcome) log likelihood = -28801.502
Iteration 7: (outcome) log likelihood = -28801.451
Iteration 8: (outcome) log likelihood = -28801.446
Iteration 9: (outcome) log likelihood = -28801.445 (not concave)
Iteration 10: (outcome) log likelihood = -28801.445 (not concave)
Iteration 11: (outcome) log likelihood = -28801.445 (not concave)
Iteration 12: (outcome) log likelihood = -28801.445 (not concave)
Iteration 13: (outcome) log likelihood = -28801.445 (not concave)
Iteration 14: (outcome) log likelihood = -28801.445 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36124.316
Iteration 1: (EM) log likelihood = -35977.348
Iteration 2: (EM) log likelihood = -35560.004
Iteration 3: (EM) log likelihood = -34579.907
Iteration 4: (EM) log likelihood = -33286.996
Iteration 5: (EM) log likelihood = -32318.578
Iteration 6: (EM) log likelihood = -31683.202
Iteration 7: (EM) log likelihood = -31240.699
Iteration 8: (EM) log likelihood = -30913.859
Iteration 9: (EM) log likelihood = -30661.302
Iteration 10: (EM) log likelihood = -30462.065
Iteration 11: (EM) log likelihood = -30298.373
Iteration 12: (EM) log likelihood = -30159.157
Iteration 13: (EM) log likelihood = -30033.557
Iteration 14: (EM) log likelihood = -29917.868
Iteration 15: (EM) log likelihood = -29812.541
Iteration 16: (EM) log likelihood = -29717.179
Iteration 17: (EM) log likelihood = -29631.502
Iteration 18: (EM) log likelihood = -29556.671
Iteration 19: (EM) log likelihood = -29495.474
Iteration 20: (EM) log likelihood = -29441.433
Iteration 21: (EM) log likelihood = -29392.289
Iteration 22: (EM) log likelihood = -29349.619
Iteration 23: (EM) log likelihood = -29313.953
Iteration 24: (EM) log likelihood = -29282.97
Iteration 25: (EM) log likelihood = -29254.86
Iteration 26: (EM) log likelihood = -29230.39
Iteration 27: (EM) log likelihood = -29203.945
Iteration 28: (EM) log likelihood = -29183.22
Iteration 29: (EM) log likelihood = -29164.181
Iteration 30: (EM) log likelihood = -29145.572
Iteration 31: (EM) log likelihood = -29125.565
Iteration 32: (EM) log likelihood = -29107.795
Iteration 33: (EM) log likelihood = -29091.346
Iteration 34: (EM) log likelihood = -29073.011
Iteration 35: (EM) log likelihood = -29058.109
Iteration 36: (EM) log likelihood = -29042.124
Iteration 37: (EM) log likelihood = -29026.347
Iteration 38: (EM) log likelihood = -29009.726
Iteration 39: (EM) log likelihood = -28989.502
Iteration 40: (EM) log likelihood = -28972.401
Iteration 41: (EM) log likelihood = -28955.707
Iteration 42: (EM) log likelihood = -28938.615
Iteration 43: (EM) log likelihood = -28919.737
Iteration 44: (EM) log likelihood = -28902.083
Iteration 45: (EM) log likelihood = -28884.024
Iteration 46: (EM) log likelihood = -28865.586
Iteration 47: (EM) log likelihood = -28849.409
Iteration 48: (EM) log likelihood = -28832.469
Iteration 49: (EM) log likelihood = -28818.584
Iteration 50: (EM) log likelihood = -28803.307
Iteration 51: (EM) log likelihood = -28788.723
Iteration 52: (EM) log likelihood = -28774.393
Iteration 53: (EM) log likelihood = -28760.608
Iteration 54: (EM) log likelihood = -28748.184
Iteration 55: (EM) log likelihood = -28734.664
Iteration 56: (EM) log likelihood = -28719.364
Iteration 57: (EM) log likelihood = -28703.604
Iteration 58: (EM) log likelihood = -28690.295
Iteration 59: (EM) log likelihood = -28676.078
Iteration 60: (EM) log likelihood = -28662.927
Iteration 61: (EM) log likelihood = -28649.892
Iteration 62: (EM) log likelihood = -28637.834
Iteration 63: (EM) log likelihood = -28626.115
Iteration 64: (EM) log likelihood = -28613.277
Iteration 65: (EM) log likelihood = -28600.219
Iteration 66: (EM) log likelihood = -28586.273
Iteration 67: (EM) log likelihood = -28572.816
Iteration 68: (EM) log likelihood = -28558.472
Iteration 69: (EM) log likelihood = -28543.056
Iteration 70: (EM) log likelihood = -28528.207
Iteration 71: (EM) log likelihood = -28513.924
Iteration 72: (EM) log likelihood = -28502.072
Iteration 73: (EM) log likelihood = -28486.536
Iteration 74: (EM) log likelihood = -28471.057
Iteration 75: (EM) log likelihood = -28459.663
Iteration 76: (EM) log likelihood = -28446.602
Iteration 77: (EM) log likelihood = -28436.396
Iteration 78: (EM) log likelihood = -28423.264
Iteration 79: (EM) log likelihood = -28413.907
Iteration 80: (EM) log likelihood = -28400.843
Iteration 81: (EM) log likelihood = -28389.422
Iteration 82: (EM) log likelihood = -28379.618
Iteration 83: (EM) log likelihood = -28369.419
Iteration 84: (EM) log likelihood = -28362.58
Iteration 85: (EM) log likelihood = -28355.572
Iteration 86: (EM) log likelihood = -28346.854
Iteration 87: (EM) log likelihood = -28338.524
Iteration 88: (EM) log likelihood = -28331.529
Iteration 89: (EM) log likelihood = -28324.878
Iteration 90: (EM) log likelihood = -28319.006
Iteration 91: (EM) log likelihood = -28313.563
Iteration 92: (EM) log likelihood = -28305.735
Iteration 93: (EM) log likelihood = -28300.499
Iteration 94: (EM) log likelihood = -28293.922
Iteration 95: (EM) log likelihood = -28289.089
Iteration 96: (EM) log likelihood = -28283.154
Iteration 97: (EM) log likelihood = -28277.627
Iteration 98: (EM) log likelihood = -28275.506
Iteration 99: (EM) log likelihood = -28269.506
Iteration 100: (EM) log likelihood = -28266.428
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.372
Iteration 1: (class) log likelihood = -7370.372
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29561.055
Iteration 1: (outcome) log likelihood = -28976.238
Iteration 2: (outcome) log likelihood = -28845.585
Iteration 3: (outcome) log likelihood = -28826.081
Iteration 4: (outcome) log likelihood = -28822.306
Iteration 5: (outcome) log likelihood = -28821.445
Iteration 6: (outcome) log likelihood = -28821.252
Iteration 7: (outcome) log likelihood = -28821.21
Iteration 8: (outcome) log likelihood = -28821.202
Iteration 9: (outcome) log likelihood = -28821.202 (not concave)
Iteration 10: (outcome) log likelihood = -28821.202 (not concave)
Iteration 11: (outcome) log likelihood = -28821.202 (not concave)
Iteration 12: (outcome) log likelihood = -28821.202 (not concave)
Iteration 13: (outcome) log likelihood = -28821.202 (not concave)
Iteration 14: (outcome) log likelihood = -28821.202 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36121.476
Iteration 1: (EM) log likelihood = -35892.17
Iteration 2: (EM) log likelihood = -35374.523
Iteration 3: (EM) log likelihood = -34514.195
Iteration 4: (EM) log likelihood = -33509.32
Iteration 5: (EM) log likelihood = -32603.501
Iteration 6: (EM) log likelihood = -31860.238
Iteration 7: (EM) log likelihood = -31311.258
Iteration 8: (EM) log likelihood = -30917.76
Iteration 9: (EM) log likelihood = -30634.42
Iteration 10: (EM) log likelihood = -30425.811
Iteration 11: (EM) log likelihood = -30261.063
Iteration 12: (EM) log likelihood = -30124.701
Iteration 13: (EM) log likelihood = -30005.089
Iteration 14: (EM) log likelihood = -29896.27
Iteration 15: (EM) log likelihood = -29796.265
Iteration 16: (EM) log likelihood = -29701.451
Iteration 17: (EM) log likelihood = -29611.827
Iteration 18: (EM) log likelihood = -29531.103
Iteration 19: (EM) log likelihood = -29453.587
Iteration 20: (EM) log likelihood = -29375.855
Iteration 21: (EM) log likelihood = -29298.392
Iteration 22: (EM) log likelihood = -29225.445
Iteration 23: (EM) log likelihood = -29152.625
Iteration 24: (EM) log likelihood = -29085.141
Iteration 25: (EM) log likelihood = -29020.925
Iteration 26: (EM) log likelihood = -28962.013
Iteration 27: (EM) log likelihood = -28908.098
Iteration 28: (EM) log likelihood = -28867.092
Iteration 29: (EM) log likelihood = -28833.612
Iteration 30: (EM) log likelihood = -28807.086
Iteration 31: (EM) log likelihood = -28786.179
Iteration 32: (EM) log likelihood = -28766.58
Iteration 33: (EM) log likelihood = -28750.757
Iteration 34: (EM) log likelihood = -28738.262
Iteration 35: (EM) log likelihood = -28724.66
Iteration 36: (EM) log likelihood = -28711.478
Iteration 37: (EM) log likelihood = -28696.776
Iteration 38: (EM) log likelihood = -28681.75
Iteration 39: (EM) log likelihood = -28665.723
Iteration 40: (EM) log likelihood = -28651.275
Iteration 41: (EM) log likelihood = -28633.955
Iteration 42: (EM) log likelihood = -28617.373
Iteration 43: (EM) log likelihood = -28600.64
Iteration 44: (EM) log likelihood = -28588.828
Iteration 45: (EM) log likelihood = -28576.43
Iteration 46: (EM) log likelihood = -28562.329
Iteration 47: (EM) log likelihood = -28549.739
Iteration 48: (EM) log likelihood = -28539.715
Iteration 49: (EM) log likelihood = -28528.187
Iteration 50: (EM) log likelihood = -28518.154
Iteration 51: (EM) log likelihood = -28510.507
Iteration 52: (EM) log likelihood = -28501.796
Iteration 53: (EM) log likelihood = -28493.137
Iteration 54: (EM) log likelihood = -28486.543
Iteration 55: (EM) log likelihood = -28479.068
Iteration 56: (EM) log likelihood = -28472.749
Iteration 57: (EM) log likelihood = -28464.826
Iteration 58: (EM) log likelihood = -28459.512
Iteration 59: (EM) log likelihood = -28451.914
Iteration 60: (EM) log likelihood = -28444.385
Iteration 61: (EM) log likelihood = -28437.342
Iteration 62: (EM) log likelihood = -28430.585
Iteration 63: (EM) log likelihood = -28422.429
Iteration 64: (EM) log likelihood = -28416.433
Iteration 65: (EM) log likelihood = -28410.8
Iteration 66: (EM) log likelihood = -28403.935
Iteration 67: (EM) log likelihood = -28397.832
Iteration 68: (EM) log likelihood = -28391.684
Iteration 69: (EM) log likelihood = -28386.973
Iteration 70: (EM) log likelihood = -28378.729
Iteration 71: (EM) log likelihood = -28373.781
Iteration 72: (EM) log likelihood = -28370.064
Iteration 73: (EM) log likelihood = -28366.427
Iteration 74: (EM) log likelihood = -28361.959
Iteration 75: (EM) log likelihood = -28359.117
Iteration 76: (EM) log likelihood = -28355.537
Iteration 77: (EM) log likelihood = -28353.267
Iteration 78: (EM) log likelihood = -28349.305
Iteration 79: (EM) log likelihood = -28346.978
Iteration 80: (EM) log likelihood = -28344.855
Iteration 81: (EM) log likelihood = -28343.248
Iteration 82: (EM) log likelihood = -28341.256
Iteration 83: (EM) log likelihood = -28339.131
Iteration 84: (EM) log likelihood = -28337.171
Iteration 85: (EM) log likelihood = -28335.514
Iteration 86: (EM) log likelihood = -28333.601
Iteration 87: (EM) log likelihood = -28331.663
Iteration 88: (EM) log likelihood = -28330.575
Iteration 89: (EM) log likelihood = -28328.093
Iteration 90: (EM) log likelihood = -28325.718
Iteration 91: (EM) log likelihood = -28324.393
Iteration 92: (EM) log likelihood = -28321.966
Iteration 93: (EM) log likelihood = -28320.99
Iteration 94: (EM) log likelihood = -28319.34
Iteration 95: (EM) log likelihood = -28317.406
Iteration 96: (EM) log likelihood = -28316.028
Iteration 97: (EM) log likelihood = -28314.397
Iteration 98: (EM) log likelihood = -28312.99
Iteration 99: (EM) log likelihood = -28310.616
Iteration 100: (EM) log likelihood = -28309.33
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0529
Iteration 1: (class) log likelihood = -7371.0529
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29887.647
Iteration 1: (outcome) log likelihood = -29010.681
Iteration 2: (outcome) log likelihood = -28858.798
Iteration 3: (outcome) log likelihood = -28825.942
Iteration 4: (outcome) log likelihood = -28820.007
Iteration 5: (outcome) log likelihood = -28818.651
Iteration 6: (outcome) log likelihood = -28818.392
Iteration 7: (outcome) log likelihood = -28818.333
Iteration 8: (outcome) log likelihood = -28818.32
Iteration 9: (outcome) log likelihood = -28818.316
Iteration 10: (outcome) log likelihood = -28818.316 (not concave)
Iteration 11: (outcome) log likelihood = -28818.316 (not concave)
Iteration 12: (outcome) log likelihood = -28818.316 (not concave)
Iteration 13: (outcome) log likelihood = -28818.316 (not concave)
Iteration 14: (outcome) log likelihood = -28818.316 (not concave)
Iteration 15: (outcome) log likelihood = -28818.316 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36130.444
Iteration 1: (EM) log likelihood = -35966.783
Iteration 2: (EM) log likelihood = -35595.932
Iteration 3: (EM) log likelihood = -34823.828
Iteration 4: (EM) log likelihood = -33662.38
Iteration 5: (EM) log likelihood = -32634.39
Iteration 6: (EM) log likelihood = -31885.445
Iteration 7: (EM) log likelihood = -31358.573
Iteration 8: (EM) log likelihood = -30976.96
Iteration 9: (EM) log likelihood = -30682.5
Iteration 10: (EM) log likelihood = -30441.419
Iteration 11: (EM) log likelihood = -30228.069
Iteration 12: (EM) log likelihood = -30023.853
Iteration 13: (EM) log likelihood = -29839.264
Iteration 14: (EM) log likelihood = -29682.063
Iteration 15: (EM) log likelihood = -29550.016
Iteration 16: (EM) log likelihood = -29438.734
Iteration 17: (EM) log likelihood = -29342.415
Iteration 18: (EM) log likelihood = -29256.63
Iteration 19: (EM) log likelihood = -29181.64
Iteration 20: (EM) log likelihood = -29117.407
Iteration 21: (EM) log likelihood = -29063.183
Iteration 22: (EM) log likelihood = -29017.223
Iteration 23: (EM) log likelihood = -28977.527
Iteration 24: (EM) log likelihood = -28936.12
Iteration 25: (EM) log likelihood = -28905.947
Iteration 26: (EM) log likelihood = -28880.657
Iteration 27: (EM) log likelihood = -28857.309
Iteration 28: (EM) log likelihood = -28835.214
Iteration 29: (EM) log likelihood = -28813.912
Iteration 30: (EM) log likelihood = -28793.106
Iteration 31: (EM) log likelihood = -28771.297
Iteration 32: (EM) log likelihood = -28749.579
Iteration 33: (EM) log likelihood = -28727.931
Iteration 34: (EM) log likelihood = -28709.259
Iteration 35: (EM) log likelihood = -28691.88
Iteration 36: (EM) log likelihood = -28674.71
Iteration 37: (EM) log likelihood = -28661.533
Iteration 38: (EM) log likelihood = -28649.027
Iteration 39: (EM) log likelihood = -28638.204
Iteration 40: (EM) log likelihood = -28628.594
Iteration 41: (EM) log likelihood = -28619.276
Iteration 42: (EM) log likelihood = -28610.959
Iteration 43: (EM) log likelihood = -28600.26
Iteration 44: (EM) log likelihood = -28592.87
Iteration 45: (EM) log likelihood = -28585.868
Iteration 46: (EM) log likelihood = -28579.456
Iteration 47: (EM) log likelihood = -28571.862
Iteration 48: (EM) log likelihood = -28566.417
Iteration 49: (EM) log likelihood = -28560.443
Iteration 50: (EM) log likelihood = -28554.038
Iteration 51: (EM) log likelihood = -28547.588
Iteration 52: (EM) log likelihood = -28542.569
Iteration 53: (EM) log likelihood = -28537.345
Iteration 54: (EM) log likelihood = -28530.303
Iteration 55: (EM) log likelihood = -28524.369
Iteration 56: (EM) log likelihood = -28519.593
Iteration 57: (EM) log likelihood = -28514.828
Iteration 58: (EM) log likelihood = -28510.324
Iteration 59: (EM) log likelihood = -28505.779
Iteration 60: (EM) log likelihood = -28501.881
Iteration 61: (EM) log likelihood = -28498.033
Iteration 62: (EM) log likelihood = -28493.984
Iteration 63: (EM) log likelihood = -28489.244
Iteration 64: (EM) log likelihood = -28485.148
Iteration 65: (EM) log likelihood = -28479.253
Iteration 66: (EM) log likelihood = -28475.087
Iteration 67: (EM) log likelihood = -28470.889
Iteration 68: (EM) log likelihood = -28467.118
Iteration 69: (EM) log likelihood = -28463.414
Iteration 70: (EM) log likelihood = -28459.577
Iteration 71: (EM) log likelihood = -28455.232
Iteration 72: (EM) log likelihood = -28451.667
Iteration 73: (EM) log likelihood = -28448.151
Iteration 74: (EM) log likelihood = -28444.607
Iteration 75: (EM) log likelihood = -28439.942
Iteration 76: (EM) log likelihood = -28434.947
Iteration 77: (EM) log likelihood = -28431.469
Iteration 78: (EM) log likelihood = -28427.621
Iteration 79: (EM) log likelihood = -28422.631
Iteration 80: (EM) log likelihood = -28417.519
Iteration 81: (EM) log likelihood = -28412.974
Iteration 82: (EM) log likelihood = -28407.957
Iteration 83: (EM) log likelihood = -28404.261
Iteration 84: (EM) log likelihood = -28397.909
Iteration 85: (EM) log likelihood = -28393.011
Iteration 86: (EM) log likelihood = -28389.702
Iteration 87: (EM) log likelihood = -28385.722
Iteration 88: (EM) log likelihood = -28381.975
Iteration 89: (EM) log likelihood = -28376.816
Iteration 90: (EM) log likelihood = -28373.102
Iteration 91: (EM) log likelihood = -28369.202
Iteration 92: (EM) log likelihood = -28366.025
Iteration 93: (EM) log likelihood = -28361.295
Iteration 94: (EM) log likelihood = -28358.452
Iteration 95: (EM) log likelihood = -28354.029
Iteration 96: (EM) log likelihood = -28349.691
Iteration 97: (EM) log likelihood = -28346.25
Iteration 98: (EM) log likelihood = -28342.966
Iteration 99: (EM) log likelihood = -28339.751
Iteration 100: (EM) log likelihood = -28335.731
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0847
Iteration 1: (class) log likelihood = -7371.0847
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29296.009
Iteration 1: (outcome) log likelihood = -29051.381
Iteration 2: (outcome) log likelihood = -28854.118
Iteration 3: (outcome) log likelihood = -28832.828
Iteration 4: (outcome) log likelihood = -28830.115
Iteration 5: (outcome) log likelihood = -28829.643
Iteration 6: (outcome) log likelihood = -28829.552
Iteration 7: (outcome) log likelihood = -28829.532
Iteration 8: (outcome) log likelihood = -28829.528
Iteration 9: (outcome) log likelihood = -28829.526
Iteration 10: (outcome) log likelihood = -28829.526 (not concave)
Iteration 11: (outcome) log likelihood = -28829.526 (not concave)
Iteration 12: (outcome) log likelihood = -28829.526 (not concave)
Iteration 13: (outcome) log likelihood = -28829.526 (not concave)
Iteration 14: (outcome) log likelihood = -28829.526 (not concave)
Iteration 15: (outcome) log likelihood = -28829.526 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36127.273
Iteration 1: (EM) log likelihood = -35908.448
Iteration 2: (EM) log likelihood = -35458.335
Iteration 3: (EM) log likelihood = -34706.741
Iteration 4: (EM) log likelihood = -33736.15
Iteration 5: (EM) log likelihood = -32867.298
Iteration 6: (EM) log likelihood = -32156.072
Iteration 7: (EM) log likelihood = -31557.799
Iteration 8: (EM) log likelihood = -31099.288
Iteration 9: (EM) log likelihood = -30775.708
Iteration 10: (EM) log likelihood = -30549.569
Iteration 11: (EM) log likelihood = -30386.96
Iteration 12: (EM) log likelihood = -30263.04
Iteration 13: (EM) log likelihood = -30160.597
Iteration 14: (EM) log likelihood = -30071.102
Iteration 15: (EM) log likelihood = -29994.858
Iteration 16: (EM) log likelihood = -29925.452
Iteration 17: (EM) log likelihood = -29858.502
Iteration 18: (EM) log likelihood = -29797.848
Iteration 19: (EM) log likelihood = -29745.91
Iteration 20: (EM) log likelihood = -29695.181
Iteration 21: (EM) log likelihood = -29642.223
Iteration 22: (EM) log likelihood = -29586.538
Iteration 23: (EM) log likelihood = -29533.957
Iteration 24: (EM) log likelihood = -29483.825
Iteration 25: (EM) log likelihood = -29437.528
Iteration 26: (EM) log likelihood = -29391.67
Iteration 27: (EM) log likelihood = -29350.151
Iteration 28: (EM) log likelihood = -29306.833
Iteration 29: (EM) log likelihood = -29268.963
Iteration 30: (EM) log likelihood = -29229.169
Iteration 31: (EM) log likelihood = -29191.354
Iteration 32: (EM) log likelihood = -29152.349
Iteration 33: (EM) log likelihood = -29119.162
Iteration 34: (EM) log likelihood = -29086.086
Iteration 35: (EM) log likelihood = -29052.225
Iteration 36: (EM) log likelihood = -29021.911
Iteration 37: (EM) log likelihood = -28993.177
Iteration 38: (EM) log likelihood = -28965.346
Iteration 39: (EM) log likelihood = -28940.672
Iteration 40: (EM) log likelihood = -28916.439
Iteration 41: (EM) log likelihood = -28892.298
Iteration 42: (EM) log likelihood = -28870.707
Iteration 43: (EM) log likelihood = -28851.718
Iteration 44: (EM) log likelihood = -28832.494
Iteration 45: (EM) log likelihood = -28813.982
Iteration 46: (EM) log likelihood = -28796.862
Iteration 47: (EM) log likelihood = -28778.274
Iteration 48: (EM) log likelihood = -28757.63
Iteration 49: (EM) log likelihood = -28738.594
Iteration 50: (EM) log likelihood = -28721.369
Iteration 51: (EM) log likelihood = -28702.696
Iteration 52: (EM) log likelihood = -28680.349
Iteration 53: (EM) log likelihood = -28661.044
Iteration 54: (EM) log likelihood = -28642.954
Iteration 55: (EM) log likelihood = -28625.303
Iteration 56: (EM) log likelihood = -28607.177
Iteration 57: (EM) log likelihood = -28589.342
Iteration 58: (EM) log likelihood = -28572.177
Iteration 59: (EM) log likelihood = -28555.402
Iteration 60: (EM) log likelihood = -28532.967
Iteration 61: (EM) log likelihood = -28514.399
Iteration 62: (EM) log likelihood = -28495.658
Iteration 63: (EM) log likelihood = -28476.991
Iteration 64: (EM) log likelihood = -28458.298
Iteration 65: (EM) log likelihood = -28438.832
Iteration 66: (EM) log likelihood = -28418.01
Iteration 67: (EM) log likelihood = -28394.001
Iteration 68: (EM) log likelihood = -28373.636
Iteration 69: (EM) log likelihood = -28351.967
Iteration 70: (EM) log likelihood = -28332.348
Iteration 71: (EM) log likelihood = -28309.235
Iteration 72: (EM) log likelihood = -28288.947
Iteration 73: (EM) log likelihood = -28269.08
Iteration 74: (EM) log likelihood = -28251.458
Iteration 75: (EM) log likelihood = -28235.728
Iteration 76: (EM) log likelihood = -28219.665
Iteration 77: (EM) log likelihood = -28204.889
Iteration 78: (EM) log likelihood = -28190.185
Iteration 79: (EM) log likelihood = -28179.467
Iteration 80: (EM) log likelihood = -28168.66
Iteration 81: (EM) log likelihood = -28159.586
Iteration 82: (EM) log likelihood = -28151.515
Iteration 83: (EM) log likelihood = -28143.596
Iteration 84: (EM) log likelihood = -28137.374
Iteration 85: (EM) log likelihood = -28132.838
Iteration 86: (EM) log likelihood = -28125.19
Iteration 87: (EM) log likelihood = -28119.981
Iteration 88: (EM) log likelihood = -28115.891
Iteration 89: (EM) log likelihood = -28113.089
Iteration 90: (EM) log likelihood = -28109.595
Iteration 91: (EM) log likelihood = -28106.48
Iteration 92: (EM) log likelihood = -28104.783
Iteration 93: (EM) log likelihood = -28102.014
Iteration 94: (EM) log likelihood = -28098.962
Iteration 95: (EM) log likelihood = -28096.059
Iteration 96: (EM) log likelihood = -28096.03
Iteration 97: (EM) log likelihood = -28094.128
Iteration 98: (EM) log likelihood = -28091.321
Iteration 99: (EM) log likelihood = -28089.443
Iteration 100: (EM) log likelihood = -28089.352
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.7792
Iteration 1: (class) log likelihood = -7372.7792
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29650.537
Iteration 1: (outcome) log likelihood = -29019.786
Iteration 2: (outcome) log likelihood = -28855.734
Iteration 3: (outcome) log likelihood = -28830.026
Iteration 4: (outcome) log likelihood = -28824.898
Iteration 5: (outcome) log likelihood = -28823.79
Iteration 6: (outcome) log likelihood = -28823.558
Iteration 7: (outcome) log likelihood = -28823.52
Iteration 8: (outcome) log likelihood = -28823.511
Iteration 9: (outcome) log likelihood = -28823.509
Iteration 10: (outcome) log likelihood = -28823.508 (not concave)
Iteration 11: (outcome) log likelihood = -28823.508 (not concave)
Iteration 12: (outcome) log likelihood = -28823.508 (not concave)
Iteration 13: (outcome) log likelihood = -28823.508 (not concave)
Iteration 14: (outcome) log likelihood = -28823.508 (not concave)
Iteration 15: (outcome) log likelihood = -28823.508 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36138.798
Iteration 1: (EM) log likelihood = -35961.781
Iteration 2: (EM) log likelihood = -35508.533
Iteration 3: (EM) log likelihood = -34604.058
Iteration 4: (EM) log likelihood = -33509.896
Iteration 5: (EM) log likelihood = -32647.161
Iteration 6: (EM) log likelihood = -31975.963
Iteration 7: (EM) log likelihood = -31421.456
Iteration 8: (EM) log likelihood = -30981.917
Iteration 9: (EM) log likelihood = -30649.626
Iteration 10: (EM) log likelihood = -30425.045
Iteration 11: (EM) log likelihood = -30267.525
Iteration 12: (EM) log likelihood = -30143.64
Iteration 13: (EM) log likelihood = -30030.543
Iteration 14: (EM) log likelihood = -29925.175
Iteration 15: (EM) log likelihood = -29817.386
Iteration 16: (EM) log likelihood = -29704.815
Iteration 17: (EM) log likelihood = -29605.859
Iteration 18: (EM) log likelihood = -29517.499
Iteration 19: (EM) log likelihood = -29440.534
Iteration 20: (EM) log likelihood = -29376.011
Iteration 21: (EM) log likelihood = -29326.864
Iteration 22: (EM) log likelihood = -29290.175
Iteration 23: (EM) log likelihood = -29258.368
Iteration 24: (EM) log likelihood = -29229.761
Iteration 25: (EM) log likelihood = -29199.284
Iteration 26: (EM) log likelihood = -29173.757
Iteration 27: (EM) log likelihood = -29146.12
Iteration 28: (EM) log likelihood = -29116.537
Iteration 29: (EM) log likelihood = -29086.799
Iteration 30: (EM) log likelihood = -29045.707
Iteration 31: (EM) log likelihood = -29017.002
Iteration 32: (EM) log likelihood = -28987.105
Iteration 33: (EM) log likelihood = -28959.421
Iteration 34: (EM) log likelihood = -28933.458
Iteration 35: (EM) log likelihood = -28908.753
Iteration 36: (EM) log likelihood = -28884.322
Iteration 37: (EM) log likelihood = -28859.477
Iteration 38: (EM) log likelihood = -28833.652
Iteration 39: (EM) log likelihood = -28808.541
Iteration 40: (EM) log likelihood = -28783.367
Iteration 41: (EM) log likelihood = -28757.747
Iteration 42: (EM) log likelihood = -28731.073
Iteration 43: (EM) log likelihood = -28705.094
Iteration 44: (EM) log likelihood = -28680.004
Iteration 45: (EM) log likelihood = -28655.915
Iteration 46: (EM) log likelihood = -28629.345
Iteration 47: (EM) log likelihood = -28606.364
Iteration 48: (EM) log likelihood = -28584.138
Iteration 49: (EM) log likelihood = -28560.801
Iteration 50: (EM) log likelihood = -28540.413
Iteration 51: (EM) log likelihood = -28521.013
Iteration 52: (EM) log likelihood = -28497.847
Iteration 53: (EM) log likelihood = -28482.234
Iteration 54: (EM) log likelihood = -28466.428
Iteration 55: (EM) log likelihood = -28449.581
Iteration 56: (EM) log likelihood = -28438.505
Iteration 57: (EM) log likelihood = -28429.13
Iteration 58: (EM) log likelihood = -28421.184
Iteration 59: (EM) log likelihood = -28413.971
Iteration 60: (EM) log likelihood = -28407.078
Iteration 61: (EM) log likelihood = -28401.261
Iteration 62: (EM) log likelihood = -28395.158
Iteration 63: (EM) log likelihood = -28390.741
Iteration 64: (EM) log likelihood = -28385.714
Iteration 65: (EM) log likelihood = -28380.364
Iteration 66: (EM) log likelihood = -28376.324
Iteration 67: (EM) log likelihood = -28372.495
Iteration 68: (EM) log likelihood = -28369.085
Iteration 69: (EM) log likelihood = -28366.554
Iteration 70: (EM) log likelihood = -28364.266
Iteration 71: (EM) log likelihood = -28360.695
Iteration 72: (EM) log likelihood = -28358.305
Iteration 73: (EM) log likelihood = -28356.418
Iteration 74: (EM) log likelihood = -28354.108
Iteration 75: (EM) log likelihood = -28352.225
Iteration 76: (EM) log likelihood = -28350.483
Iteration 77: (EM) log likelihood = -28349.182
Iteration 78: (EM) log likelihood = -28347.913
Iteration 79: (EM) log likelihood = -28346.693
Iteration 80: (EM) log likelihood = -28345.724
Iteration 81: (EM) log likelihood = -28344.892
Iteration 82: (EM) log likelihood = -28344.064
Iteration 83: (EM) log likelihood = -28343.527
Iteration 84: (EM) log likelihood = -28342.016
Iteration 85: (EM) log likelihood = -28341.36
Iteration 86: (EM) log likelihood = -28340.335
Iteration 87: (EM) log likelihood = -28339.542
Iteration 88: (EM) log likelihood = -28338.753
Iteration 89: (EM) log likelihood = -28336.937
Iteration 90: (EM) log likelihood = -28336.81
Iteration 91: (EM) log likelihood = -28334.947
Iteration 92: (EM) log likelihood = -28333.028
Iteration 93: (EM) log likelihood = -28331.911
Iteration 94: (EM) log likelihood = -28330.342
Iteration 95: (EM) log likelihood = -28329.065
Iteration 96: (EM) log likelihood = -28326.497
Iteration 97: (EM) log likelihood = -28326.054
Iteration 98: (EM) log likelihood = -28325.01
Iteration 99: (EM) log likelihood = -28323.984
Iteration 100: (EM) log likelihood = -28323.038
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.2475
Iteration 1: (class) log likelihood = -7369.2475
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29452.153
Iteration 1: (outcome) log likelihood = -28969.224
Iteration 2: (outcome) log likelihood = -28849.098
Iteration 3: (outcome) log likelihood = -28827.042
Iteration 4: (outcome) log likelihood = -28823.937
Iteration 5: (outcome) log likelihood = -28823.399
Iteration 6: (outcome) log likelihood = -28823.267
Iteration 7: (outcome) log likelihood = -28823.241
Iteration 8: (outcome) log likelihood = -28823.237
Iteration 9: (outcome) log likelihood = -28823.236
Iteration 10: (outcome) log likelihood = -28823.236 (not concave)
Iteration 11: (outcome) log likelihood = -28823.236 (not concave)
Iteration 12: (outcome) log likelihood = -28823.235 (not concave)
Iteration 13: (outcome) log likelihood = -28823.235 (not concave)
Iteration 14: (outcome) log likelihood = -28823.235 (not concave)
Iteration 15: (outcome) log likelihood = -28823.235 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36122.711
Iteration 1: (EM) log likelihood = -35882.672
Iteration 2: (EM) log likelihood = -35220.388
Iteration 3: (EM) log likelihood = -34076.605
Iteration 4: (EM) log likelihood = -32951.704
Iteration 5: (EM) log likelihood = -32095.509
Iteration 6: (EM) log likelihood = -31491.26
Iteration 7: (EM) log likelihood = -31054.621
Iteration 8: (EM) log likelihood = -30699.411
Iteration 9: (EM) log likelihood = -30384.463
Iteration 10: (EM) log likelihood = -30113.965
Iteration 11: (EM) log likelihood = -29893.17
Iteration 12: (EM) log likelihood = -29716.984
Iteration 13: (EM) log likelihood = -29582.011
Iteration 14: (EM) log likelihood = -29481.479
Iteration 15: (EM) log likelihood = -29403.252
Iteration 16: (EM) log likelihood = -29342.452
Iteration 17: (EM) log likelihood = -29292.364
Iteration 18: (EM) log likelihood = -29250.35
Iteration 19: (EM) log likelihood = -29217.27
Iteration 20: (EM) log likelihood = -29190.723
Iteration 21: (EM) log likelihood = -29168.467
Iteration 22: (EM) log likelihood = -29148.616
Iteration 23: (EM) log likelihood = -29124.414
Iteration 24: (EM) log likelihood = -29097.08
Iteration 25: (EM) log likelihood = -29072.784
Iteration 26: (EM) log likelihood = -29050.719
Iteration 27: (EM) log likelihood = -29031.946
Iteration 28: (EM) log likelihood = -29013.325
Iteration 29: (EM) log likelihood = -28994.082
Iteration 30: (EM) log likelihood = -28973.188
Iteration 31: (EM) log likelihood = -28948.48
Iteration 32: (EM) log likelihood = -28926.651
Iteration 33: (EM) log likelihood = -28902.346
Iteration 34: (EM) log likelihood = -28877.94
Iteration 35: (EM) log likelihood = -28852.927
Iteration 36: (EM) log likelihood = -28824.448
Iteration 37: (EM) log likelihood = -28792.197
Iteration 38: (EM) log likelihood = -28760.978
Iteration 39: (EM) log likelihood = -28728.805
Iteration 40: (EM) log likelihood = -28698.724
Iteration 41: (EM) log likelihood = -28670.36
Iteration 42: (EM) log likelihood = -28644.437
Iteration 43: (EM) log likelihood = -28622.067
Iteration 44: (EM) log likelihood = -28600.509
Iteration 45: (EM) log likelihood = -28577.666
Iteration 46: (EM) log likelihood = -28555.674
Iteration 47: (EM) log likelihood = -28533.751
Iteration 48: (EM) log likelihood = -28513.845
Iteration 49: (EM) log likelihood = -28492.754
Iteration 50: (EM) log likelihood = -28468.071
Iteration 51: (EM) log likelihood = -28442.8
Iteration 52: (EM) log likelihood = -28421.214
Iteration 53: (EM) log likelihood = -28394.97
Iteration 54: (EM) log likelihood = -28375.142
Iteration 55: (EM) log likelihood = -28359.395
Iteration 56: (EM) log likelihood = -28342.766
Iteration 57: (EM) log likelihood = -28324.898
Iteration 58: (EM) log likelihood = -28309.544
Iteration 59: (EM) log likelihood = -28293.671
Iteration 60: (EM) log likelihood = -28280.544
Iteration 61: (EM) log likelihood = -28270.898
Iteration 62: (EM) log likelihood = -28260.529
Iteration 63: (EM) log likelihood = -28252.928
Iteration 64: (EM) log likelihood = -28244.896
Iteration 65: (EM) log likelihood = -28236.213
Iteration 66: (EM) log likelihood = -28230.917
Iteration 67: (EM) log likelihood = -28223.691
Iteration 68: (EM) log likelihood = -28219.778
Iteration 69: (EM) log likelihood = -28216.346
Iteration 70: (EM) log likelihood = -28210.931
Iteration 71: (EM) log likelihood = -28203.223
Iteration 72: (EM) log likelihood = -28196.155
Iteration 73: (EM) log likelihood = -28191.292
Iteration 74: (EM) log likelihood = -28187.598
Iteration 75: (EM) log likelihood = -28184.433
Iteration 76: (EM) log likelihood = -28182.214
Iteration 77: (EM) log likelihood = -28178.782
Iteration 78: (EM) log likelihood = -28175.686
Iteration 79: (EM) log likelihood = -28174.096
Iteration 80: (EM) log likelihood = -28172.895
Iteration 81: (EM) log likelihood = -28171.283
Iteration 82: (EM) log likelihood = -28167.167
Iteration 83: (EM) log likelihood = -28162.076
Iteration 84: (EM) log likelihood = -28158.314
Iteration 85: (EM) log likelihood = -28154.643
Iteration 86: (EM) log likelihood = -28151.245
Iteration 87: (EM) log likelihood = -28149.316
Iteration 88: (EM) log likelihood = -28142.809
Iteration 89: (EM) log likelihood = -28139.977
Iteration 90: (EM) log likelihood = -28138.169
Iteration 91: (EM) log likelihood = -28136.145
Iteration 92: (EM) log likelihood = -28134.547
Iteration 93: (EM) log likelihood = -28133.706
Iteration 94: (EM) log likelihood = -28132.005
Iteration 95: (EM) log likelihood = -28129.002
Iteration 96: (EM) log likelihood = -28124.077
Iteration 97: (EM) log likelihood = -28120.516
Iteration 98: (EM) log likelihood = -28118.754
Iteration 99: (EM) log likelihood = -28117.082
Iteration 100: (EM) log likelihood = -28114.865
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.318
Iteration 1: (class) log likelihood = -7372.318
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29897.253
Iteration 1: (outcome) log likelihood = -29084.884
Iteration 2: (outcome) log likelihood = -28875.335
Iteration 3: (outcome) log likelihood = -28837.59
Iteration 4: (outcome) log likelihood = -28831.152
Iteration 5: (outcome) log likelihood = -28829.863
Iteration 6: (outcome) log likelihood = -28829.57
Iteration 7: (outcome) log likelihood = -28829.498
Iteration 8: (outcome) log likelihood = -28829.484
Iteration 9: (outcome) log likelihood = -28829.482
Iteration 10: (outcome) log likelihood = -28829.481 (not concave)
Iteration 11: (outcome) log likelihood = -28829.481 (not concave)
Iteration 12: (outcome) log likelihood = -28829.481 (not concave)
Iteration 13: (outcome) log likelihood = -28829.481 (not concave)
Iteration 14: (outcome) log likelihood = -28829.481 (not concave)
Iteration 15: (outcome) log likelihood = -28829.481 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36151.695
Iteration 1: (EM) log likelihood = -36005.555
Iteration 2: (EM) log likelihood = -35658.229
Iteration 3: (EM) log likelihood = -34969.808
Iteration 4: (EM) log likelihood = -33986.36
Iteration 5: (EM) log likelihood = -33092.872
Iteration 6: (EM) log likelihood = -32376.794
Iteration 7: (EM) log likelihood = -31757.538
Iteration 8: (EM) log likelihood = -31248.268
Iteration 9: (EM) log likelihood = -30873.592
Iteration 10: (EM) log likelihood = -30597.718
Iteration 11: (EM) log likelihood = -30384.472
Iteration 12: (EM) log likelihood = -30211.78
Iteration 13: (EM) log likelihood = -30060.716
Iteration 14: (EM) log likelihood = -29940.751
Iteration 15: (EM) log likelihood = -29834.312
Iteration 16: (EM) log likelihood = -29737.256
Iteration 17: (EM) log likelihood = -29647.374
Iteration 18: (EM) log likelihood = -29564.09
Iteration 19: (EM) log likelihood = -29491.705
Iteration 20: (EM) log likelihood = -29428.767
Iteration 21: (EM) log likelihood = -29373.355
Iteration 22: (EM) log likelihood = -29323.7
Iteration 23: (EM) log likelihood = -29280.654
Iteration 24: (EM) log likelihood = -29238.093
Iteration 25: (EM) log likelihood = -29202.713
Iteration 26: (EM) log likelihood = -29168.732
Iteration 27: (EM) log likelihood = -29138.652
Iteration 28: (EM) log likelihood = -29111.703
Iteration 29: (EM) log likelihood = -29087.837
Iteration 30: (EM) log likelihood = -29064.217
Iteration 31: (EM) log likelihood = -29041.248
Iteration 32: (EM) log likelihood = -29017.88
Iteration 33: (EM) log likelihood = -28996.016
Iteration 34: (EM) log likelihood = -28975.284
Iteration 35: (EM) log likelihood = -28952.133
Iteration 36: (EM) log likelihood = -28930.557
Iteration 37: (EM) log likelihood = -28906.348
Iteration 38: (EM) log likelihood = -28883.327
Iteration 39: (EM) log likelihood = -28856.889
Iteration 40: (EM) log likelihood = -28830.948
Iteration 41: (EM) log likelihood = -28804.136
Iteration 42: (EM) log likelihood = -28775.183
Iteration 43: (EM) log likelihood = -28748.176
Iteration 44: (EM) log likelihood = -28723.855
Iteration 45: (EM) log likelihood = -28702.571
Iteration 46: (EM) log likelihood = -28678.871
Iteration 47: (EM) log likelihood = -28659.684
Iteration 48: (EM) log likelihood = -28639.731
Iteration 49: (EM) log likelihood = -28622.386
Iteration 50: (EM) log likelihood = -28607.347
Iteration 51: (EM) log likelihood = -28594.448
Iteration 52: (EM) log likelihood = -28581.373
Iteration 53: (EM) log likelihood = -28569.603
Iteration 54: (EM) log likelihood = -28558.729
Iteration 55: (EM) log likelihood = -28548.901
Iteration 56: (EM) log likelihood = -28538.717
Iteration 57: (EM) log likelihood = -28529.674
Iteration 58: (EM) log likelihood = -28521.646
Iteration 59: (EM) log likelihood = -28513.924
Iteration 60: (EM) log likelihood = -28506.109
Iteration 61: (EM) log likelihood = -28498.429
Iteration 62: (EM) log likelihood = -28490.678
Iteration 63: (EM) log likelihood = -28484.527
Iteration 64: (EM) log likelihood = -28479.835
Iteration 65: (EM) log likelihood = -28474.864
Iteration 66: (EM) log likelihood = -28469.999
Iteration 67: (EM) log likelihood = -28466.27
Iteration 68: (EM) log likelihood = -28463.158
Iteration 69: (EM) log likelihood = -28460.574
Iteration 70: (EM) log likelihood = -28456.8
Iteration 71: (EM) log likelihood = -28453.955
Iteration 72: (EM) log likelihood = -28451.349
Iteration 73: (EM) log likelihood = -28448.943
Iteration 74: (EM) log likelihood = -28446.696
Iteration 75: (EM) log likelihood = -28444.414
Iteration 76: (EM) log likelihood = -28442.651
Iteration 77: (EM) log likelihood = -28441.37
Iteration 78: (EM) log likelihood = -28440.51
Iteration 79: (EM) log likelihood = -28438.905
Iteration 80: (EM) log likelihood = -28437.814
Iteration 81: (EM) log likelihood = -28436.761
Iteration 82: (EM) log likelihood = -28435.306
Iteration 83: (EM) log likelihood = -28434.082
Iteration 84: (EM) log likelihood = -28433.279
Iteration 85: (EM) log likelihood = -28432.422
Iteration 86: (EM) log likelihood = -28431.624
Iteration 87: (EM) log likelihood = -28430.85
Iteration 88: (EM) log likelihood = -28430.019
Iteration 89: (EM) log likelihood = -28429.016
Iteration 90: (EM) log likelihood = -28428.212
Iteration 91: (EM) log likelihood = -28427.17
Iteration 92: (EM) log likelihood = -28426.014
Iteration 93: (EM) log likelihood = -28424.865
Iteration 94: (EM) log likelihood = -28423.833
Iteration 95: (EM) log likelihood = -28422.159
Iteration 96: (EM) log likelihood = -28420.265
Iteration 97: (EM) log likelihood = -28417.875
Iteration 98: (EM) log likelihood = -28415.875
Iteration 99: (EM) log likelihood = -28414.188
Iteration 100: (EM) log likelihood = -28412.311
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.5408
Iteration 1: (class) log likelihood = -7370.5408
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29900.781
Iteration 1: (outcome) log likelihood = -29038.635
Iteration 2: (outcome) log likelihood = -28853.836
Iteration 3: (outcome) log likelihood = -28822.91
Iteration 4: (outcome) log likelihood = -28817.174
Iteration 5: (outcome) log likelihood = -28815.741
Iteration 6: (outcome) log likelihood = -28815.498
Iteration 7: (outcome) log likelihood = -28815.441
Iteration 8: (outcome) log likelihood = -28815.428
Iteration 9: (outcome) log likelihood = -28815.425 (not concave)
Iteration 10: (outcome) log likelihood = -28815.425 (not concave)
Iteration 11: (outcome) log likelihood = -28815.425 (not concave)
Iteration 12: (outcome) log likelihood = -28815.425 (not concave)
Iteration 13: (outcome) log likelihood = -28815.425 (not concave)
Iteration 14: (outcome) log likelihood = -28815.425 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36116.697
Iteration 1: (EM) log likelihood = -35892.483
Iteration 2: (EM) log likelihood = -35313.384
Iteration 3: (EM) log likelihood = -34289.488
Iteration 4: (EM) log likelihood = -33176.526
Iteration 5: (EM) log likelihood = -32273.52
Iteration 6: (EM) log likelihood = -31625.35
Iteration 7: (EM) log likelihood = -31172.462
Iteration 8: (EM) log likelihood = -30835.669
Iteration 9: (EM) log likelihood = -30548.438
Iteration 10: (EM) log likelihood = -30292.676
Iteration 11: (EM) log likelihood = -30085.659
Iteration 12: (EM) log likelihood = -29922.793
Iteration 13: (EM) log likelihood = -29794.189
Iteration 14: (EM) log likelihood = -29686.862
Iteration 15: (EM) log likelihood = -29592.067
Iteration 16: (EM) log likelihood = -29510.002
Iteration 17: (EM) log likelihood = -29433.342
Iteration 18: (EM) log likelihood = -29365.086
Iteration 19: (EM) log likelihood = -29299.639
Iteration 20: (EM) log likelihood = -29236.769
Iteration 21: (EM) log likelihood = -29172.808
Iteration 22: (EM) log likelihood = -29110.615
Iteration 23: (EM) log likelihood = -29049.32
Iteration 24: (EM) log likelihood = -28987.39
Iteration 25: (EM) log likelihood = -28927.817
Iteration 26: (EM) log likelihood = -28873.476
Iteration 27: (EM) log likelihood = -28822.068
Iteration 28: (EM) log likelihood = -28771.433
Iteration 29: (EM) log likelihood = -28724.797
Iteration 30: (EM) log likelihood = -28683.818
Iteration 31: (EM) log likelihood = -28647.198
Iteration 32: (EM) log likelihood = -28614.087
Iteration 33: (EM) log likelihood = -28585.804
Iteration 34: (EM) log likelihood = -28560.832
Iteration 35: (EM) log likelihood = -28540.294
Iteration 36: (EM) log likelihood = -28521.128
Iteration 37: (EM) log likelihood = -28503.864
Iteration 38: (EM) log likelihood = -28489.491
Iteration 39: (EM) log likelihood = -28474.63
Iteration 40: (EM) log likelihood = -28460.556
Iteration 41: (EM) log likelihood = -28450.131
Iteration 42: (EM) log likelihood = -28439.714
Iteration 43: (EM) log likelihood = -28430.745
Iteration 44: (EM) log likelihood = -28422.14
Iteration 45: (EM) log likelihood = -28414.268
Iteration 46: (EM) log likelihood = -28408.111
Iteration 47: (EM) log likelihood = -28401.315
Iteration 48: (EM) log likelihood = -28395.584
Iteration 49: (EM) log likelihood = -28389.414
Iteration 50: (EM) log likelihood = -28384.299
Iteration 51: (EM) log likelihood = -28379.813
Iteration 52: (EM) log likelihood = -28375.163
Iteration 53: (EM) log likelihood = -28370.632
Iteration 54: (EM) log likelihood = -28367.883
Iteration 55: (EM) log likelihood = -28364.687
Iteration 56: (EM) log likelihood = -28361.617
Iteration 57: (EM) log likelihood = -28357.503
Iteration 58: (EM) log likelihood = -28353.41
Iteration 59: (EM) log likelihood = -28350.507
Iteration 60: (EM) log likelihood = -28347.569
Iteration 61: (EM) log likelihood = -28343.839
Iteration 62: (EM) log likelihood = -28340.492
Iteration 63: (EM) log likelihood = -28338.287
Iteration 64: (EM) log likelihood = -28335.771
Iteration 65: (EM) log likelihood = -28334.003
Iteration 66: (EM) log likelihood = -28331.993
Iteration 67: (EM) log likelihood = -28329.445
Iteration 68: (EM) log likelihood = -28327.111
Iteration 69: (EM) log likelihood = -28325.047
Iteration 70: (EM) log likelihood = -28321.886
Iteration 71: (EM) log likelihood = -28319.153
Iteration 72: (EM) log likelihood = -28316.781
Iteration 73: (EM) log likelihood = -28314.953
Iteration 74: (EM) log likelihood = -28313.48
Iteration 75: (EM) log likelihood = -28312.031
Iteration 76: (EM) log likelihood = -28306.749
Iteration 77: (EM) log likelihood = -28304.839
Iteration 78: (EM) log likelihood = -28302.734
Iteration 79: (EM) log likelihood = -28300.993
Iteration 80: (EM) log likelihood = -28298.309
Iteration 81: (EM) log likelihood = -28297.202
Iteration 82: (EM) log likelihood = -28296.263
Iteration 83: (EM) log likelihood = -28295.27
Iteration 84: (EM) log likelihood = -28293.852
Iteration 85: (EM) log likelihood = -28292.863
Iteration 86: (EM) log likelihood = -28292.018
Iteration 87: (EM) log likelihood = -28291.021
Iteration 88: (EM) log likelihood = -28289.993
Iteration 89: (EM) log likelihood = -28287.745
Iteration 90: (EM) log likelihood = -28285.138
Iteration 91: (EM) log likelihood = -28284.163
Iteration 92: (EM) log likelihood = -28283.204
Iteration 93: (EM) log likelihood = -28282.089
Iteration 94: (EM) log likelihood = -28281.3
Iteration 95: (EM) log likelihood = -28280.288
Iteration 96: (EM) log likelihood = -28278.347
Iteration 97: (EM) log likelihood = -28277.309
Iteration 98: (EM) log likelihood = -28274.461
Iteration 99: (EM) log likelihood = -28272.769
Iteration 100: (EM) log likelihood = -28270.421
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.0439
Iteration 1: (class) log likelihood = -7372.0439
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29608.296
Iteration 1: (outcome) log likelihood = -29129.781
Iteration 2: (outcome) log likelihood = -28833.568
Iteration 3: (outcome) log likelihood = -28811.309
Iteration 4: (outcome) log likelihood = -28806
Iteration 5: (outcome) log likelihood = -28804.869
Iteration 6: (outcome) log likelihood = -28804.655
Iteration 7: (outcome) log likelihood = -28804.609
Iteration 8: (outcome) log likelihood = -28804.598
Iteration 9: (outcome) log likelihood = -28804.595
Iteration 10: (outcome) log likelihood = -28804.595 (not concave)
Iteration 11: (outcome) log likelihood = -28804.595 (not concave)
Iteration 12: (outcome) log likelihood = -28804.595 (not concave)
Iteration 13: (outcome) log likelihood = -28804.595 (not concave)
Iteration 14: (outcome) log likelihood = -28804.595 (not concave)
Iteration 15: (outcome) log likelihood = -28804.595 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36106.544
Iteration 1: (EM) log likelihood = -35866.601
Iteration 2: (EM) log likelihood = -35192.913
Iteration 3: (EM) log likelihood = -34020.346
Iteration 4: (EM) log likelihood = -33040.246
Iteration 5: (EM) log likelihood = -32435.26
Iteration 6: (EM) log likelihood = -31950.767
Iteration 7: (EM) log likelihood = -31489.357
Iteration 8: (EM) log likelihood = -31069.738
Iteration 9: (EM) log likelihood = -30698.953
Iteration 10: (EM) log likelihood = -30385.219
Iteration 11: (EM) log likelihood = -30125.771
Iteration 12: (EM) log likelihood = -29917.298
Iteration 13: (EM) log likelihood = -29749.398
Iteration 14: (EM) log likelihood = -29615.489
Iteration 15: (EM) log likelihood = -29502.007
Iteration 16: (EM) log likelihood = -29405.617
Iteration 17: (EM) log likelihood = -29324.248
Iteration 18: (EM) log likelihood = -29250.961
Iteration 19: (EM) log likelihood = -29189.04
Iteration 20: (EM) log likelihood = -29139.771
Iteration 21: (EM) log likelihood = -29094.797
Iteration 22: (EM) log likelihood = -29051.001
Iteration 23: (EM) log likelihood = -29014.967
Iteration 24: (EM) log likelihood = -28979.624
Iteration 25: (EM) log likelihood = -28946.312
Iteration 26: (EM) log likelihood = -28916.263
Iteration 27: (EM) log likelihood = -28888.114
Iteration 28: (EM) log likelihood = -28861.522
Iteration 29: (EM) log likelihood = -28833.861
Iteration 30: (EM) log likelihood = -28810.335
Iteration 31: (EM) log likelihood = -28788.68
Iteration 32: (EM) log likelihood = -28767.166
Iteration 33: (EM) log likelihood = -28742.171
Iteration 34: (EM) log likelihood = -28714.112
Iteration 35: (EM) log likelihood = -28685.173
Iteration 36: (EM) log likelihood = -28657.826
Iteration 37: (EM) log likelihood = -28628.011
Iteration 38: (EM) log likelihood = -28598.353
Iteration 39: (EM) log likelihood = -28569
Iteration 40: (EM) log likelihood = -28539.503
Iteration 41: (EM) log likelihood = -28511.176
Iteration 42: (EM) log likelihood = -28480.899
Iteration 43: (EM) log likelihood = -28454.684
Iteration 44: (EM) log likelihood = -28428.527
Iteration 45: (EM) log likelihood = -28402.821
Iteration 46: (EM) log likelihood = -28378.847
Iteration 47: (EM) log likelihood = -28356.875
Iteration 48: (EM) log likelihood = -28340.624
Iteration 49: (EM) log likelihood = -28326.079
Iteration 50: (EM) log likelihood = -28313.824
Iteration 51: (EM) log likelihood = -28302.28
Iteration 52: (EM) log likelihood = -28292.322
Iteration 53: (EM) log likelihood = -28284.208
Iteration 54: (EM) log likelihood = -28276.561
Iteration 55: (EM) log likelihood = -28270.341
Iteration 56: (EM) log likelihood = -28263.96
Iteration 57: (EM) log likelihood = -28259.019
Iteration 58: (EM) log likelihood = -28253.556
Iteration 59: (EM) log likelihood = -28248.938
Iteration 60: (EM) log likelihood = -28245.295
Iteration 61: (EM) log likelihood = -28242.437
Iteration 62: (EM) log likelihood = -28238.359
Iteration 63: (EM) log likelihood = -28235.99
Iteration 64: (EM) log likelihood = -28233.568
Iteration 65: (EM) log likelihood = -28231.158
Iteration 66: (EM) log likelihood = -28229.495
Iteration 67: (EM) log likelihood = -28227.235
Iteration 68: (EM) log likelihood = -28224.707
Iteration 69: (EM) log likelihood = -28222.247
Iteration 70: (EM) log likelihood = -28220.312
Iteration 71: (EM) log likelihood = -28216.634
Iteration 72: (EM) log likelihood = -28215.137
Iteration 73: (EM) log likelihood = -28214.167
Iteration 74: (EM) log likelihood = -28212.31
Iteration 75: (EM) log likelihood = -28210.724
Iteration 76: (EM) log likelihood = -28209.332
Iteration 77: (EM) log likelihood = -28208.148
Iteration 78: (EM) log likelihood = -28207.087
Iteration 79: (EM) log likelihood = -28206.155
Iteration 80: (EM) log likelihood = -28205.206
Iteration 81: (EM) log likelihood = -28204.385
Iteration 82: (EM) log likelihood = -28203.483
Iteration 83: (EM) log likelihood = -28202.36
Iteration 84: (EM) log likelihood = -28198.618
Iteration 85: (EM) log likelihood = -28197.268
Iteration 86: (EM) log likelihood = -28196.23
Iteration 87: (EM) log likelihood = -28195.392
Iteration 88: (EM) log likelihood = -28194.483
Iteration 89: (EM) log likelihood = -28193.103
Iteration 90: (EM) log likelihood = -28192.328
Iteration 91: (EM) log likelihood = -28191.715
Iteration 92: (EM) log likelihood = -28191.054
Iteration 93: (EM) log likelihood = -28190.244
Iteration 94: (EM) log likelihood = -28189.601
Iteration 95: (EM) log likelihood = -28189.182
Iteration 96: (EM) log likelihood = -28188.584
Iteration 97: (EM) log likelihood = -28187.775
Iteration 98: (EM) log likelihood = -28186.765
Iteration 99: (EM) log likelihood = -28184.254
Iteration 100: (EM) log likelihood = -28183.02
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.8019
Iteration 1: (class) log likelihood = -7369.8019
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29295.412
Iteration 1: (outcome) log likelihood = -28993.007
Iteration 2: (outcome) log likelihood = -28864.93
Iteration 3: (outcome) log likelihood = -28845.687
Iteration 4: (outcome) log likelihood = -28842.941
Iteration 5: (outcome) log likelihood = -28842.597
Iteration 6: (outcome) log likelihood = -28842.528
Iteration 7: (outcome) log likelihood = -28842.513
Iteration 8: (outcome) log likelihood = -28842.51
Iteration 9: (outcome) log likelihood = -28842.509
Iteration 10: (outcome) log likelihood = -28842.509 (not concave)
Iteration 11: (outcome) log likelihood = -28842.509 (not concave)
Iteration 12: (outcome) log likelihood = -28842.509 (not concave)
Iteration 13: (outcome) log likelihood = -28842.509 (not concave)
Iteration 14: (outcome) log likelihood = -28842.509 (not concave)
Iteration 15: (outcome) log likelihood = -28842.509 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36178.683
Iteration 1: (EM) log likelihood = -36040.873
Iteration 2: (EM) log likelihood = -35679.881
Iteration 3: (EM) log likelihood = -34994.839
Iteration 4: (EM) log likelihood = -34073.873
Iteration 5: (EM) log likelihood = -33166.278
Iteration 6: (EM) log likelihood = -32338.541
Iteration 7: (EM) log likelihood = -31622.995
Iteration 8: (EM) log likelihood = -31076.593
Iteration 9: (EM) log likelihood = -30670.538
Iteration 10: (EM) log likelihood = -30374.947
Iteration 11: (EM) log likelihood = -30158.335
Iteration 12: (EM) log likelihood = -29990.353
Iteration 13: (EM) log likelihood = -29854.631
Iteration 14: (EM) log likelihood = -29741.703
Iteration 15: (EM) log likelihood = -29644.029
Iteration 16: (EM) log likelihood = -29554.187
Iteration 17: (EM) log likelihood = -29463.104
Iteration 18: (EM) log likelihood = -29365.822
Iteration 19: (EM) log likelihood = -29269.798
Iteration 20: (EM) log likelihood = -29197.684
Iteration 21: (EM) log likelihood = -29143.459
Iteration 22: (EM) log likelihood = -29105.917
Iteration 23: (EM) log likelihood = -29075.496
Iteration 24: (EM) log likelihood = -29048.89
Iteration 25: (EM) log likelihood = -29025.187
Iteration 26: (EM) log likelihood = -29000.591
Iteration 27: (EM) log likelihood = -28978.097
Iteration 28: (EM) log likelihood = -28955.22
Iteration 29: (EM) log likelihood = -28936.995
Iteration 30: (EM) log likelihood = -28920.786
Iteration 31: (EM) log likelihood = -28904.21
Iteration 32: (EM) log likelihood = -28886.405
Iteration 33: (EM) log likelihood = -28870.94
Iteration 34: (EM) log likelihood = -28856.228
Iteration 35: (EM) log likelihood = -28843.193
Iteration 36: (EM) log likelihood = -28828.962
Iteration 37: (EM) log likelihood = -28816.578
Iteration 38: (EM) log likelihood = -28802.092
Iteration 39: (EM) log likelihood = -28790.676
Iteration 40: (EM) log likelihood = -28778.574
Iteration 41: (EM) log likelihood = -28765.924
Iteration 42: (EM) log likelihood = -28753.86
Iteration 43: (EM) log likelihood = -28743.944
Iteration 44: (EM) log likelihood = -28732.202
Iteration 45: (EM) log likelihood = -28722.424
Iteration 46: (EM) log likelihood = -28710.033
Iteration 47: (EM) log likelihood = -28697.23
Iteration 48: (EM) log likelihood = -28684.293
Iteration 49: (EM) log likelihood = -28672.832
Iteration 50: (EM) log likelihood = -28660.184
Iteration 51: (EM) log likelihood = -28644.385
Iteration 52: (EM) log likelihood = -28629.55
Iteration 53: (EM) log likelihood = -28613.731
Iteration 54: (EM) log likelihood = -28596.929
Iteration 55: (EM) log likelihood = -28579.386
Iteration 56: (EM) log likelihood = -28559.902
Iteration 57: (EM) log likelihood = -28540.699
Iteration 58: (EM) log likelihood = -28520.176
Iteration 59: (EM) log likelihood = -28502.415
Iteration 60: (EM) log likelihood = -28479.624
Iteration 61: (EM) log likelihood = -28457.359
Iteration 62: (EM) log likelihood = -28434.396
Iteration 63: (EM) log likelihood = -28414.43
Iteration 64: (EM) log likelihood = -28395.934
Iteration 65: (EM) log likelihood = -28375.583
Iteration 66: (EM) log likelihood = -28356.019
Iteration 67: (EM) log likelihood = -28334.461
Iteration 68: (EM) log likelihood = -28312.875
Iteration 69: (EM) log likelihood = -28287.638
Iteration 70: (EM) log likelihood = -28264.682
Iteration 71: (EM) log likelihood = -28241.852
Iteration 72: (EM) log likelihood = -28216.44
Iteration 73: (EM) log likelihood = -28195.646
Iteration 74: (EM) log likelihood = -28177.712
Iteration 75: (EM) log likelihood = -28158.305
Iteration 76: (EM) log likelihood = -28140.861
Iteration 77: (EM) log likelihood = -28127.549
Iteration 78: (EM) log likelihood = -28112.372
Iteration 79: (EM) log likelihood = -28098.174
Iteration 80: (EM) log likelihood = -28083.302
Iteration 81: (EM) log likelihood = -28073.613
Iteration 82: (EM) log likelihood = -28060.864
Iteration 83: (EM) log likelihood = -28051.77
Iteration 84: (EM) log likelihood = -28044.382
Iteration 85: (EM) log likelihood = -28037.55
Iteration 86: (EM) log likelihood = -28031.799
Iteration 87: (EM) log likelihood = -28024.384
Iteration 88: (EM) log likelihood = -28018.091
Iteration 89: (EM) log likelihood = -28011.112
Iteration 90: (EM) log likelihood = -28007.772
Iteration 91: (EM) log likelihood = -28003.945
Iteration 92: (EM) log likelihood = -27999.655
Iteration 93: (EM) log likelihood = -27995.644
Iteration 94: (EM) log likelihood = -27992.204
Iteration 95: (EM) log likelihood = -27989.125
Iteration 96: (EM) log likelihood = -27986.378
Iteration 97: (EM) log likelihood = -27982.908
Iteration 98: (EM) log likelihood = -27980.824
Iteration 99: (EM) log likelihood = -27977.4
Iteration 100: (EM) log likelihood = -27973.628
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0193
Iteration 1: (class) log likelihood = -7371.0193
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29096.543
Iteration 1: (outcome) log likelihood = -29027.253
Iteration 2: (outcome) log likelihood = -28832.688
Iteration 3: (outcome) log likelihood = -28819.678
Iteration 4: (outcome) log likelihood = -28817.094
Iteration 5: (outcome) log likelihood = -28816.959
Iteration 6: (outcome) log likelihood = -28816.926
Iteration 7: (outcome) log likelihood = -28816.918
Iteration 8: (outcome) log likelihood = -28816.917
Iteration 9: (outcome) log likelihood = -28816.916 (not concave)
Iteration 10: (outcome) log likelihood = -28816.916 (not concave)
Iteration 11: (outcome) log likelihood = -28816.916 (not concave)
Iteration 12: (outcome) log likelihood = -28816.916 (not concave)
Iteration 13: (outcome) log likelihood = -28816.916 (not concave)
Iteration 14: (outcome) log likelihood = -28816.916 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36107.878
Iteration 1: (EM) log likelihood = -35887.269
Iteration 2: (EM) log likelihood = -35344.171
Iteration 3: (EM) log likelihood = -34239.815
Iteration 4: (EM) log likelihood = -33054.14
Iteration 5: (EM) log likelihood = -32222.664
Iteration 6: (EM) log likelihood = -31702.582
Iteration 7: (EM) log likelihood = -31356.662
Iteration 8: (EM) log likelihood = -31100.608
Iteration 9: (EM) log likelihood = -30899.123
Iteration 10: (EM) log likelihood = -30729.683
Iteration 11: (EM) log likelihood = -30586.816
Iteration 12: (EM) log likelihood = -30452.848
Iteration 13: (EM) log likelihood = -30323.054
Iteration 14: (EM) log likelihood = -30189.121
Iteration 15: (EM) log likelihood = -30045.603
Iteration 16: (EM) log likelihood = -29906.129
Iteration 17: (EM) log likelihood = -29770.047
Iteration 18: (EM) log likelihood = -29643.586
Iteration 19: (EM) log likelihood = -29530.169
Iteration 20: (EM) log likelihood = -29428.878
Iteration 21: (EM) log likelihood = -29336.123
Iteration 22: (EM) log likelihood = -29242.471
Iteration 23: (EM) log likelihood = -29169.28
Iteration 24: (EM) log likelihood = -29106.399
Iteration 25: (EM) log likelihood = -29051.304
Iteration 26: (EM) log likelihood = -29009.317
Iteration 27: (EM) log likelihood = -28970.427
Iteration 28: (EM) log likelihood = -28936.517
Iteration 29: (EM) log likelihood = -28914.335
Iteration 30: (EM) log likelihood = -28895.018
Iteration 31: (EM) log likelihood = -28876.929
Iteration 32: (EM) log likelihood = -28860.947
Iteration 33: (EM) log likelihood = -28842.382
Iteration 34: (EM) log likelihood = -28827.918
Iteration 35: (EM) log likelihood = -28816.31
Iteration 36: (EM) log likelihood = -28805.141
Iteration 37: (EM) log likelihood = -28793.497
Iteration 38: (EM) log likelihood = -28783.584
Iteration 39: (EM) log likelihood = -28773.764
Iteration 40: (EM) log likelihood = -28763.858
Iteration 41: (EM) log likelihood = -28750.725
Iteration 42: (EM) log likelihood = -28742.931
Iteration 43: (EM) log likelihood = -28734.577
Iteration 44: (EM) log likelihood = -28727.514
Iteration 45: (EM) log likelihood = -28719.798
Iteration 46: (EM) log likelihood = -28710.128
Iteration 47: (EM) log likelihood = -28700.43
Iteration 48: (EM) log likelihood = -28694.722
Iteration 49: (EM) log likelihood = -28688.563
Iteration 50: (EM) log likelihood = -28681.361
Iteration 51: (EM) log likelihood = -28676.285
Iteration 52: (EM) log likelihood = -28669.77
Iteration 53: (EM) log likelihood = -28665.385
Iteration 54: (EM) log likelihood = -28661.212
Iteration 55: (EM) log likelihood = -28655.702
Iteration 56: (EM) log likelihood = -28650.299
Iteration 57: (EM) log likelihood = -28645.042
Iteration 58: (EM) log likelihood = -28638.391
Iteration 59: (EM) log likelihood = -28635.178
Iteration 60: (EM) log likelihood = -28631.799
Iteration 61: (EM) log likelihood = -28627.2
Iteration 62: (EM) log likelihood = -28622.983
Iteration 63: (EM) log likelihood = -28619.221
Iteration 64: (EM) log likelihood = -28616.381
Iteration 65: (EM) log likelihood = -28611.732
Iteration 66: (EM) log likelihood = -28609.109
Iteration 67: (EM) log likelihood = -28604.702
Iteration 68: (EM) log likelihood = -28601.877
Iteration 69: (EM) log likelihood = -28599.089
Iteration 70: (EM) log likelihood = -28595.159
Iteration 71: (EM) log likelihood = -28592.432
Iteration 72: (EM) log likelihood = -28589.153
Iteration 73: (EM) log likelihood = -28586.147
Iteration 74: (EM) log likelihood = -28582.294
Iteration 75: (EM) log likelihood = -28579.062
Iteration 76: (EM) log likelihood = -28575.325
Iteration 77: (EM) log likelihood = -28572.763
Iteration 78: (EM) log likelihood = -28570.262
Iteration 79: (EM) log likelihood = -28568.014
Iteration 80: (EM) log likelihood = -28565.973
Iteration 81: (EM) log likelihood = -28563.087
Iteration 82: (EM) log likelihood = -28560.133
Iteration 83: (EM) log likelihood = -28557.883
Iteration 84: (EM) log likelihood = -28555.012
Iteration 85: (EM) log likelihood = -28551.083
Iteration 86: (EM) log likelihood = -28548.532
Iteration 87: (EM) log likelihood = -28546.577
Iteration 88: (EM) log likelihood = -28543.393
Iteration 89: (EM) log likelihood = -28541.33
Iteration 90: (EM) log likelihood = -28538.146
Iteration 91: (EM) log likelihood = -28535.301
Iteration 92: (EM) log likelihood = -28532.893
Iteration 93: (EM) log likelihood = -28530.116
Iteration 94: (EM) log likelihood = -28528.638
Iteration 95: (EM) log likelihood = -28526.794
Iteration 96: (EM) log likelihood = -28524.156
Iteration 97: (EM) log likelihood = -28521.711
Iteration 98: (EM) log likelihood = -28520.176
Iteration 99: (EM) log likelihood = -28518.297
Iteration 100: (EM) log likelihood = -28516.592
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.1724
Iteration 1: (class) log likelihood = -7370.1724
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30226.503
Iteration 1: (outcome) log likelihood = -29122.217
Iteration 2: (outcome) log likelihood = -28856.7
Iteration 3: (outcome) log likelihood = -28815.895
Iteration 4: (outcome) log likelihood = -28808.752
Iteration 5: (outcome) log likelihood = -28807.102
Iteration 6: (outcome) log likelihood = -28806.744
Iteration 7: (outcome) log likelihood = -28806.654
Iteration 8: (outcome) log likelihood = -28806.637
Iteration 9: (outcome) log likelihood = -28806.633
Iteration 10: (outcome) log likelihood = -28806.632 (not concave)
Iteration 11: (outcome) log likelihood = -28806.632 (not concave)
Iteration 12: (outcome) log likelihood = -28806.632 (not concave)
Iteration 13: (outcome) log likelihood = -28806.632 (not concave)
Iteration 14: (outcome) log likelihood = -28806.632 (not concave)
Iteration 15: (outcome) log likelihood = -28806.632 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36094.803
Iteration 1: (EM) log likelihood = -35812.554
Iteration 2: (EM) log likelihood = -35089.409
Iteration 3: (EM) log likelihood = -33899.361
Iteration 4: (EM) log likelihood = -32803.554
Iteration 5: (EM) log likelihood = -32065.413
Iteration 6: (EM) log likelihood = -31570.266
Iteration 7: (EM) log likelihood = -31222.706
Iteration 8: (EM) log likelihood = -30953.781
Iteration 9: (EM) log likelihood = -30737.548
Iteration 10: (EM) log likelihood = -30566.001
Iteration 11: (EM) log likelihood = -30426.366
Iteration 12: (EM) log likelihood = -30309.215
Iteration 13: (EM) log likelihood = -30210.07
Iteration 14: (EM) log likelihood = -30125.014
Iteration 15: (EM) log likelihood = -30047.628
Iteration 16: (EM) log likelihood = -29975.388
Iteration 17: (EM) log likelihood = -29903.323
Iteration 18: (EM) log likelihood = -29832.995
Iteration 19: (EM) log likelihood = -29764.003
Iteration 20: (EM) log likelihood = -29696.142
Iteration 21: (EM) log likelihood = -29629.209
Iteration 22: (EM) log likelihood = -29567.582
Iteration 23: (EM) log likelihood = -29509.789
Iteration 24: (EM) log likelihood = -29460.856
Iteration 25: (EM) log likelihood = -29415.548
Iteration 26: (EM) log likelihood = -29368.236
Iteration 27: (EM) log likelihood = -29328.691
Iteration 28: (EM) log likelihood = -29288.313
Iteration 29: (EM) log likelihood = -29243.955
Iteration 30: (EM) log likelihood = -29192.482
Iteration 31: (EM) log likelihood = -29138.634
Iteration 32: (EM) log likelihood = -29079.412
Iteration 33: (EM) log likelihood = -29016.537
Iteration 34: (EM) log likelihood = -28950.999
Iteration 35: (EM) log likelihood = -28886.475
Iteration 36: (EM) log likelihood = -28828.948
Iteration 37: (EM) log likelihood = -28777.927
Iteration 38: (EM) log likelihood = -28734.481
Iteration 39: (EM) log likelihood = -28696.207
Iteration 40: (EM) log likelihood = -28660.272
Iteration 41: (EM) log likelihood = -28627.535
Iteration 42: (EM) log likelihood = -28598.366
Iteration 43: (EM) log likelihood = -28568.847
Iteration 44: (EM) log likelihood = -28542.459
Iteration 45: (EM) log likelihood = -28516.805
Iteration 46: (EM) log likelihood = -28492.486
Iteration 47: (EM) log likelihood = -28469.4
Iteration 48: (EM) log likelihood = -28447.652
Iteration 49: (EM) log likelihood = -28427.07
Iteration 50: (EM) log likelihood = -28406.975
Iteration 51: (EM) log likelihood = -28385.598
Iteration 52: (EM) log likelihood = -28366.281
Iteration 53: (EM) log likelihood = -28345.888
Iteration 54: (EM) log likelihood = -28329.093
Iteration 55: (EM) log likelihood = -28311.632
Iteration 56: (EM) log likelihood = -28296.72
Iteration 57: (EM) log likelihood = -28279.533
Iteration 58: (EM) log likelihood = -28265.094
Iteration 59: (EM) log likelihood = -28251.487
Iteration 60: (EM) log likelihood = -28238.651
Iteration 61: (EM) log likelihood = -28230.979
Iteration 62: (EM) log likelihood = -28219.442
Iteration 63: (EM) log likelihood = -28210.035
Iteration 64: (EM) log likelihood = -28203.103
Iteration 65: (EM) log likelihood = -28195.555
Iteration 66: (EM) log likelihood = -28186.557
Iteration 67: (EM) log likelihood = -28180.23
Iteration 68: (EM) log likelihood = -28175.595
Iteration 69: (EM) log likelihood = -28170.078
Iteration 70: (EM) log likelihood = -28164.215
Iteration 71: (EM) log likelihood = -28156.727
Iteration 72: (EM) log likelihood = -28151.145
Iteration 73: (EM) log likelihood = -28145.603
Iteration 74: (EM) log likelihood = -28141.229
Iteration 75: (EM) log likelihood = -28138.017
Iteration 76: (EM) log likelihood = -28134.926
Iteration 77: (EM) log likelihood = -28130.425
Iteration 78: (EM) log likelihood = -28125.34
Iteration 79: (EM) log likelihood = -28121.875
Iteration 80: (EM) log likelihood = -28119.673
Iteration 81: (EM) log likelihood = -28115.599
Iteration 82: (EM) log likelihood = -28112.85
Iteration 83: (EM) log likelihood = -28110.568
Iteration 84: (EM) log likelihood = -28108.124
Iteration 85: (EM) log likelihood = -28105.525
Iteration 86: (EM) log likelihood = -28102.598
Iteration 87: (EM) log likelihood = -28100.679
Iteration 88: (EM) log likelihood = -28099.055
Iteration 89: (EM) log likelihood = -28097.631
Iteration 90: (EM) log likelihood = -28095.941
Iteration 91: (EM) log likelihood = -28094.354
Iteration 92: (EM) log likelihood = -28091.498
Iteration 93: (EM) log likelihood = -28089.145
Iteration 94: (EM) log likelihood = -28086.306
Iteration 95: (EM) log likelihood = -28084.556
Iteration 96: (EM) log likelihood = -28081.294
Iteration 97: (EM) log likelihood = -28079.289
Iteration 98: (EM) log likelihood = -28077.16
Iteration 99: (EM) log likelihood = -28075.461
Iteration 100: (EM) log likelihood = -28074.359
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.9574
Iteration 1: (class) log likelihood = -7369.9574
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29583.827
Iteration 1: (outcome) log likelihood = -28962.578
Iteration 2: (outcome) log likelihood = -28852.347
Iteration 3: (outcome) log likelihood = -28836.064
Iteration 4: (outcome) log likelihood = -28832.507
Iteration 5: (outcome) log likelihood = -28831.762
Iteration 6: (outcome) log likelihood = -28831.623
Iteration 7: (outcome) log likelihood = -28831.592
Iteration 8: (outcome) log likelihood = -28831.585
Iteration 9: (outcome) log likelihood = -28831.583
Iteration 10: (outcome) log likelihood = -28831.583 (not concave)
Iteration 11: (outcome) log likelihood = -28831.583 (not concave)
Iteration 12: (outcome) log likelihood = -28831.583 (not concave)
Iteration 13: (outcome) log likelihood = -28831.583 (not concave)
Iteration 14: (outcome) log likelihood = -28831.583 (not concave)
Iteration 15: (outcome) log likelihood = -28831.583 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36141.641
Iteration 1: (EM) log likelihood = -35938.116
Iteration 2: (EM) log likelihood = -35479.661
Iteration 3: (EM) log likelihood = -34587.187
Iteration 4: (EM) log likelihood = -33411.333
Iteration 5: (EM) log likelihood = -32524.402
Iteration 6: (EM) log likelihood = -31903.71
Iteration 7: (EM) log likelihood = -31451.17
Iteration 8: (EM) log likelihood = -31122.514
Iteration 9: (EM) log likelihood = -30874.526
Iteration 10: (EM) log likelihood = -30672.216
Iteration 11: (EM) log likelihood = -30485.955
Iteration 12: (EM) log likelihood = -30315.052
Iteration 13: (EM) log likelihood = -30156.632
Iteration 14: (EM) log likelihood = -30008.022
Iteration 15: (EM) log likelihood = -29867.603
Iteration 16: (EM) log likelihood = -29733.881
Iteration 17: (EM) log likelihood = -29611.041
Iteration 18: (EM) log likelihood = -29504.495
Iteration 19: (EM) log likelihood = -29415.095
Iteration 20: (EM) log likelihood = -29343.779
Iteration 21: (EM) log likelihood = -29290.357
Iteration 22: (EM) log likelihood = -29254.334
Iteration 23: (EM) log likelihood = -29225.51
Iteration 24: (EM) log likelihood = -29200.831
Iteration 25: (EM) log likelihood = -29175.685
Iteration 26: (EM) log likelihood = -29147.587
Iteration 27: (EM) log likelihood = -29119.554
Iteration 28: (EM) log likelihood = -29093.218
Iteration 29: (EM) log likelihood = -29069.365
Iteration 30: (EM) log likelihood = -29049.771
Iteration 31: (EM) log likelihood = -29032.479
Iteration 32: (EM) log likelihood = -29015.184
Iteration 33: (EM) log likelihood = -28998.607
Iteration 34: (EM) log likelihood = -28980.824
Iteration 35: (EM) log likelihood = -28960.267
Iteration 36: (EM) log likelihood = -28937.007
Iteration 37: (EM) log likelihood = -28908.852
Iteration 38: (EM) log likelihood = -28875.858
Iteration 39: (EM) log likelihood = -28843.36
Iteration 40: (EM) log likelihood = -28814.253
Iteration 41: (EM) log likelihood = -28786.801
Iteration 42: (EM) log likelihood = -28762.597
Iteration 43: (EM) log likelihood = -28739.293
Iteration 44: (EM) log likelihood = -28717.233
Iteration 45: (EM) log likelihood = -28694.355
Iteration 46: (EM) log likelihood = -28673.218
Iteration 47: (EM) log likelihood = -28651.458
Iteration 48: (EM) log likelihood = -28627.624
Iteration 49: (EM) log likelihood = -28601.94
Iteration 50: (EM) log likelihood = -28579.203
Iteration 51: (EM) log likelihood = -28559.342
Iteration 52: (EM) log likelihood = -28538.206
Iteration 53: (EM) log likelihood = -28516.047
Iteration 54: (EM) log likelihood = -28495.188
Iteration 55: (EM) log likelihood = -28475.752
Iteration 56: (EM) log likelihood = -28458.421
Iteration 57: (EM) log likelihood = -28439.148
Iteration 58: (EM) log likelihood = -28421.783
Iteration 59: (EM) log likelihood = -28399.589
Iteration 60: (EM) log likelihood = -28384.976
Iteration 61: (EM) log likelihood = -28371.171
Iteration 62: (EM) log likelihood = -28359.041
Iteration 63: (EM) log likelihood = -28344.615
Iteration 64: (EM) log likelihood = -28333.247
Iteration 65: (EM) log likelihood = -28321.044
Iteration 66: (EM) log likelihood = -28311.708
Iteration 67: (EM) log likelihood = -28300.724
Iteration 68: (EM) log likelihood = -28291.292
Iteration 69: (EM) log likelihood = -28282.956
Iteration 70: (EM) log likelihood = -28275.263
Iteration 71: (EM) log likelihood = -28268.042
Iteration 72: (EM) log likelihood = -28263.498
Iteration 73: (EM) log likelihood = -28258.433
Iteration 74: (EM) log likelihood = -28252.517
Iteration 75: (EM) log likelihood = -28248.498
Iteration 76: (EM) log likelihood = -28243.876
Iteration 77: (EM) log likelihood = -28238.947
Iteration 78: (EM) log likelihood = -28233.423
Iteration 79: (EM) log likelihood = -28229.514
Iteration 80: (EM) log likelihood = -28225.489
Iteration 81: (EM) log likelihood = -28221.762
Iteration 82: (EM) log likelihood = -28218.284
Iteration 83: (EM) log likelihood = -28212.548
Iteration 84: (EM) log likelihood = -28209.451
Iteration 85: (EM) log likelihood = -28206.688
Iteration 86: (EM) log likelihood = -28204.075
Iteration 87: (EM) log likelihood = -28199.926
Iteration 88: (EM) log likelihood = -28196.347
Iteration 89: (EM) log likelihood = -28193.746
Iteration 90: (EM) log likelihood = -28187.724
Iteration 91: (EM) log likelihood = -28185.344
Iteration 92: (EM) log likelihood = -28182.941
Iteration 93: (EM) log likelihood = -28181.189
Iteration 94: (EM) log likelihood = -28179.467
Iteration 95: (EM) log likelihood = -28177.85
Iteration 96: (EM) log likelihood = -28176.132
Iteration 97: (EM) log likelihood = -28174.626
Iteration 98: (EM) log likelihood = -28173.258
Iteration 99: (EM) log likelihood = -28171.838
Iteration 100: (EM) log likelihood = -28170.581
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.9446
Iteration 1: (class) log likelihood = -7370.9446
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30129.988
Iteration 1: (outcome) log likelihood = -29116.705
Iteration 2: (outcome) log likelihood = -28892.253
Iteration 3: (outcome) log likelihood = -28852.169
Iteration 4: (outcome) log likelihood = -28843.572
Iteration 5: (outcome) log likelihood = -28841.645
Iteration 6: (outcome) log likelihood = -28841.231
Iteration 7: (outcome) log likelihood = -28841.161
Iteration 8: (outcome) log likelihood = -28841.154
Iteration 9: (outcome) log likelihood = -28841.152 (not concave)
Iteration 10: (outcome) log likelihood = -28841.152 (not concave)
Iteration 11: (outcome) log likelihood = -28841.152 (not concave)
Iteration 12: (outcome) log likelihood = -28841.152 (not concave)
Iteration 13: (outcome) log likelihood = -28841.152 (not concave)
Iteration 14: (outcome) log likelihood = -28841.152 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36179.682
Iteration 1: (EM) log likelihood = -36085.231
Iteration 2: (EM) log likelihood = -35867.833
Iteration 3: (EM) log likelihood = -35421.764
Iteration 4: (EM) log likelihood = -34659.026
Iteration 5: (EM) log likelihood = -33671.871
Iteration 6: (EM) log likelihood = -32773.131
Iteration 7: (EM) log likelihood = -32105.893
Iteration 8: (EM) log likelihood = -31634.238
Iteration 9: (EM) log likelihood = -31291.914
Iteration 10: (EM) log likelihood = -31013.581
Iteration 11: (EM) log likelihood = -30764.41
Iteration 12: (EM) log likelihood = -30524.896
Iteration 13: (EM) log likelihood = -30291.91
Iteration 14: (EM) log likelihood = -30102.285
Iteration 15: (EM) log likelihood = -29924.918
Iteration 16: (EM) log likelihood = -29760.331
Iteration 17: (EM) log likelihood = -29613.674
Iteration 18: (EM) log likelihood = -29483.908
Iteration 19: (EM) log likelihood = -29369.74
Iteration 20: (EM) log likelihood = -29268.667
Iteration 21: (EM) log likelihood = -29177.541
Iteration 22: (EM) log likelihood = -29095.318
Iteration 23: (EM) log likelihood = -29022.315
Iteration 24: (EM) log likelihood = -28956.132
Iteration 25: (EM) log likelihood = -28894.565
Iteration 26: (EM) log likelihood = -28838.196
Iteration 27: (EM) log likelihood = -28786.376
Iteration 28: (EM) log likelihood = -28739.916
Iteration 29: (EM) log likelihood = -28696.821
Iteration 30: (EM) log likelihood = -28654.796
Iteration 31: (EM) log likelihood = -28614.122
Iteration 32: (EM) log likelihood = -28575.255
Iteration 33: (EM) log likelihood = -28540.237
Iteration 34: (EM) log likelihood = -28500.876
Iteration 35: (EM) log likelihood = -28470.59
Iteration 36: (EM) log likelihood = -28443.301
Iteration 37: (EM) log likelihood = -28420.855
Iteration 38: (EM) log likelihood = -28400.469
Iteration 39: (EM) log likelihood = -28381.822
Iteration 40: (EM) log likelihood = -28364.915
Iteration 41: (EM) log likelihood = -28347.86
Iteration 42: (EM) log likelihood = -28334.81
Iteration 43: (EM) log likelihood = -28324.631
Iteration 44: (EM) log likelihood = -28316.96
Iteration 45: (EM) log likelihood = -28310.102
Iteration 46: (EM) log likelihood = -28304.323
Iteration 47: (EM) log likelihood = -28298.965
Iteration 48: (EM) log likelihood = -28290.93
Iteration 49: (EM) log likelihood = -28280.245
Iteration 50: (EM) log likelihood = -28275.028
Iteration 51: (EM) log likelihood = -28270.023
Iteration 52: (EM) log likelihood = -28265.15
Iteration 53: (EM) log likelihood = -28261.609
Iteration 54: (EM) log likelihood = -28256.455
Iteration 55: (EM) log likelihood = -28252.218
Iteration 56: (EM) log likelihood = -28249.09
Iteration 57: (EM) log likelihood = -28246.442
Iteration 58: (EM) log likelihood = -28243.795
Iteration 59: (EM) log likelihood = -28241.323
Iteration 60: (EM) log likelihood = -28237.802
Iteration 61: (EM) log likelihood = -28234.205
Iteration 62: (EM) log likelihood = -28230.706
Iteration 63: (EM) log likelihood = -28227.049
Iteration 64: (EM) log likelihood = -28223.119
Iteration 65: (EM) log likelihood = -28218.7
Iteration 66: (EM) log likelihood = -28211.794
Iteration 67: (EM) log likelihood = -28206.807
Iteration 68: (EM) log likelihood = -28201.615
Iteration 69: (EM) log likelihood = -28195.828
Iteration 70: (EM) log likelihood = -28189.968
Iteration 71: (EM) log likelihood = -28185.559
Iteration 72: (EM) log likelihood = -28180.172
Iteration 73: (EM) log likelihood = -28176.344
Iteration 74: (EM) log likelihood = -28172.982
Iteration 75: (EM) log likelihood = -28169.467
Iteration 76: (EM) log likelihood = -28163.524
Iteration 77: (EM) log likelihood = -28158.549
Iteration 78: (EM) log likelihood = -28153.123
Iteration 79: (EM) log likelihood = -28149.955
Iteration 80: (EM) log likelihood = -28146.523
Iteration 81: (EM) log likelihood = -28143.83
Iteration 82: (EM) log likelihood = -28140.388
Iteration 83: (EM) log likelihood = -28137.776
Iteration 84: (EM) log likelihood = -28135.829
Iteration 85: (EM) log likelihood = -28133.403
Iteration 86: (EM) log likelihood = -28131.291
Iteration 87: (EM) log likelihood = -28129.785
Iteration 88: (EM) log likelihood = -28128.464
Iteration 89: (EM) log likelihood = -28125.245
Iteration 90: (EM) log likelihood = -28122.607
Iteration 91: (EM) log likelihood = -28121.273
Iteration 92: (EM) log likelihood = -28120.142
Iteration 93: (EM) log likelihood = -28119.389
Iteration 94: (EM) log likelihood = -28118.834
Iteration 95: (EM) log likelihood = -28118.201
Iteration 96: (EM) log likelihood = -28117.225
Iteration 97: (EM) log likelihood = -28116.537
Iteration 98: (EM) log likelihood = -28116.05
Iteration 99: (EM) log likelihood = -28115.48
Iteration 100: (EM) log likelihood = -28114.457
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.826
Iteration 1: (class) log likelihood = -7371.826
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29791.277
Iteration 1: (outcome) log likelihood = -29045.479
Iteration 2: (outcome) log likelihood = -28875.391
Iteration 3: (outcome) log likelihood = -28840.795
Iteration 4: (outcome) log likelihood = -28834.879
Iteration 5: (outcome) log likelihood = -28833.748
Iteration 6: (outcome) log likelihood = -28833.492
Iteration 7: (outcome) log likelihood = -28833.438
Iteration 8: (outcome) log likelihood = -28833.429
Iteration 9: (outcome) log likelihood = -28833.427 (not concave)
Iteration 10: (outcome) log likelihood = -28833.427 (not concave)
Iteration 11: (outcome) log likelihood = -28833.427 (not concave)
Iteration 12: (outcome) log likelihood = -28833.427 (not concave)
Iteration 13: (outcome) log likelihood = -28833.427 (not concave)
Iteration 14: (outcome) log likelihood = -28833.427 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36150.701
Iteration 1: (EM) log likelihood = -35987.692
Iteration 2: (EM) log likelihood = -35557.868
Iteration 3: (EM) log likelihood = -34603.693
Iteration 4: (EM) log likelihood = -33497.31
Iteration 5: (EM) log likelihood = -32751.406
Iteration 6: (EM) log likelihood = -32251.581
Iteration 7: (EM) log likelihood = -31843.975
Iteration 8: (EM) log likelihood = -31478.819
Iteration 9: (EM) log likelihood = -31155.65
Iteration 10: (EM) log likelihood = -30873.318
Iteration 11: (EM) log likelihood = -30636.304
Iteration 12: (EM) log likelihood = -30441.454
Iteration 13: (EM) log likelihood = -30272.976
Iteration 14: (EM) log likelihood = -30127.313
Iteration 15: (EM) log likelihood = -30002.543
Iteration 16: (EM) log likelihood = -29896.254
Iteration 17: (EM) log likelihood = -29809.714
Iteration 18: (EM) log likelihood = -29733.461
Iteration 19: (EM) log likelihood = -29668.447
Iteration 20: (EM) log likelihood = -29609.491
Iteration 21: (EM) log likelihood = -29551.884
Iteration 22: (EM) log likelihood = -29498.07
Iteration 23: (EM) log likelihood = -29445.22
Iteration 24: (EM) log likelihood = -29385.222
Iteration 25: (EM) log likelihood = -29331.604
Iteration 26: (EM) log likelihood = -29280.022
Iteration 27: (EM) log likelihood = -29228.824
Iteration 28: (EM) log likelihood = -29180.125
Iteration 29: (EM) log likelihood = -29136.445
Iteration 30: (EM) log likelihood = -29093.573
Iteration 31: (EM) log likelihood = -29054.496
Iteration 32: (EM) log likelihood = -29016.902
Iteration 33: (EM) log likelihood = -28982.65
Iteration 34: (EM) log likelihood = -28949.54
Iteration 35: (EM) log likelihood = -28917.028
Iteration 36: (EM) log likelihood = -28884.162
Iteration 37: (EM) log likelihood = -28855.092
Iteration 38: (EM) log likelihood = -28830.824
Iteration 39: (EM) log likelihood = -28809.645
Iteration 40: (EM) log likelihood = -28790.538
Iteration 41: (EM) log likelihood = -28773.458
Iteration 42: (EM) log likelihood = -28758.241
Iteration 43: (EM) log likelihood = -28744.126
Iteration 44: (EM) log likelihood = -28731.699
Iteration 45: (EM) log likelihood = -28721.743
Iteration 46: (EM) log likelihood = -28710.851
Iteration 47: (EM) log likelihood = -28702.951
Iteration 48: (EM) log likelihood = -28695.099
Iteration 49: (EM) log likelihood = -28689.358
Iteration 50: (EM) log likelihood = -28684.554
Iteration 51: (EM) log likelihood = -28680.112
Iteration 52: (EM) log likelihood = -28675.079
Iteration 53: (EM) log likelihood = -28670.871
Iteration 54: (EM) log likelihood = -28667.517
Iteration 55: (EM) log likelihood = -28663.914
Iteration 56: (EM) log likelihood = -28658.971
Iteration 57: (EM) log likelihood = -28655.285
Iteration 58: (EM) log likelihood = -28651.27
Iteration 59: (EM) log likelihood = -28648.057
Iteration 60: (EM) log likelihood = -28644.6
Iteration 61: (EM) log likelihood = -28641.627
Iteration 62: (EM) log likelihood = -28638.251
Iteration 63: (EM) log likelihood = -28634.937
Iteration 64: (EM) log likelihood = -28631.06
Iteration 65: (EM) log likelihood = -28627.201
Iteration 66: (EM) log likelihood = -28622.845
Iteration 67: (EM) log likelihood = -28618.54
Iteration 68: (EM) log likelihood = -28613.842
Iteration 69: (EM) log likelihood = -28609.249
Iteration 70: (EM) log likelihood = -28604.57
Iteration 71: (EM) log likelihood = -28600.423
Iteration 72: (EM) log likelihood = -28596.326
Iteration 73: (EM) log likelihood = -28593.045
Iteration 74: (EM) log likelihood = -28589.683
Iteration 75: (EM) log likelihood = -28586.638
Iteration 76: (EM) log likelihood = -28583.161
Iteration 77: (EM) log likelihood = -28580.188
Iteration 78: (EM) log likelihood = -28578.114
Iteration 79: (EM) log likelihood = -28576.014
Iteration 80: (EM) log likelihood = -28573.892
Iteration 81: (EM) log likelihood = -28572.158
Iteration 82: (EM) log likelihood = -28570.63
Iteration 83: (EM) log likelihood = -28569.226
Iteration 84: (EM) log likelihood = -28568.195
Iteration 85: (EM) log likelihood = -28567.397
Iteration 86: (EM) log likelihood = -28566.38
Iteration 87: (EM) log likelihood = -28565.887
Iteration 88: (EM) log likelihood = -28565.331
Iteration 89: (EM) log likelihood = -28564.334
Iteration 90: (EM) log likelihood = -28563.37
Iteration 91: (EM) log likelihood = -28562.707
Iteration 92: (EM) log likelihood = -28561.83
Iteration 93: (EM) log likelihood = -28561.412
Iteration 94: (EM) log likelihood = -28560.366
Iteration 95: (EM) log likelihood = -28557.985
Iteration 96: (EM) log likelihood = -28556.913
Iteration 97: (EM) log likelihood = -28555.943
Iteration 98: (EM) log likelihood = -28554.039
Iteration 99: (EM) log likelihood = -28552.748
Iteration 100: (EM) log likelihood = -28551.908
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.4513
Iteration 1: (class) log likelihood = -7370.4513
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29610.633
Iteration 1: (outcome) log likelihood = -29041.012
Iteration 2: (outcome) log likelihood = -28864.302
Iteration 3: (outcome) log likelihood = -28839.774
Iteration 4: (outcome) log likelihood = -28834.731
Iteration 5: (outcome) log likelihood = -28833.575
Iteration 6: (outcome) log likelihood = -28833.349
Iteration 7: (outcome) log likelihood = -28833.311
Iteration 8: (outcome) log likelihood = -28833.303
Iteration 9: (outcome) log likelihood = -28833.3
Iteration 10: (outcome) log likelihood = -28833.3 (not concave)
Iteration 11: (outcome) log likelihood = -28833.3 (not concave)
Iteration 12: (outcome) log likelihood = -28833.3 (not concave)
Iteration 13: (outcome) log likelihood = -28833.3 (not concave)
Iteration 14: (outcome) log likelihood = -28833.3 (not concave)
Iteration 15: (outcome) log likelihood = -28833.3 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36155.745
Iteration 1: (EM) log likelihood = -35982.972
Iteration 2: (EM) log likelihood = -35447.435
Iteration 3: (EM) log likelihood = -34369.566
Iteration 4: (EM) log likelihood = -33230.663
Iteration 5: (EM) log likelihood = -32397.2
Iteration 6: (EM) log likelihood = -31774.095
Iteration 7: (EM) log likelihood = -31300.131
Iteration 8: (EM) log likelihood = -30945.449
Iteration 9: (EM) log likelihood = -30683.015
Iteration 10: (EM) log likelihood = -30486.21
Iteration 11: (EM) log likelihood = -30329.622
Iteration 12: (EM) log likelihood = -30194.301
Iteration 13: (EM) log likelihood = -30072.589
Iteration 14: (EM) log likelihood = -29959.197
Iteration 15: (EM) log likelihood = -29859.594
Iteration 16: (EM) log likelihood = -29777.305
Iteration 17: (EM) log likelihood = -29706.871
Iteration 18: (EM) log likelihood = -29645.908
Iteration 19: (EM) log likelihood = -29592.456
Iteration 20: (EM) log likelihood = -29539.509
Iteration 21: (EM) log likelihood = -29500.474
Iteration 22: (EM) log likelihood = -29464.662
Iteration 23: (EM) log likelihood = -29430.352
Iteration 24: (EM) log likelihood = -29396.579
Iteration 25: (EM) log likelihood = -29360.274
Iteration 26: (EM) log likelihood = -29330.405
Iteration 27: (EM) log likelihood = -29301.236
Iteration 28: (EM) log likelihood = -29274.026
Iteration 29: (EM) log likelihood = -29248.586
Iteration 30: (EM) log likelihood = -29225.615
Iteration 31: (EM) log likelihood = -29203.552
Iteration 32: (EM) log likelihood = -29184.046
Iteration 33: (EM) log likelihood = -29166.506
Iteration 34: (EM) log likelihood = -29147.973
Iteration 35: (EM) log likelihood = -29130.697
Iteration 36: (EM) log likelihood = -29116.706
Iteration 37: (EM) log likelihood = -29104.167
Iteration 38: (EM) log likelihood = -29091.097
Iteration 39: (EM) log likelihood = -29079.183
Iteration 40: (EM) log likelihood = -29066.3
Iteration 41: (EM) log likelihood = -29053.48
Iteration 42: (EM) log likelihood = -29037.125
Iteration 43: (EM) log likelihood = -29018.301
Iteration 44: (EM) log likelihood = -28999.134
Iteration 45: (EM) log likelihood = -28982.372
Iteration 46: (EM) log likelihood = -28967.001
Iteration 47: (EM) log likelihood = -28953.721
Iteration 48: (EM) log likelihood = -28941.642
Iteration 49: (EM) log likelihood = -28930.582
Iteration 50: (EM) log likelihood = -28919.676
Iteration 51: (EM) log likelihood = -28909.119
Iteration 52: (EM) log likelihood = -28899.608
Iteration 53: (EM) log likelihood = -28888.717
Iteration 54: (EM) log likelihood = -28878.568
Iteration 55: (EM) log likelihood = -28869.74
Iteration 56: (EM) log likelihood = -28859.389
Iteration 57: (EM) log likelihood = -28851.793
Iteration 58: (EM) log likelihood = -28842.878
Iteration 59: (EM) log likelihood = -28836.248
Iteration 60: (EM) log likelihood = -28829.874
Iteration 61: (EM) log likelihood = -28821.595
Iteration 62: (EM) log likelihood = -28814.499
Iteration 63: (EM) log likelihood = -28808.332
Iteration 64: (EM) log likelihood = -28802.307
Iteration 65: (EM) log likelihood = -28796.513
Iteration 66: (EM) log likelihood = -28790.361
Iteration 67: (EM) log likelihood = -28782.869
Iteration 68: (EM) log likelihood = -28774.537
Iteration 69: (EM) log likelihood = -28765.621
Iteration 70: (EM) log likelihood = -28759.806
Iteration 71: (EM) log likelihood = -28753.274
Iteration 72: (EM) log likelihood = -28745.79
Iteration 73: (EM) log likelihood = -28738.652
Iteration 74: (EM) log likelihood = -28730.714
Iteration 75: (EM) log likelihood = -28722.75
Iteration 76: (EM) log likelihood = -28713.874
Iteration 77: (EM) log likelihood = -28701.075
Iteration 78: (EM) log likelihood = -28689.964
Iteration 79: (EM) log likelihood = -28676.898
Iteration 80: (EM) log likelihood = -28664.006
Iteration 81: (EM) log likelihood = -28649.494
Iteration 82: (EM) log likelihood = -28635.361
Iteration 83: (EM) log likelihood = -28620.19
Iteration 84: (EM) log likelihood = -28604.412
Iteration 85: (EM) log likelihood = -28589.385
Iteration 86: (EM) log likelihood = -28573.109
Iteration 87: (EM) log likelihood = -28557.541
Iteration 88: (EM) log likelihood = -28542.086
Iteration 89: (EM) log likelihood = -28525.649
Iteration 90: (EM) log likelihood = -28508.923
Iteration 91: (EM) log likelihood = -28493.467
Iteration 92: (EM) log likelihood = -28472.762
Iteration 93: (EM) log likelihood = -28457.55
Iteration 94: (EM) log likelihood = -28443.521
Iteration 95: (EM) log likelihood = -28430.546
Iteration 96: (EM) log likelihood = -28419.23
Iteration 97: (EM) log likelihood = -28403.827
Iteration 98: (EM) log likelihood = -28391.951
Iteration 99: (EM) log likelihood = -28379.879
Iteration 100: (EM) log likelihood = -28370.7
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.6467
Iteration 1: (class) log likelihood = -7372.6467
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30609.134
Iteration 1: (outcome) log likelihood = -29159.627
Iteration 2: (outcome) log likelihood = -28882.864
Iteration 3: (outcome) log likelihood = -28830.312
Iteration 4: (outcome) log likelihood = -28819.481
Iteration 5: (outcome) log likelihood = -28816.876
Iteration 6: (outcome) log likelihood = -28816.35
Iteration 7: (outcome) log likelihood = -28816.237
Iteration 8: (outcome) log likelihood = -28816.211
Iteration 9: (outcome) log likelihood = -28816.204
Iteration 10: (outcome) log likelihood = -28816.203 (not concave)
Iteration 11: (outcome) log likelihood = -28816.203 (not concave)
Iteration 12: (outcome) log likelihood = -28816.203 (not concave)
Iteration 13: (outcome) log likelihood = -28816.203 (not concave)
Iteration 14: (outcome) log likelihood = -28816.203 (not concave)
Iteration 15: (outcome) log likelihood = -28816.203 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36124.707
Iteration 1: (EM) log likelihood = -35954.442
Iteration 2: (EM) log likelihood = -35576.285
Iteration 3: (EM) log likelihood = -34784.011
Iteration 4: (EM) log likelihood = -33514.647
Iteration 5: (EM) log likelihood = -32392.125
Iteration 6: (EM) log likelihood = -31657.315
Iteration 7: (EM) log likelihood = -31201.294
Iteration 8: (EM) log likelihood = -30891.059
Iteration 9: (EM) log likelihood = -30653.31
Iteration 10: (EM) log likelihood = -30443.059
Iteration 11: (EM) log likelihood = -30251.263
Iteration 12: (EM) log likelihood = -30065.828
Iteration 13: (EM) log likelihood = -29894.33
Iteration 14: (EM) log likelihood = -29747.736
Iteration 15: (EM) log likelihood = -29626.171
Iteration 16: (EM) log likelihood = -29527.126
Iteration 17: (EM) log likelihood = -29458.257
Iteration 18: (EM) log likelihood = -29401.306
Iteration 19: (EM) log likelihood = -29351.045
Iteration 20: (EM) log likelihood = -29303.933
Iteration 21: (EM) log likelihood = -29260.256
Iteration 22: (EM) log likelihood = -29218.796
Iteration 23: (EM) log likelihood = -29179.238
Iteration 24: (EM) log likelihood = -29141.031
Iteration 25: (EM) log likelihood = -29103.595
Iteration 26: (EM) log likelihood = -29069.496
Iteration 27: (EM) log likelihood = -29040.01
Iteration 28: (EM) log likelihood = -29014.023
Iteration 29: (EM) log likelihood = -28990.306
Iteration 30: (EM) log likelihood = -28967.719
Iteration 31: (EM) log likelihood = -28947.438
Iteration 32: (EM) log likelihood = -28928.967
Iteration 33: (EM) log likelihood = -28910.957
Iteration 34: (EM) log likelihood = -28895.668
Iteration 35: (EM) log likelihood = -28881.134
Iteration 36: (EM) log likelihood = -28866.958
Iteration 37: (EM) log likelihood = -28851.98
Iteration 38: (EM) log likelihood = -28840.393
Iteration 39: (EM) log likelihood = -28826.058
Iteration 40: (EM) log likelihood = -28818.814
Iteration 41: (EM) log likelihood = -28813.428
Iteration 42: (EM) log likelihood = -28807.125
Iteration 43: (EM) log likelihood = -28800.61
Iteration 44: (EM) log likelihood = -28795.855
Iteration 45: (EM) log likelihood = -28790.555
Iteration 46: (EM) log likelihood = -28785.12
Iteration 47: (EM) log likelihood = -28781.32
Iteration 48: (EM) log likelihood = -28776.85
Iteration 49: (EM) log likelihood = -28771.871
Iteration 50: (EM) log likelihood = -28767.353
Iteration 51: (EM) log likelihood = -28762.66
Iteration 52: (EM) log likelihood = -28758.165
Iteration 53: (EM) log likelihood = -28753.6
Iteration 54: (EM) log likelihood = -28748.74
Iteration 55: (EM) log likelihood = -28743.735
Iteration 56: (EM) log likelihood = -28738.916
Iteration 57: (EM) log likelihood = -28732.298
Iteration 58: (EM) log likelihood = -28727.216
Iteration 59: (EM) log likelihood = -28722.014
Iteration 60: (EM) log likelihood = -28716.461
Iteration 61: (EM) log likelihood = -28710.112
Iteration 62: (EM) log likelihood = -28705.706
Iteration 63: (EM) log likelihood = -28699.49
Iteration 64: (EM) log likelihood = -28693.65
Iteration 65: (EM) log likelihood = -28687.874
Iteration 66: (EM) log likelihood = -28682.217
Iteration 67: (EM) log likelihood = -28677.279
Iteration 68: (EM) log likelihood = -28671.544
Iteration 69: (EM) log likelihood = -28666.743
Iteration 70: (EM) log likelihood = -28662.124
Iteration 71: (EM) log likelihood = -28656.3
Iteration 72: (EM) log likelihood = -28650.325
Iteration 73: (EM) log likelihood = -28644.339
Iteration 74: (EM) log likelihood = -28638.497
Iteration 75: (EM) log likelihood = -28631.917
Iteration 76: (EM) log likelihood = -28626.871
Iteration 77: (EM) log likelihood = -28621.409
Iteration 78: (EM) log likelihood = -28616.665
Iteration 79: (EM) log likelihood = -28611.701
Iteration 80: (EM) log likelihood = -28606.905
Iteration 81: (EM) log likelihood = -28602.036
Iteration 82: (EM) log likelihood = -28597.882
Iteration 83: (EM) log likelihood = -28593.357
Iteration 84: (EM) log likelihood = -28587.737
Iteration 85: (EM) log likelihood = -28583.243
Iteration 86: (EM) log likelihood = -28578.37
Iteration 87: (EM) log likelihood = -28574.372
Iteration 88: (EM) log likelihood = -28568.063
Iteration 89: (EM) log likelihood = -28563.411
Iteration 90: (EM) log likelihood = -28556.678
Iteration 91: (EM) log likelihood = -28548.692
Iteration 92: (EM) log likelihood = -28540.562
Iteration 93: (EM) log likelihood = -28530.966
Iteration 94: (EM) log likelihood = -28520.782
Iteration 95: (EM) log likelihood = -28511.311
Iteration 96: (EM) log likelihood = -28499.923
Iteration 97: (EM) log likelihood = -28486.746
Iteration 98: (EM) log likelihood = -28474.263
Iteration 99: (EM) log likelihood = -28460.644
Iteration 100: (EM) log likelihood = -28446.924
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.4606
Iteration 1: (class) log likelihood = -7370.4606
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30248.037
Iteration 1: (outcome) log likelihood = -29099.469
Iteration 2: (outcome) log likelihood = -28888.467
Iteration 3: (outcome) log likelihood = -28847.739
Iteration 4: (outcome) log likelihood = -28838.663
Iteration 5: (outcome) log likelihood = -28836.694
Iteration 6: (outcome) log likelihood = -28836.291
Iteration 7: (outcome) log likelihood = -28836.2
Iteration 8: (outcome) log likelihood = -28836.178
Iteration 9: (outcome) log likelihood = -28836.173
Iteration 10: (outcome) log likelihood = -28836.172 (not concave)
Iteration 11: (outcome) log likelihood = -28836.172 (not concave)
Iteration 12: (outcome) log likelihood = -28836.172 (not concave)
Iteration 13: (outcome) log likelihood = -28836.172 (not concave)
Iteration 14: (outcome) log likelihood = -28836.172 (not concave)
Iteration 15: (outcome) log likelihood = -28836.172 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36135.174
Iteration 1: (EM) log likelihood = -35859.144
Iteration 2: (EM) log likelihood = -35032.215
Iteration 3: (EM) log likelihood = -33788.384
Iteration 4: (EM) log likelihood = -32877.549
Iteration 5: (EM) log likelihood = -32292.119
Iteration 6: (EM) log likelihood = -31850.729
Iteration 7: (EM) log likelihood = -31506.768
Iteration 8: (EM) log likelihood = -31243.487
Iteration 9: (EM) log likelihood = -31036.617
Iteration 10: (EM) log likelihood = -30858.826
Iteration 11: (EM) log likelihood = -30703.047
Iteration 12: (EM) log likelihood = -30550.452
Iteration 13: (EM) log likelihood = -30391.526
Iteration 14: (EM) log likelihood = -30239.774
Iteration 15: (EM) log likelihood = -30092.423
Iteration 16: (EM) log likelihood = -29955.822
Iteration 17: (EM) log likelihood = -29835.223
Iteration 18: (EM) log likelihood = -29733.332
Iteration 19: (EM) log likelihood = -29645.816
Iteration 20: (EM) log likelihood = -29565.619
Iteration 21: (EM) log likelihood = -29501.491
Iteration 22: (EM) log likelihood = -29446.499
Iteration 23: (EM) log likelihood = -29403.916
Iteration 24: (EM) log likelihood = -29365.285
Iteration 25: (EM) log likelihood = -29330.357
Iteration 26: (EM) log likelihood = -29298.65
Iteration 27: (EM) log likelihood = -29271.09
Iteration 28: (EM) log likelihood = -29242.031
Iteration 29: (EM) log likelihood = -29216.641
Iteration 30: (EM) log likelihood = -29192.196
Iteration 31: (EM) log likelihood = -29168.626
Iteration 32: (EM) log likelihood = -29142.83
Iteration 33: (EM) log likelihood = -29116.979
Iteration 34: (EM) log likelihood = -29096.96
Iteration 35: (EM) log likelihood = -29077.966
Iteration 36: (EM) log likelihood = -29060.34
Iteration 37: (EM) log likelihood = -29043.718
Iteration 38: (EM) log likelihood = -29027.182
Iteration 39: (EM) log likelihood = -29011.47
Iteration 40: (EM) log likelihood = -28995.988
Iteration 41: (EM) log likelihood = -28979.081
Iteration 42: (EM) log likelihood = -28962.608
Iteration 43: (EM) log likelihood = -28945.53
Iteration 44: (EM) log likelihood = -28925.081
Iteration 45: (EM) log likelihood = -28906.963
Iteration 46: (EM) log likelihood = -28888.353
Iteration 47: (EM) log likelihood = -28869.893
Iteration 48: (EM) log likelihood = -28852.613
Iteration 49: (EM) log likelihood = -28837.443
Iteration 50: (EM) log likelihood = -28824.9
Iteration 51: (EM) log likelihood = -28814.945
Iteration 52: (EM) log likelihood = -28804.723
Iteration 53: (EM) log likelihood = -28796.148
Iteration 54: (EM) log likelihood = -28787.58
Iteration 55: (EM) log likelihood = -28779.704
Iteration 56: (EM) log likelihood = -28772.717
Iteration 57: (EM) log likelihood = -28765.883
Iteration 58: (EM) log likelihood = -28759.683
Iteration 59: (EM) log likelihood = -28753.434
Iteration 60: (EM) log likelihood = -28747.394
Iteration 61: (EM) log likelihood = -28740.981
Iteration 62: (EM) log likelihood = -28733.896
Iteration 63: (EM) log likelihood = -28727.463
Iteration 64: (EM) log likelihood = -28721.216
Iteration 65: (EM) log likelihood = -28715.758
Iteration 66: (EM) log likelihood = -28708.671
Iteration 67: (EM) log likelihood = -28705.054
Iteration 68: (EM) log likelihood = -28698.823
Iteration 69: (EM) log likelihood = -28692.927
Iteration 70: (EM) log likelihood = -28688.109
Iteration 71: (EM) log likelihood = -28683.952
Iteration 72: (EM) log likelihood = -28680.857
Iteration 73: (EM) log likelihood = -28676.848
Iteration 74: (EM) log likelihood = -28672.901
Iteration 75: (EM) log likelihood = -28667.529
Iteration 76: (EM) log likelihood = -28663.981
Iteration 77: (EM) log likelihood = -28660.243
Iteration 78: (EM) log likelihood = -28655.55
Iteration 79: (EM) log likelihood = -28652.221
Iteration 80: (EM) log likelihood = -28649.064
Iteration 81: (EM) log likelihood = -28644.88
Iteration 82: (EM) log likelihood = -28639.165
Iteration 83: (EM) log likelihood = -28632.591
Iteration 84: (EM) log likelihood = -28628.38
Iteration 85: (EM) log likelihood = -28625.086
Iteration 86: (EM) log likelihood = -28622.027
Iteration 87: (EM) log likelihood = -28618.818
Iteration 88: (EM) log likelihood = -28615.678
Iteration 89: (EM) log likelihood = -28611.502
Iteration 90: (EM) log likelihood = -28608.468
Iteration 91: (EM) log likelihood = -28604.487
Iteration 92: (EM) log likelihood = -28600.821
Iteration 93: (EM) log likelihood = -28597.226
Iteration 94: (EM) log likelihood = -28593.129
Iteration 95: (EM) log likelihood = -28589.844
Iteration 96: (EM) log likelihood = -28586.453
Iteration 97: (EM) log likelihood = -28582.336
Iteration 98: (EM) log likelihood = -28578.325
Iteration 99: (EM) log likelihood = -28573.451
Iteration 100: (EM) log likelihood = -28569.497
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7365.8951
Iteration 1: (class) log likelihood = -7365.8951
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30228.595
Iteration 1: (outcome) log likelihood = -29067.625
Iteration 2: (outcome) log likelihood = -28860.7
Iteration 3: (outcome) log likelihood = -28819.117
Iteration 4: (outcome) log likelihood = -28811.069
Iteration 5: (outcome) log likelihood = -28809.255
Iteration 6: (outcome) log likelihood = -28808.86
Iteration 7: (outcome) log likelihood = -28808.762
Iteration 8: (outcome) log likelihood = -28808.743
Iteration 9: (outcome) log likelihood = -28808.738
Iteration 10: (outcome) log likelihood = -28808.737 (not concave)
Iteration 11: (outcome) log likelihood = -28808.737 (not concave)
Iteration 12: (outcome) log likelihood = -28808.737 (not concave)
Iteration 13: (outcome) log likelihood = -28808.737 (not concave)
Iteration 14: (outcome) log likelihood = -28808.737 (not concave)
Iteration 15: (outcome) log likelihood = -28808.737 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36096.373
Iteration 1: (EM) log likelihood = -35868.943
Iteration 2: (EM) log likelihood = -35313.487
Iteration 3: (EM) log likelihood = -34321.598
Iteration 4: (EM) log likelihood = -33176.362
Iteration 5: (EM) log likelihood = -32259.412
Iteration 6: (EM) log likelihood = -31633.294
Iteration 7: (EM) log likelihood = -31209.343
Iteration 8: (EM) log likelihood = -30882.355
Iteration 9: (EM) log likelihood = -30588.092
Iteration 10: (EM) log likelihood = -30331.936
Iteration 11: (EM) log likelihood = -30129.248
Iteration 12: (EM) log likelihood = -29974.622
Iteration 13: (EM) log likelihood = -29850.043
Iteration 14: (EM) log likelihood = -29744.652
Iteration 15: (EM) log likelihood = -29650.581
Iteration 16: (EM) log likelihood = -29562.737
Iteration 17: (EM) log likelihood = -29479.604
Iteration 18: (EM) log likelihood = -29399.954
Iteration 19: (EM) log likelihood = -29326.253
Iteration 20: (EM) log likelihood = -29265.725
Iteration 21: (EM) log likelihood = -29211.301
Iteration 22: (EM) log likelihood = -29161.491
Iteration 23: (EM) log likelihood = -29120.465
Iteration 24: (EM) log likelihood = -29080.159
Iteration 25: (EM) log likelihood = -29040.4
Iteration 26: (EM) log likelihood = -29000.993
Iteration 27: (EM) log likelihood = -28962.915
Iteration 28: (EM) log likelihood = -28928.191
Iteration 29: (EM) log likelihood = -28895.016
Iteration 30: (EM) log likelihood = -28861.556
Iteration 31: (EM) log likelihood = -28828.422
Iteration 32: (EM) log likelihood = -28796.737
Iteration 33: (EM) log likelihood = -28769.848
Iteration 34: (EM) log likelihood = -28745.198
Iteration 35: (EM) log likelihood = -28721.684
Iteration 36: (EM) log likelihood = -28701.869
Iteration 37: (EM) log likelihood = -28681.988
Iteration 38: (EM) log likelihood = -28660.435
Iteration 39: (EM) log likelihood = -28642.246
Iteration 40: (EM) log likelihood = -28624.825
Iteration 41: (EM) log likelihood = -28604.818
Iteration 42: (EM) log likelihood = -28588.914
Iteration 43: (EM) log likelihood = -28573.443
Iteration 44: (EM) log likelihood = -28556.794
Iteration 45: (EM) log likelihood = -28542.593
Iteration 46: (EM) log likelihood = -28525.63
Iteration 47: (EM) log likelihood = -28511.595
Iteration 48: (EM) log likelihood = -28497.809
Iteration 49: (EM) log likelihood = -28485.452
Iteration 50: (EM) log likelihood = -28472.426
Iteration 51: (EM) log likelihood = -28461.846
Iteration 52: (EM) log likelihood = -28452.1
Iteration 53: (EM) log likelihood = -28443.321
Iteration 54: (EM) log likelihood = -28433.276
Iteration 55: (EM) log likelihood = -28424.727
Iteration 56: (EM) log likelihood = -28414.459
Iteration 57: (EM) log likelihood = -28406.133
Iteration 58: (EM) log likelihood = -28396.357
Iteration 59: (EM) log likelihood = -28388.537
Iteration 60: (EM) log likelihood = -28380.241
Iteration 61: (EM) log likelihood = -28371.416
Iteration 62: (EM) log likelihood = -28364.719
Iteration 63: (EM) log likelihood = -28358.468
Iteration 64: (EM) log likelihood = -28350.659
Iteration 65: (EM) log likelihood = -28336.304
Iteration 66: (EM) log likelihood = -28327.995
Iteration 67: (EM) log likelihood = -28321.549
Iteration 68: (EM) log likelihood = -28314.926
Iteration 69: (EM) log likelihood = -28309.794
Iteration 70: (EM) log likelihood = -28302.518
Iteration 71: (EM) log likelihood = -28298.592
Iteration 72: (EM) log likelihood = -28294.838
Iteration 73: (EM) log likelihood = -28290.293
Iteration 74: (EM) log likelihood = -28287.103
Iteration 75: (EM) log likelihood = -28284.216
Iteration 76: (EM) log likelihood = -28281.696
Iteration 77: (EM) log likelihood = -28279.42
Iteration 78: (EM) log likelihood = -28277.032
Iteration 79: (EM) log likelihood = -28274.476
Iteration 80: (EM) log likelihood = -28272.305
Iteration 81: (EM) log likelihood = -28269.893
Iteration 82: (EM) log likelihood = -28268.217
Iteration 83: (EM) log likelihood = -28264.535
Iteration 84: (EM) log likelihood = -28261.747
Iteration 85: (EM) log likelihood = -28258.762
Iteration 86: (EM) log likelihood = -28256.456
Iteration 87: (EM) log likelihood = -28254.268
Iteration 88: (EM) log likelihood = -28252.372
Iteration 89: (EM) log likelihood = -28250.439
Iteration 90: (EM) log likelihood = -28248.246
Iteration 91: (EM) log likelihood = -28246.352
Iteration 92: (EM) log likelihood = -28243.435
Iteration 93: (EM) log likelihood = -28240.454
Iteration 94: (EM) log likelihood = -28238.393
Iteration 95: (EM) log likelihood = -28236.067
Iteration 96: (EM) log likelihood = -28234.264
Iteration 97: (EM) log likelihood = -28232.639
Iteration 98: (EM) log likelihood = -28231.106
Iteration 99: (EM) log likelihood = -28229.716
Iteration 100: (EM) log likelihood = -28228.408
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.825
Iteration 1: (class) log likelihood = -7370.825
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29656.553
Iteration 1: (outcome) log likelihood = -29087.826
Iteration 2: (outcome) log likelihood = -28868.525
Iteration 3: (outcome) log likelihood = -28836.575
Iteration 4: (outcome) log likelihood = -28831.077
Iteration 5: (outcome) log likelihood = -28830.091
Iteration 6: (outcome) log likelihood = -28829.924
Iteration 7: (outcome) log likelihood = -28829.885
Iteration 8: (outcome) log likelihood = -28829.876
Iteration 9: (outcome) log likelihood = -28829.874 (not concave)
Iteration 10: (outcome) log likelihood = -28829.874 (not concave)
Iteration 11: (outcome) log likelihood = -28829.874 (not concave)
Iteration 12: (outcome) log likelihood = -28829.874 (not concave)
Iteration 13: (outcome) log likelihood = -28829.874 (not concave)
Iteration 14: (outcome) log likelihood = -28829.874 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36151.098
Iteration 1: (EM) log likelihood = -35994.246
Iteration 2: (EM) log likelihood = -35562.179
Iteration 3: (EM) log likelihood = -34656.279
Iteration 4: (EM) log likelihood = -33535.493
Iteration 5: (EM) log likelihood = -32608.971
Iteration 6: (EM) log likelihood = -31918.216
Iteration 7: (EM) log likelihood = -31412.217
Iteration 8: (EM) log likelihood = -31022.894
Iteration 9: (EM) log likelihood = -30697.813
Iteration 10: (EM) log likelihood = -30409.267
Iteration 11: (EM) log likelihood = -30166.686
Iteration 12: (EM) log likelihood = -29961.258
Iteration 13: (EM) log likelihood = -29793.356
Iteration 14: (EM) log likelihood = -29654.191
Iteration 15: (EM) log likelihood = -29539.125
Iteration 16: (EM) log likelihood = -29439.9
Iteration 17: (EM) log likelihood = -29351.077
Iteration 18: (EM) log likelihood = -29271.24
Iteration 19: (EM) log likelihood = -29195.878
Iteration 20: (EM) log likelihood = -29130.559
Iteration 21: (EM) log likelihood = -29076.208
Iteration 22: (EM) log likelihood = -29030.212
Iteration 23: (EM) log likelihood = -28990.212
Iteration 24: (EM) log likelihood = -28952.78
Iteration 25: (EM) log likelihood = -28910.618
Iteration 26: (EM) log likelihood = -28881.63
Iteration 27: (EM) log likelihood = -28853.167
Iteration 28: (EM) log likelihood = -28823.207
Iteration 29: (EM) log likelihood = -28791.382
Iteration 30: (EM) log likelihood = -28759.379
Iteration 31: (EM) log likelihood = -28729.862
Iteration 32: (EM) log likelihood = -28699.051
Iteration 33: (EM) log likelihood = -28672.405
Iteration 34: (EM) log likelihood = -28644.539
Iteration 35: (EM) log likelihood = -28622.429
Iteration 36: (EM) log likelihood = -28603.419
Iteration 37: (EM) log likelihood = -28585.343
Iteration 38: (EM) log likelihood = -28568.686
Iteration 39: (EM) log likelihood = -28553.541
Iteration 40: (EM) log likelihood = -28543.028
Iteration 41: (EM) log likelihood = -28532.969
Iteration 42: (EM) log likelihood = -28523.032
Iteration 43: (EM) log likelihood = -28512.709
Iteration 44: (EM) log likelihood = -28503.183
Iteration 45: (EM) log likelihood = -28493.913
Iteration 46: (EM) log likelihood = -28485.055
Iteration 47: (EM) log likelihood = -28477.044
Iteration 48: (EM) log likelihood = -28470.345
Iteration 49: (EM) log likelihood = -28464.555
Iteration 50: (EM) log likelihood = -28459.699
Iteration 51: (EM) log likelihood = -28455.297
Iteration 52: (EM) log likelihood = -28452.207
Iteration 53: (EM) log likelihood = -28448.77
Iteration 54: (EM) log likelihood = -28446.991
Iteration 55: (EM) log likelihood = -28443.834
Iteration 56: (EM) log likelihood = -28441.192
Iteration 57: (EM) log likelihood = -28438.702
Iteration 58: (EM) log likelihood = -28436.306
Iteration 59: (EM) log likelihood = -28434.49
Iteration 60: (EM) log likelihood = -28432.724
Iteration 61: (EM) log likelihood = -28430.644
Iteration 62: (EM) log likelihood = -28428.423
Iteration 63: (EM) log likelihood = -28426.172
Iteration 64: (EM) log likelihood = -28423.684
Iteration 65: (EM) log likelihood = -28421.078
Iteration 66: (EM) log likelihood = -28419.21
Iteration 67: (EM) log likelihood = -28415.162
Iteration 68: (EM) log likelihood = -28412.065
Iteration 69: (EM) log likelihood = -28409.146
Iteration 70: (EM) log likelihood = -28406.21
Iteration 71: (EM) log likelihood = -28403.119
Iteration 72: (EM) log likelihood = -28398.821
Iteration 73: (EM) log likelihood = -28391.304
Iteration 74: (EM) log likelihood = -28387.431
Iteration 75: (EM) log likelihood = -28381.805
Iteration 76: (EM) log likelihood = -28378.532
Iteration 77: (EM) log likelihood = -28375.569
Iteration 78: (EM) log likelihood = -28372.456
Iteration 79: (EM) log likelihood = -28369.104
Iteration 80: (EM) log likelihood = -28366.844
Iteration 81: (EM) log likelihood = -28363.974
Iteration 82: (EM) log likelihood = -28358.944
Iteration 83: (EM) log likelihood = -28354.125
Iteration 84: (EM) log likelihood = -28351.084
Iteration 85: (EM) log likelihood = -28346.922
Iteration 86: (EM) log likelihood = -28343.605
Iteration 87: (EM) log likelihood = -28338.324
Iteration 88: (EM) log likelihood = -28336.045
Iteration 89: (EM) log likelihood = -28331.727
Iteration 90: (EM) log likelihood = -28329.371
Iteration 91: (EM) log likelihood = -28327.749
Iteration 92: (EM) log likelihood = -28324.153
Iteration 93: (EM) log likelihood = -28318.881
Iteration 94: (EM) log likelihood = -28316.009
Iteration 95: (EM) log likelihood = -28311.161
Iteration 96: (EM) log likelihood = -28306.698
Iteration 97: (EM) log likelihood = -28304.374
Iteration 98: (EM) log likelihood = -28300.619
Iteration 99: (EM) log likelihood = -28297.58
Iteration 100: (EM) log likelihood = -28293.442
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.9108
Iteration 1: (class) log likelihood = -7370.9108
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30261.152
Iteration 1: (outcome) log likelihood = -29085.743
Iteration 2: (outcome) log likelihood = -28840.016
Iteration 3: (outcome) log likelihood = -28795.851
Iteration 4: (outcome) log likelihood = -28786.538
Iteration 5: (outcome) log likelihood = -28784.477
Iteration 6: (outcome) log likelihood = -28784.039
Iteration 7: (outcome) log likelihood = -28783.962
Iteration 8: (outcome) log likelihood = -28783.954
Iteration 9: (outcome) log likelihood = -28783.952
Iteration 10: (outcome) log likelihood = -28783.952 (not concave)
Iteration 11: (outcome) log likelihood = -28783.952 (not concave)
Iteration 12: (outcome) log likelihood = -28783.952 (not concave)
Iteration 13: (outcome) log likelihood = -28783.952 (not concave)
Iteration 14: (outcome) log likelihood = -28783.952 (not concave)
Iteration 15: (outcome) log likelihood = -28783.952 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36011.075
Iteration 1: (EM) log likelihood = -35581.157
Iteration 2: (EM) log likelihood = -34716.363
Iteration 3: (EM) log likelihood = -33652.139
Iteration 4: (EM) log likelihood = -32751.845
Iteration 5: (EM) log likelihood = -32056.035
Iteration 6: (EM) log likelihood = -31533.127
Iteration 7: (EM) log likelihood = -31147.691
Iteration 8: (EM) log likelihood = -30847.589
Iteration 9: (EM) log likelihood = -30601.032
Iteration 10: (EM) log likelihood = -30387.832
Iteration 11: (EM) log likelihood = -30208.349
Iteration 12: (EM) log likelihood = -30058.397
Iteration 13: (EM) log likelihood = -29930.005
Iteration 14: (EM) log likelihood = -29821.556
Iteration 15: (EM) log likelihood = -29728.654
Iteration 16: (EM) log likelihood = -29640.182
Iteration 17: (EM) log likelihood = -29558.887
Iteration 18: (EM) log likelihood = -29480.939
Iteration 19: (EM) log likelihood = -29403.341
Iteration 20: (EM) log likelihood = -29329.344
Iteration 21: (EM) log likelihood = -29258.648
Iteration 22: (EM) log likelihood = -29189.823
Iteration 23: (EM) log likelihood = -29121.876
Iteration 24: (EM) log likelihood = -29049.644
Iteration 25: (EM) log likelihood = -28989.774
Iteration 26: (EM) log likelihood = -28933.776
Iteration 27: (EM) log likelihood = -28877.472
Iteration 28: (EM) log likelihood = -28826.265
Iteration 29: (EM) log likelihood = -28778.731
Iteration 30: (EM) log likelihood = -28735.339
Iteration 31: (EM) log likelihood = -28695.778
Iteration 32: (EM) log likelihood = -28661.226
Iteration 33: (EM) log likelihood = -28627.637
Iteration 34: (EM) log likelihood = -28599.679
Iteration 35: (EM) log likelihood = -28571.461
Iteration 36: (EM) log likelihood = -28545.305
Iteration 37: (EM) log likelihood = -28523.721
Iteration 38: (EM) log likelihood = -28500.655
Iteration 39: (EM) log likelihood = -28481.027
Iteration 40: (EM) log likelihood = -28465.507
Iteration 41: (EM) log likelihood = -28447.502
Iteration 42: (EM) log likelihood = -28434.231
Iteration 43: (EM) log likelihood = -28422.19
Iteration 44: (EM) log likelihood = -28408.52
Iteration 45: (EM) log likelihood = -28399.082
Iteration 46: (EM) log likelihood = -28388.761
Iteration 47: (EM) log likelihood = -28379.007
Iteration 48: (EM) log likelihood = -28371.341
Iteration 49: (EM) log likelihood = -28364.642
Iteration 50: (EM) log likelihood = -28354.696
Iteration 51: (EM) log likelihood = -28349.121
Iteration 52: (EM) log likelihood = -28344.044
Iteration 53: (EM) log likelihood = -28339.314
Iteration 54: (EM) log likelihood = -28334.973
Iteration 55: (EM) log likelihood = -28329.928
Iteration 56: (EM) log likelihood = -28325.13
Iteration 57: (EM) log likelihood = -28320.553
Iteration 58: (EM) log likelihood = -28317.163
Iteration 59: (EM) log likelihood = -28312.934
Iteration 60: (EM) log likelihood = -28309.484
Iteration 61: (EM) log likelihood = -28306.845
Iteration 62: (EM) log likelihood = -28303.426
Iteration 63: (EM) log likelihood = -28300.89
Iteration 64: (EM) log likelihood = -28299.036
Iteration 65: (EM) log likelihood = -28296.383
Iteration 66: (EM) log likelihood = -28293.906
Iteration 67: (EM) log likelihood = -28291.571
Iteration 68: (EM) log likelihood = -28290.415
Iteration 69: (EM) log likelihood = -28288.982
Iteration 70: (EM) log likelihood = -28285.907
Iteration 71: (EM) log likelihood = -28284.713
Iteration 72: (EM) log likelihood = -28282.483
Iteration 73: (EM) log likelihood = -28280.783
Iteration 74: (EM) log likelihood = -28279.086
Iteration 75: (EM) log likelihood = -28276.54
Iteration 76: (EM) log likelihood = -28274.059
Iteration 77: (EM) log likelihood = -28269.284
Iteration 78: (EM) log likelihood = -28267.273
Iteration 79: (EM) log likelihood = -28266.039
Iteration 80: (EM) log likelihood = -28263.553
Iteration 81: (EM) log likelihood = -28261.354
Iteration 82: (EM) log likelihood = -28258.57
Iteration 83: (EM) log likelihood = -28256.693
Iteration 84: (EM) log likelihood = -28254.935
Iteration 85: (EM) log likelihood = -28253.081
Iteration 86: (EM) log likelihood = -28251.677
Iteration 87: (EM) log likelihood = -28250.182
Iteration 88: (EM) log likelihood = -28247.792
Iteration 89: (EM) log likelihood = -28246.815
Iteration 90: (EM) log likelihood = -28245.571
Iteration 91: (EM) log likelihood = -28243.412
Iteration 92: (EM) log likelihood = -28242.727
Iteration 93: (EM) log likelihood = -28241.489
Iteration 94: (EM) log likelihood = -28240.66
Iteration 95: (EM) log likelihood = -28238.932
Iteration 96: (EM) log likelihood = -28238.018
Iteration 97: (EM) log likelihood = -28237.237
Iteration 98: (EM) log likelihood = -28236.624
Iteration 99: (EM) log likelihood = -28235.536
Iteration 100: (EM) log likelihood = -28234.475
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.7591
Iteration 1: (class) log likelihood = -7369.7591
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29268.348
Iteration 1: (outcome) log likelihood = -28964.041
Iteration 2: (outcome) log likelihood = -28842.139
Iteration 3: (outcome) log likelihood = -28826.08
Iteration 4: (outcome) log likelihood = -28823.733
Iteration 5: (outcome) log likelihood = -28823.379
Iteration 6: (outcome) log likelihood = -28823.315
Iteration 7: (outcome) log likelihood = -28823.301
Iteration 8: (outcome) log likelihood = -28823.298
Iteration 9: (outcome) log likelihood = -28823.297
Iteration 10: (outcome) log likelihood = -28823.297 (not concave)
Iteration 11: (outcome) log likelihood = -28823.297 (not concave)
Iteration 12: (outcome) log likelihood = -28823.297 (not concave)
Iteration 13: (outcome) log likelihood = -28823.297 (not concave)
Iteration 14: (outcome) log likelihood = -28823.297 (not concave)
Iteration 15: (outcome) log likelihood = -28823.297 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36123.884
Iteration 1: (EM) log likelihood = -35884.767
Iteration 2: (EM) log likelihood = -35249.558
Iteration 3: (EM) log likelihood = -34157.915
Iteration 4: (EM) log likelihood = -33012.679
Iteration 5: (EM) log likelihood = -32140.318
Iteration 6: (EM) log likelihood = -31540.835
Iteration 7: (EM) log likelihood = -31121.933
Iteration 8: (EM) log likelihood = -30787.6
Iteration 9: (EM) log likelihood = -30492.918
Iteration 10: (EM) log likelihood = -30238.316
Iteration 11: (EM) log likelihood = -30028.506
Iteration 12: (EM) log likelihood = -29860.092
Iteration 13: (EM) log likelihood = -29724.109
Iteration 14: (EM) log likelihood = -29608.093
Iteration 15: (EM) log likelihood = -29508.924
Iteration 16: (EM) log likelihood = -29426.602
Iteration 17: (EM) log likelihood = -29352.744
Iteration 18: (EM) log likelihood = -29282.288
Iteration 19: (EM) log likelihood = -29223.156
Iteration 20: (EM) log likelihood = -29169.335
Iteration 21: (EM) log likelihood = -29120.211
Iteration 22: (EM) log likelihood = -29073.117
Iteration 23: (EM) log likelihood = -29026.173
Iteration 24: (EM) log likelihood = -28979.229
Iteration 25: (EM) log likelihood = -28931.463
Iteration 26: (EM) log likelihood = -28885.426
Iteration 27: (EM) log likelihood = -28840.793
Iteration 28: (EM) log likelihood = -28796.709
Iteration 29: (EM) log likelihood = -28752.401
Iteration 30: (EM) log likelihood = -28714.138
Iteration 31: (EM) log likelihood = -28678.182
Iteration 32: (EM) log likelihood = -28642.362
Iteration 33: (EM) log likelihood = -28606.821
Iteration 34: (EM) log likelihood = -28571.709
Iteration 35: (EM) log likelihood = -28537.579
Iteration 36: (EM) log likelihood = -28506.602
Iteration 37: (EM) log likelihood = -28475.33
Iteration 38: (EM) log likelihood = -28448.282
Iteration 39: (EM) log likelihood = -28423.951
Iteration 40: (EM) log likelihood = -28402.406
Iteration 41: (EM) log likelihood = -28380.691
Iteration 42: (EM) log likelihood = -28355.824
Iteration 43: (EM) log likelihood = -28334.552
Iteration 44: (EM) log likelihood = -28313.43
Iteration 45: (EM) log likelihood = -28292.859
Iteration 46: (EM) log likelihood = -28271.659
Iteration 47: (EM) log likelihood = -28253.562
Iteration 48: (EM) log likelihood = -28237.043
Iteration 49: (EM) log likelihood = -28222.997
Iteration 50: (EM) log likelihood = -28210.009
Iteration 51: (EM) log likelihood = -28198.977
Iteration 52: (EM) log likelihood = -28186.688
Iteration 53: (EM) log likelihood = -28178.028
Iteration 54: (EM) log likelihood = -28169.77
Iteration 55: (EM) log likelihood = -28159.606
Iteration 56: (EM) log likelihood = -28153.767
Iteration 57: (EM) log likelihood = -28146.368
Iteration 58: (EM) log likelihood = -28140.236
Iteration 59: (EM) log likelihood = -28133.705
Iteration 60: (EM) log likelihood = -28125.697
Iteration 61: (EM) log likelihood = -28120.392
Iteration 62: (EM) log likelihood = -28114.997
Iteration 63: (EM) log likelihood = -28111.129
Iteration 64: (EM) log likelihood = -28108.847
Iteration 65: (EM) log likelihood = -28105.718
Iteration 66: (EM) log likelihood = -28099.412
Iteration 67: (EM) log likelihood = -28095.452
Iteration 68: (EM) log likelihood = -28090.998
Iteration 69: (EM) log likelihood = -28086.943
Iteration 70: (EM) log likelihood = -28084.325
Iteration 71: (EM) log likelihood = -28081.948
Iteration 72: (EM) log likelihood = -28079.356
Iteration 73: (EM) log likelihood = -28075.504
Iteration 74: (EM) log likelihood = -28073.376
Iteration 75: (EM) log likelihood = -28070.415
Iteration 76: (EM) log likelihood = -28068.348
Iteration 77: (EM) log likelihood = -28066.034
Iteration 78: (EM) log likelihood = -28063.084
Iteration 79: (EM) log likelihood = -28061.133
Iteration 80: (EM) log likelihood = -28058.851
Iteration 81: (EM) log likelihood = -28056.438
Iteration 82: (EM) log likelihood = -28054.874
Iteration 83: (EM) log likelihood = -28053.239
Iteration 84: (EM) log likelihood = -28049.784
Iteration 85: (EM) log likelihood = -28048.12
Iteration 86: (EM) log likelihood = -28046.351
Iteration 87: (EM) log likelihood = -28043.128
Iteration 88: (EM) log likelihood = -28041.37
Iteration 89: (EM) log likelihood = -28039.67
Iteration 90: (EM) log likelihood = -28038.216
Iteration 91: (EM) log likelihood = -28034.128
Iteration 92: (EM) log likelihood = -28032.562
Iteration 93: (EM) log likelihood = -28031.201
Iteration 94: (EM) log likelihood = -28029.428
Iteration 95: (EM) log likelihood = -28021.593
Iteration 96: (EM) log likelihood = -28018.66
Iteration 97: (EM) log likelihood = -28015.287
Iteration 98: (EM) log likelihood = -28013.292
Iteration 99: (EM) log likelihood = -28011.232
Iteration 100: (EM) log likelihood = -28009.389
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.8139
Iteration 1: (class) log likelihood = -7368.8139
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30149.524
Iteration 1: (outcome) log likelihood = -29063.026
Iteration 2: (outcome) log likelihood = -28887.358
Iteration 3: (outcome) log likelihood = -28832.443
Iteration 4: (outcome) log likelihood = -28824.136
Iteration 5: (outcome) log likelihood = -28822.048
Iteration 6: (outcome) log likelihood = -28821.578
Iteration 7: (outcome) log likelihood = -28821.485
Iteration 8: (outcome) log likelihood = -28821.466
Iteration 9: (outcome) log likelihood = -28821.461
Iteration 10: (outcome) log likelihood = -28821.46 (not concave)
Iteration 11: (outcome) log likelihood = -28821.46 (not concave)
Iteration 12: (outcome) log likelihood = -28821.46 (not concave)
Iteration 13: (outcome) log likelihood = -28821.46 (not concave)
Iteration 14: (outcome) log likelihood = -28821.46 (not concave)
Iteration 15: (outcome) log likelihood = -28821.46 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36112.561
Iteration 1: (EM) log likelihood = -35845.677
Iteration 2: (EM) log likelihood = -35226.177
Iteration 3: (EM) log likelihood = -34353.384
Iteration 4: (EM) log likelihood = -33574.016
Iteration 5: (EM) log likelihood = -32948.347
Iteration 6: (EM) log likelihood = -32383.564
Iteration 7: (EM) log likelihood = -31850.704
Iteration 8: (EM) log likelihood = -31373.786
Iteration 9: (EM) log likelihood = -30982.663
Iteration 10: (EM) log likelihood = -30665.248
Iteration 11: (EM) log likelihood = -30399.933
Iteration 12: (EM) log likelihood = -30178.983
Iteration 13: (EM) log likelihood = -29996.515
Iteration 14: (EM) log likelihood = -29841.415
Iteration 15: (EM) log likelihood = -29709.198
Iteration 16: (EM) log likelihood = -29595.518
Iteration 17: (EM) log likelihood = -29499.404
Iteration 18: (EM) log likelihood = -29416.737
Iteration 19: (EM) log likelihood = -29344.538
Iteration 20: (EM) log likelihood = -29282.069
Iteration 21: (EM) log likelihood = -29225.132
Iteration 22: (EM) log likelihood = -29174.97
Iteration 23: (EM) log likelihood = -29129.181
Iteration 24: (EM) log likelihood = -29087.488
Iteration 25: (EM) log likelihood = -29047.904
Iteration 26: (EM) log likelihood = -29007.594
Iteration 27: (EM) log likelihood = -28971.623
Iteration 28: (EM) log likelihood = -28933.835
Iteration 29: (EM) log likelihood = -28900.603
Iteration 30: (EM) log likelihood = -28868.253
Iteration 31: (EM) log likelihood = -28835.363
Iteration 32: (EM) log likelihood = -28810.299
Iteration 33: (EM) log likelihood = -28788.253
Iteration 34: (EM) log likelihood = -28769.064
Iteration 35: (EM) log likelihood = -28751.705
Iteration 36: (EM) log likelihood = -28736.19
Iteration 37: (EM) log likelihood = -28721.028
Iteration 38: (EM) log likelihood = -28704.094
Iteration 39: (EM) log likelihood = -28687.155
Iteration 40: (EM) log likelihood = -28669.902
Iteration 41: (EM) log likelihood = -28651.081
Iteration 42: (EM) log likelihood = -28631.917
Iteration 43: (EM) log likelihood = -28612.589
Iteration 44: (EM) log likelihood = -28596.906
Iteration 45: (EM) log likelihood = -28582.704
Iteration 46: (EM) log likelihood = -28569.064
Iteration 47: (EM) log likelihood = -28557.124
Iteration 48: (EM) log likelihood = -28546.041
Iteration 49: (EM) log likelihood = -28535.96
Iteration 50: (EM) log likelihood = -28526.085
Iteration 51: (EM) log likelihood = -28517.062
Iteration 52: (EM) log likelihood = -28507.727
Iteration 53: (EM) log likelihood = -28498.944
Iteration 54: (EM) log likelihood = -28490.912
Iteration 55: (EM) log likelihood = -28483.583
Iteration 56: (EM) log likelihood = -28475.981
Iteration 57: (EM) log likelihood = -28469.261
Iteration 58: (EM) log likelihood = -28463.085
Iteration 59: (EM) log likelihood = -28456.05
Iteration 60: (EM) log likelihood = -28450.037
Iteration 61: (EM) log likelihood = -28444.286
Iteration 62: (EM) log likelihood = -28438.622
Iteration 63: (EM) log likelihood = -28432.916
Iteration 64: (EM) log likelihood = -28427.757
Iteration 65: (EM) log likelihood = -28422.87
Iteration 66: (EM) log likelihood = -28418.189
Iteration 67: (EM) log likelihood = -28413.96
Iteration 68: (EM) log likelihood = -28410.202
Iteration 69: (EM) log likelihood = -28406.154
Iteration 70: (EM) log likelihood = -28402.894
Iteration 71: (EM) log likelihood = -28399.299
Iteration 72: (EM) log likelihood = -28395.67
Iteration 73: (EM) log likelihood = -28392.516
Iteration 74: (EM) log likelihood = -28388.136
Iteration 75: (EM) log likelihood = -28385.718
Iteration 76: (EM) log likelihood = -28383.25
Iteration 77: (EM) log likelihood = -28380.222
Iteration 78: (EM) log likelihood = -28378.096
Iteration 79: (EM) log likelihood = -28376.031
Iteration 80: (EM) log likelihood = -28374.024
Iteration 81: (EM) log likelihood = -28372.089
Iteration 82: (EM) log likelihood = -28370.385
Iteration 83: (EM) log likelihood = -28368.809
Iteration 84: (EM) log likelihood = -28367.443
Iteration 85: (EM) log likelihood = -28365.982
Iteration 86: (EM) log likelihood = -28364.6
Iteration 87: (EM) log likelihood = -28363.354
Iteration 88: (EM) log likelihood = -28361.988
Iteration 89: (EM) log likelihood = -28361.113
Iteration 90: (EM) log likelihood = -28360.181
Iteration 91: (EM) log likelihood = -28358.626
Iteration 92: (EM) log likelihood = -28357.317
Iteration 93: (EM) log likelihood = -28355.992
Iteration 94: (EM) log likelihood = -28355.12
Iteration 95: (EM) log likelihood = -28354.366
Iteration 96: (EM) log likelihood = -28352.927
Iteration 97: (EM) log likelihood = -28351.578
Iteration 98: (EM) log likelihood = -28350.299
Iteration 99: (EM) log likelihood = -28349.193
Iteration 100: (EM) log likelihood = -28347.986
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.9586
Iteration 1: (class) log likelihood = -7370.9586
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29124.128
Iteration 1: (outcome) log likelihood = -28910.287
Iteration 2: (outcome) log likelihood = -28852.487
Iteration 3: (outcome) log likelihood = -28847.393
Iteration 4: (outcome) log likelihood = -28846.774
Iteration 5: (outcome) log likelihood = -28846.684
Iteration 6: (outcome) log likelihood = -28846.669
Iteration 7: (outcome) log likelihood = -28846.666
Iteration 8: (outcome) log likelihood = -28846.665
Iteration 9: (outcome) log likelihood = -28846.665
Iteration 10: (outcome) log likelihood = -28846.665 (not concave)
Iteration 11: (outcome) log likelihood = -28846.665 (not concave)
Iteration 12: (outcome) log likelihood = -28846.665 (not concave)
Iteration 13: (outcome) log likelihood = -28846.665 (not concave)
Iteration 14: (outcome) log likelihood = -28846.665 (not concave)
Iteration 15: (outcome) log likelihood = -28846.665 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36167.196
Iteration 1: (EM) log likelihood = -35980.805
Iteration 2: (EM) log likelihood = -35555.019
Iteration 3: (EM) log likelihood = -34723.299
Iteration 4: (EM) log likelihood = -33435.421
Iteration 5: (EM) log likelihood = -32249.748
Iteration 6: (EM) log likelihood = -31433.027
Iteration 7: (EM) log likelihood = -30897.501
Iteration 8: (EM) log likelihood = -30533.753
Iteration 9: (EM) log likelihood = -30257.429
Iteration 10: (EM) log likelihood = -30032.052
Iteration 11: (EM) log likelihood = -29845.464
Iteration 12: (EM) log likelihood = -29695.28
Iteration 13: (EM) log likelihood = -29578.164
Iteration 14: (EM) log likelihood = -29486.564
Iteration 15: (EM) log likelihood = -29412.639
Iteration 16: (EM) log likelihood = -29347.886
Iteration 17: (EM) log likelihood = -29293.781
Iteration 18: (EM) log likelihood = -29250.613
Iteration 19: (EM) log likelihood = -29211.6
Iteration 20: (EM) log likelihood = -29180.068
Iteration 21: (EM) log likelihood = -29152.006
Iteration 22: (EM) log likelihood = -29127.18
Iteration 23: (EM) log likelihood = -29104.796
Iteration 24: (EM) log likelihood = -29085.018
Iteration 25: (EM) log likelihood = -29065.03
Iteration 26: (EM) log likelihood = -29044.952
Iteration 27: (EM) log likelihood = -29025.404
Iteration 28: (EM) log likelihood = -29003.526
Iteration 29: (EM) log likelihood = -28983.994
Iteration 30: (EM) log likelihood = -28963.391
Iteration 31: (EM) log likelihood = -28938.717
Iteration 32: (EM) log likelihood = -28915.106
Iteration 33: (EM) log likelihood = -28889.987
Iteration 34: (EM) log likelihood = -28862.644
Iteration 35: (EM) log likelihood = -28834.618
Iteration 36: (EM) log likelihood = -28804.517
Iteration 37: (EM) log likelihood = -28772.606
Iteration 38: (EM) log likelihood = -28741.222
Iteration 39: (EM) log likelihood = -28706.651
Iteration 40: (EM) log likelihood = -28674.569
Iteration 41: (EM) log likelihood = -28640.364
Iteration 42: (EM) log likelihood = -28606.929
Iteration 43: (EM) log likelihood = -28574.017
Iteration 44: (EM) log likelihood = -28542.887
Iteration 45: (EM) log likelihood = -28508.71
Iteration 46: (EM) log likelihood = -28476.613
Iteration 47: (EM) log likelihood = -28446.242
Iteration 48: (EM) log likelihood = -28419.887
Iteration 49: (EM) log likelihood = -28396.682
Iteration 50: (EM) log likelihood = -28375.574
Iteration 51: (EM) log likelihood = -28354.817
Iteration 52: (EM) log likelihood = -28335.672
Iteration 53: (EM) log likelihood = -28317.613
Iteration 54: (EM) log likelihood = -28304.193
Iteration 55: (EM) log likelihood = -28293.081
Iteration 56: (EM) log likelihood = -28287.097
Iteration 57: (EM) log likelihood = -28276.704
Iteration 58: (EM) log likelihood = -28268.543
Iteration 59: (EM) log likelihood = -28261.905
Iteration 60: (EM) log likelihood = -28255.486
Iteration 61: (EM) log likelihood = -28250.781
Iteration 62: (EM) log likelihood = -28248.149
Iteration 63: (EM) log likelihood = -28245.654
Iteration 64: (EM) log likelihood = -28242.76
Iteration 65: (EM) log likelihood = -28240.176
Iteration 66: (EM) log likelihood = -28238.219
Iteration 67: (EM) log likelihood = -28234.144
Iteration 68: (EM) log likelihood = -28233.368
Iteration 69: (EM) log likelihood = -28232.853
Iteration 70: (EM) log likelihood = -28231.775
Iteration 71: (EM) log likelihood = -28228.987
Iteration 72: (EM) log likelihood = -28224.521
Iteration 73: (EM) log likelihood = -28221.487
Iteration 74: (EM) log likelihood = -28218.811
Iteration 75: (EM) log likelihood = -28214.165
Iteration 76: (EM) log likelihood = -28209.532
Iteration 77: (EM) log likelihood = -28204.627
Iteration 78: (EM) log likelihood = -28200.304
Iteration 79: (EM) log likelihood = -28195.084
Iteration 80: (EM) log likelihood = -28190.785
Iteration 81: (EM) log likelihood = -28186.563
Iteration 82: (EM) log likelihood = -28182.635
Iteration 83: (EM) log likelihood = -28180.045
Iteration 84: (EM) log likelihood = -28176.06
Iteration 85: (EM) log likelihood = -28173.939
Iteration 86: (EM) log likelihood = -28169.867
Iteration 87: (EM) log likelihood = -28166.633
Iteration 88: (EM) log likelihood = -28163.41
Iteration 89: (EM) log likelihood = -28160.478
Iteration 90: (EM) log likelihood = -28157.278
Iteration 91: (EM) log likelihood = -28154.5
Iteration 92: (EM) log likelihood = -28153.136
Iteration 93: (EM) log likelihood = -28151.783
Iteration 94: (EM) log likelihood = -28149.795
Iteration 95: (EM) log likelihood = -28146.959
Iteration 96: (EM) log likelihood = -28145.248
Iteration 97: (EM) log likelihood = -28142.788
Iteration 98: (EM) log likelihood = -28140.026
Iteration 99: (EM) log likelihood = -28135.302
Iteration 100: (EM) log likelihood = -28133.669
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.3085
Iteration 1: (class) log likelihood = -7370.3085
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29531.371
Iteration 1: (outcome) log likelihood = -28954.209
Iteration 2: (outcome) log likelihood = -28843.582
Iteration 3: (outcome) log likelihood = -28826.888
Iteration 4: (outcome) log likelihood = -28823.665
Iteration 5: (outcome) log likelihood = -28822.916
Iteration 6: (outcome) log likelihood = -28822.788
Iteration 7: (outcome) log likelihood = -28822.758
Iteration 8: (outcome) log likelihood = -28822.751
Iteration 9: (outcome) log likelihood = -28822.75 (not concave)
Iteration 10: (outcome) log likelihood = -28822.75 (not concave)
Iteration 11: (outcome) log likelihood = -28822.75 (not concave)
Iteration 12: (outcome) log likelihood = -28822.75 (not concave)
Iteration 13: (outcome) log likelihood = -28822.75 (not concave)
Iteration 14: (outcome) log likelihood = -28822.75 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36116.023
Iteration 1: (EM) log likelihood = -35887.616
Iteration 2: (EM) log likelihood = -35375.923
Iteration 3: (EM) log likelihood = -34494.995
Iteration 4: (EM) log likelihood = -33406.671
Iteration 5: (EM) log likelihood = -32470.565
Iteration 6: (EM) log likelihood = -31780.206
Iteration 7: (EM) log likelihood = -31283.497
Iteration 8: (EM) log likelihood = -30910.164
Iteration 9: (EM) log likelihood = -30610.039
Iteration 10: (EM) log likelihood = -30361.804
Iteration 11: (EM) log likelihood = -30156.063
Iteration 12: (EM) log likelihood = -29980.465
Iteration 13: (EM) log likelihood = -29836.639
Iteration 14: (EM) log likelihood = -29712.636
Iteration 15: (EM) log likelihood = -29604.554
Iteration 16: (EM) log likelihood = -29508.379
Iteration 17: (EM) log likelihood = -29417.221
Iteration 18: (EM) log likelihood = -29332.953
Iteration 19: (EM) log likelihood = -29252.767
Iteration 20: (EM) log likelihood = -29175.325
Iteration 21: (EM) log likelihood = -29102.687
Iteration 22: (EM) log likelihood = -29034.586
Iteration 23: (EM) log likelihood = -28969.205
Iteration 24: (EM) log likelihood = -28908.728
Iteration 25: (EM) log likelihood = -28858.017
Iteration 26: (EM) log likelihood = -28812.6
Iteration 27: (EM) log likelihood = -28768.038
Iteration 28: (EM) log likelihood = -28732.052
Iteration 29: (EM) log likelihood = -28697.567
Iteration 30: (EM) log likelihood = -28665.883
Iteration 31: (EM) log likelihood = -28637.732
Iteration 32: (EM) log likelihood = -28613.99
Iteration 33: (EM) log likelihood = -28590.651
Iteration 34: (EM) log likelihood = -28568.76
Iteration 35: (EM) log likelihood = -28547.686
Iteration 36: (EM) log likelihood = -28530.655
Iteration 37: (EM) log likelihood = -28513.443
Iteration 38: (EM) log likelihood = -28495.824
Iteration 39: (EM) log likelihood = -28483.368
Iteration 40: (EM) log likelihood = -28471.853
Iteration 41: (EM) log likelihood = -28464.301
Iteration 42: (EM) log likelihood = -28456.967
Iteration 43: (EM) log likelihood = -28451.754
Iteration 44: (EM) log likelihood = -28447.419
Iteration 45: (EM) log likelihood = -28442.556
Iteration 46: (EM) log likelihood = -28439.444
Iteration 47: (EM) log likelihood = -28436.481
Iteration 48: (EM) log likelihood = -28434.213
Iteration 49: (EM) log likelihood = -28431.422
Iteration 50: (EM) log likelihood = -28429.646
Iteration 51: (EM) log likelihood = -28428.06
Iteration 52: (EM) log likelihood = -28425.819
Iteration 53: (EM) log likelihood = -28423.702
Iteration 54: (EM) log likelihood = -28422.576
Iteration 55: (EM) log likelihood = -28419.19
Iteration 56: (EM) log likelihood = -28418.242
Iteration 57: (EM) log likelihood = -28417.659
Iteration 58: (EM) log likelihood = -28417.075
Iteration 59: (EM) log likelihood = -28415.071
Iteration 60: (EM) log likelihood = -28413.902
Iteration 61: (EM) log likelihood = -28413.148
Iteration 62: (EM) log likelihood = -28413.081
Iteration 63: (EM) log likelihood = -28412.963
Iteration 64: (EM) log likelihood = -28412.607
Iteration 65: (EM) log likelihood = -28412.273
Iteration 66: (EM) log likelihood = -28412.341
Iteration 67: (EM) log likelihood = -28412.466
Iteration 68: (EM) log likelihood = -28412.392
Iteration 69: (EM) log likelihood = -28412.183
Iteration 70: (EM) log likelihood = -28412.209
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.5538
Iteration 1: (class) log likelihood = -7371.5538
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29267.455
Iteration 1: (outcome) log likelihood = -28944.422
Iteration 2: (outcome) log likelihood = -28839.951
Iteration 3: (outcome) log likelihood = -28825.047
Iteration 4: (outcome) log likelihood = -28822.669
Iteration 5: (outcome) log likelihood = -28822.257
Iteration 6: (outcome) log likelihood = -28822.163
Iteration 7: (outcome) log likelihood = -28822.147
Iteration 8: (outcome) log likelihood = -28822.143
Iteration 9: (outcome) log likelihood = -28822.142
Iteration 10: (outcome) log likelihood = -28822.142 (not concave)
Iteration 11: (outcome) log likelihood = -28822.142 (not concave)
Iteration 12: (outcome) log likelihood = -28822.142 (not concave)
Iteration 13: (outcome) log likelihood = -28822.142 (not concave)
Iteration 14: (outcome) log likelihood = -28822.142 (not concave)
Iteration 15: (outcome) log likelihood = -28822.142 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36139.551
Iteration 1: (EM) log likelihood = -35934.28
Iteration 2: (EM) log likelihood = -35442.879
Iteration 3: (EM) log likelihood = -34515.966
Iteration 4: (EM) log likelihood = -33350.985
Iteration 5: (EM) log likelihood = -32385.476
Iteration 6: (EM) log likelihood = -31731.747
Iteration 7: (EM) log likelihood = -31297.316
Iteration 8: (EM) log likelihood = -30976.667
Iteration 9: (EM) log likelihood = -30720.61
Iteration 10: (EM) log likelihood = -30504.408
Iteration 11: (EM) log likelihood = -30312.863
Iteration 12: (EM) log likelihood = -30128.422
Iteration 13: (EM) log likelihood = -29944.875
Iteration 14: (EM) log likelihood = -29770.909
Iteration 15: (EM) log likelihood = -29625.341
Iteration 16: (EM) log likelihood = -29522.697
Iteration 17: (EM) log likelihood = -29446.081
Iteration 18: (EM) log likelihood = -29394.617
Iteration 19: (EM) log likelihood = -29356.281
Iteration 20: (EM) log likelihood = -29326.971
Iteration 21: (EM) log likelihood = -29304.433
Iteration 22: (EM) log likelihood = -29286.588
Iteration 23: (EM) log likelihood = -29270.149
Iteration 24: (EM) log likelihood = -29257.014
Iteration 25: (EM) log likelihood = -29246.806
Iteration 26: (EM) log likelihood = -29237.451
Iteration 27: (EM) log likelihood = -29229.41
Iteration 28: (EM) log likelihood = -29221.599
Iteration 29: (EM) log likelihood = -29211.73
Iteration 30: (EM) log likelihood = -29205.453
Iteration 31: (EM) log likelihood = -29198.974
Iteration 32: (EM) log likelihood = -29194.438
Iteration 33: (EM) log likelihood = -29189.95
Iteration 34: (EM) log likelihood = -29183.589
Iteration 35: (EM) log likelihood = -29178.063
Iteration 36: (EM) log likelihood = -29172.353
Iteration 37: (EM) log likelihood = -29168.481
Iteration 38: (EM) log likelihood = -29164.623
Iteration 39: (EM) log likelihood = -29161.176
Iteration 40: (EM) log likelihood = -29157.052
Iteration 41: (EM) log likelihood = -29151.853
Iteration 42: (EM) log likelihood = -29146.276
Iteration 43: (EM) log likelihood = -29140.391
Iteration 44: (EM) log likelihood = -29133.614
Iteration 45: (EM) log likelihood = -29125.179
Iteration 46: (EM) log likelihood = -29115.81
Iteration 47: (EM) log likelihood = -29106.441
Iteration 48: (EM) log likelihood = -29096.744
Iteration 49: (EM) log likelihood = -29086.357
Iteration 50: (EM) log likelihood = -29075.374
Iteration 51: (EM) log likelihood = -29063.069
Iteration 52: (EM) log likelihood = -29049.974
Iteration 53: (EM) log likelihood = -29037.01
Iteration 54: (EM) log likelihood = -29024.337
Iteration 55: (EM) log likelihood = -29010.908
Iteration 56: (EM) log likelihood = -28997.85
Iteration 57: (EM) log likelihood = -28984.419
Iteration 58: (EM) log likelihood = -28971.625
Iteration 59: (EM) log likelihood = -28958.822
Iteration 60: (EM) log likelihood = -28946.346
Iteration 61: (EM) log likelihood = -28934.19
Iteration 62: (EM) log likelihood = -28921.833
Iteration 63: (EM) log likelihood = -28909.684
Iteration 64: (EM) log likelihood = -28897.85
Iteration 65: (EM) log likelihood = -28886.04
Iteration 66: (EM) log likelihood = -28875.157
Iteration 67: (EM) log likelihood = -28864.495
Iteration 68: (EM) log likelihood = -28853.428
Iteration 69: (EM) log likelihood = -28842.34
Iteration 70: (EM) log likelihood = -28831.499
Iteration 71: (EM) log likelihood = -28820.569
Iteration 72: (EM) log likelihood = -28809.35
Iteration 73: (EM) log likelihood = -28798.423
Iteration 74: (EM) log likelihood = -28787.173
Iteration 75: (EM) log likelihood = -28776.143
Iteration 76: (EM) log likelihood = -28765.431
Iteration 77: (EM) log likelihood = -28755.438
Iteration 78: (EM) log likelihood = -28742.677
Iteration 79: (EM) log likelihood = -28730.217
Iteration 80: (EM) log likelihood = -28721.022
Iteration 81: (EM) log likelihood = -28711.426
Iteration 82: (EM) log likelihood = -28702.369
Iteration 83: (EM) log likelihood = -28693.936
Iteration 84: (EM) log likelihood = -28685.994
Iteration 85: (EM) log likelihood = -28678.551
Iteration 86: (EM) log likelihood = -28671.101
Iteration 87: (EM) log likelihood = -28663.626
Iteration 88: (EM) log likelihood = -28656.73
Iteration 89: (EM) log likelihood = -28650.467
Iteration 90: (EM) log likelihood = -28644.844
Iteration 91: (EM) log likelihood = -28639.462
Iteration 92: (EM) log likelihood = -28634.338
Iteration 93: (EM) log likelihood = -28628.979
Iteration 94: (EM) log likelihood = -28623.706
Iteration 95: (EM) log likelihood = -28618.525
Iteration 96: (EM) log likelihood = -28613.488
Iteration 97: (EM) log likelihood = -28609.165
Iteration 98: (EM) log likelihood = -28604.689
Iteration 99: (EM) log likelihood = -28600.154
Iteration 100: (EM) log likelihood = -28595.031
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.0907
Iteration 1: (class) log likelihood = -7371.0907
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30255.056
Iteration 1: (outcome) log likelihood = -29159.3
Iteration 2: (outcome) log likelihood = -28892.443
Iteration 3: (outcome) log likelihood = -28844.184
Iteration 4: (outcome) log likelihood = -28834.936
Iteration 5: (outcome) log likelihood = -28833.132
Iteration 6: (outcome) log likelihood = -28832.764
Iteration 7: (outcome) log likelihood = -28832.677
Iteration 8: (outcome) log likelihood = -28832.661
Iteration 9: (outcome) log likelihood = -28832.66 (not concave)
Iteration 10: (outcome) log likelihood = -28832.66 (not concave)
Iteration 11: (outcome) log likelihood = -28832.659 (not concave)
Iteration 12: (outcome) log likelihood = -28832.659 (not concave)
Iteration 13: (outcome) log likelihood = -28832.659 (not concave)
Iteration 14: (outcome) log likelihood = -28832.659 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36140.859
Iteration 1: (EM) log likelihood = -35946.848
Iteration 2: (EM) log likelihood = -35414.909
Iteration 3: (EM) log likelihood = -34416.327
Iteration 4: (EM) log likelihood = -33304.545
Iteration 5: (EM) log likelihood = -32390.441
Iteration 6: (EM) log likelihood = -31704.17
Iteration 7: (EM) log likelihood = -31197.15
Iteration 8: (EM) log likelihood = -30833.451
Iteration 9: (EM) log likelihood = -30575.944
Iteration 10: (EM) log likelihood = -30374.226
Iteration 11: (EM) log likelihood = -30206.193
Iteration 12: (EM) log likelihood = -30065.43
Iteration 13: (EM) log likelihood = -29950.569
Iteration 14: (EM) log likelihood = -29857.999
Iteration 15: (EM) log likelihood = -29781.74
Iteration 16: (EM) log likelihood = -29720.129
Iteration 17: (EM) log likelihood = -29666.033
Iteration 18: (EM) log likelihood = -29614.311
Iteration 19: (EM) log likelihood = -29575.692
Iteration 20: (EM) log likelihood = -29540.35
Iteration 21: (EM) log likelihood = -29510.971
Iteration 22: (EM) log likelihood = -29482.526
Iteration 23: (EM) log likelihood = -29459.607
Iteration 24: (EM) log likelihood = -29441.634
Iteration 25: (EM) log likelihood = -29425.252
Iteration 26: (EM) log likelihood = -29410.305
Iteration 27: (EM) log likelihood = -29396.378
Iteration 28: (EM) log likelihood = -29381.871
Iteration 29: (EM) log likelihood = -29370.846
Iteration 30: (EM) log likelihood = -29360.274
Iteration 31: (EM) log likelihood = -29348.673
Iteration 32: (EM) log likelihood = -29336.941
Iteration 33: (EM) log likelihood = -29325.737
Iteration 34: (EM) log likelihood = -29315.484
Iteration 35: (EM) log likelihood = -29304.05
Iteration 36: (EM) log likelihood = -29288.189
Iteration 37: (EM) log likelihood = -29274.97
Iteration 38: (EM) log likelihood = -29255.351
Iteration 39: (EM) log likelihood = -29239.351
Iteration 40: (EM) log likelihood = -29223.456
Iteration 41: (EM) log likelihood = -29206.949
Iteration 42: (EM) log likelihood = -29190.695
Iteration 43: (EM) log likelihood = -29174.139
Iteration 44: (EM) log likelihood = -29156.39
Iteration 45: (EM) log likelihood = -29144.31
Iteration 46: (EM) log likelihood = -29133.242
Iteration 47: (EM) log likelihood = -29123.061
Iteration 48: (EM) log likelihood = -29108.494
Iteration 49: (EM) log likelihood = -29098.399
Iteration 50: (EM) log likelihood = -29088.585
Iteration 51: (EM) log likelihood = -29080.999
Iteration 52: (EM) log likelihood = -29075.079
Iteration 53: (EM) log likelihood = -29069.922
Iteration 54: (EM) log likelihood = -29066.465
Iteration 55: (EM) log likelihood = -29062.673
Iteration 56: (EM) log likelihood = -29058.452
Iteration 57: (EM) log likelihood = -29053.516
Iteration 58: (EM) log likelihood = -29047.305
Iteration 59: (EM) log likelihood = -29043.697
Iteration 60: (EM) log likelihood = -29040.31
Iteration 61: (EM) log likelihood = -29036.457
Iteration 62: (EM) log likelihood = -29033.103
Iteration 63: (EM) log likelihood = -29030.13
Iteration 64: (EM) log likelihood = -29026.963
Iteration 65: (EM) log likelihood = -29024.377
Iteration 66: (EM) log likelihood = -29022.034
Iteration 67: (EM) log likelihood = -29019.962
Iteration 68: (EM) log likelihood = -29017.616
Iteration 69: (EM) log likelihood = -29015.731
Iteration 70: (EM) log likelihood = -29013.723
Iteration 71: (EM) log likelihood = -29010.67
Iteration 72: (EM) log likelihood = -29008.939
Iteration 73: (EM) log likelihood = -29007.532
Iteration 74: (EM) log likelihood = -29005.972
Iteration 75: (EM) log likelihood = -29004.757
Iteration 76: (EM) log likelihood = -29003.47
Iteration 77: (EM) log likelihood = -29002.057
Iteration 78: (EM) log likelihood = -29000.955
Iteration 79: (EM) log likelihood = -28999.887
Iteration 80: (EM) log likelihood = -28998.865
Iteration 81: (EM) log likelihood = -28997.697
Iteration 82: (EM) log likelihood = -28994.664
Iteration 83: (EM) log likelihood = -28993.509
Iteration 84: (EM) log likelihood = -28992.692
Iteration 85: (EM) log likelihood = -28991.677
Iteration 86: (EM) log likelihood = -28990.591
Iteration 87: (EM) log likelihood = -28990.101
Iteration 88: (EM) log likelihood = -28989.67
Iteration 89: (EM) log likelihood = -28989.409
Iteration 90: (EM) log likelihood = -28989.121
Iteration 91: (EM) log likelihood = -28988.991
Iteration 92: (EM) log likelihood = -28988.815
Iteration 93: (EM) log likelihood = -28988.679
Iteration 94: (EM) log likelihood = -28988.631
Iteration 95: (EM) log likelihood = -28988.655
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.5289
Iteration 1: (class) log likelihood = -7371.5289
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29814.119
Iteration 1: (outcome) log likelihood = -29057.509
Iteration 2: (outcome) log likelihood = -28852.165
Iteration 3: (outcome) log likelihood = -28817.452
Iteration 4: (outcome) log likelihood = -28810.866
Iteration 5: (outcome) log likelihood = -28809.596
Iteration 6: (outcome) log likelihood = -28809.385
Iteration 7: (outcome) log likelihood = -28809.335
Iteration 8: (outcome) log likelihood = -28809.324
Iteration 9: (outcome) log likelihood = -28809.322 (not concave)
Iteration 10: (outcome) log likelihood = -28809.321 (not concave)
Iteration 11: (outcome) log likelihood = -28809.321 (not concave)
Iteration 12: (outcome) log likelihood = -28809.321 (not concave)
Iteration 13: (outcome) log likelihood = -28809.321 (not concave)
Iteration 14: (outcome) log likelihood = -28809.321 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36139.932
Iteration 1: (EM) log likelihood = -36014.127
Iteration 2: (EM) log likelihood = -35712.869
Iteration 3: (EM) log likelihood = -35088.053
Iteration 4: (EM) log likelihood = -34104.533
Iteration 5: (EM) log likelihood = -33069.885
Iteration 6: (EM) log likelihood = -32257.622
Iteration 7: (EM) log likelihood = -31651.086
Iteration 8: (EM) log likelihood = -31233.256
Iteration 9: (EM) log likelihood = -30956.433
Iteration 10: (EM) log likelihood = -30764.333
Iteration 11: (EM) log likelihood = -30610.809
Iteration 12: (EM) log likelihood = -30481.472
Iteration 13: (EM) log likelihood = -30364.861
Iteration 14: (EM) log likelihood = -30256.381
Iteration 15: (EM) log likelihood = -30155.29
Iteration 16: (EM) log likelihood = -30065.48
Iteration 17: (EM) log likelihood = -29985.094
Iteration 18: (EM) log likelihood = -29912.591
Iteration 19: (EM) log likelihood = -29845.682
Iteration 20: (EM) log likelihood = -29783.786
Iteration 21: (EM) log likelihood = -29728.696
Iteration 22: (EM) log likelihood = -29685.522
Iteration 23: (EM) log likelihood = -29647.098
Iteration 24: (EM) log likelihood = -29613.873
Iteration 25: (EM) log likelihood = -29583.985
Iteration 26: (EM) log likelihood = -29557.045
Iteration 27: (EM) log likelihood = -29534.959
Iteration 28: (EM) log likelihood = -29514.816
Iteration 29: (EM) log likelihood = -29495.25
Iteration 30: (EM) log likelihood = -29472.592
Iteration 31: (EM) log likelihood = -29455.25
Iteration 32: (EM) log likelihood = -29437.734
Iteration 33: (EM) log likelihood = -29419.57
Iteration 34: (EM) log likelihood = -29401.569
Iteration 35: (EM) log likelihood = -29382.924
Iteration 36: (EM) log likelihood = -29363.748
Iteration 37: (EM) log likelihood = -29344.158
Iteration 38: (EM) log likelihood = -29324.211
Iteration 39: (EM) log likelihood = -29301.558
Iteration 40: (EM) log likelihood = -29283
Iteration 41: (EM) log likelihood = -29263.992
Iteration 42: (EM) log likelihood = -29242.48
Iteration 43: (EM) log likelihood = -29224.488
Iteration 44: (EM) log likelihood = -29203.665
Iteration 45: (EM) log likelihood = -29186.19
Iteration 46: (EM) log likelihood = -29168.397
Iteration 47: (EM) log likelihood = -29151.066
Iteration 48: (EM) log likelihood = -29132.833
Iteration 49: (EM) log likelihood = -29112.495
Iteration 50: (EM) log likelihood = -29094.572
Iteration 51: (EM) log likelihood = -29073.157
Iteration 52: (EM) log likelihood = -29048.687
Iteration 53: (EM) log likelihood = -29028.917
Iteration 54: (EM) log likelihood = -29013.136
Iteration 55: (EM) log likelihood = -28995.284
Iteration 56: (EM) log likelihood = -28981.464
Iteration 57: (EM) log likelihood = -28966.065
Iteration 58: (EM) log likelihood = -28948.218
Iteration 59: (EM) log likelihood = -28929.567
Iteration 60: (EM) log likelihood = -28916.371
Iteration 61: (EM) log likelihood = -28904.295
Iteration 62: (EM) log likelihood = -28891.123
Iteration 63: (EM) log likelihood = -28877.272
Iteration 64: (EM) log likelihood = -28868.037
Iteration 65: (EM) log likelihood = -28857.62
Iteration 66: (EM) log likelihood = -28845.566
Iteration 67: (EM) log likelihood = -28837.11
Iteration 68: (EM) log likelihood = -28827.704
Iteration 69: (EM) log likelihood = -28818.774
Iteration 70: (EM) log likelihood = -28810.42
Iteration 71: (EM) log likelihood = -28803.188
Iteration 72: (EM) log likelihood = -28793.421
Iteration 73: (EM) log likelihood = -28783.687
Iteration 74: (EM) log likelihood = -28776.003
Iteration 75: (EM) log likelihood = -28768.631
Iteration 76: (EM) log likelihood = -28762.837
Iteration 77: (EM) log likelihood = -28756.507
Iteration 78: (EM) log likelihood = -28751.047
Iteration 79: (EM) log likelihood = -28745.797
Iteration 80: (EM) log likelihood = -28738.869
Iteration 81: (EM) log likelihood = -28733.494
Iteration 82: (EM) log likelihood = -28728.034
Iteration 83: (EM) log likelihood = -28722.726
Iteration 84: (EM) log likelihood = -28718.877
Iteration 85: (EM) log likelihood = -28713.317
Iteration 86: (EM) log likelihood = -28709.975
Iteration 87: (EM) log likelihood = -28707.041
Iteration 88: (EM) log likelihood = -28702.145
Iteration 89: (EM) log likelihood = -28698.227
Iteration 90: (EM) log likelihood = -28694.347
Iteration 91: (EM) log likelihood = -28689.76
Iteration 92: (EM) log likelihood = -28686.606
Iteration 93: (EM) log likelihood = -28680.104
Iteration 94: (EM) log likelihood = -28676.647
Iteration 95: (EM) log likelihood = -28673.597
Iteration 96: (EM) log likelihood = -28669.142
Iteration 97: (EM) log likelihood = -28666.913
Iteration 98: (EM) log likelihood = -28662.983
Iteration 99: (EM) log likelihood = -28659.199
Iteration 100: (EM) log likelihood = -28656.705
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.7325
Iteration 1: (class) log likelihood = -7370.7325
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30110.236
Iteration 1: (outcome) log likelihood = -29119.931
Iteration 2: (outcome) log likelihood = -28872.299
Iteration 3: (outcome) log likelihood = -28832.469
Iteration 4: (outcome) log likelihood = -28824.177
Iteration 5: (outcome) log likelihood = -28822.279
Iteration 6: (outcome) log likelihood = -28821.894
Iteration 7: (outcome) log likelihood = -28821.832
Iteration 8: (outcome) log likelihood = -28821.817
Iteration 9: (outcome) log likelihood = -28821.814
Iteration 10: (outcome) log likelihood = -28821.813 (not concave)
Iteration 11: (outcome) log likelihood = -28821.813 (not concave)
Iteration 12: (outcome) log likelihood = -28821.813 (not concave)
Iteration 13: (outcome) log likelihood = -28821.813 (not concave)
Iteration 14: (outcome) log likelihood = -28821.813 (not concave)
Iteration 15: (outcome) log likelihood = -28821.813 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36142.867
Iteration 1: (EM) log likelihood = -35944.553
Iteration 2: (EM) log likelihood = -35369.066
Iteration 3: (EM) log likelihood = -34279.135
Iteration 4: (EM) log likelihood = -33294.071
Iteration 5: (EM) log likelihood = -32684.923
Iteration 6: (EM) log likelihood = -32262.482
Iteration 7: (EM) log likelihood = -31879.968
Iteration 8: (EM) log likelihood = -31513.175
Iteration 9: (EM) log likelihood = -31189.297
Iteration 10: (EM) log likelihood = -30929.022
Iteration 11: (EM) log likelihood = -30719.693
Iteration 12: (EM) log likelihood = -30531.723
Iteration 13: (EM) log likelihood = -30374.455
Iteration 14: (EM) log likelihood = -30231.119
Iteration 15: (EM) log likelihood = -30097.604
Iteration 16: (EM) log likelihood = -29977.007
Iteration 17: (EM) log likelihood = -29869.059
Iteration 18: (EM) log likelihood = -29774.445
Iteration 19: (EM) log likelihood = -29691.524
Iteration 20: (EM) log likelihood = -29619.976
Iteration 21: (EM) log likelihood = -29558.05
Iteration 22: (EM) log likelihood = -29504.319
Iteration 23: (EM) log likelihood = -29453.22
Iteration 24: (EM) log likelihood = -29411.512
Iteration 25: (EM) log likelihood = -29374.455
Iteration 26: (EM) log likelihood = -29342.793
Iteration 27: (EM) log likelihood = -29312.016
Iteration 28: (EM) log likelihood = -29284.972
Iteration 29: (EM) log likelihood = -29259.818
Iteration 30: (EM) log likelihood = -29237.036
Iteration 31: (EM) log likelihood = -29213.724
Iteration 32: (EM) log likelihood = -29188.54
Iteration 33: (EM) log likelihood = -29159.843
Iteration 34: (EM) log likelihood = -29131.795
Iteration 35: (EM) log likelihood = -29102.557
Iteration 36: (EM) log likelihood = -29073.823
Iteration 37: (EM) log likelihood = -29046.179
Iteration 38: (EM) log likelihood = -29016.829
Iteration 39: (EM) log likelihood = -28984.918
Iteration 40: (EM) log likelihood = -28945.773
Iteration 41: (EM) log likelihood = -28899.747
Iteration 42: (EM) log likelihood = -28855.214
Iteration 43: (EM) log likelihood = -28815.918
Iteration 44: (EM) log likelihood = -28780.023
Iteration 45: (EM) log likelihood = -28747.203
Iteration 46: (EM) log likelihood = -28718.506
Iteration 47: (EM) log likelihood = -28694.492
Iteration 48: (EM) log likelihood = -28671.97
Iteration 49: (EM) log likelihood = -28652.938
Iteration 50: (EM) log likelihood = -28633.767
Iteration 51: (EM) log likelihood = -28616.227
Iteration 52: (EM) log likelihood = -28598.322
Iteration 53: (EM) log likelihood = -28583.701
Iteration 54: (EM) log likelihood = -28568.382
Iteration 55: (EM) log likelihood = -28555.036
Iteration 56: (EM) log likelihood = -28540.423
Iteration 57: (EM) log likelihood = -28524.671
Iteration 58: (EM) log likelihood = -28509.55
Iteration 59: (EM) log likelihood = -28496.654
Iteration 60: (EM) log likelihood = -28485.186
Iteration 61: (EM) log likelihood = -28468.244
Iteration 62: (EM) log likelihood = -28454.878
Iteration 63: (EM) log likelihood = -28442.413
Iteration 64: (EM) log likelihood = -28429.064
Iteration 65: (EM) log likelihood = -28418.109
Iteration 66: (EM) log likelihood = -28406.436
Iteration 67: (EM) log likelihood = -28395.056
Iteration 68: (EM) log likelihood = -28383.231
Iteration 69: (EM) log likelihood = -28374.857
Iteration 70: (EM) log likelihood = -28364.707
Iteration 71: (EM) log likelihood = -28355.822
Iteration 72: (EM) log likelihood = -28349.232
Iteration 73: (EM) log likelihood = -28339.825
Iteration 74: (EM) log likelihood = -28331.98
Iteration 75: (EM) log likelihood = -28323.111
Iteration 76: (EM) log likelihood = -28299.423
Iteration 77: (EM) log likelihood = -28294.35
Iteration 78: (EM) log likelihood = -28288.007
Iteration 79: (EM) log likelihood = -28289.776
Iteration 80: (EM) log likelihood = -28282.529
Iteration 81: (EM) log likelihood = -28274.55
Iteration 82: (EM) log likelihood = -28271.29
Iteration 83: (EM) log likelihood = -28265.373
Iteration 84: (EM) log likelihood = -28258.74
Iteration 85: (EM) log likelihood = -28254.295
Iteration 86: (EM) log likelihood = -28250.576
Iteration 87: (EM) log likelihood = -28247.96
Iteration 88: (EM) log likelihood = -28245.488
Iteration 89: (EM) log likelihood = -28242.88
Iteration 90: (EM) log likelihood = -28240.181
Iteration 91: (EM) log likelihood = -28237.452
Iteration 92: (EM) log likelihood = -28234.766
Iteration 93: (EM) log likelihood = -28233.047
Iteration 94: (EM) log likelihood = -28230.697
Iteration 95: (EM) log likelihood = -28228.855
Iteration 96: (EM) log likelihood = -28230.106
Iteration 97: (EM) log likelihood = -28228.007
Iteration 98: (EM) log likelihood = -28225.246
Iteration 99: (EM) log likelihood = -28223.404
Iteration 100: (EM) log likelihood = -28224.122
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7366.7742
Iteration 1: (class) log likelihood = -7366.7742
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29606.765
Iteration 1: (outcome) log likelihood = -29059.767
Iteration 2: (outcome) log likelihood = -28861.263
Iteration 3: (outcome) log likelihood = -28829.199
Iteration 4: (outcome) log likelihood = -28824.356
Iteration 5: (outcome) log likelihood = -28823.532
Iteration 6: (outcome) log likelihood = -28823.332
Iteration 7: (outcome) log likelihood = -28823.29
Iteration 8: (outcome) log likelihood = -28823.281
Iteration 9: (outcome) log likelihood = -28823.279
Iteration 10: (outcome) log likelihood = -28823.279 (not concave)
Iteration 11: (outcome) log likelihood = -28823.279 (not concave)
Iteration 12: (outcome) log likelihood = -28823.279 (not concave)
Iteration 13: (outcome) log likelihood = -28823.279 (not concave)
Iteration 14: (outcome) log likelihood = -28823.279 (not concave)
Iteration 15: (outcome) log likelihood = -28823.279 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36135.183
Iteration 1: (EM) log likelihood = -35972.443
Iteration 2: (EM) log likelihood = -35572.063
Iteration 3: (EM) log likelihood = -34882.176
Iteration 4: (EM) log likelihood = -33992.918
Iteration 5: (EM) log likelihood = -33037.692
Iteration 6: (EM) log likelihood = -32194.206
Iteration 7: (EM) log likelihood = -31526.525
Iteration 8: (EM) log likelihood = -31008.034
Iteration 9: (EM) log likelihood = -30620.636
Iteration 10: (EM) log likelihood = -30344.605
Iteration 11: (EM) log likelihood = -30143.558
Iteration 12: (EM) log likelihood = -29997.039
Iteration 13: (EM) log likelihood = -29884.874
Iteration 14: (EM) log likelihood = -29792.608
Iteration 15: (EM) log likelihood = -29707.989
Iteration 16: (EM) log likelihood = -29622.212
Iteration 17: (EM) log likelihood = -29540.872
Iteration 18: (EM) log likelihood = -29458.455
Iteration 19: (EM) log likelihood = -29378.66
Iteration 20: (EM) log likelihood = -29299.92
Iteration 21: (EM) log likelihood = -29228.258
Iteration 22: (EM) log likelihood = -29163.989
Iteration 23: (EM) log likelihood = -29105.444
Iteration 24: (EM) log likelihood = -29051.099
Iteration 25: (EM) log likelihood = -28998.036
Iteration 26: (EM) log likelihood = -28953.02
Iteration 27: (EM) log likelihood = -28912.433
Iteration 28: (EM) log likelihood = -28876.947
Iteration 29: (EM) log likelihood = -28843.648
Iteration 30: (EM) log likelihood = -28809.606
Iteration 31: (EM) log likelihood = -28783.229
Iteration 32: (EM) log likelihood = -28757.847
Iteration 33: (EM) log likelihood = -28730.392
Iteration 34: (EM) log likelihood = -28698.043
Iteration 35: (EM) log likelihood = -28670.929
Iteration 36: (EM) log likelihood = -28645.934
Iteration 37: (EM) log likelihood = -28625.985
Iteration 38: (EM) log likelihood = -28609.654
Iteration 39: (EM) log likelihood = -28596.752
Iteration 40: (EM) log likelihood = -28586.574
Iteration 41: (EM) log likelihood = -28578.79
Iteration 42: (EM) log likelihood = -28571.477
Iteration 43: (EM) log likelihood = -28565.9
Iteration 44: (EM) log likelihood = -28561.872
Iteration 45: (EM) log likelihood = -28557.908
Iteration 46: (EM) log likelihood = -28554.563
Iteration 47: (EM) log likelihood = -28551.078
Iteration 48: (EM) log likelihood = -28549.699
Iteration 49: (EM) log likelihood = -28547.037
Iteration 50: (EM) log likelihood = -28545.713
Iteration 51: (EM) log likelihood = -28544.849
Iteration 52: (EM) log likelihood = -28543.323
Iteration 53: (EM) log likelihood = -28542.965
Iteration 54: (EM) log likelihood = -28541.389
Iteration 55: (EM) log likelihood = -28540.908
Iteration 56: (EM) log likelihood = -28544.387
Iteration 57: (EM) log likelihood = -28543.1
Iteration 58: (EM) log likelihood = -28541.151
Iteration 59: (EM) log likelihood = -28540.75
Iteration 60: (EM) log likelihood = -28539.046
Iteration 61: (EM) log likelihood = -28538.661
Iteration 62: (EM) log likelihood = -28537.886
Iteration 63: (EM) log likelihood = -28537.519
Iteration 64: (EM) log likelihood = -28536.512
Iteration 65: (EM) log likelihood = -28536.54
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.5526
Iteration 1: (class) log likelihood = -7368.5526
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29261.99
Iteration 1: (outcome) log likelihood = -28974.363
Iteration 2: (outcome) log likelihood = -28848.622
Iteration 3: (outcome) log likelihood = -28830.246
Iteration 4: (outcome) log likelihood = -28827.628
Iteration 5: (outcome) log likelihood = -28827.191
Iteration 6: (outcome) log likelihood = -28827.098
Iteration 7: (outcome) log likelihood = -28827.079
Iteration 8: (outcome) log likelihood = -28827.074
Iteration 9: (outcome) log likelihood = -28827.073
Iteration 10: (outcome) log likelihood = -28827.073 (not concave)
Iteration 11: (outcome) log likelihood = -28827.073 (not concave)
Iteration 12: (outcome) log likelihood = -28827.073 (not concave)
Iteration 13: (outcome) log likelihood = -28827.073 (not concave)
Iteration 14: (outcome) log likelihood = -28827.073 (not concave)
Iteration 15: (outcome) log likelihood = -28827.073 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36120.316
Iteration 1: (EM) log likelihood = -35858.271
Iteration 2: (EM) log likelihood = -35129.477
Iteration 3: (EM) log likelihood = -33942.728
Iteration 4: (EM) log likelihood = -32899.191
Iteration 5: (EM) log likelihood = -32197.003
Iteration 6: (EM) log likelihood = -31718.755
Iteration 7: (EM) log likelihood = -31345.033
Iteration 8: (EM) log likelihood = -31024.468
Iteration 9: (EM) log likelihood = -30753.18
Iteration 10: (EM) log likelihood = -30543.905
Iteration 11: (EM) log likelihood = -30385.204
Iteration 12: (EM) log likelihood = -30252.108
Iteration 13: (EM) log likelihood = -30128.217
Iteration 14: (EM) log likelihood = -30007.805
Iteration 15: (EM) log likelihood = -29894.999
Iteration 16: (EM) log likelihood = -29796.427
Iteration 17: (EM) log likelihood = -29705.559
Iteration 18: (EM) log likelihood = -29634.008
Iteration 19: (EM) log likelihood = -29573.05
Iteration 20: (EM) log likelihood = -29515.471
Iteration 21: (EM) log likelihood = -29461.177
Iteration 22: (EM) log likelihood = -29413.216
Iteration 23: (EM) log likelihood = -29366.898
Iteration 24: (EM) log likelihood = -29326.197
Iteration 25: (EM) log likelihood = -29287.754
Iteration 26: (EM) log likelihood = -29250.966
Iteration 27: (EM) log likelihood = -29214.334
Iteration 28: (EM) log likelihood = -29179.3
Iteration 29: (EM) log likelihood = -29139.184
Iteration 30: (EM) log likelihood = -29103.013
Iteration 31: (EM) log likelihood = -29063.635
Iteration 32: (EM) log likelihood = -29032.582
Iteration 33: (EM) log likelihood = -29001.264
Iteration 34: (EM) log likelihood = -28971.692
Iteration 35: (EM) log likelihood = -28944.952
Iteration 36: (EM) log likelihood = -28918.217
Iteration 37: (EM) log likelihood = -28893.175
Iteration 38: (EM) log likelihood = -28870.719
Iteration 39: (EM) log likelihood = -28849.115
Iteration 40: (EM) log likelihood = -28830.603
Iteration 41: (EM) log likelihood = -28814.146
Iteration 42: (EM) log likelihood = -28799.594
Iteration 43: (EM) log likelihood = -28786.859
Iteration 44: (EM) log likelihood = -28775.414
Iteration 45: (EM) log likelihood = -28764.727
Iteration 46: (EM) log likelihood = -28757.08
Iteration 47: (EM) log likelihood = -28749.588
Iteration 48: (EM) log likelihood = -28742.278
Iteration 49: (EM) log likelihood = -28735.565
Iteration 50: (EM) log likelihood = -28728.389
Iteration 51: (EM) log likelihood = -28722.631
Iteration 52: (EM) log likelihood = -28716.94
Iteration 53: (EM) log likelihood = -28710.3
Iteration 54: (EM) log likelihood = -28704.463
Iteration 55: (EM) log likelihood = -28699.054
Iteration 56: (EM) log likelihood = -28693.471
Iteration 57: (EM) log likelihood = -28687.333
Iteration 58: (EM) log likelihood = -28680.444
Iteration 59: (EM) log likelihood = -28674.953
Iteration 60: (EM) log likelihood = -28667.872
Iteration 61: (EM) log likelihood = -28662.165
Iteration 62: (EM) log likelihood = -28656.847
Iteration 63: (EM) log likelihood = -28650.137
Iteration 64: (EM) log likelihood = -28644.07
Iteration 65: (EM) log likelihood = -28638.19
Iteration 66: (EM) log likelihood = -28633.438
Iteration 67: (EM) log likelihood = -28627.665
Iteration 68: (EM) log likelihood = -28623.145
Iteration 69: (EM) log likelihood = -28618.631
Iteration 70: (EM) log likelihood = -28613.98
Iteration 71: (EM) log likelihood = -28608.542
Iteration 72: (EM) log likelihood = -28603.191
Iteration 73: (EM) log likelihood = -28598.935
Iteration 74: (EM) log likelihood = -28594.619
Iteration 75: (EM) log likelihood = -28590.368
Iteration 76: (EM) log likelihood = -28586.219
Iteration 77: (EM) log likelihood = -28582.185
Iteration 78: (EM) log likelihood = -28578.088
Iteration 79: (EM) log likelihood = -28574.301
Iteration 80: (EM) log likelihood = -28569.869
Iteration 81: (EM) log likelihood = -28565.672
Iteration 82: (EM) log likelihood = -28561.628
Iteration 83: (EM) log likelihood = -28557.731
Iteration 84: (EM) log likelihood = -28553.756
Iteration 85: (EM) log likelihood = -28549.746
Iteration 86: (EM) log likelihood = -28545.582
Iteration 87: (EM) log likelihood = -28541.378
Iteration 88: (EM) log likelihood = -28537.138
Iteration 89: (EM) log likelihood = -28532.077
Iteration 90: (EM) log likelihood = -28529.645
Iteration 91: (EM) log likelihood = -28525.488
Iteration 92: (EM) log likelihood = -28520.622
Iteration 93: (EM) log likelihood = -28517.061
Iteration 94: (EM) log likelihood = -28512.089
Iteration 95: (EM) log likelihood = -28506.945
Iteration 96: (EM) log likelihood = -28503.24
Iteration 97: (EM) log likelihood = -28498.163
Iteration 98: (EM) log likelihood = -28492.13
Iteration 99: (EM) log likelihood = -28487.261
Iteration 100: (EM) log likelihood = -28483.074
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.1163
Iteration 1: (class) log likelihood = -7371.1163
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29809.951
Iteration 1: (outcome) log likelihood = -28998.331
Iteration 2: (outcome) log likelihood = -28856.33
Iteration 3: (outcome) log likelihood = -28828.683
Iteration 4: (outcome) log likelihood = -28823.32
Iteration 5: (outcome) log likelihood = -28822.112
Iteration 6: (outcome) log likelihood = -28821.815
Iteration 7: (outcome) log likelihood = -28821.756
Iteration 8: (outcome) log likelihood = -28821.747
Iteration 9: (outcome) log likelihood = -28821.745 (not concave)
Iteration 10: (outcome) log likelihood = -28821.744 (not concave)
Iteration 11: (outcome) log likelihood = -28821.744 (not concave)
Iteration 12: (outcome) log likelihood = -28821.744 (not concave)
Iteration 13: (outcome) log likelihood = -28821.744 (not concave)
Iteration 14: (outcome) log likelihood = -28821.744 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36112.643
Iteration 1: (EM) log likelihood = -35836.985
Iteration 2: (EM) log likelihood = -35247.637
Iteration 3: (EM) log likelihood = -34337.004
Iteration 4: (EM) log likelihood = -33388.958
Iteration 5: (EM) log likelihood = -32620.943
Iteration 6: (EM) log likelihood = -31971.554
Iteration 7: (EM) log likelihood = -31422.615
Iteration 8: (EM) log likelihood = -30999.302
Iteration 9: (EM) log likelihood = -30676.636
Iteration 10: (EM) log likelihood = -30415.144
Iteration 11: (EM) log likelihood = -30187.154
Iteration 12: (EM) log likelihood = -29982.083
Iteration 13: (EM) log likelihood = -29794.657
Iteration 14: (EM) log likelihood = -29627.567
Iteration 15: (EM) log likelihood = -29490.083
Iteration 16: (EM) log likelihood = -29378.418
Iteration 17: (EM) log likelihood = -29284.472
Iteration 18: (EM) log likelihood = -29209.099
Iteration 19: (EM) log likelihood = -29146.179
Iteration 20: (EM) log likelihood = -29091.484
Iteration 21: (EM) log likelihood = -29045.097
Iteration 22: (EM) log likelihood = -29005.142
Iteration 23: (EM) log likelihood = -28970.295
Iteration 24: (EM) log likelihood = -28935.221
Iteration 25: (EM) log likelihood = -28903.844
Iteration 26: (EM) log likelihood = -28873.944
Iteration 27: (EM) log likelihood = -28846.896
Iteration 28: (EM) log likelihood = -28817.251
Iteration 29: (EM) log likelihood = -28787.269
Iteration 30: (EM) log likelihood = -28759.168
Iteration 31: (EM) log likelihood = -28721.708
Iteration 32: (EM) log likelihood = -28689.656
Iteration 33: (EM) log likelihood = -28663.541
Iteration 34: (EM) log likelihood = -28639.091
Iteration 35: (EM) log likelihood = -28616.301
Iteration 36: (EM) log likelihood = -28597.391
Iteration 37: (EM) log likelihood = -28581.843
Iteration 38: (EM) log likelihood = -28564.743
Iteration 39: (EM) log likelihood = -28546.907
Iteration 40: (EM) log likelihood = -28530.973
Iteration 41: (EM) log likelihood = -28514.47
Iteration 42: (EM) log likelihood = -28499.196
Iteration 43: (EM) log likelihood = -28482.672
Iteration 44: (EM) log likelihood = -28468.966
Iteration 45: (EM) log likelihood = -28454.843
Iteration 46: (EM) log likelihood = -28441.976
Iteration 47: (EM) log likelihood = -28431.683
Iteration 48: (EM) log likelihood = -28422.16
Iteration 49: (EM) log likelihood = -28412.979
Iteration 50: (EM) log likelihood = -28404.09
Iteration 51: (EM) log likelihood = -28394.794
Iteration 52: (EM) log likelihood = -28386.566
Iteration 53: (EM) log likelihood = -28381.003
Iteration 54: (EM) log likelihood = -28373.459
Iteration 55: (EM) log likelihood = -28367.047
Iteration 56: (EM) log likelihood = -28362.705
Iteration 57: (EM) log likelihood = -28355.643
Iteration 58: (EM) log likelihood = -28351.936
Iteration 59: (EM) log likelihood = -28345.329
Iteration 60: (EM) log likelihood = -28338.298
Iteration 61: (EM) log likelihood = -28333.778
Iteration 62: (EM) log likelihood = -28329.631
Iteration 63: (EM) log likelihood = -28326.435
Iteration 64: (EM) log likelihood = -28326.298
Iteration 65: (EM) log likelihood = -28320.754
Iteration 66: (EM) log likelihood = -28317.332
Iteration 67: (EM) log likelihood = -28315.81
Iteration 68: (EM) log likelihood = -28313.805
Iteration 69: (EM) log likelihood = -28309.993
Iteration 70: (EM) log likelihood = -28308.046
Iteration 71: (EM) log likelihood = -28305.162
Iteration 72: (EM) log likelihood = -28301.913
Iteration 73: (EM) log likelihood = -28299.239
Iteration 74: (EM) log likelihood = -28297.172
Iteration 75: (EM) log likelihood = -28295.767
Iteration 76: (EM) log likelihood = -28291.31
Iteration 77: (EM) log likelihood = -28288.398
Iteration 78: (EM) log likelihood = -28285.143
Iteration 79: (EM) log likelihood = -28282.557
Iteration 80: (EM) log likelihood = -28279.995
Iteration 81: (EM) log likelihood = -28277.722
Iteration 82: (EM) log likelihood = -28274.273
Iteration 83: (EM) log likelihood = -28272.157
Iteration 84: (EM) log likelihood = -28271.116
Iteration 85: (EM) log likelihood = -28268.419
Iteration 86: (EM) log likelihood = -28265.955
Iteration 87: (EM) log likelihood = -28264.272
Iteration 88: (EM) log likelihood = -28262.205
Iteration 89: (EM) log likelihood = -28260.076
Iteration 90: (EM) log likelihood = -28256.817
Iteration 91: (EM) log likelihood = -28254.879
Iteration 92: (EM) log likelihood = -28249.816
Iteration 93: (EM) log likelihood = -28245.045
Iteration 94: (EM) log likelihood = -28242.194
Iteration 95: (EM) log likelihood = -28239.48
Iteration 96: (EM) log likelihood = -28236.663
Iteration 97: (EM) log likelihood = -28234.579
Iteration 98: (EM) log likelihood = -28232.684
Iteration 99: (EM) log likelihood = -28229.475
Iteration 100: (EM) log likelihood = -28225.876
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.8135
Iteration 1: (class) log likelihood = -7369.8135
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29279.851
Iteration 1: (outcome) log likelihood = -29015.251
Iteration 2: (outcome) log likelihood = -28848.994
Iteration 3: (outcome) log likelihood = -28830.255
Iteration 4: (outcome) log likelihood = -28827.594
Iteration 5: (outcome) log likelihood = -28827.133
Iteration 6: (outcome) log likelihood = -28827.05
Iteration 7: (outcome) log likelihood = -28827.031
Iteration 8: (outcome) log likelihood = -28827.027
Iteration 9: (outcome) log likelihood = -28827.026
Iteration 10: (outcome) log likelihood = -28827.026 (not concave)
Iteration 11: (outcome) log likelihood = -28827.026 (not concave)
Iteration 12: (outcome) log likelihood = -28827.026 (not concave)
Iteration 13: (outcome) log likelihood = -28827.026 (not concave)
Iteration 14: (outcome) log likelihood = -28827.026 (not concave)
Iteration 15: (outcome) log likelihood = -28827.026 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36151.327
Iteration 1: (EM) log likelihood = -35997.224
Iteration 2: (EM) log likelihood = -35602.196
Iteration 3: (EM) log likelihood = -34733.225
Iteration 4: (EM) log likelihood = -33539.498
Iteration 5: (EM) log likelihood = -32525.75
Iteration 6: (EM) log likelihood = -31802.263
Iteration 7: (EM) log likelihood = -31301.613
Iteration 8: (EM) log likelihood = -30956.287
Iteration 9: (EM) log likelihood = -30709.774
Iteration 10: (EM) log likelihood = -30525.234
Iteration 11: (EM) log likelihood = -30382.142
Iteration 12: (EM) log likelihood = -30254.652
Iteration 13: (EM) log likelihood = -30131.3
Iteration 14: (EM) log likelihood = -30003.693
Iteration 15: (EM) log likelihood = -29878.644
Iteration 16: (EM) log likelihood = -29758.778
Iteration 17: (EM) log likelihood = -29648.651
Iteration 18: (EM) log likelihood = -29553.572
Iteration 19: (EM) log likelihood = -29468.517
Iteration 20: (EM) log likelihood = -29398.179
Iteration 21: (EM) log likelihood = -29337.185
Iteration 22: (EM) log likelihood = -29283.321
Iteration 23: (EM) log likelihood = -29231.481
Iteration 24: (EM) log likelihood = -29185.509
Iteration 25: (EM) log likelihood = -29145.488
Iteration 26: (EM) log likelihood = -29110.083
Iteration 27: (EM) log likelihood = -29077.796
Iteration 28: (EM) log likelihood = -29047.071
Iteration 29: (EM) log likelihood = -29021.187
Iteration 30: (EM) log likelihood = -28998.682
Iteration 31: (EM) log likelihood = -28978.767
Iteration 32: (EM) log likelihood = -28957.844
Iteration 33: (EM) log likelihood = -28939.876
Iteration 34: (EM) log likelihood = -28923.242
Iteration 35: (EM) log likelihood = -28905.315
Iteration 36: (EM) log likelihood = -28886.889
Iteration 37: (EM) log likelihood = -28869.203
Iteration 38: (EM) log likelihood = -28851.238
Iteration 39: (EM) log likelihood = -28834.839
Iteration 40: (EM) log likelihood = -28820.457
Iteration 41: (EM) log likelihood = -28805.992
Iteration 42: (EM) log likelihood = -28789.777
Iteration 43: (EM) log likelihood = -28772.614
Iteration 44: (EM) log likelihood = -28758.542
Iteration 45: (EM) log likelihood = -28744.909
Iteration 46: (EM) log likelihood = -28732.031
Iteration 47: (EM) log likelihood = -28718.362
Iteration 48: (EM) log likelihood = -28700.054
Iteration 49: (EM) log likelihood = -28686.548
Iteration 50: (EM) log likelihood = -28673.191
Iteration 51: (EM) log likelihood = -28661.788
Iteration 52: (EM) log likelihood = -28651.229
Iteration 53: (EM) log likelihood = -28639.123
Iteration 54: (EM) log likelihood = -28629.453
Iteration 55: (EM) log likelihood = -28620.716
Iteration 56: (EM) log likelihood = -28612.302
Iteration 57: (EM) log likelihood = -28603.703
Iteration 58: (EM) log likelihood = -28597.517
Iteration 59: (EM) log likelihood = -28592.107
Iteration 60: (EM) log likelihood = -28586.516
Iteration 61: (EM) log likelihood = -28580.441
Iteration 62: (EM) log likelihood = -28570.204
Iteration 63: (EM) log likelihood = -28562.577
Iteration 64: (EM) log likelihood = -28557.59
Iteration 65: (EM) log likelihood = -28552.286
Iteration 66: (EM) log likelihood = -28546.539
Iteration 67: (EM) log likelihood = -28543.832
Iteration 68: (EM) log likelihood = -28542.268
Iteration 69: (EM) log likelihood = -28540.952
Iteration 70: (EM) log likelihood = -28540.753
Iteration 71: (EM) log likelihood = -28540.581
Iteration 72: (EM) log likelihood = -28540.493
Iteration 73: (EM) log likelihood = -28539.87
Iteration 74: (EM) log likelihood = -28538.752
Iteration 75: (EM) log likelihood = -28538.557
Iteration 76: (EM) log likelihood = -28538.785
Iteration 77: (EM) log likelihood = -28538.782
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7368.4806
Iteration 1: (class) log likelihood = -7368.4806
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30435.869
Iteration 1: (outcome) log likelihood = -29148.378
Iteration 2: (outcome) log likelihood = -28886.096
Iteration 3: (outcome) log likelihood = -28837.409
Iteration 4: (outcome) log likelihood = -28828.964
Iteration 5: (outcome) log likelihood = -28827.016
Iteration 6: (outcome) log likelihood = -28826.687
Iteration 7: (outcome) log likelihood = -28826.609
Iteration 8: (outcome) log likelihood = -28826.591
Iteration 9: (outcome) log likelihood = -28826.587
Iteration 10: (outcome) log likelihood = -28826.587 (not concave)
Iteration 11: (outcome) log likelihood = -28826.587 (not concave)
Iteration 12: (outcome) log likelihood = -28826.587 (not concave)
Iteration 13: (outcome) log likelihood = -28826.587 (not concave)
Iteration 14: (outcome) log likelihood = -28826.587 (not concave)
Iteration 15: (outcome) log likelihood = -28826.587 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36139.873
Iteration 1: (EM) log likelihood = -35961.315
Iteration 2: (EM) log likelihood = -35504.568
Iteration 3: (EM) log likelihood = -34656.867
Iteration 4: (EM) log likelihood = -33611.703
Iteration 5: (EM) log likelihood = -32630.01
Iteration 6: (EM) log likelihood = -31814.271
Iteration 7: (EM) log likelihood = -31234.673
Iteration 8: (EM) log likelihood = -30862.105
Iteration 9: (EM) log likelihood = -30611.72
Iteration 10: (EM) log likelihood = -30417.062
Iteration 11: (EM) log likelihood = -30248.793
Iteration 12: (EM) log likelihood = -30089.156
Iteration 13: (EM) log likelihood = -29941.005
Iteration 14: (EM) log likelihood = -29805.797
Iteration 15: (EM) log likelihood = -29687.769
Iteration 16: (EM) log likelihood = -29594.296
Iteration 17: (EM) log likelihood = -29521.959
Iteration 18: (EM) log likelihood = -29463.504
Iteration 19: (EM) log likelihood = -29416.049
Iteration 20: (EM) log likelihood = -29381.963
Iteration 21: (EM) log likelihood = -29356.291
Iteration 22: (EM) log likelihood = -29333.601
Iteration 23: (EM) log likelihood = -29315.017
Iteration 24: (EM) log likelihood = -29298.965
Iteration 25: (EM) log likelihood = -29285.645
Iteration 26: (EM) log likelihood = -29271.116
Iteration 27: (EM) log likelihood = -29259.172
Iteration 28: (EM) log likelihood = -29249.466
Iteration 29: (EM) log likelihood = -29240.581
Iteration 30: (EM) log likelihood = -29231.957
Iteration 31: (EM) log likelihood = -29224.219
Iteration 32: (EM) log likelihood = -29216.181
Iteration 33: (EM) log likelihood = -29210.1
Iteration 34: (EM) log likelihood = -29204.382
Iteration 35: (EM) log likelihood = -29198.871
Iteration 36: (EM) log likelihood = -29193.356
Iteration 37: (EM) log likelihood = -29186.586
Iteration 38: (EM) log likelihood = -29181.094
Iteration 39: (EM) log likelihood = -29174.339
Iteration 40: (EM) log likelihood = -29166.948
Iteration 41: (EM) log likelihood = -29153.49
Iteration 42: (EM) log likelihood = -29144.652
Iteration 43: (EM) log likelihood = -29134.663
Iteration 44: (EM) log likelihood = -29124.093
Iteration 45: (EM) log likelihood = -29113.399
Iteration 46: (EM) log likelihood = -29102.201
Iteration 47: (EM) log likelihood = -29091.237
Iteration 48: (EM) log likelihood = -29080.2
Iteration 49: (EM) log likelihood = -29069.725
Iteration 50: (EM) log likelihood = -29059.26
Iteration 51: (EM) log likelihood = -29049.331
Iteration 52: (EM) log likelihood = -29039.599
Iteration 53: (EM) log likelihood = -29029.743
Iteration 54: (EM) log likelihood = -29020.057
Iteration 55: (EM) log likelihood = -29010.476
Iteration 56: (EM) log likelihood = -29001.44
Iteration 57: (EM) log likelihood = -28992.657
Iteration 58: (EM) log likelihood = -28984.371
Iteration 59: (EM) log likelihood = -28976.557
Iteration 60: (EM) log likelihood = -28968.74
Iteration 61: (EM) log likelihood = -28960.957
Iteration 62: (EM) log likelihood = -28952.855
Iteration 63: (EM) log likelihood = -28944.805
Iteration 64: (EM) log likelihood = -28935.723
Iteration 65: (EM) log likelihood = -28926.606
Iteration 66: (EM) log likelihood = -28918.142
Iteration 67: (EM) log likelihood = -28909.72
Iteration 68: (EM) log likelihood = -28900.48
Iteration 69: (EM) log likelihood = -28889.838
Iteration 70: (EM) log likelihood = -28880.502
Iteration 71: (EM) log likelihood = -28870.387
Iteration 72: (EM) log likelihood = -28858.844
Iteration 73: (EM) log likelihood = -28846.151
Iteration 74: (EM) log likelihood = -28833.919
Iteration 75: (EM) log likelihood = -28820.823
Iteration 76: (EM) log likelihood = -28807.469
Iteration 77: (EM) log likelihood = -28793.658
Iteration 78: (EM) log likelihood = -28778.292
Iteration 79: (EM) log likelihood = -28762.844
Iteration 80: (EM) log likelihood = -28749.017
Iteration 81: (EM) log likelihood = -28733.712
Iteration 82: (EM) log likelihood = -28715.182
Iteration 83: (EM) log likelihood = -28695.783
Iteration 84: (EM) log likelihood = -28678.396
Iteration 85: (EM) log likelihood = -28661.204
Iteration 86: (EM) log likelihood = -28644.51
Iteration 87: (EM) log likelihood = -28625.409
Iteration 88: (EM) log likelihood = -28600.258
Iteration 89: (EM) log likelihood = -28577.682
Iteration 90: (EM) log likelihood = -28552.61
Iteration 91: (EM) log likelihood = -28528.978
Iteration 92: (EM) log likelihood = -28508.481
Iteration 93: (EM) log likelihood = -28485.91
Iteration 94: (EM) log likelihood = -28464.088
Iteration 95: (EM) log likelihood = -28447.539
Iteration 96: (EM) log likelihood = -28433.777
Iteration 97: (EM) log likelihood = -28418.489
Iteration 98: (EM) log likelihood = -28399.079
Iteration 99: (EM) log likelihood = -28385.806
Iteration 100: (EM) log likelihood = -28370.785
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7372.6212
Iteration 1: (class) log likelihood = -7372.6212
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29581.567
Iteration 1: (outcome) log likelihood = -29013.376
Iteration 2: (outcome) log likelihood = -28825.897
Iteration 3: (outcome) log likelihood = -28798.117
Iteration 4: (outcome) log likelihood = -28793.805
Iteration 5: (outcome) log likelihood = -28792.946
Iteration 6: (outcome) log likelihood = -28792.755
Iteration 7: (outcome) log likelihood = -28792.713
Iteration 8: (outcome) log likelihood = -28792.706
Iteration 9: (outcome) log likelihood = -28792.705 (not concave)
Iteration 10: (outcome) log likelihood = -28792.705 (not concave)
Iteration 11: (outcome) log likelihood = -28792.705 (not concave)
Iteration 12: (outcome) log likelihood = -28792.705 (not concave)
Iteration 13: (outcome) log likelihood = -28792.705 (not concave)
Iteration 14: (outcome) log likelihood = -28792.705 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36086.754
Iteration 1: (EM) log likelihood = -35868.9
Iteration 2: (EM) log likelihood = -35344.006
Iteration 3: (EM) log likelihood = -34410.939
Iteration 4: (EM) log likelihood = -33390
Iteration 5: (EM) log likelihood = -32501.536
Iteration 6: (EM) log likelihood = -31730.873
Iteration 7: (EM) log likelihood = -31106.332
Iteration 8: (EM) log likelihood = -30642.278
Iteration 9: (EM) log likelihood = -30293.913
Iteration 10: (EM) log likelihood = -30019.961
Iteration 11: (EM) log likelihood = -29808.601
Iteration 12: (EM) log likelihood = -29653.881
Iteration 13: (EM) log likelihood = -29544.693
Iteration 14: (EM) log likelihood = -29459.12
Iteration 15: (EM) log likelihood = -29389.087
Iteration 16: (EM) log likelihood = -29328.881
Iteration 17: (EM) log likelihood = -29280.889
Iteration 18: (EM) log likelihood = -29239.055
Iteration 19: (EM) log likelihood = -29198.476
Iteration 20: (EM) log likelihood = -29158.621
Iteration 21: (EM) log likelihood = -29120.446
Iteration 22: (EM) log likelihood = -29082.975
Iteration 23: (EM) log likelihood = -29045.105
Iteration 24: (EM) log likelihood = -29009.823
Iteration 25: (EM) log likelihood = -28975.309
Iteration 26: (EM) log likelihood = -28941.891
Iteration 27: (EM) log likelihood = -28912.277
Iteration 28: (EM) log likelihood = -28883.25
Iteration 29: (EM) log likelihood = -28854.687
Iteration 30: (EM) log likelihood = -28822.991
Iteration 31: (EM) log likelihood = -28792.997
Iteration 32: (EM) log likelihood = -28764.311
Iteration 33: (EM) log likelihood = -28741.365
Iteration 34: (EM) log likelihood = -28718.071
Iteration 35: (EM) log likelihood = -28694.593
Iteration 36: (EM) log likelihood = -28672.535
Iteration 37: (EM) log likelihood = -28651.688
Iteration 38: (EM) log likelihood = -28625.39
Iteration 39: (EM) log likelihood = -28607.528
Iteration 40: (EM) log likelihood = -28590.867
Iteration 41: (EM) log likelihood = -28575.499
Iteration 42: (EM) log likelihood = -28560.461
Iteration 43: (EM) log likelihood = -28545.16
Iteration 44: (EM) log likelihood = -28532.626
Iteration 45: (EM) log likelihood = -28520.139
Iteration 46: (EM) log likelihood = -28507.174
Iteration 47: (EM) log likelihood = -28495.209
Iteration 48: (EM) log likelihood = -28482.326
Iteration 49: (EM) log likelihood = -28470.12
Iteration 50: (EM) log likelihood = -28460.187
Iteration 51: (EM) log likelihood = -28448.54
Iteration 52: (EM) log likelihood = -28437.191
Iteration 53: (EM) log likelihood = -28426.185
Iteration 54: (EM) log likelihood = -28415.548
Iteration 55: (EM) log likelihood = -28404.208
Iteration 56: (EM) log likelihood = -28391.857
Iteration 57: (EM) log likelihood = -28380.422
Iteration 58: (EM) log likelihood = -28372.098
Iteration 59: (EM) log likelihood = -28361.622
Iteration 60: (EM) log likelihood = -28352.136
Iteration 61: (EM) log likelihood = -28342.406
Iteration 62: (EM) log likelihood = -28333.305
Iteration 63: (EM) log likelihood = -28324.731
Iteration 64: (EM) log likelihood = -28318.318
Iteration 65: (EM) log likelihood = -28311.015
Iteration 66: (EM) log likelihood = -28302.158
Iteration 67: (EM) log likelihood = -28293.222
Iteration 68: (EM) log likelihood = -28285.406
Iteration 69: (EM) log likelihood = -28278.064
Iteration 70: (EM) log likelihood = -28270.793
Iteration 71: (EM) log likelihood = -28262.218
Iteration 72: (EM) log likelihood = -28254.527
Iteration 73: (EM) log likelihood = -28249.617
Iteration 74: (EM) log likelihood = -28244.811
Iteration 75: (EM) log likelihood = -28237.866
Iteration 76: (EM) log likelihood = -28231.98
Iteration 77: (EM) log likelihood = -28225.784
Iteration 78: (EM) log likelihood = -28221.985
Iteration 79: (EM) log likelihood = -28218.241
Iteration 80: (EM) log likelihood = -28212.693
Iteration 81: (EM) log likelihood = -28207.292
Iteration 82: (EM) log likelihood = -28201.833
Iteration 83: (EM) log likelihood = -28197.543
Iteration 84: (EM) log likelihood = -28191.086
Iteration 85: (EM) log likelihood = -28188.016
Iteration 86: (EM) log likelihood = -28183.589
Iteration 87: (EM) log likelihood = -28176.159
Iteration 88: (EM) log likelihood = -28171.009
Iteration 89: (EM) log likelihood = -28167.442
Iteration 90: (EM) log likelihood = -28162.988
Iteration 91: (EM) log likelihood = -28158.212
Iteration 92: (EM) log likelihood = -28153.58
Iteration 93: (EM) log likelihood = -28149.485
Iteration 94: (EM) log likelihood = -28145.025
Iteration 95: (EM) log likelihood = -28140.898
Iteration 96: (EM) log likelihood = -28136.99
Iteration 97: (EM) log likelihood = -28133.267
Iteration 98: (EM) log likelihood = -28129.708
Iteration 99: (EM) log likelihood = -28126.293
Iteration 100: (EM) log likelihood = -28122.928
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7371.8499
Iteration 1: (class) log likelihood = -7371.8499
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29601.217
Iteration 1: (outcome) log likelihood = -29005.539
Iteration 2: (outcome) log likelihood = -28863.148
Iteration 3: (outcome) log likelihood = -28840.577
Iteration 4: (outcome) log likelihood = -28836.805
Iteration 5: (outcome) log likelihood = -28835.978
Iteration 6: (outcome) log likelihood = -28835.838
Iteration 7: (outcome) log likelihood = -28835.806
Iteration 8: (outcome) log likelihood = -28835.798
Iteration 9: (outcome) log likelihood = -28835.796 (not concave)
Iteration 10: (outcome) log likelihood = -28835.796 (not concave)
Iteration 11: (outcome) log likelihood = -28835.796 (not concave)
Iteration 12: (outcome) log likelihood = -28835.796 (not concave)
Iteration 13: (outcome) log likelihood = -28835.796 (not concave)
Iteration 14: (outcome) log likelihood = -28835.796 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36171.714
Iteration 1: (EM) log likelihood = -36058.906
Iteration 2: (EM) log likelihood = -35726.084
Iteration 3: (EM) log likelihood = -34944.603
Iteration 4: (EM) log likelihood = -33642.546
Iteration 5: (EM) log likelihood = -32414.126
Iteration 6: (EM) log likelihood = -31630.999
Iteration 7: (EM) log likelihood = -31153.658
Iteration 8: (EM) log likelihood = -30828.065
Iteration 9: (EM) log likelihood = -30579.35
Iteration 10: (EM) log likelihood = -30362.023
Iteration 11: (EM) log likelihood = -30180.92
Iteration 12: (EM) log likelihood = -30025.231
Iteration 13: (EM) log likelihood = -29898.976
Iteration 14: (EM) log likelihood = -29793.389
Iteration 15: (EM) log likelihood = -29705.831
Iteration 16: (EM) log likelihood = -29628.923
Iteration 17: (EM) log likelihood = -29558.705
Iteration 18: (EM) log likelihood = -29490.987
Iteration 19: (EM) log likelihood = -29429.201
Iteration 20: (EM) log likelihood = -29376.05
Iteration 21: (EM) log likelihood = -29322.962
Iteration 22: (EM) log likelihood = -29278.084
Iteration 23: (EM) log likelihood = -29238.698
Iteration 24: (EM) log likelihood = -29202.544
Iteration 25: (EM) log likelihood = -29166.621
Iteration 26: (EM) log likelihood = -29136.238
Iteration 27: (EM) log likelihood = -29107.288
Iteration 28: (EM) log likelihood = -29078.892
Iteration 29: (EM) log likelihood = -29052.007
Iteration 30: (EM) log likelihood = -29025.595
Iteration 31: (EM) log likelihood = -28998.192
Iteration 32: (EM) log likelihood = -28972.069
Iteration 33: (EM) log likelihood = -28945.749
Iteration 34: (EM) log likelihood = -28921.402
Iteration 35: (EM) log likelihood = -28899.224
Iteration 36: (EM) log likelihood = -28878.903
Iteration 37: (EM) log likelihood = -28860.091
Iteration 38: (EM) log likelihood = -28843.875
Iteration 39: (EM) log likelihood = -28828.993
Iteration 40: (EM) log likelihood = -28815.714
Iteration 41: (EM) log likelihood = -28800.582
Iteration 42: (EM) log likelihood = -28781.999
Iteration 43: (EM) log likelihood = -28764.05
Iteration 44: (EM) log likelihood = -28749.366
Iteration 45: (EM) log likelihood = -28736.177
Iteration 46: (EM) log likelihood = -28724.305
Iteration 47: (EM) log likelihood = -28712.817
Iteration 48: (EM) log likelihood = -28701.009
Iteration 49: (EM) log likelihood = -28691.468
Iteration 50: (EM) log likelihood = -28679.076
Iteration 51: (EM) log likelihood = -28668.069
Iteration 52: (EM) log likelihood = -28658.795
Iteration 53: (EM) log likelihood = -28648.658
Iteration 54: (EM) log likelihood = -28640.656
Iteration 55: (EM) log likelihood = -28630.497
Iteration 56: (EM) log likelihood = -28619.462
Iteration 57: (EM) log likelihood = -28609.104
Iteration 58: (EM) log likelihood = -28599.539
Iteration 59: (EM) log likelihood = -28591.343
Iteration 60: (EM) log likelihood = -28580.598
Iteration 61: (EM) log likelihood = -28572.02
Iteration 62: (EM) log likelihood = -28563.242
Iteration 63: (EM) log likelihood = -28556.84
Iteration 64: (EM) log likelihood = -28550.775
Iteration 65: (EM) log likelihood = -28544.452
Iteration 66: (EM) log likelihood = -28534.744
Iteration 67: (EM) log likelihood = -28528.699
Iteration 68: (EM) log likelihood = -28521.255
Iteration 69: (EM) log likelihood = -28513.905
Iteration 70: (EM) log likelihood = -28502.767
Iteration 71: (EM) log likelihood = -28493.748
Iteration 72: (EM) log likelihood = -28486.14
Iteration 73: (EM) log likelihood = -28478.353
Iteration 74: (EM) log likelihood = -28471.372
Iteration 75: (EM) log likelihood = -28465.855
Iteration 76: (EM) log likelihood = -28457.982
Iteration 77: (EM) log likelihood = -28451.766
Iteration 78: (EM) log likelihood = -28445.77
Iteration 79: (EM) log likelihood = -28438.068
Iteration 80: (EM) log likelihood = -28432.831
Iteration 81: (EM) log likelihood = -28427.673
Iteration 82: (EM) log likelihood = -28420.381
Iteration 83: (EM) log likelihood = -28416.411
Iteration 84: (EM) log likelihood = -28412.311
Iteration 85: (EM) log likelihood = -28407.135
Iteration 86: (EM) log likelihood = -28401.498
Iteration 87: (EM) log likelihood = -28399.231
Iteration 88: (EM) log likelihood = -28395.33
Iteration 89: (EM) log likelihood = -28390.191
Iteration 90: (EM) log likelihood = -28387.095
Iteration 91: (EM) log likelihood = -28390.119
Iteration 92: (EM) log likelihood = -28383.852
Iteration 93: (EM) log likelihood = -28379.687
Iteration 94: (EM) log likelihood = -28376.963
Iteration 95: (EM) log likelihood = -28365.707
Iteration 96: (EM) log likelihood = -28360.87
Iteration 97: (EM) log likelihood = -28358.309
Iteration 98: (EM) log likelihood = -28353.947
Iteration 99: (EM) log likelihood = -28350.405
Iteration 100: (EM) log likelihood = -28347.186
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7369.6194
Iteration 1: (class) log likelihood = -7369.6194
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29668.952
Iteration 1: (outcome) log likelihood = -29031.816
Iteration 2: (outcome) log likelihood = -28846.849
Iteration 3: (outcome) log likelihood = -28820.436
Iteration 4: (outcome) log likelihood = -28816.353
Iteration 5: (outcome) log likelihood = -28815.418
Iteration 6: (outcome) log likelihood = -28815.215
Iteration 7: (outcome) log likelihood = -28815.165
Iteration 8: (outcome) log likelihood = -28815.155
Iteration 9: (outcome) log likelihood = -28815.153
Iteration 10: (outcome) log likelihood = -28815.152 (not concave)
Iteration 11: (outcome) log likelihood = -28815.152 (not concave)
Iteration 12: (outcome) log likelihood = -28815.152 (not concave)
Iteration 13: (outcome) log likelihood = -28815.152 (not concave)
Iteration 14: (outcome) log likelihood = -28815.152 (not concave)
Iteration 15: (outcome) log likelihood = -28815.152 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36069.972
Iteration 1: (EM) log likelihood = -35701.348
Iteration 2: (EM) log likelihood = -34922.091
Iteration 3: (EM) log likelihood = -33867.032
Iteration 4: (EM) log likelihood = -32843.322
Iteration 5: (EM) log likelihood = -32024.22
Iteration 6: (EM) log likelihood = -31453.826
Iteration 7: (EM) log likelihood = -31063.5
Iteration 8: (EM) log likelihood = -30800.347
Iteration 9: (EM) log likelihood = -30618.28
Iteration 10: (EM) log likelihood = -30481.525
Iteration 11: (EM) log likelihood = -30370.51
Iteration 12: (EM) log likelihood = -30265.183
Iteration 13: (EM) log likelihood = -30156.048
Iteration 14: (EM) log likelihood = -30037.976
Iteration 15: (EM) log likelihood = -29910.687
Iteration 16: (EM) log likelihood = -29784.62
Iteration 17: (EM) log likelihood = -29669.168
Iteration 18: (EM) log likelihood = -29566.519
Iteration 19: (EM) log likelihood = -29476.501
Iteration 20: (EM) log likelihood = -29397.82
Iteration 21: (EM) log likelihood = -29326.17
Iteration 22: (EM) log likelihood = -29258.857
Iteration 23: (EM) log likelihood = -29205.974
Iteration 24: (EM) log likelihood = -29156.611
Iteration 25: (EM) log likelihood = -29104.852
Iteration 26: (EM) log likelihood = -29059.774
Iteration 27: (EM) log likelihood = -29016.199
Iteration 28: (EM) log likelihood = -28971.52
Iteration 29: (EM) log likelihood = -28933.711
Iteration 30: (EM) log likelihood = -28899.039
Iteration 31: (EM) log likelihood = -28869.08
Iteration 32: (EM) log likelihood = -28843.672
Iteration 33: (EM) log likelihood = -28821.097
Iteration 34: (EM) log likelihood = -28798.914
Iteration 35: (EM) log likelihood = -28778.003
Iteration 36: (EM) log likelihood = -28761.18
Iteration 37: (EM) log likelihood = -28744.347
Iteration 38: (EM) log likelihood = -28728.345
Iteration 39: (EM) log likelihood = -28713.111
Iteration 40: (EM) log likelihood = -28699.254
Iteration 41: (EM) log likelihood = -28681.138
Iteration 42: (EM) log likelihood = -28667.132
Iteration 43: (EM) log likelihood = -28651.805
Iteration 44: (EM) log likelihood = -28638.816
Iteration 45: (EM) log likelihood = -28627.303
Iteration 46: (EM) log likelihood = -28614.297
Iteration 47: (EM) log likelihood = -28599.614
Iteration 48: (EM) log likelihood = -28587.158
Iteration 49: (EM) log likelihood = -28576.23
Iteration 50: (EM) log likelihood = -28566.074
Iteration 51: (EM) log likelihood = -28553.965
Iteration 52: (EM) log likelihood = -28542.525
Iteration 53: (EM) log likelihood = -28532.76
Iteration 54: (EM) log likelihood = -28522.569
Iteration 55: (EM) log likelihood = -28514.205
Iteration 56: (EM) log likelihood = -28507.262
Iteration 57: (EM) log likelihood = -28498.877
Iteration 58: (EM) log likelihood = -28491.439
Iteration 59: (EM) log likelihood = -28485.858
Iteration 60: (EM) log likelihood = -28479.001
Iteration 61: (EM) log likelihood = -28470.632
Iteration 62: (EM) log likelihood = -28463.671
Iteration 63: (EM) log likelihood = -28458.211
Iteration 64: (EM) log likelihood = -28450.709
Iteration 65: (EM) log likelihood = -28443.891
Iteration 66: (EM) log likelihood = -28438.922
Iteration 67: (EM) log likelihood = -28432.962
Iteration 68: (EM) log likelihood = -28426.817
Iteration 69: (EM) log likelihood = -28416.55
Iteration 70: (EM) log likelihood = -28410.453
Iteration 71: (EM) log likelihood = -28404.263
Iteration 72: (EM) log likelihood = -28398.644
Iteration 73: (EM) log likelihood = -28394.383
Iteration 74: (EM) log likelihood = -28389.837
Iteration 75: (EM) log likelihood = -28386.15
Iteration 76: (EM) log likelihood = -28382.276
Iteration 77: (EM) log likelihood = -28374.81
Iteration 78: (EM) log likelihood = -28365.444
Iteration 79: (EM) log likelihood = -28354.51
Iteration 80: (EM) log likelihood = -28350.31
Iteration 81: (EM) log likelihood = -28346.772
Iteration 82: (EM) log likelihood = -28342.732
Iteration 83: (EM) log likelihood = -28337.469
Iteration 84: (EM) log likelihood = -28330.226
Iteration 85: (EM) log likelihood = -28325.608
Iteration 86: (EM) log likelihood = -28321.858
Iteration 87: (EM) log likelihood = -28313.215
Iteration 88: (EM) log likelihood = -28309.939
Iteration 89: (EM) log likelihood = -28305.899
Iteration 90: (EM) log likelihood = -28301.546
Iteration 91: (EM) log likelihood = -28293.497
Iteration 92: (EM) log likelihood = -28290.086
Iteration 93: (EM) log likelihood = -28286.258
Iteration 94: (EM) log likelihood = -28282.435
Iteration 95: (EM) log likelihood = -28279.322
Iteration 96: (EM) log likelihood = -28275.667
Iteration 97: (EM) log likelihood = -28272.653
Iteration 98: (EM) log likelihood = -28268.113
Iteration 99: (EM) log likelihood = -28264.867
Iteration 100: (EM) log likelihood = -28258.202
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7370.3073
Iteration 1: (class) log likelihood = -7370.3073
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29605.099
Iteration 1: (outcome) log likelihood = -29080.714
Iteration 2: (outcome) log likelihood = -28879.354
Iteration 3: (outcome) log likelihood = -28840.756
Iteration 4: (outcome) log likelihood = -28835.81
Iteration 5: (outcome) log likelihood = -28834.829
Iteration 6: (outcome) log likelihood = -28834.607
Iteration 7: (outcome) log likelihood = -28834.557
Iteration 8: (outcome) log likelihood = -28834.546
Iteration 9: (outcome) log likelihood = -28834.544 (not concave)
Iteration 10: (outcome) log likelihood = -28834.544 (not concave)
Iteration 11: (outcome) log likelihood = -28834.544 (not concave)
Iteration 12: (outcome) log likelihood = -28834.544 (not concave)
Iteration 13: (outcome) log likelihood = -28834.544 (not concave)
Iteration 14: (outcome) log likelihood = -28834.544 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36157.376
Iteration 1: (EM) log likelihood = -36020.844
Iteration 2: (EM) log likelihood = -35652.978
Iteration 3: (EM) log likelihood = -34750.286
Iteration 4: (EM) log likelihood = -33519.043
Iteration 5: (EM) log likelihood = -32638.886
Iteration 6: (EM) log likelihood = -32075.035
Iteration 7: (EM) log likelihood = -31635.854
Iteration 8: (EM) log likelihood = -31246.569
Iteration 9: (EM) log likelihood = -30899.24
Iteration 10: (EM) log likelihood = -30589.676
Iteration 11: (EM) log likelihood = -30316.194
Iteration 12: (EM) log likelihood = -30072.551
Iteration 13: (EM) log likelihood = -29865.376
Iteration 14: (EM) log likelihood = -29702.657
Iteration 15: (EM) log likelihood = -29575.837
Iteration 16: (EM) log likelihood = -29480.261
Iteration 17: (EM) log likelihood = -29403.876
Iteration 18: (EM) log likelihood = -29338.292
Iteration 19: (EM) log likelihood = -29279.542
Iteration 20: (EM) log likelihood = -29230.121
Iteration 21: (EM) log likelihood = -29183.533
Iteration 22: (EM) log likelihood = -29142.92
Iteration 23: (EM) log likelihood = -29102.797
Iteration 24: (EM) log likelihood = -29066.367
Iteration 25: (EM) log likelihood = -29031.251
Iteration 26: (EM) log likelihood = -28996.302
Iteration 27: (EM) log likelihood = -28963.149
Iteration 28: (EM) log likelihood = -28930.656
Iteration 29: (EM) log likelihood = -28900.573
Iteration 30: (EM) log likelihood = -28872.704
Iteration 31: (EM) log likelihood = -28846.467
Iteration 32: (EM) log likelihood = -28823.459
Iteration 33: (EM) log likelihood = -28805.51
Iteration 34: (EM) log likelihood = -28789.349
Iteration 35: (EM) log likelihood = -28778.137
Iteration 36: (EM) log likelihood = -28764.105
Iteration 37: (EM) log likelihood = -28753.565
Iteration 38: (EM) log likelihood = -28742.562
Iteration 39: (EM) log likelihood = -28729.356
Iteration 40: (EM) log likelihood = -28720.231
Iteration 41: (EM) log likelihood = -28712.439
Iteration 42: (EM) log likelihood = -28704.887
Iteration 43: (EM) log likelihood = -28695.726
Iteration 44: (EM) log likelihood = -28688.259
Iteration 45: (EM) log likelihood = -28683.227
Iteration 46: (EM) log likelihood = -28677.766
Iteration 47: (EM) log likelihood = -28673.833
Iteration 48: (EM) log likelihood = -28668.235
Iteration 49: (EM) log likelihood = -28653.462
Iteration 50: (EM) log likelihood = -28650.534
Iteration 51: (EM) log likelihood = -28646.591
Iteration 52: (EM) log likelihood = -28643.926
Iteration 53: (EM) log likelihood = -28640.306
Iteration 54: (EM) log likelihood = -28637.767
Iteration 55: (EM) log likelihood = -28634.268
Iteration 56: (EM) log likelihood = -28631.703
Iteration 57: (EM) log likelihood = -28630.321
Iteration 58: (EM) log likelihood = -28628.82
Iteration 59: (EM) log likelihood = -28626.223
Iteration 60: (EM) log likelihood = -28623.054
Iteration 61: (EM) log likelihood = -28618.912
Iteration 62: (EM) log likelihood = -28616.336
Iteration 63: (EM) log likelihood = -28611.78
Iteration 64: (EM) log likelihood = -28607.642
Iteration 65: (EM) log likelihood = -28604.416
Iteration 66: (EM) log likelihood = -28598.103
Iteration 67: (EM) log likelihood = -28593.174
Iteration 68: (EM) log likelihood = -28589.238
Iteration 69: (EM) log likelihood = -28585.452
Iteration 70: (EM) log likelihood = -28581.77
Iteration 71: (EM) log likelihood = -28578.785
Iteration 72: (EM) log likelihood = -28572.014
Iteration 73: (EM) log likelihood = -28567.777
Iteration 74: (EM) log likelihood = -28564.47
Iteration 75: (EM) log likelihood = -28559.67
Iteration 76: (EM) log likelihood = -28556.723
Iteration 77: (EM) log likelihood = -28554.842
Iteration 78: (EM) log likelihood = -28546.818
Iteration 79: (EM) log likelihood = -28540.573
Iteration 80: (EM) log likelihood = -28536.674
Iteration 81: (EM) log likelihood = -28534.212
Iteration 82: (EM) log likelihood = -28529.86
Iteration 83: (EM) log likelihood = -28524.935
Iteration 84: (EM) log likelihood = -28520.799
Iteration 85: (EM) log likelihood = -28517.12
Iteration 86: (EM) log likelihood = -28512.297
Iteration 87: (EM) log likelihood = -28509.468
Iteration 88: (EM) log likelihood = -28507.159
Iteration 89: (EM) log likelihood = -28504.274
Iteration 90: (EM) log likelihood = -28502.155
Iteration 91: (EM) log likelihood = -28500.68
Iteration 92: (EM) log likelihood = -28498.76
Iteration 93: (EM) log likelihood = -28496.12
Iteration 94: (EM) log likelihood = -28493.284
Iteration 95: (EM) log likelihood = -28490.558
Iteration 96: (EM) log likelihood = -28488.645
Iteration 97: (EM) log likelihood = -28486.009
Iteration 98: (EM) log likelihood = -28482.402
Iteration 99: (EM) log likelihood = -28478.853
Iteration 100: (EM) log likelihood = -28475.672
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -26595.991 (not concave)
Iteration 1: log likelihood = -26595.752 (not concave)
Iteration 2: log likelihood = -26595.585 (not concave)
Iteration 3: log likelihood = -26595.068 (not concave)
Iteration 4: log likelihood = -26594.573 (not concave)
Iteration 5: log likelihood = -26594.034 (not concave)
Iteration 6: log likelihood = -26593.54 (not concave)
Iteration 7: log likelihood = -26593.218 (not concave)
Iteration 8: log likelihood = -26592.453 (not concave)
Iteration 9: log likelihood = -26592.092 (not concave)
Iteration 10: log likelihood = -26591.388 (not concave)
Iteration 11: log likelihood = -26590.95 (not concave)
Iteration 12: log likelihood = -26590.755 (not concave)
Iteration 13: log likelihood = -26590.574 (not concave)
Iteration 14: log likelihood = -26590.408 (not concave)
Iteration 15: log likelihood = -26590.251 (not concave)
Iteration 16: log likelihood = -26590.101 (not concave)
Iteration 17: log likelihood = -26589.96 (not concave)
Iteration 18: log likelihood = -26589.823 (not concave)
Iteration 19: log likelihood = -26589.693 (not concave)
Iteration 20: log likelihood = -26589.567 (not concave)
Iteration 21: log likelihood = -26589.447 (not concave)
Iteration 22: log likelihood = -26589.331 (not concave)
Iteration 23: log likelihood = -26589.219 (not concave)
Iteration 24: log likelihood = -26589.11 (not concave)
Iteration 25: log likelihood = -26589.006 (not concave)
Iteration 26: log likelihood = -26588.904 (not concave)
Iteration 27: log likelihood = -26588.806 (not concave)
Iteration 28: log likelihood = -26588.711 (not concave)
Iteration 29: log likelihood = -26588.619 (not concave)
Iteration 30: log likelihood = -26588.529 (not concave)
Iteration 31: log likelihood = -26588.442 (not concave)
Iteration 32: log likelihood = -26588.357 (not concave)
Iteration 33: log likelihood = -26588.274 (not concave)
Iteration 34: log likelihood = -26588.194 (not concave)
Iteration 35: log likelihood = -26588.115 (not concave)
Iteration 36: log likelihood = -26588.039 (not concave)
Iteration 37: log likelihood = -26587.964 (not concave)
Iteration 38: log likelihood = -26587.892 (not concave)
Iteration 39: log likelihood = -26587.821 (not concave)
Iteration 40: log likelihood = -26587.751 (not concave)
Iteration 41: log likelihood = -26587.684 (not concave)
Iteration 42: log likelihood = -26587.618 (not concave)
Iteration 43: log likelihood = -26587.553 (not concave)
Iteration 44: log likelihood = -26587.49 (not concave)
Iteration 45: log likelihood = -26587.428 (not concave)
Iteration 46: log likelihood = -26587.367 (not concave)
Iteration 47: log likelihood = -26587.308 (not concave)
Iteration 48: log likelihood = -26587.25 (not concave)
Iteration 49: log likelihood = -26587.193 (not concave)
Iteration 50: log likelihood = -26587.138 (not concave)
Iteration 51: log likelihood = -26587.083 (not concave)
Iteration 52: log likelihood = -26587.03 (not concave)
Iteration 53: log likelihood = -26586.978 (not concave)
Iteration 54: log likelihood = -26586.926 (not concave)
Iteration 55: log likelihood = -26586.876 (not concave)
Iteration 56: log likelihood = -26586.827 (not concave)
Iteration 57: log likelihood = -26586.778 (not concave)
Iteration 58: log likelihood = -26586.731 (not concave)
Iteration 59: log likelihood = -26586.684 (not concave)
Iteration 60: log likelihood = -26586.639 (not concave)
Iteration 61: log likelihood = -26586.594 (not concave)
Iteration 62: log likelihood = -26586.55 (not concave)
Iteration 63: log likelihood = -26586.506 (not concave)
Iteration 64: log likelihood = -26586.464 (not concave)
Iteration 65: log likelihood = -26586.422 (not concave)
Iteration 66: log likelihood = -26586.381 (not concave)
Iteration 67: log likelihood = -26586.341 (not concave)
Iteration 68: log likelihood = -26586.302 (not concave)
Iteration 69: log likelihood = -26586.263 (not concave)
Iteration 70: log likelihood = -26586.224 (not concave)
Iteration 71: log likelihood = -26586.187 (not concave)
Iteration 72: log likelihood = -26586.15 (not concave)
Iteration 73: log likelihood = -26586.114 (not concave)
Iteration 74: log likelihood = -26586.078 (not concave)
Iteration 75: log likelihood = -26586.043 (not concave)
Iteration 76: log likelihood = -26586.008 (not concave)
Iteration 77: log likelihood = -26585.974 (not concave)
Iteration 78: log likelihood = -26585.941 (not concave)
Iteration 79: log likelihood = -26585.908 (not concave)
Iteration 80: log likelihood = -26585.876 (not concave)
Iteration 81: log likelihood = -26585.844 (not concave)
Iteration 82: log likelihood = -26585.812 (not concave)
Iteration 83: log likelihood = -26585.782 (not concave)
Iteration 84: log likelihood = -26585.751 (not concave)
Iteration 85: log likelihood = -26585.721 (not concave)
Iteration 86: log likelihood = -26585.692 (not concave)
Iteration 87: log likelihood = -26585.663 (not concave)
Iteration 88: log likelihood = -26585.634 (not concave)
Iteration 89: log likelihood = -26585.606 (not concave)
Iteration 90: log likelihood = -26585.578 (not concave)
Iteration 91: log likelihood = -26585.551 (not concave)
Iteration 92: log likelihood = -26585.524 (not concave)
Iteration 93: log likelihood = -26585.498 (not concave)
Iteration 94: log likelihood = -26585.471 (not concave)
Iteration 95: log likelihood = -26585.446 (not concave)
Iteration 96: log likelihood = -26585.42 (not concave)
Iteration 97: log likelihood = -26585.395 (not concave)
Iteration 98: log likelihood = -26585.371 (not concave)
Iteration 99: log likelihood = -26585.346 (not concave)
Iteration 100: log likelihood = -26585.323 (not concave)
Iteration 101: log likelihood = -26585.299 (not concave)
Iteration 102: log likelihood = -26585.276 (not concave)
Iteration 103: log likelihood = -26585.253 (not concave)
Iteration 104: log likelihood = -26585.23 (not concave)
Iteration 105: log likelihood = -26585.208 (not concave)
Iteration 106: log likelihood = -26585.186 (not concave)
Iteration 107: log likelihood = -26585.164 (not concave)
Iteration 108: log likelihood = -26585.143 (not concave)
Iteration 109: log likelihood = -26585.122 (not concave)
Iteration 110: log likelihood = -26585.101 (not concave)
Iteration 111: log likelihood = -26585.08 (not concave)
Iteration 112: log likelihood = -26585.06 (not concave)
Iteration 113: log likelihood = -26585.04 (not concave)
Iteration 114: log likelihood = -26585.02 (not concave)
Iteration 115: log likelihood = -26585.001 (not concave)
Iteration 116: log likelihood = -26584.982 (not concave)
Iteration 117: log likelihood = -26584.963 (not concave)
Iteration 118: log likelihood = -26584.944 (not concave)
Iteration 119: log likelihood = -26584.926 (not concave)
Iteration 120: log likelihood = -26584.908 (not concave)
Iteration 121: log likelihood = -26584.89 (not concave)
Iteration 122: log likelihood = -26584.872 (not concave)
Iteration 123: log likelihood = -26584.855 (not concave)
Iteration 124: log likelihood = -26584.838 (not concave)
Iteration 125: log likelihood = -26584.821 (not concave)
Iteration 126: log likelihood = -26584.804 (not concave)
Iteration 127: log likelihood = -26584.788 (not concave)
Iteration 128: log likelihood = -26584.771 (not concave)
Iteration 129: log likelihood = -26584.755 (not concave)
Iteration 130: log likelihood = -26584.74 (not concave)
Iteration 131: log likelihood = -26584.724 (not concave)
Iteration 132: log likelihood = -26584.708 (not concave)
Iteration 133: log likelihood = -26584.693 (not concave)
Iteration 134: log likelihood = -26584.678 (not concave)
Iteration 135: log likelihood = -26584.663 (not concave)
Iteration 136: log likelihood = -26584.649 (not concave)
Iteration 137: log likelihood = -26584.634 (not concave)
Iteration 138: log likelihood = -26584.62 (not concave)
Iteration 139: log likelihood = -26584.606 (not concave)
Iteration 140: log likelihood = -26584.592 (not concave)
Iteration 141: log likelihood = -26584.578 (not concave)
Iteration 142: log likelihood = -26584.565 (not concave)
Iteration 143: log likelihood = -26584.551 (not concave)
Iteration 144: log likelihood = -26584.538 (not concave)
Iteration 145: log likelihood = -26584.525 (not concave)
Iteration 146: log likelihood = -26584.512 (not concave)
Iteration 147: log likelihood = -26584.5 (not concave)
Iteration 148: log likelihood = -26584.487 (not concave)
Iteration 149: log likelihood = -26584.475 (not concave)
Iteration 150: log likelihood = -26584.462 (not concave)
Iteration 151: log likelihood = -26584.45 (not concave)
Iteration 152: log likelihood = -26584.438 (not concave)
Iteration 153: log likelihood = -26584.426 (not concave)
Iteration 154: log likelihood = -26584.415 (not concave)
Iteration 155: log likelihood = -26584.403 (not concave)
Iteration 156: log likelihood = -26584.392 (not concave)
Iteration 157: log likelihood = -26584.381 (not concave)
Iteration 158: log likelihood = -26584.369 (not concave)
Iteration 159: log likelihood = -26584.358 (not concave)
Iteration 160: log likelihood = -26584.351 (not concave)
Iteration 161: log likelihood = -26583.781 (not concave)
Iteration 162: log likelihood = -26583.769 (not concave)
Iteration 163: log likelihood = -26583.764 (not concave)
Iteration 164: log likelihood = -26583.759 (not concave)
Iteration 165: log likelihood = -26583.754 (not concave)
Iteration 166: log likelihood = -26583.749 (not concave)
Iteration 167: log likelihood = -26583.744 (not concave)
Iteration 168: log likelihood = -26583.74 (not concave)
Iteration 169: log likelihood = -26583.735 (not concave)
Iteration 170: log likelihood = -26583.73 (not concave)
Iteration 171: log likelihood = -26583.726 (not concave)
Iteration 172: log likelihood = -26583.721 (not concave)
Iteration 173: log likelihood = -26583.716 (not concave)
Iteration 174: log likelihood = -26583.712 (not concave)
Iteration 175: log likelihood = -26583.707 (not concave)
Iteration 176: log likelihood = -26583.703 (not concave)
Iteration 177: log likelihood = -26583.698 (not concave)
Iteration 178: log likelihood = -26583.694 (not concave)
Iteration 179: log likelihood = -26583.69 (not concave)
Iteration 180: log likelihood = -26583.685 (not concave)
Iteration 181: log likelihood = -26583.681 (not concave)
Iteration 182: log likelihood = -26583.677 (not concave)
Iteration 183: log likelihood = -26583.672 (not concave)
Iteration 184: log likelihood = -26583.668 (not concave)
Iteration 185: log likelihood = -26583.664 (not concave)
Iteration 186: log likelihood = -26583.66 (not concave)
Iteration 187: log likelihood = -26583.655 (not concave)
Iteration 188: log likelihood = -26583.651 (not concave)
Iteration 189: log likelihood = -26583.647 (not concave)
Iteration 190: log likelihood = -26583.643 (not concave)
Iteration 191: log likelihood = -26583.639 (not concave)
Iteration 192: log likelihood = -26583.635 (not concave)
Iteration 193: log likelihood = -26583.631 (not concave)
Iteration 194: log likelihood = -26583.627 (not concave)
Iteration 195: log likelihood = -26583.622 (not concave)
Iteration 196: log likelihood = -26583.618 (not concave)
Iteration 197: log likelihood = -26583.614 (not concave)
Iteration 198: log likelihood = -26583.611 (not concave)
Iteration 199: log likelihood = -26583.607 (not concave)
Iteration 200: log likelihood = -26583.603 (not concave)
Iteration 201: log likelihood = -26583.599 (not concave)
Iteration 202: log likelihood = -26583.595 (not concave)
Iteration 203: log likelihood = -26583.591 (not concave)
Iteration 204: log likelihood = -26583.59 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -26583.59
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | -.5514755 .0835656 -6.60 0.000 -.7152611 -.3876899
-------------+----------------------------------------------------------------
3.C |
_cons | -.5190048 .1404402 -3.70 0.000 -.7942625 -.2437471
-------------+----------------------------------------------------------------
4.C |
_cons | -.1202787 .1253421 -0.96 0.337 -.3659447 .1253872
-------------+----------------------------------------------------------------
5.C |
_cons | -.0670887 .0938762 -0.71 0.475 -.2510828 .1169053
-------------+----------------------------------------------------------------
6.C |
_cons | .4875973 .098865 4.93 0.000 .2938254 .6813691
-------------+----------------------------------------------------------------
7.C |
_cons | -1.193983 .0980245 -12.18 0.000 -1.386108 -1.001859
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -7.188814 44.29925 -0.16 0.871 -94.01375 79.63612
_cons | 7.313463 44.30268 0.17 0.869 -79.51819 94.14512
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 16.13772 22.45416 0.72 0.472 -27.87162 60.14707
_cons | -26.17148 44.43671 -0.59 0.556 -113.2658 60.92287
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 3.279119 .5059927 6.48 0.000 2.287392 4.270847
_cons | -1.386547 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 2.294141 .5060859 4.53 0.000 1.302231 3.286051
_cons | .5579869 . . . . .
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -.7845559 3.063909 -0.26 0.798 -6.789706 5.220594
_cons | 6.383107 5.912221 1.08 0.280 -5.204632 17.97085
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -2.155036 3.285404 -0.66 0.512 -8.59431 4.284238
_cons | 8.425923 6.358613 1.33 0.185 -4.036729 20.88857
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -2.452786 3.185248 -0.77 0.441 -8.695758 3.790185
_cons | 7.337702 6.13872 1.20 0.232 -4.693968 19.36937
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .2568131 .3806535 0.67 0.500 -.4892541 1.00288
_cons | 1.138361 .7317055 1.56 0.120 -.2957549 2.572478
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 4.21729 5.771553 0.73 0.465 -7.094746 15.52933
_cons | -9.695898 11.53581 -0.84 0.401 -32.30567 12.91388
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 1.304871 44.85706 0.03 0.977 -86.61335 89.22309
_cons | 10.32167 75.38397 0.14 0.891 -137.4282 158.0715
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 4.076689 45.30465 0.09 0.928 -84.71879 92.87216
_cons | .710692 76.44117 0.01 0.993 -149.1113 150.5326
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 6.214594 5.68834 1.09 0.275 -4.934347 17.36354
_cons | -7.732494 11.34193 -0.68 0.495 -29.96227 14.49728
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.9199326 2.189243 -0.42 0.674 -5.210771 3.370906
_cons | 5.126135 4.284797 1.20 0.232 -3.271912 13.52418
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.589315 6.467265 -1.48 0.138 -22.26492 3.086291
_cons | 14.21078 7.425661 1.91 0.056 -.343249 28.76481
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.914177 7.489588 -1.32 0.186 -24.5935 4.765146
_cons | 14.5339 8.333063 1.74 0.081 -1.798599 30.86641
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.53753 10.85384 -0.88 0.380 -30.81067 11.73561
_cons | 12.99378 11.47603 1.13 0.258 -9.498835 35.48639
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.70712 2206.902 -0.01 0.995 -4340.155 4310.741
_cons | 34.07478 4413.803 0.01 0.994 -8616.82 8684.97
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -14.76586 2206.902 -0.01 0.995 -4340.213 4310.682
_cons | 33.32528 4413.803 0.01 0.994 -8617.57 8684.22
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -14.09958 2206.902 -0.01 0.995 -4339.547 4311.348
_cons | 31.77061 4413.803 0.01 0.994 -8619.125 8682.666
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -12.34398 2206.902 -0.01 0.996 -4337.793 4313.105
_cons | 27.85427 4413.805 0.01 0.995 -8623.044 8678.753
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.37591 2206.902 -0.01 0.995 -4339.824 4311.072
_cons | 32.72152 4413.803 0.01 0.994 -8618.173 8683.617
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | .1030235 2.035066 0.05 0.960 -3.885633 4.09168
_cons | 3.979101 3.388402 1.17 0.240 -2.662045 10.62025
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.84727 2.026127 0.91 0.362 -2.123867 5.818407
_cons | 2.735743 3.376884 0.81 0.418 -3.882828 9.354314
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .6662015 2.024903 0.33 0.742 -3.302535 4.634938
_cons | 3.858194 3.371032 1.14 0.252 -2.748908 10.4653
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 15.80244 1606.926 0.01 0.992 -3133.714 3165.319
_cons | -29.7087 3213.851 -0.01 0.993 -6328.74 6269.323
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 1.824753 .0828069 22.04 0.000 1.662454 1.987051
_cons | -3.110241 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -68.13007 4255.44 -0.02 0.987 -8408.638 8272.378
_cons | 113.877 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -18.81863 8.025333 -2.34 0.019 -34.548 -3.08927
_cons | 42.04856 15.52404 2.71 0.007 11.62201 72.47512
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.73912 8.023141 -1.71 0.087 -29.46419 1.985943
_cons | 34.78997 15.53984 2.24 0.025 4.332447 65.24749
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.08454 8.032578 -1.63 0.103 -28.8281 2.659026
_cons | 33.56409 15.55918 2.16 0.031 3.068656 64.05953
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.47083 8.026534 -1.68 0.093 -29.20254 2.260891
_cons | 34.27592 15.54674 2.20 0.027 3.804872 64.74696
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -9.999978 2.003256 -4.99 0.000 -13.92629 -6.073668
_cons | 25.32633 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .0167724 .463355 0.04 0.971 -.8913867 .9249316
_cons | 1.904631 .840214 2.27 0.023 .2578416 3.55142
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.0568263 .8896187 -0.06 0.949 -1.800447 1.686794
_cons | -1.1808 1.641645 -0.72 0.472 -4.398364 2.036764
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -18.60447 1219.122 -0.02 0.988 -2408.04 2370.831
_cons | 36.66435 2438.231 0.02 0.988 -4742.181 4815.51
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -11.69361 1219.114 -0.01 0.992 -2401.113 2377.726
_cons | 28.21467 2438.227 0.01 0.991 -4750.623 4807.053
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.942399 1.980166 -2.50 0.013 -8.823453 -1.061346
_cons | 9.375956 3.420497 2.74 0.006 2.671904 16.08001
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.7956727 1.752138 -0.45 0.650 -4.229801 2.638456
_cons | 4.885299 3.299414 1.48 0.139 -1.581433 11.35203
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.277586 3.066381 1.39 0.163 -1.732409 10.28758
_cons | -5.192254 6.019877 -0.86 0.388 -16.991 6.606488
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.99798 3.497859 1.14 0.253 -2.857698 10.85366
_cons | -5.277644 6.892487 -0.77 0.444 -18.78667 8.231382
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.755505 6.396866 0.59 0.557 -8.782122 16.29313
_cons | -6.448771 12.72781 -0.51 0.612 -31.39482 18.49727
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .659135 3.961576 0.17 0.868 -7.105412 8.423682
_cons | 4.39996 7.630084 0.58 0.564 -10.55473 19.35465
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -1.704037 3.965495 -0.43 0.667 -9.476265 6.068192
_cons | 7.067613 7.627497 0.93 0.354 -7.882007 22.01723
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -2.651093 3.996749 -0.66 0.507 -10.48458 5.182392
_cons | 7.791748 7.647026 1.02 0.308 -7.196149 22.77964
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -.0461584 3.96892 -0.01 0.991 -7.825099 7.732782
_cons | 4.683637 7.643107 0.61 0.540 -10.29658 19.66385
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -2.370675 3.988618 -0.59 0.552 -10.18822 5.446872
_cons | 7.423203 7.64431 0.97 0.332 -7.55937 22.40578
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -1.971256 7.284447 -0.27 0.787 -16.24851 12.306
_cons | 4.678771 10.19519 0.46 0.646 -15.30344 24.66099
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | .2009473 5.189774 0.04 0.969 -9.970822 10.37272
_cons | 6.457047 8.64247 0.75 0.455 -10.48188 23.39598
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.650059 5.206042 0.32 0.751 -8.553595 11.85371
_cons | 2.900198 8.677879 0.33 0.738 -14.10813 19.90853
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 2.307572 5.284168 0.44 0.662 -8.049207 12.66435
_cons | .4754936 8.863957 0.05 0.957 -16.89754 17.84853
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 3.728997 2.229715 1.67 0.094 -.641163 8.099158
_cons | -8.80627 4.427083 -1.99 0.047 -17.48319 -.129347
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -137.4933 . . . . .
_cons | -188.3303 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -10.17423 1016.928 -0.01 0.992 -2003.317 1982.969
_cons | 20.13445 2033.856 0.01 0.992 -3966.151 4006.42
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.83256 1016.904 -0.01 0.988 -2007.928 1978.263
_cons | 31.60502 2033.808 0.02 0.988 -3954.585 4017.796
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -15.32496 1016.904 -0.02 0.988 -2008.42 1977.77
_cons | 32.88559 2033.808 0.02 0.987 -3953.305 4019.076
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -15.01671 1016.904 -0.01 0.988 -2008.112 1978.079
_cons | 31.87846 2033.808 0.02 0.987 -3954.312 4018.069
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -12.7178 1016.908 -0.01 0.990 -2005.82 1980.384
_cons | 25.47153 2033.815 0.01 0.990 -3960.733 4011.676
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -3.928346 .7329357 -5.36 0.000 -5.364873 -2.491818
_cons | 6.050062 1.050532 5.76 0.000 3.991058 8.109067
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 2.194075 4.290272 0.51 0.609 -6.214704 10.60285
_cons | -6.294981 8.571951 -0.73 0.463 -23.0957 10.50573
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -2.629838 2.426813 -1.08 0.279 -7.386305 2.126628
_cons | 8.490324 4.81112 1.76 0.078 -.9392977 17.91994
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -3.524533 2.449145 -1.44 0.150 -8.324769 1.275703
_cons | 8.022189 4.835613 1.66 0.097 -1.455437 17.49982
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.300683 .7576209 -1.72 0.086 -2.785593 .1842264
_cons | 2.657716 1.390585 1.91 0.056 -.06778 5.383213
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.231819 .7761683 -1.59 0.113 -2.753081 .2894427
_cons | 3.062555 1.407779 2.18 0.030 .3033595 5.82175
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -.2491661 .8845403 -0.28 0.778 -1.982833 1.484501
_cons | 2.126553 1.731624 1.23 0.219 -1.267368 5.520474
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.876694 2.159018 1.33 0.183 -1.354904 7.108292
_cons | -4.718501 4.297931 -1.10 0.272 -13.14229 3.70529
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.94284 2.69126 1.47 0.143 -1.331932 9.217613
_cons | -6.669867 5.36152 -1.24 0.213 -17.17825 3.838519
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -1.744625 1.632235 -1.07 0.285 -4.943746 1.454497
_cons | 6.16501 3.139158 1.96 0.050 .0123726 12.31765
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -.2093252 1.679336 -0.12 0.901 -3.500764 3.082113
_cons | 3.348111 3.249751 1.03 0.303 -3.021283 9.717506
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -1.697024 1.635285 -1.04 0.299 -4.902125 1.508077
_cons | 5.752534 3.146333 1.83 0.068 -.4141648 11.91923
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -1.04328 1.713318 -0.61 0.543 -4.401322 2.314762
_cons | 3.967155 3.29822 1.20 0.229 -2.497237 10.43155
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 2.30049 3.18278 0.72 0.470 -3.937644 8.538625
_cons | -1.878874 6.312592 -0.30 0.766 -14.25133 10.49358
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -14.34854 1628.304 -0.01 0.993 -3205.766 3177.069
_cons | 29.88799 3256.608 0.01 0.993 -6352.947 6412.723
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -14.62765 1628.304 -0.01 0.993 -3206.045 3176.79
_cons | 33.39843 3256.608 0.01 0.992 -6349.436 6416.233
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -14.5945 1628.304 -0.01 0.993 -3206.012 3176.823
_cons | 32.59171 3256.608 0.01 0.992 -6350.243 6415.426
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -.3010155 1788.822 -0.00 1.000 -3506.327 3505.725
_cons | 1.8824 3577.643 0.00 1.000 -7010.17 7013.934
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 1.04656 1.334993 0.78 0.433 -1.569978 3.663098
_cons | .8021273 2.595028 0.31 0.757 -4.284035 5.88829
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -99.74988 . . . . .
_cons | -241.3898 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -21.62265 2735.702 -0.01 0.994 -5383.5 5340.255
_cons | 37.00171 5471.226 0.01 0.995 -10686.4 10760.41
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -16.13937 2735.569 -0.01 0.995 -5377.755 5345.476
_cons | 35.67951 5471.137 0.01 0.995 -10687.55 10758.91
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.70704 2735.569 -0.01 0.996 -5376.323 5346.909
_cons | 34.06189 5471.137 0.01 0.995 -10689.17 10757.29
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -12.81433 2735.569 -0.00 0.996 -5374.432 5348.803
_cons | 30.87519 5471.138 0.01 0.995 -10692.36 10754.11
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -12.05666 2735.57 -0.00 0.996 -5373.675 5349.562
_cons | 27.26182 5471.14 0.00 0.996 -10695.97 10750.5
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0778406 1.176331 -0.07 0.947 -2.383407 2.227726
_cons | 1.956024 2.335484 0.84 0.402 -2.621441 6.533489
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.022866 54.82847 -0.16 0.869 -116.4847 98.43896
_cons | 6.091362 55.16081 0.11 0.912 -102.0218 114.2046
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -14.39166 5.852093 -2.46 0.014 -25.86155 -2.921766
_cons | 38.46011 8.465466 4.54 0.000 21.8681 55.05211
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -11.59845 4.04073 -2.87 0.004 -19.51814 -3.678767
_cons | 30.3292 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.32666 1661.574 -0.01 0.995 -3266.952 3246.299
_cons | 18.33943 3323.144 0.01 0.996 -6494.904 6531.582
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -12.22042 1661.299 -0.01 0.994 -3268.306 3243.865
_cons | 28.27912 3322.597 0.01 0.993 -6483.892 6540.45
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -15.63051 1661.296 -0.01 0.992 -3271.71 3240.449
_cons | 34.16483 3322.591 0.01 0.992 -6477.994 6546.324
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -15.7157 1661.296 -0.01 0.992 -3271.795 3240.364
_cons | 33.28598 3322.591 0.01 0.992 -6478.873 6545.445
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -17.08416 1661.296 -0.01 0.992 -3273.164 3238.996
_cons | 34.18497 3322.591 0.01 0.992 -6477.974 6546.344
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 2.04588 3.902821 0.52 0.600 -5.603509 9.695269
_cons | 5.90992 2.291707 2.58 0.010 1.418257 10.40158
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 2.012968 3.665952 0.55 0.583 -5.172166 9.198102
_cons | 4.080351 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | .4123447 3.784557 0.11 0.913 -7.00525 7.829939
_cons | 6.849473 1.546947 4.43 0.000 3.817512 9.881433
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 5.518791 5.646843 0.98 0.328 -5.548818 16.5864
_cons | -3.348599 8.461543 -0.40 0.692 -19.93292 13.23572
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 3.998226 3.667046 1.09 0.276 -3.189052 11.1855
_cons | -.2255744 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -11.05175 2643.048 -0.00 0.997 -5191.33 5169.226
_cons | 28.35274 5286.093 0.01 0.996 -10332.2 10388.91
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -15.6531 2643.048 -0.01 0.995 -5195.931 5164.625
_cons | 35.56635 5286.093 0.01 0.995 -10324.99 10396.12
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -13.8684 2643.047 -0.01 0.996 -5194.146 5166.409
_cons | 32.70948 5286.093 0.01 0.995 -10327.84 10393.26
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -8.30776 2643.099 -0.00 0.997 -5188.687 5172.071
_cons | 18.45795 5286.196 0.00 0.997 -10342.3 10379.21
--------------------------------------------------------------------------------------------
Class : 5
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -3.816357 .6616309 -5.77 0.000 -5.113129 -2.519584
_cons | 4.877815 .9334218 5.23 0.000 3.048342 6.707288
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -146.0673 . . . . .
_cons | -145.7356 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -13.69999 4965.397 -0.00 0.998 -9745.699 9718.299
_cons | 30.85679 9930.792 0.00 0.998 -19433.14 19494.85
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.62502 4965.397 -0.00 0.998 -9745.624 9718.374
_cons | 33.54711 9930.792 0.00 0.997 -19430.45 19497.54
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -12.63515 4965.397 -0.00 0.998 -9744.634 9719.363
_cons | 32.10523 9930.792 0.00 0.997 -19431.89 19496.1
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.99873 4965.397 -0.00 0.998 -9745.997 9718
_cons | 34.43895 9930.792 0.00 0.997 -19429.56 19498.43
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.08375 4965.397 -0.00 0.998 -9747.082 9716.915
_cons | 34.62363 9930.792 0.00 0.997 -19429.37 19498.62
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | 6.591304 11.42211 0.58 0.564 -15.79561 28.97822
_cons | -5.577477 11.43845 -0.49 0.626 -27.99642 16.84147
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -1.563296 . . . . .
_cons | .2027278 .6567759 0.31 0.758 -1.084529 1.489985
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 17.2346 804.0444 0.02 0.983 -1558.663 1593.133
_cons | -15.68241 804.0451 -0.02 0.984 -1591.582 1560.217
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 14.56953 804.0443 0.02 0.986 -1561.328 1590.467
_cons | -12.36568 804.0447 -0.02 0.988 -1588.264 1563.533
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -11.04694 .1070986 -103.15 0.000 -11.25685 -10.83703
_cons | 23.11174 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -12.78273 2.424708 -5.27 0.000 -17.53507 -8.030395
_cons | 26.8089 4.855303 5.52 0.000 17.29268 36.32512
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -14.32009 2.010662 -7.12 0.000 -18.26092 -10.37927
_cons | 30.56124 4.013563 7.61 0.000 22.6948 38.42768
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -22.08964 5.233706 -4.22 0.000 -32.34751 -11.83176
_cons | 38.38193 6.28643 6.11 0.000 26.06076 50.70311
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -21.94766 . . . . .
_cons | 37.35586 2.032124 18.38 0.000 33.37297 41.33875
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 14.01776 1.399563 10.02 0.000 11.27467 16.76085
_cons | -11.21363 1.297467 -8.64 0.000 -13.75662 -8.67064
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 14.64577 .9168782 15.97 0.000 12.84872 16.44281
_cons | -13.36207 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 17.61399 .9200777 19.14 0.000 15.81067 19.41731
_cons | -19.36561 . . . . .
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 12.60403 1.38236 9.12 0.000 9.894649 15.3134
_cons | -9.873582 1.236579 -7.98 0.000 -12.29723 -7.449931
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 17.79643 4.332456 4.11 0.000 9.304968 26.28788
_cons | -20.01173 8.319848 -2.41 0.016 -36.31833 -3.705126
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 16.66 499.8394 0.03 0.973 -963.0072 996.3272
_cons | -17.22582 499.8427 -0.03 0.973 -996.8996 962.448
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 15.14572 499.8385 0.03 0.976 -964.5198 994.8112
_cons | -12.78976 499.8394 -0.03 0.980 -992.457 966.8775
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 15.40336 499.8386 0.03 0.975 -964.2623 995.069
_cons | -13.72069 499.8396 -0.03 0.978 -993.3884 965.947
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 5.975879 500.5023 0.01 0.990 -974.9906 986.9423
_cons | -6.281295 500.504 -0.01 0.990 -987.2511 974.6886
--------------------------------------------------------------------------------------------
Class : 6
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -3.037504 7.170349 -0.42 0.672 -17.09113 11.01612
_cons | 8.309631 14.15337 0.59 0.557 -19.43047 36.04973
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -137.4195 . . . . .
_cons | -189.3754 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | .8389181 1.451005 0.58 0.563 -2.004999 3.682835
_cons | 1.189072 2.30724 0.52 0.606 -3.333036 5.711179
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 1.751035 1.296747 1.35 0.177 -.7905426 4.292614
_cons | 1.322575 1.975435 0.67 0.503 -2.549208 5.194357
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.492863 1.330835 1.12 0.262 -1.115527 4.101252
_cons | 1.902955 2.050103 0.93 0.353 -2.115173 5.921082
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 1.117915 1.278821 0.87 0.382 -1.388529 3.624358
_cons | 2.421719 1.940855 1.25 0.212 -1.382287 6.225724
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .9561532 1.324719 0.72 0.470 -1.640248 3.552554
_cons | 1.344081 2.032322 0.66 0.508 -2.639197 5.327358
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .5503217 .4074108 1.35 0.177 -.2481888 1.348832
_cons | .918266 .7738356 1.19 0.235 -.598424 2.434956
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.3213725 .5090098 -0.63 0.528 -1.319013 .6762683
_cons | -.090879 .9274552 -0.10 0.922 -1.908658 1.7269
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -11.50174 4471.576 -0.00 0.998 -8775.63 8752.626
_cons | 33.23359 8943.142 0.00 0.997 -17495 17561.47
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -14.38508 4471.577 -0.00 0.997 -8778.515 8749.745
_cons | 33.49287 8943.143 0.00 0.997 -17494.74 17561.73
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -99.5432 . . . . .
_cons | -209.8033 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .7972828 .3601946 2.21 0.027 .0913143 1.503251
_cons | 4.891012 .7173324 6.82 0.000 3.485066 6.296957
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | .6108062 .3711123 1.65 0.100 -.1165604 1.338173
_cons | 5.241009 .7851547 6.68 0.000 3.702134 6.779883
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -.3969193 . . . . .
_cons | 6.637414 .5925307 11.20 0.000 5.476075 7.798753
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.22649 .3419606 -3.59 0.000 -1.896721 -.5562596
_cons | 6.98632 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -12.43062 .5103603 -24.36 0.000 -13.43091 -11.43033
_cons | 30.30711 . . . . .
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.09514 4.678277 -2.80 0.005 -22.2644 -3.925889
_cons | 31.20752 9.290004 3.36 0.001 12.99945 49.41559
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.38081 4.447026 -3.46 0.001 -24.09682 -6.664798
_cons | 35.58748 8.830721 4.03 0.000 18.27959 52.89538
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.00519 4.399918 -3.18 0.001 -22.62887 -5.381507
_cons | 32.30643 8.729324 3.70 0.000 15.19727 49.41559
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.86698 4.390313 -3.39 0.001 -23.47183 -6.262122
_cons | 34.69363 8.7095 3.98 0.000 17.62333 51.76394
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -2.647345 10.1462 -0.26 0.794 -22.53354 17.23885
_cons | 4.723581 11.43192 0.41 0.679 -17.68257 27.12973
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.950925 .2323965 8.39 0.000 1.495436 2.406414
_cons | 4.17597 3.815572 1.09 0.274 -3.302415 11.65435
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.849821 . . . . .
_cons | 3.796448 3.835911 0.99 0.322 -3.7218 11.3147
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -71.21088 . . . . .
_cons | -132.047 . . . . .
--------------------------------------------------------------------------------------------
Class : 7
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -109.1001 . . . . .
_cons | -100.5916 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 8.191141 2.971984 2.76 0.006 2.36616 14.01612
_cons | -13.82929 5.886512 -2.35 0.019 -25.36665 -2.291944
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -11.98092 5.059464 -2.37 0.018 -21.89728 -2.064548
_cons | 31.38233 5.763453 5.45 0.000 20.08617 42.67849
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.29052 5.01994 -2.65 0.008 -23.12942 -3.451617
_cons | 34.8708 5.630286 6.19 0.000 23.83564 45.90595
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.19164 5.021787 -2.63 0.009 -23.03416 -3.349122
_cons | 34.25941 5.634515 6.08 0.000 23.21596 45.30286
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.48932 5.031658 -2.68 0.007 -23.35119 -3.627447
_cons | 34.55102 5.665995 6.10 0.000 23.44588 45.65617
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -11.76815 4.160941 -2.83 0.005 -19.92344 -3.612854
_cons | 29.33596 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .1109512 .6683548 0.17 0.868 -1.199 1.420902
_cons | 1.600499 1.265165 1.27 0.206 -.8791783 4.080176
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -2.0252 .8155194 -2.48 0.013 -3.623589 -.4268112
_cons | 2.826984 1.4048 2.01 0.044 .0736266 5.580342
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -14.25797 11002.78 -0.00 0.999 -21579.31 21550.8
_cons | 36.37846 20452.2 0.00 0.999 -40049.19 40121.95
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 14.56839 11001.03 0.00 0.999 -21547.05 21576.18
_cons | -7.236131 20458.24 -0.00 1.000 -40104.65 40090.18
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.309652 .8747629 3.78 0.000 1.595148 5.024155
_cons | -3.065407 1.430836 -2.14 0.032 -5.869794 -.2610199
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.981529 .9968649 1.99 0.047 .0277098 3.935348
_cons | -1.957792 1.690798 -1.16 0.247 -5.271694 1.35611
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.361121 33.44887 -0.28 0.780 -74.91969 56.19745
_cons | 10.64301 33.46473 0.32 0.750 -54.94666 76.23268
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.624971 156.0634 -0.06 0.951 -315.5036 296.2536
_cons | 7.901191 156.0877 0.05 0.960 -298.0252 313.8275
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -174.6408 . . . . .
_cons | -158.7618 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.386574 7.360172 0.19 0.851 -13.0391 15.81225
_cons | 12.32688 14.7066 0.84 0.402 -16.49752 41.15128
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 2.847335 . . . . .
_cons | 7.135676 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -2.315939 7.122932 -0.33 0.745 -16.27663 11.64475
_cons | 16.06662 14.17113 1.13 0.257 -11.70829 43.84152
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -.7075758 7.007374 -0.10 0.920 -14.44178 13.02662
_cons | 15.79325 13.99942 1.13 0.259 -11.64511 43.23161
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -3.318305 7.019528 -0.47 0.636 -17.07633 10.43972
_cons | 19.08603 14.007 1.36 0.173 -8.367192 46.53925
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -80.29166 . . . . .
_cons | -25.96189 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -15.75165 1753.514 -0.01 0.993 -3452.576 3421.072
_cons | 34.24372 3507.028 0.01 0.992 -6839.404 6907.891
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -15.00096 1753.514 -0.01 0.993 -3451.825 3421.823
_cons | 31.70157 3507.028 0.01 0.993 -6841.947 6905.35
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -9.987465 1753.518 -0.01 0.995 -3446.82 3426.845
_cons | 22.17829 3507.036 0.01 0.995 -6851.487 6895.843
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 53787.179 Akaike's information criterion
BIC | 55721.535 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.81305026
(results lca_prueba_c6 are active now)
(results lca_prueba_c7 are active now)
LMR LT test statistic:
237.55928
P value Lo-Mendel:
0.00000000000000000
__00000B = 237.55928
__00000A = 247.16945
__00000D = 17
__00000C = 20
__000009 = 7
__000005 = 310
__000003 = -26583.59
__000008 = 6
__000004 = 270
__000002 = -26707.174
__000001 = 3789
scalars:
r(lmrt_p) = 6.67656232310e-30
r(lmrt) = 237.5592767010561
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.5512
Iteration 1: (class) log likelihood = -7875.5512
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29940.34
Iteration 1: (outcome) log likelihood = -29059.191
Iteration 2: (outcome) log likelihood = -28838.991
Iteration 3: (outcome) log likelihood = -28802.278
Iteration 4: (outcome) log likelihood = -28796.364
Iteration 5: (outcome) log likelihood = -28794.851
Iteration 6: (outcome) log likelihood = -28794.586
Iteration 7: (outcome) log likelihood = -28794.524
Iteration 8: (outcome) log likelihood = -28794.509
Iteration 9: (outcome) log likelihood = -28794.506
Iteration 10: (outcome) log likelihood = -28794.506 (not concave)
Iteration 11: (outcome) log likelihood = -28794.506 (not concave)
Iteration 12: (outcome) log likelihood = -28794.506 (not concave)
Iteration 13: (outcome) log likelihood = -28794.506 (not concave)
Iteration 14: (outcome) log likelihood = -28794.506 (not concave)
Iteration 15: (outcome) log likelihood = -28794.506 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36609.581
Iteration 1: (EM) log likelihood = -36438.819
Iteration 2: (EM) log likelihood = -36081.459
Iteration 3: (EM) log likelihood = -35448.71
Iteration 4: (EM) log likelihood = -34597.583
Iteration 5: (EM) log likelihood = -33751.842
Iteration 6: (EM) log likelihood = -32992.195
Iteration 7: (EM) log likelihood = -32378.223
Iteration 8: (EM) log likelihood = -31897.889
Iteration 9: (EM) log likelihood = -31496.304
Iteration 10: (EM) log likelihood = -31159.082
Iteration 11: (EM) log likelihood = -30874.293
Iteration 12: (EM) log likelihood = -30624.122
Iteration 13: (EM) log likelihood = -30392.595
Iteration 14: (EM) log likelihood = -30171.87
Iteration 15: (EM) log likelihood = -29978.213
Iteration 16: (EM) log likelihood = -29813.82
Iteration 17: (EM) log likelihood = -29676.43
Iteration 18: (EM) log likelihood = -29563.03
Iteration 19: (EM) log likelihood = -29462.564
Iteration 20: (EM) log likelihood = -29376.003
Iteration 21: (EM) log likelihood = -29301.749
Iteration 22: (EM) log likelihood = -29237.089
Iteration 23: (EM) log likelihood = -29180.036
Iteration 24: (EM) log likelihood = -29131.083
Iteration 25: (EM) log likelihood = -29090.269
Iteration 26: (EM) log likelihood = -29055.017
Iteration 27: (EM) log likelihood = -29024.734
Iteration 28: (EM) log likelihood = -28997.426
Iteration 29: (EM) log likelihood = -28972.75
Iteration 30: (EM) log likelihood = -28952.091
Iteration 31: (EM) log likelihood = -28933.197
Iteration 32: (EM) log likelihood = -28917.962
Iteration 33: (EM) log likelihood = -28904.345
Iteration 34: (EM) log likelihood = -28892.213
Iteration 35: (EM) log likelihood = -28879.522
Iteration 36: (EM) log likelihood = -28869.733
Iteration 37: (EM) log likelihood = -28860.957
Iteration 38: (EM) log likelihood = -28853.055
Iteration 39: (EM) log likelihood = -28845.735
Iteration 40: (EM) log likelihood = -28839.212
Iteration 41: (EM) log likelihood = -28832.384
Iteration 42: (EM) log likelihood = -28825.501
Iteration 43: (EM) log likelihood = -28819.705
Iteration 44: (EM) log likelihood = -28812.468
Iteration 45: (EM) log likelihood = -28806.74
Iteration 46: (EM) log likelihood = -28803.257
Iteration 47: (EM) log likelihood = -28798.916
Iteration 48: (EM) log likelihood = -28795.649
Iteration 49: (EM) log likelihood = -28792.678
Iteration 50: (EM) log likelihood = -28789.844
Iteration 51: (EM) log likelihood = -28786.613
Iteration 52: (EM) log likelihood = -28782.853
Iteration 53: (EM) log likelihood = -28779.787
Iteration 54: (EM) log likelihood = -28776.093
Iteration 55: (EM) log likelihood = -28773.21
Iteration 56: (EM) log likelihood = -28770.522
Iteration 57: (EM) log likelihood = -28767.569
Iteration 58: (EM) log likelihood = -28765.177
Iteration 59: (EM) log likelihood = -28763.12
Iteration 60: (EM) log likelihood = -28760.516
Iteration 61: (EM) log likelihood = -28758.035
Iteration 62: (EM) log likelihood = -28754.939
Iteration 63: (EM) log likelihood = -28750.903
Iteration 64: (EM) log likelihood = -28748.209
Iteration 65: (EM) log likelihood = -28744.587
Iteration 66: (EM) log likelihood = -28742.014
Iteration 67: (EM) log likelihood = -28739.909
Iteration 68: (EM) log likelihood = -28737.813
Iteration 69: (EM) log likelihood = -28735.577
Iteration 70: (EM) log likelihood = -28733.53
Iteration 71: (EM) log likelihood = -28730.968
Iteration 72: (EM) log likelihood = -28728.529
Iteration 73: (EM) log likelihood = -28726.37
Iteration 74: (EM) log likelihood = -28724.02
Iteration 75: (EM) log likelihood = -28721.957
Iteration 76: (EM) log likelihood = -28719.763
Iteration 77: (EM) log likelihood = -28715.914
Iteration 78: (EM) log likelihood = -28713.513
Iteration 79: (EM) log likelihood = -28710.956
Iteration 80: (EM) log likelihood = -28708.534
Iteration 81: (EM) log likelihood = -28706.639
Iteration 82: (EM) log likelihood = -28704.713
Iteration 83: (EM) log likelihood = -28703.13
Iteration 84: (EM) log likelihood = -28700.502
Iteration 85: (EM) log likelihood = -28699.045
Iteration 86: (EM) log likelihood = -28697.387
Iteration 87: (EM) log likelihood = -28695.657
Iteration 88: (EM) log likelihood = -28694.359
Iteration 89: (EM) log likelihood = -28692.768
Iteration 90: (EM) log likelihood = -28691.544
Iteration 91: (EM) log likelihood = -28690.097
Iteration 92: (EM) log likelihood = -28688.804
Iteration 93: (EM) log likelihood = -28687.415
Iteration 94: (EM) log likelihood = -28686.086
Iteration 95: (EM) log likelihood = -28684.6
Iteration 96: (EM) log likelihood = -28683.383
Iteration 97: (EM) log likelihood = -28682.141
Iteration 98: (EM) log likelihood = -28681.038
Iteration 99: (EM) log likelihood = -28679.772
Iteration 100: (EM) log likelihood = -28678.604
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.2299
Iteration 1: (class) log likelihood = -7876.2299
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29947.053
Iteration 1: (outcome) log likelihood = -29081.58
Iteration 2: (outcome) log likelihood = -28852.505
Iteration 3: (outcome) log likelihood = -28815.938
Iteration 4: (outcome) log likelihood = -28808.513
Iteration 5: (outcome) log likelihood = -28806.708
Iteration 6: (outcome) log likelihood = -28806.352
Iteration 7: (outcome) log likelihood = -28806.294
Iteration 8: (outcome) log likelihood = -28806.28
Iteration 9: (outcome) log likelihood = -28806.277
Iteration 10: (outcome) log likelihood = -28806.277 (not concave)
Iteration 11: (outcome) log likelihood = -28806.277 (not concave)
Iteration 12: (outcome) log likelihood = -28806.277 (not concave)
Iteration 13: (outcome) log likelihood = -28806.277 (not concave)
Iteration 14: (outcome) log likelihood = -28806.277 (not concave)
Iteration 15: (outcome) log likelihood = -28806.277 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36615.577
Iteration 1: (EM) log likelihood = -36387.776
Iteration 2: (EM) log likelihood = -35758.07
Iteration 3: (EM) log likelihood = -34573.539
Iteration 4: (EM) log likelihood = -33394.336
Iteration 5: (EM) log likelihood = -32614.477
Iteration 6: (EM) log likelihood = -32070.015
Iteration 7: (EM) log likelihood = -31611.413
Iteration 8: (EM) log likelihood = -31189.06
Iteration 9: (EM) log likelihood = -30805.669
Iteration 10: (EM) log likelihood = -30478.009
Iteration 11: (EM) log likelihood = -30210.456
Iteration 12: (EM) log likelihood = -29992.997
Iteration 13: (EM) log likelihood = -29817.937
Iteration 14: (EM) log likelihood = -29674.539
Iteration 15: (EM) log likelihood = -29557.529
Iteration 16: (EM) log likelihood = -29461.363
Iteration 17: (EM) log likelihood = -29378.429
Iteration 18: (EM) log likelihood = -29314.468
Iteration 19: (EM) log likelihood = -29258.639
Iteration 20: (EM) log likelihood = -29212.981
Iteration 21: (EM) log likelihood = -29169.828
Iteration 22: (EM) log likelihood = -29130.805
Iteration 23: (EM) log likelihood = -29095.501
Iteration 24: (EM) log likelihood = -29063.641
Iteration 25: (EM) log likelihood = -29029.911
Iteration 26: (EM) log likelihood = -28997.929
Iteration 27: (EM) log likelihood = -28964.494
Iteration 28: (EM) log likelihood = -28930.513
Iteration 29: (EM) log likelihood = -28893.524
Iteration 30: (EM) log likelihood = -28856.567
Iteration 31: (EM) log likelihood = -28819.758
Iteration 32: (EM) log likelihood = -28789.209
Iteration 33: (EM) log likelihood = -28754.287
Iteration 34: (EM) log likelihood = -28724.434
Iteration 35: (EM) log likelihood = -28702.425
Iteration 36: (EM) log likelihood = -28680.931
Iteration 37: (EM) log likelihood = -28662.194
Iteration 38: (EM) log likelihood = -28640.912
Iteration 39: (EM) log likelihood = -28627.155
Iteration 40: (EM) log likelihood = -28599.971
Iteration 41: (EM) log likelihood = -28586.476
Iteration 42: (EM) log likelihood = -28574.946
Iteration 43: (EM) log likelihood = -28565.715
Iteration 44: (EM) log likelihood = -28555.832
Iteration 45: (EM) log likelihood = -28542.738
Iteration 46: (EM) log likelihood = -28534.356
Iteration 47: (EM) log likelihood = -28526.693
Iteration 48: (EM) log likelihood = -28519.648
Iteration 49: (EM) log likelihood = -28510.601
Iteration 50: (EM) log likelihood = -28502.648
Iteration 51: (EM) log likelihood = -28496.304
Iteration 52: (EM) log likelihood = -28490.871
Iteration 53: (EM) log likelihood = -28486.965
Iteration 54: (EM) log likelihood = -28482.01
Iteration 55: (EM) log likelihood = -28472.608
Iteration 56: (EM) log likelihood = -28467.604
Iteration 57: (EM) log likelihood = -28464.114
Iteration 58: (EM) log likelihood = -28460.092
Iteration 59: (EM) log likelihood = -28455.782
Iteration 60: (EM) log likelihood = -28452.806
Iteration 61: (EM) log likelihood = -28449.974
Iteration 62: (EM) log likelihood = -28447.291
Iteration 63: (EM) log likelihood = -28444.701
Iteration 64: (EM) log likelihood = -28442.079
Iteration 65: (EM) log likelihood = -28438.102
Iteration 66: (EM) log likelihood = -28434.072
Iteration 67: (EM) log likelihood = -28426.818
Iteration 68: (EM) log likelihood = -28421.31
Iteration 69: (EM) log likelihood = -28416.928
Iteration 70: (EM) log likelihood = -28412.7
Iteration 71: (EM) log likelihood = -28409.306
Iteration 72: (EM) log likelihood = -28406.627
Iteration 73: (EM) log likelihood = -28401.866
Iteration 74: (EM) log likelihood = -28398.478
Iteration 75: (EM) log likelihood = -28394.942
Iteration 76: (EM) log likelihood = -28393.657
Iteration 77: (EM) log likelihood = -28390.116
Iteration 78: (EM) log likelihood = -28388.161
Iteration 79: (EM) log likelihood = -28383.822
Iteration 80: (EM) log likelihood = -28381.713
Iteration 81: (EM) log likelihood = -28378.847
Iteration 82: (EM) log likelihood = -28376.799
Iteration 83: (EM) log likelihood = -28374.793
Iteration 84: (EM) log likelihood = -28373.399
Iteration 85: (EM) log likelihood = -28371.657
Iteration 86: (EM) log likelihood = -28369.484
Iteration 87: (EM) log likelihood = -28368.201
Iteration 88: (EM) log likelihood = -28366.057
Iteration 89: (EM) log likelihood = -28364.151
Iteration 90: (EM) log likelihood = -28362.601
Iteration 91: (EM) log likelihood = -28361.293
Iteration 92: (EM) log likelihood = -28359.95
Iteration 93: (EM) log likelihood = -28358.651
Iteration 94: (EM) log likelihood = -28357.181
Iteration 95: (EM) log likelihood = -28356.2
Iteration 96: (EM) log likelihood = -28355.13
Iteration 97: (EM) log likelihood = -28354.026
Iteration 98: (EM) log likelihood = -28351.095
Iteration 99: (EM) log likelihood = -28348.957
Iteration 100: (EM) log likelihood = -28346.066
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.8707
Iteration 1: (class) log likelihood = -7876.8707
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29360.519
Iteration 1: (outcome) log likelihood = -29041.565
Iteration 2: (outcome) log likelihood = -28800.113
Iteration 3: (outcome) log likelihood = -28772.946
Iteration 4: (outcome) log likelihood = -28768.911
Iteration 5: (outcome) log likelihood = -28768.138
Iteration 6: (outcome) log likelihood = -28767.977
Iteration 7: (outcome) log likelihood = -28767.946
Iteration 8: (outcome) log likelihood = -28767.939
Iteration 9: (outcome) log likelihood = -28767.938
Iteration 10: (outcome) log likelihood = -28767.937 (not concave)
Iteration 11: (outcome) log likelihood = -28767.937 (not concave)
Iteration 12: (outcome) log likelihood = -28767.937 (not concave)
Iteration 13: (outcome) log likelihood = -28767.937 (not concave)
Iteration 14: (outcome) log likelihood = -28767.937 (not concave)
Iteration 15: (outcome) log likelihood = -28767.937 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36529.94
Iteration 1: (EM) log likelihood = -36150.767
Iteration 2: (EM) log likelihood = -35298.497
Iteration 3: (EM) log likelihood = -34131.755
Iteration 4: (EM) log likelihood = -33146.473
Iteration 5: (EM) log likelihood = -32414.183
Iteration 6: (EM) log likelihood = -31838.326
Iteration 7: (EM) log likelihood = -31347.233
Iteration 8: (EM) log likelihood = -30929.161
Iteration 9: (EM) log likelihood = -30592.642
Iteration 10: (EM) log likelihood = -30342.247
Iteration 11: (EM) log likelihood = -30156.017
Iteration 12: (EM) log likelihood = -30013.294
Iteration 13: (EM) log likelihood = -29897.138
Iteration 14: (EM) log likelihood = -29802.375
Iteration 15: (EM) log likelihood = -29712.052
Iteration 16: (EM) log likelihood = -29625.633
Iteration 17: (EM) log likelihood = -29550.419
Iteration 18: (EM) log likelihood = -29475.026
Iteration 19: (EM) log likelihood = -29408.229
Iteration 20: (EM) log likelihood = -29345.073
Iteration 21: (EM) log likelihood = -29284.383
Iteration 22: (EM) log likelihood = -29234.279
Iteration 23: (EM) log likelihood = -29189.984
Iteration 24: (EM) log likelihood = -29150.355
Iteration 25: (EM) log likelihood = -29114.888
Iteration 26: (EM) log likelihood = -29081.314
Iteration 27: (EM) log likelihood = -29049.998
Iteration 28: (EM) log likelihood = -29016.641
Iteration 29: (EM) log likelihood = -28990.716
Iteration 30: (EM) log likelihood = -28965.888
Iteration 31: (EM) log likelihood = -28945.81
Iteration 32: (EM) log likelihood = -28928.007
Iteration 33: (EM) log likelihood = -28911.865
Iteration 34: (EM) log likelihood = -28895.688
Iteration 35: (EM) log likelihood = -28873.58
Iteration 36: (EM) log likelihood = -28856.578
Iteration 37: (EM) log likelihood = -28839.756
Iteration 38: (EM) log likelihood = -28821.904
Iteration 39: (EM) log likelihood = -28807.367
Iteration 40: (EM) log likelihood = -28791.14
Iteration 41: (EM) log likelihood = -28777.404
Iteration 42: (EM) log likelihood = -28761.748
Iteration 43: (EM) log likelihood = -28748.444
Iteration 44: (EM) log likelihood = -28733.552
Iteration 45: (EM) log likelihood = -28714.58
Iteration 46: (EM) log likelihood = -28701.772
Iteration 47: (EM) log likelihood = -28689.861
Iteration 48: (EM) log likelihood = -28677.817
Iteration 49: (EM) log likelihood = -28667.887
Iteration 50: (EM) log likelihood = -28659.055
Iteration 51: (EM) log likelihood = -28645.442
Iteration 52: (EM) log likelihood = -28632.226
Iteration 53: (EM) log likelihood = -28621.904
Iteration 54: (EM) log likelihood = -28613.568
Iteration 55: (EM) log likelihood = -28603.584
Iteration 56: (EM) log likelihood = -28595.76
Iteration 57: (EM) log likelihood = -28588.768
Iteration 58: (EM) log likelihood = -28582.818
Iteration 59: (EM) log likelihood = -28577.573
Iteration 60: (EM) log likelihood = -28570.569
Iteration 61: (EM) log likelihood = -28562.418
Iteration 62: (EM) log likelihood = -28555.22
Iteration 63: (EM) log likelihood = -28550.347
Iteration 64: (EM) log likelihood = -28546.065
Iteration 65: (EM) log likelihood = -28541.497
Iteration 66: (EM) log likelihood = -28536.095
Iteration 67: (EM) log likelihood = -28532.1
Iteration 68: (EM) log likelihood = -28528.777
Iteration 69: (EM) log likelihood = -28525.888
Iteration 70: (EM) log likelihood = -28523.341
Iteration 71: (EM) log likelihood = -28519.402
Iteration 72: (EM) log likelihood = -28515.753
Iteration 73: (EM) log likelihood = -28512.279
Iteration 74: (EM) log likelihood = -28508.337
Iteration 75: (EM) log likelihood = -28497.415
Iteration 76: (EM) log likelihood = -28492.572
Iteration 77: (EM) log likelihood = -28490.088
Iteration 78: (EM) log likelihood = -28487.005
Iteration 79: (EM) log likelihood = -28485.203
Iteration 80: (EM) log likelihood = -28484.214
Iteration 81: (EM) log likelihood = -28480.872
Iteration 82: (EM) log likelihood = -28478.946
Iteration 83: (EM) log likelihood = -28477.421
Iteration 84: (EM) log likelihood = -28476.138
Iteration 85: (EM) log likelihood = -28474.731
Iteration 86: (EM) log likelihood = -28472.132
Iteration 87: (EM) log likelihood = -28470.325
Iteration 88: (EM) log likelihood = -28468.174
Iteration 89: (EM) log likelihood = -28466.441
Iteration 90: (EM) log likelihood = -28464.142
Iteration 91: (EM) log likelihood = -28463.533
Iteration 92: (EM) log likelihood = -28460.081
Iteration 93: (EM) log likelihood = -28457.944
Iteration 94: (EM) log likelihood = -28456.331
Iteration 95: (EM) log likelihood = -28455.09
Iteration 96: (EM) log likelihood = -28455.086
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.6494
Iteration 1: (class) log likelihood = -7877.6494
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30685.217
Iteration 1: (outcome) log likelihood = -29105.574
Iteration 2: (outcome) log likelihood = -28859.763
Iteration 3: (outcome) log likelihood = -28806.683
Iteration 4: (outcome) log likelihood = -28795.653
Iteration 5: (outcome) log likelihood = -28793.364
Iteration 6: (outcome) log likelihood = -28792.972
Iteration 7: (outcome) log likelihood = -28792.881
Iteration 8: (outcome) log likelihood = -28792.859
Iteration 9: (outcome) log likelihood = -28792.855 (not concave)
Iteration 10: (outcome) log likelihood = -28792.855 (not concave)
Iteration 11: (outcome) log likelihood = -28792.855 (not concave)
Iteration 12: (outcome) log likelihood = -28792.855 (not concave)
Iteration 13: (outcome) log likelihood = -28792.855 (not concave)
Iteration 14: (outcome) log likelihood = -28792.855 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36604.251
Iteration 1: (EM) log likelihood = -36430.206
Iteration 2: (EM) log likelihood = -36029.51
Iteration 3: (EM) log likelihood = -35201.216
Iteration 4: (EM) log likelihood = -34036.041
Iteration 5: (EM) log likelihood = -33007.886
Iteration 6: (EM) log likelihood = -32272.957
Iteration 7: (EM) log likelihood = -31768.87
Iteration 8: (EM) log likelihood = -31393.724
Iteration 9: (EM) log likelihood = -31093.789
Iteration 10: (EM) log likelihood = -30857.624
Iteration 11: (EM) log likelihood = -30676.118
Iteration 12: (EM) log likelihood = -30535.585
Iteration 13: (EM) log likelihood = -30417.294
Iteration 14: (EM) log likelihood = -30306.634
Iteration 15: (EM) log likelihood = -30198.751
Iteration 16: (EM) log likelihood = -30088.153
Iteration 17: (EM) log likelihood = -29975.424
Iteration 18: (EM) log likelihood = -29863.64
Iteration 19: (EM) log likelihood = -29754.601
Iteration 20: (EM) log likelihood = -29654.882
Iteration 21: (EM) log likelihood = -29566.274
Iteration 22: (EM) log likelihood = -29489.606
Iteration 23: (EM) log likelihood = -29422.428
Iteration 24: (EM) log likelihood = -29369.611
Iteration 25: (EM) log likelihood = -29325.893
Iteration 26: (EM) log likelihood = -29288.628
Iteration 27: (EM) log likelihood = -29255.989
Iteration 28: (EM) log likelihood = -29224.994
Iteration 29: (EM) log likelihood = -29199.704
Iteration 30: (EM) log likelihood = -29176.867
Iteration 31: (EM) log likelihood = -29155.976
Iteration 32: (EM) log likelihood = -29139.305
Iteration 33: (EM) log likelihood = -29125.16
Iteration 34: (EM) log likelihood = -29110.616
Iteration 35: (EM) log likelihood = -29097.061
Iteration 36: (EM) log likelihood = -29085.329
Iteration 37: (EM) log likelihood = -29071.798
Iteration 38: (EM) log likelihood = -29059.22
Iteration 39: (EM) log likelihood = -29050.197
Iteration 40: (EM) log likelihood = -29041.846
Iteration 41: (EM) log likelihood = -29033.14
Iteration 42: (EM) log likelihood = -29025.957
Iteration 43: (EM) log likelihood = -29019.496
Iteration 44: (EM) log likelihood = -29010.118
Iteration 45: (EM) log likelihood = -29000.304
Iteration 46: (EM) log likelihood = -28993.53
Iteration 47: (EM) log likelihood = -28983.08
Iteration 48: (EM) log likelihood = -28974.859
Iteration 49: (EM) log likelihood = -28966.815
Iteration 50: (EM) log likelihood = -28959.984
Iteration 51: (EM) log likelihood = -28954.778
Iteration 52: (EM) log likelihood = -28948.141
Iteration 53: (EM) log likelihood = -28943.629
Iteration 54: (EM) log likelihood = -28936.967
Iteration 55: (EM) log likelihood = -28932.264
Iteration 56: (EM) log likelihood = -28927.208
Iteration 57: (EM) log likelihood = -28923.275
Iteration 58: (EM) log likelihood = -28916.724
Iteration 59: (EM) log likelihood = -28912.366
Iteration 60: (EM) log likelihood = -28908.558
Iteration 61: (EM) log likelihood = -28903.63
Iteration 62: (EM) log likelihood = -28899.922
Iteration 63: (EM) log likelihood = -28896.581
Iteration 64: (EM) log likelihood = -28893.245
Iteration 65: (EM) log likelihood = -28889.465
Iteration 66: (EM) log likelihood = -28884.423
Iteration 67: (EM) log likelihood = -28879.342
Iteration 68: (EM) log likelihood = -28874.942
Iteration 69: (EM) log likelihood = -28871.208
Iteration 70: (EM) log likelihood = -28867.736
Iteration 71: (EM) log likelihood = -28862.639
Iteration 72: (EM) log likelihood = -28859.124
Iteration 73: (EM) log likelihood = -28856.557
Iteration 74: (EM) log likelihood = -28853.44
Iteration 75: (EM) log likelihood = -28848.845
Iteration 76: (EM) log likelihood = -28845.103
Iteration 77: (EM) log likelihood = -28841.801
Iteration 78: (EM) log likelihood = -28839.055
Iteration 79: (EM) log likelihood = -28834.744
Iteration 80: (EM) log likelihood = -28831.662
Iteration 81: (EM) log likelihood = -28827.091
Iteration 82: (EM) log likelihood = -28822.998
Iteration 83: (EM) log likelihood = -28820.24
Iteration 84: (EM) log likelihood = -28817.462
Iteration 85: (EM) log likelihood = -28814.346
Iteration 86: (EM) log likelihood = -28810.358
Iteration 87: (EM) log likelihood = -28808.121
Iteration 88: (EM) log likelihood = -28804.354
Iteration 89: (EM) log likelihood = -28801.651
Iteration 90: (EM) log likelihood = -28798.036
Iteration 91: (EM) log likelihood = -28795.445
Iteration 92: (EM) log likelihood = -28793.191
Iteration 93: (EM) log likelihood = -28789.539
Iteration 94: (EM) log likelihood = -28785.874
Iteration 95: (EM) log likelihood = -28783.005
Iteration 96: (EM) log likelihood = -28780.419
Iteration 97: (EM) log likelihood = -28776.602
Iteration 98: (EM) log likelihood = -28772.014
Iteration 99: (EM) log likelihood = -28771.407
Iteration 100: (EM) log likelihood = -28768.209
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7868.9676
Iteration 1: (class) log likelihood = -7868.9676
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29532.644
Iteration 1: (outcome) log likelihood = -29071.885
Iteration 2: (outcome) log likelihood = -28845.691
Iteration 3: (outcome) log likelihood = -28813.934
Iteration 4: (outcome) log likelihood = -28809.651
Iteration 5: (outcome) log likelihood = -28808.815
Iteration 6: (outcome) log likelihood = -28808.625
Iteration 7: (outcome) log likelihood = -28808.584
Iteration 8: (outcome) log likelihood = -28808.578
Iteration 9: (outcome) log likelihood = -28808.576
Iteration 10: (outcome) log likelihood = -28808.576 (not concave)
Iteration 11: (outcome) log likelihood = -28808.576 (not concave)
Iteration 12: (outcome) log likelihood = -28808.576 (not concave)
Iteration 13: (outcome) log likelihood = -28808.576 (not concave)
Iteration 14: (outcome) log likelihood = -28808.576 (not concave)
Iteration 15: (outcome) log likelihood = -28808.576 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36637.329
Iteration 1: (EM) log likelihood = -36477.059
Iteration 2: (EM) log likelihood = -36059.815
Iteration 3: (EM) log likelihood = -35296.819
Iteration 4: (EM) log likelihood = -34132.791
Iteration 5: (EM) log likelihood = -32970.743
Iteration 6: (EM) log likelihood = -32156.848
Iteration 7: (EM) log likelihood = -31628.092
Iteration 8: (EM) log likelihood = -31269.143
Iteration 9: (EM) log likelihood = -30984.655
Iteration 10: (EM) log likelihood = -30737.56
Iteration 11: (EM) log likelihood = -30525.936
Iteration 12: (EM) log likelihood = -30334.435
Iteration 13: (EM) log likelihood = -30164.098
Iteration 14: (EM) log likelihood = -30012.544
Iteration 15: (EM) log likelihood = -29880.026
Iteration 16: (EM) log likelihood = -29764.044
Iteration 17: (EM) log likelihood = -29663.196
Iteration 18: (EM) log likelihood = -29573.101
Iteration 19: (EM) log likelihood = -29490.081
Iteration 20: (EM) log likelihood = -29410.491
Iteration 21: (EM) log likelihood = -29341.87
Iteration 22: (EM) log likelihood = -29274.222
Iteration 23: (EM) log likelihood = -29211.368
Iteration 24: (EM) log likelihood = -29153.509
Iteration 25: (EM) log likelihood = -29104.449
Iteration 26: (EM) log likelihood = -29057.641
Iteration 27: (EM) log likelihood = -29014.031
Iteration 28: (EM) log likelihood = -28973.763
Iteration 29: (EM) log likelihood = -28937.616
Iteration 30: (EM) log likelihood = -28903.644
Iteration 31: (EM) log likelihood = -28873.486
Iteration 32: (EM) log likelihood = -28843.179
Iteration 33: (EM) log likelihood = -28815.411
Iteration 34: (EM) log likelihood = -28788.715
Iteration 35: (EM) log likelihood = -28762.808
Iteration 36: (EM) log likelihood = -28735.356
Iteration 37: (EM) log likelihood = -28709.015
Iteration 38: (EM) log likelihood = -28683.662
Iteration 39: (EM) log likelihood = -28662.134
Iteration 40: (EM) log likelihood = -28642.538
Iteration 41: (EM) log likelihood = -28624.101
Iteration 42: (EM) log likelihood = -28606.778
Iteration 43: (EM) log likelihood = -28595.118
Iteration 44: (EM) log likelihood = -28579.376
Iteration 45: (EM) log likelihood = -28562.759
Iteration 46: (EM) log likelihood = -28547.849
Iteration 47: (EM) log likelihood = -28526.244
Iteration 48: (EM) log likelihood = -28513.294
Iteration 49: (EM) log likelihood = -28503.61
Iteration 50: (EM) log likelihood = -28495.753
Iteration 51: (EM) log likelihood = -28489.642
Iteration 52: (EM) log likelihood = -28484.463
Iteration 53: (EM) log likelihood = -28479.082
Iteration 54: (EM) log likelihood = -28475.246
Iteration 55: (EM) log likelihood = -28470.079
Iteration 56: (EM) log likelihood = -28464.634
Iteration 57: (EM) log likelihood = -28459.878
Iteration 58: (EM) log likelihood = -28453.517
Iteration 59: (EM) log likelihood = -28446.571
Iteration 60: (EM) log likelihood = -28441.461
Iteration 61: (EM) log likelihood = -28438.529
Iteration 62: (EM) log likelihood = -28432.406
Iteration 63: (EM) log likelihood = -28425.639
Iteration 64: (EM) log likelihood = -28419.844
Iteration 65: (EM) log likelihood = -28412.463
Iteration 66: (EM) log likelihood = -28406.438
Iteration 67: (EM) log likelihood = -28401.439
Iteration 68: (EM) log likelihood = -28394.64
Iteration 69: (EM) log likelihood = -28387.955
Iteration 70: (EM) log likelihood = -28380.612
Iteration 71: (EM) log likelihood = -28375.323
Iteration 72: (EM) log likelihood = -28368.124
Iteration 73: (EM) log likelihood = -28360.711
Iteration 74: (EM) log likelihood = -28356.312
Iteration 75: (EM) log likelihood = -28350.389
Iteration 76: (EM) log likelihood = -28345.467
Iteration 77: (EM) log likelihood = -28339.478
Iteration 78: (EM) log likelihood = -28334.081
Iteration 79: (EM) log likelihood = -28328.864
Iteration 80: (EM) log likelihood = -28325.351
Iteration 81: (EM) log likelihood = -28322.891
Iteration 82: (EM) log likelihood = -28318.821
Iteration 83: (EM) log likelihood = -28314.825
Iteration 84: (EM) log likelihood = -28311.176
Iteration 85: (EM) log likelihood = -28305.752
Iteration 86: (EM) log likelihood = -28299.881
Iteration 87: (EM) log likelihood = -28296.639
Iteration 88: (EM) log likelihood = -28293.442
Iteration 89: (EM) log likelihood = -28288.859
Iteration 90: (EM) log likelihood = -28285.237
Iteration 91: (EM) log likelihood = -28280.575
Iteration 92: (EM) log likelihood = -28277.986
Iteration 93: (EM) log likelihood = -28272.988
Iteration 94: (EM) log likelihood = -28269.086
Iteration 95: (EM) log likelihood = -28263.114
Iteration 96: (EM) log likelihood = -28260.151
Iteration 97: (EM) log likelihood = -28255.414
Iteration 98: (EM) log likelihood = -28251.014
Iteration 99: (EM) log likelihood = -28246.659
Iteration 100: (EM) log likelihood = -28241.847
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.1467
Iteration 1: (class) log likelihood = -7874.1467
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30811.61
Iteration 1: (outcome) log likelihood = -29233.747
Iteration 2: (outcome) log likelihood = -28884.128
Iteration 3: (outcome) log likelihood = -28818.452
Iteration 4: (outcome) log likelihood = -28805.288
Iteration 5: (outcome) log likelihood = -28802.198
Iteration 6: (outcome) log likelihood = -28801.589
Iteration 7: (outcome) log likelihood = -28801.49
Iteration 8: (outcome) log likelihood = -28801.466
Iteration 9: (outcome) log likelihood = -28801.46
Iteration 10: (outcome) log likelihood = -28801.459 (not concave)
Iteration 11: (outcome) log likelihood = -28801.459 (not concave)
Iteration 12: (outcome) log likelihood = -28801.459 (not concave)
Iteration 13: (outcome) log likelihood = -28801.459 (not concave)
Iteration 14: (outcome) log likelihood = -28801.459 (not concave)
Iteration 15: (outcome) log likelihood = -28801.459 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36612.52
Iteration 1: (EM) log likelihood = -36415.098
Iteration 2: (EM) log likelihood = -35914.651
Iteration 3: (EM) log likelihood = -34957.524
Iteration 4: (EM) log likelihood = -33791.565
Iteration 5: (EM) log likelihood = -32870.691
Iteration 6: (EM) log likelihood = -32239.222
Iteration 7: (EM) log likelihood = -31789.496
Iteration 8: (EM) log likelihood = -31436.296
Iteration 9: (EM) log likelihood = -31129.088
Iteration 10: (EM) log likelihood = -30860.603
Iteration 11: (EM) log likelihood = -30636.401
Iteration 12: (EM) log likelihood = -30444.017
Iteration 13: (EM) log likelihood = -30268.109
Iteration 14: (EM) log likelihood = -30107.13
Iteration 15: (EM) log likelihood = -29964.899
Iteration 16: (EM) log likelihood = -29850.97
Iteration 17: (EM) log likelihood = -29757.774
Iteration 18: (EM) log likelihood = -29679.399
Iteration 19: (EM) log likelihood = -29614.859
Iteration 20: (EM) log likelihood = -29564.342
Iteration 21: (EM) log likelihood = -29523.867
Iteration 22: (EM) log likelihood = -29496.477
Iteration 23: (EM) log likelihood = -29476.587
Iteration 24: (EM) log likelihood = -29459.311
Iteration 25: (EM) log likelihood = -29445.293
Iteration 26: (EM) log likelihood = -29434.085
Iteration 27: (EM) log likelihood = -29423.45
Iteration 28: (EM) log likelihood = -29415.08
Iteration 29: (EM) log likelihood = -29407.401
Iteration 30: (EM) log likelihood = -29398.822
Iteration 31: (EM) log likelihood = -29389.561
Iteration 32: (EM) log likelihood = -29380.287
Iteration 33: (EM) log likelihood = -29373.045
Iteration 34: (EM) log likelihood = -29365.696
Iteration 35: (EM) log likelihood = -29354.058
Iteration 36: (EM) log likelihood = -29345.801
Iteration 37: (EM) log likelihood = -29335.513
Iteration 38: (EM) log likelihood = -29323.379
Iteration 39: (EM) log likelihood = -29312.999
Iteration 40: (EM) log likelihood = -29302.061
Iteration 41: (EM) log likelihood = -29283.766
Iteration 42: (EM) log likelihood = -29269.924
Iteration 43: (EM) log likelihood = -29256.366
Iteration 44: (EM) log likelihood = -29241.58
Iteration 45: (EM) log likelihood = -29227.228
Iteration 46: (EM) log likelihood = -29213.308
Iteration 47: (EM) log likelihood = -29197.847
Iteration 48: (EM) log likelihood = -29178.526
Iteration 49: (EM) log likelihood = -29157.443
Iteration 50: (EM) log likelihood = -29137.599
Iteration 51: (EM) log likelihood = -29117.735
Iteration 52: (EM) log likelihood = -29099.84
Iteration 53: (EM) log likelihood = -29080.157
Iteration 54: (EM) log likelihood = -29058.402
Iteration 55: (EM) log likelihood = -29038.379
Iteration 56: (EM) log likelihood = -29017.282
Iteration 57: (EM) log likelihood = -28997.781
Iteration 58: (EM) log likelihood = -28977.689
Iteration 59: (EM) log likelihood = -28958.591
Iteration 60: (EM) log likelihood = -28941.802
Iteration 61: (EM) log likelihood = -28922.379
Iteration 62: (EM) log likelihood = -28902.794
Iteration 63: (EM) log likelihood = -28882.841
Iteration 64: (EM) log likelihood = -28864.855
Iteration 65: (EM) log likelihood = -28848.964
Iteration 66: (EM) log likelihood = -28835.346
Iteration 67: (EM) log likelihood = -28818.93
Iteration 68: (EM) log likelihood = -28806.145
Iteration 69: (EM) log likelihood = -28793.324
Iteration 70: (EM) log likelihood = -28777.31
Iteration 71: (EM) log likelihood = -28762.033
Iteration 72: (EM) log likelihood = -28745.128
Iteration 73: (EM) log likelihood = -28733.069
Iteration 74: (EM) log likelihood = -28722.399
Iteration 75: (EM) log likelihood = -28710.576
Iteration 76: (EM) log likelihood = -28701.943
Iteration 77: (EM) log likelihood = -28694.496
Iteration 78: (EM) log likelihood = -28686.55
Iteration 79: (EM) log likelihood = -28677.068
Iteration 80: (EM) log likelihood = -28670.333
Iteration 81: (EM) log likelihood = -28661.707
Iteration 82: (EM) log likelihood = -28653.892
Iteration 83: (EM) log likelihood = -28647.233
Iteration 84: (EM) log likelihood = -28640.155
Iteration 85: (EM) log likelihood = -28635.868
Iteration 86: (EM) log likelihood = -28628.645
Iteration 87: (EM) log likelihood = -28625.291
Iteration 88: (EM) log likelihood = -28618.801
Iteration 89: (EM) log likelihood = -28613.217
Iteration 90: (EM) log likelihood = -28608.903
Iteration 91: (EM) log likelihood = -28603.151
Iteration 92: (EM) log likelihood = -28599.574
Iteration 93: (EM) log likelihood = -28594.737
Iteration 94: (EM) log likelihood = -28588.036
Iteration 95: (EM) log likelihood = -28581.031
Iteration 96: (EM) log likelihood = -28573.338
Iteration 97: (EM) log likelihood = -28566.488
Iteration 98: (EM) log likelihood = -28560.164
Iteration 99: (EM) log likelihood = -28552.471
Iteration 100: (EM) log likelihood = -28545.403
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.1213
Iteration 1: (class) log likelihood = -7877.1213
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29839.735
Iteration 1: (outcome) log likelihood = -29011.898
Iteration 2: (outcome) log likelihood = -28830.032
Iteration 3: (outcome) log likelihood = -28799.62
Iteration 4: (outcome) log likelihood = -28793.346
Iteration 5: (outcome) log likelihood = -28791.978
Iteration 6: (outcome) log likelihood = -28791.695
Iteration 7: (outcome) log likelihood = -28791.632
Iteration 8: (outcome) log likelihood = -28791.617
Iteration 9: (outcome) log likelihood = -28791.614
Iteration 10: (outcome) log likelihood = -28791.613 (not concave)
Iteration 11: (outcome) log likelihood = -28791.613 (not concave)
Iteration 12: (outcome) log likelihood = -28791.613 (not concave)
Iteration 13: (outcome) log likelihood = -28791.613 (not concave)
Iteration 14: (outcome) log likelihood = -28791.613 (not concave)
Iteration 15: (outcome) log likelihood = -28791.613 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36589.601
Iteration 1: (EM) log likelihood = -36330.42
Iteration 2: (EM) log likelihood = -35622.294
Iteration 3: (EM) log likelihood = -34416.785
Iteration 4: (EM) log likelihood = -33298.03
Iteration 5: (EM) log likelihood = -32457.302
Iteration 6: (EM) log likelihood = -31776.831
Iteration 7: (EM) log likelihood = -31249.882
Iteration 8: (EM) log likelihood = -30887.435
Iteration 9: (EM) log likelihood = -30635.337
Iteration 10: (EM) log likelihood = -30448.646
Iteration 11: (EM) log likelihood = -30300.586
Iteration 12: (EM) log likelihood = -30177.149
Iteration 13: (EM) log likelihood = -30071.192
Iteration 14: (EM) log likelihood = -29979.255
Iteration 15: (EM) log likelihood = -29894.283
Iteration 16: (EM) log likelihood = -29817.581
Iteration 17: (EM) log likelihood = -29742.058
Iteration 18: (EM) log likelihood = -29668.029
Iteration 19: (EM) log likelihood = -29595.042
Iteration 20: (EM) log likelihood = -29517.293
Iteration 21: (EM) log likelihood = -29438.669
Iteration 22: (EM) log likelihood = -29361.774
Iteration 23: (EM) log likelihood = -29283.563
Iteration 24: (EM) log likelihood = -29205.245
Iteration 25: (EM) log likelihood = -29135.011
Iteration 26: (EM) log likelihood = -29066.338
Iteration 27: (EM) log likelihood = -29000.46
Iteration 28: (EM) log likelihood = -28946.84
Iteration 29: (EM) log likelihood = -28895.795
Iteration 30: (EM) log likelihood = -28848.239
Iteration 31: (EM) log likelihood = -28796.133
Iteration 32: (EM) log likelihood = -28753.855
Iteration 33: (EM) log likelihood = -28719.655
Iteration 34: (EM) log likelihood = -28678.395
Iteration 35: (EM) log likelihood = -28644.567
Iteration 36: (EM) log likelihood = -28613.967
Iteration 37: (EM) log likelihood = -28587.504
Iteration 38: (EM) log likelihood = -28566.734
Iteration 39: (EM) log likelihood = -28545.724
Iteration 40: (EM) log likelihood = -28525.551
Iteration 41: (EM) log likelihood = -28507.882
Iteration 42: (EM) log likelihood = -28484.231
Iteration 43: (EM) log likelihood = -28468.709
Iteration 44: (EM) log likelihood = -28452.79
Iteration 45: (EM) log likelihood = -28437.452
Iteration 46: (EM) log likelihood = -28420.737
Iteration 47: (EM) log likelihood = -28405.73
Iteration 48: (EM) log likelihood = -28392.19
Iteration 49: (EM) log likelihood = -28377.407
Iteration 50: (EM) log likelihood = -28363.563
Iteration 51: (EM) log likelihood = -28344.443
Iteration 52: (EM) log likelihood = -28331.322
Iteration 53: (EM) log likelihood = -28320.624
Iteration 54: (EM) log likelihood = -28311.857
Iteration 55: (EM) log likelihood = -28299.923
Iteration 56: (EM) log likelihood = -28289.371
Iteration 57: (EM) log likelihood = -28278.009
Iteration 58: (EM) log likelihood = -28267.381
Iteration 59: (EM) log likelihood = -28258.5
Iteration 60: (EM) log likelihood = -28249.845
Iteration 61: (EM) log likelihood = -28240.345
Iteration 62: (EM) log likelihood = -28231.713
Iteration 63: (EM) log likelihood = -28223.182
Iteration 64: (EM) log likelihood = -28215.025
Iteration 65: (EM) log likelihood = -28207.715
Iteration 66: (EM) log likelihood = -28200.115
Iteration 67: (EM) log likelihood = -28193.558
Iteration 68: (EM) log likelihood = -28187.91
Iteration 69: (EM) log likelihood = -28182.302
Iteration 70: (EM) log likelihood = -28176.675
Iteration 71: (EM) log likelihood = -28171.85
Iteration 72: (EM) log likelihood = -28166.832
Iteration 73: (EM) log likelihood = -28161.42
Iteration 74: (EM) log likelihood = -28153.542
Iteration 75: (EM) log likelihood = -28146.782
Iteration 76: (EM) log likelihood = -28143.283
Iteration 77: (EM) log likelihood = -28138.853
Iteration 78: (EM) log likelihood = -28134.688
Iteration 79: (EM) log likelihood = -28133.078
Iteration 80: (EM) log likelihood = -28125.11
Iteration 81: (EM) log likelihood = -28121.355
Iteration 82: (EM) log likelihood = -28117.349
Iteration 83: (EM) log likelihood = -28114.703
Iteration 84: (EM) log likelihood = -28111.571
Iteration 85: (EM) log likelihood = -28108.292
Iteration 86: (EM) log likelihood = -28106.399
Iteration 87: (EM) log likelihood = -28104.518
Iteration 88: (EM) log likelihood = -28102.562
Iteration 89: (EM) log likelihood = -28101.333
Iteration 90: (EM) log likelihood = -28098.441
Iteration 91: (EM) log likelihood = -28095.13
Iteration 92: (EM) log likelihood = -28092.782
Iteration 93: (EM) log likelihood = -28087.279
Iteration 94: (EM) log likelihood = -28083.866
Iteration 95: (EM) log likelihood = -28080.571
Iteration 96: (EM) log likelihood = -28077.349
Iteration 97: (EM) log likelihood = -28074.939
Iteration 98: (EM) log likelihood = -28072.957
Iteration 99: (EM) log likelihood = -28070.937
Iteration 100: (EM) log likelihood = -28068.924
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.4652
Iteration 1: (class) log likelihood = -7876.4652
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30277.338
Iteration 1: (outcome) log likelihood = -29127.748
Iteration 2: (outcome) log likelihood = -28855.872
Iteration 3: (outcome) log likelihood = -28802.864
Iteration 4: (outcome) log likelihood = -28794.626
Iteration 5: (outcome) log likelihood = -28792.484
Iteration 6: (outcome) log likelihood = -28792.054
Iteration 7: (outcome) log likelihood = -28791.953
Iteration 8: (outcome) log likelihood = -28791.936
Iteration 9: (outcome) log likelihood = -28791.932
Iteration 10: (outcome) log likelihood = -28791.931 (not concave)
Iteration 11: (outcome) log likelihood = -28791.931 (not concave)
Iteration 12: (outcome) log likelihood = -28791.931 (not concave)
Iteration 13: (outcome) log likelihood = -28791.931 (not concave)
Iteration 14: (outcome) log likelihood = -28791.931 (not concave)
Iteration 15: (outcome) log likelihood = -28791.931 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36566.699
Iteration 1: (EM) log likelihood = -36227.441
Iteration 2: (EM) log likelihood = -35390.101
Iteration 3: (EM) log likelihood = -34125.106
Iteration 4: (EM) log likelihood = -33031.437
Iteration 5: (EM) log likelihood = -32281.631
Iteration 6: (EM) log likelihood = -31788.156
Iteration 7: (EM) log likelihood = -31444.593
Iteration 8: (EM) log likelihood = -31181.194
Iteration 9: (EM) log likelihood = -30954.63
Iteration 10: (EM) log likelihood = -30740.823
Iteration 11: (EM) log likelihood = -30529.258
Iteration 12: (EM) log likelihood = -30320.448
Iteration 13: (EM) log likelihood = -30117.695
Iteration 14: (EM) log likelihood = -29931.068
Iteration 15: (EM) log likelihood = -29763.309
Iteration 16: (EM) log likelihood = -29619.336
Iteration 17: (EM) log likelihood = -29492.455
Iteration 18: (EM) log likelihood = -29381.171
Iteration 19: (EM) log likelihood = -29277.914
Iteration 20: (EM) log likelihood = -29179.12
Iteration 21: (EM) log likelihood = -29087.884
Iteration 22: (EM) log likelihood = -29012.073
Iteration 23: (EM) log likelihood = -28950.122
Iteration 24: (EM) log likelihood = -28895.38
Iteration 25: (EM) log likelihood = -28845.9
Iteration 26: (EM) log likelihood = -28806.537
Iteration 27: (EM) log likelihood = -28764.049
Iteration 28: (EM) log likelihood = -28726.541
Iteration 29: (EM) log likelihood = -28696.233
Iteration 30: (EM) log likelihood = -28666.627
Iteration 31: (EM) log likelihood = -28642.785
Iteration 32: (EM) log likelihood = -28621.829
Iteration 33: (EM) log likelihood = -28606.135
Iteration 34: (EM) log likelihood = -28592.535
Iteration 35: (EM) log likelihood = -28577.594
Iteration 36: (EM) log likelihood = -28564.516
Iteration 37: (EM) log likelihood = -28550.251
Iteration 38: (EM) log likelihood = -28536.532
Iteration 39: (EM) log likelihood = -28526.564
Iteration 40: (EM) log likelihood = -28516.929
Iteration 41: (EM) log likelihood = -28503.186
Iteration 42: (EM) log likelihood = -28492.9
Iteration 43: (EM) log likelihood = -28483.314
Iteration 44: (EM) log likelihood = -28474.886
Iteration 45: (EM) log likelihood = -28466.208
Iteration 46: (EM) log likelihood = -28458.224
Iteration 47: (EM) log likelihood = -28452.332
Iteration 48: (EM) log likelihood = -28444.281
Iteration 49: (EM) log likelihood = -28437.774
Iteration 50: (EM) log likelihood = -28431.644
Iteration 51: (EM) log likelihood = -28427.395
Iteration 52: (EM) log likelihood = -28422.662
Iteration 53: (EM) log likelihood = -28417.097
Iteration 54: (EM) log likelihood = -28413.657
Iteration 55: (EM) log likelihood = -28408.449
Iteration 56: (EM) log likelihood = -28403.86
Iteration 57: (EM) log likelihood = -28401.927
Iteration 58: (EM) log likelihood = -28398.235
Iteration 59: (EM) log likelihood = -28389.61
Iteration 60: (EM) log likelihood = -28386.212
Iteration 61: (EM) log likelihood = -28381.315
Iteration 62: (EM) log likelihood = -28378.605
Iteration 63: (EM) log likelihood = -28375.782
Iteration 64: (EM) log likelihood = -28372.808
Iteration 65: (EM) log likelihood = -28367.73
Iteration 66: (EM) log likelihood = -28363.617
Iteration 67: (EM) log likelihood = -28358.857
Iteration 68: (EM) log likelihood = -28357.651
Iteration 69: (EM) log likelihood = -28353.492
Iteration 70: (EM) log likelihood = -28350.224
Iteration 71: (EM) log likelihood = -28345.666
Iteration 72: (EM) log likelihood = -28341.398
Iteration 73: (EM) log likelihood = -28338.394
Iteration 74: (EM) log likelihood = -28336.302
Iteration 75: (EM) log likelihood = -28332.374
Iteration 76: (EM) log likelihood = -28328.559
Iteration 77: (EM) log likelihood = -28322.378
Iteration 78: (EM) log likelihood = -28318.73
Iteration 79: (EM) log likelihood = -28313.795
Iteration 80: (EM) log likelihood = -28309.38
Iteration 81: (EM) log likelihood = -28305.889
Iteration 82: (EM) log likelihood = -28302.434
Iteration 83: (EM) log likelihood = -28298.365
Iteration 84: (EM) log likelihood = -28294.666
Iteration 85: (EM) log likelihood = -28291.032
Iteration 86: (EM) log likelihood = -28287.323
Iteration 87: (EM) log likelihood = -28281.994
Iteration 88: (EM) log likelihood = -28276.208
Iteration 89: (EM) log likelihood = -28272.059
Iteration 90: (EM) log likelihood = -28266.669
Iteration 91: (EM) log likelihood = -28263.155
Iteration 92: (EM) log likelihood = -28259.063
Iteration 93: (EM) log likelihood = -28252.555
Iteration 94: (EM) log likelihood = -28248.811
Iteration 95: (EM) log likelihood = -28239.837
Iteration 96: (EM) log likelihood = -28237.167
Iteration 97: (EM) log likelihood = -28233.952
Iteration 98: (EM) log likelihood = -28230.702
Iteration 99: (EM) log likelihood = -28227.207
Iteration 100: (EM) log likelihood = -28224.255
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.6691
Iteration 1: (class) log likelihood = -7872.6691
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29701.742
Iteration 1: (outcome) log likelihood = -29055.506
Iteration 2: (outcome) log likelihood = -28849.816
Iteration 3: (outcome) log likelihood = -28815.207
Iteration 4: (outcome) log likelihood = -28809.442
Iteration 5: (outcome) log likelihood = -28808.205
Iteration 6: (outcome) log likelihood = -28807.969
Iteration 7: (outcome) log likelihood = -28807.917
Iteration 8: (outcome) log likelihood = -28807.905
Iteration 9: (outcome) log likelihood = -28807.902
Iteration 10: (outcome) log likelihood = -28807.901 (not concave)
Iteration 11: (outcome) log likelihood = -28807.901 (not concave)
Iteration 12: (outcome) log likelihood = -28807.901 (not concave)
Iteration 13: (outcome) log likelihood = -28807.901 (not concave)
Iteration 14: (outcome) log likelihood = -28807.901 (not concave)
Iteration 15: (outcome) log likelihood = -28807.901 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36632.752
Iteration 1: (EM) log likelihood = -36446.747
Iteration 2: (EM) log likelihood = -35949.054
Iteration 3: (EM) log likelihood = -34982.995
Iteration 4: (EM) log likelihood = -33843.229
Iteration 5: (EM) log likelihood = -33015.302
Iteration 6: (EM) log likelihood = -32417.639
Iteration 7: (EM) log likelihood = -31947.746
Iteration 8: (EM) log likelihood = -31575.349
Iteration 9: (EM) log likelihood = -31270.923
Iteration 10: (EM) log likelihood = -31003.37
Iteration 11: (EM) log likelihood = -30759.684
Iteration 12: (EM) log likelihood = -30533.412
Iteration 13: (EM) log likelihood = -30334.521
Iteration 14: (EM) log likelihood = -30165.221
Iteration 15: (EM) log likelihood = -30021.359
Iteration 16: (EM) log likelihood = -29900.769
Iteration 17: (EM) log likelihood = -29795.976
Iteration 18: (EM) log likelihood = -29705.791
Iteration 19: (EM) log likelihood = -29627.824
Iteration 20: (EM) log likelihood = -29558.992
Iteration 21: (EM) log likelihood = -29493.215
Iteration 22: (EM) log likelihood = -29430.197
Iteration 23: (EM) log likelihood = -29381.87
Iteration 24: (EM) log likelihood = -29337.972
Iteration 25: (EM) log likelihood = -29294.478
Iteration 26: (EM) log likelihood = -29246.885
Iteration 27: (EM) log likelihood = -29203.141
Iteration 28: (EM) log likelihood = -29164.256
Iteration 29: (EM) log likelihood = -29127.095
Iteration 30: (EM) log likelihood = -29093.111
Iteration 31: (EM) log likelihood = -29061.195
Iteration 32: (EM) log likelihood = -29028.113
Iteration 33: (EM) log likelihood = -29000.014
Iteration 34: (EM) log likelihood = -28966.19
Iteration 35: (EM) log likelihood = -28937.847
Iteration 36: (EM) log likelihood = -28917.93
Iteration 37: (EM) log likelihood = -28898.866
Iteration 38: (EM) log likelihood = -28879.427
Iteration 39: (EM) log likelihood = -28857.572
Iteration 40: (EM) log likelihood = -28837.067
Iteration 41: (EM) log likelihood = -28820.21
Iteration 42: (EM) log likelihood = -28802.149
Iteration 43: (EM) log likelihood = -28786.994
Iteration 44: (EM) log likelihood = -28771.838
Iteration 45: (EM) log likelihood = -28756.051
Iteration 46: (EM) log likelihood = -28740.37
Iteration 47: (EM) log likelihood = -28728.858
Iteration 48: (EM) log likelihood = -28716.574
Iteration 49: (EM) log likelihood = -28706.705
Iteration 50: (EM) log likelihood = -28696.384
Iteration 51: (EM) log likelihood = -28687.735
Iteration 52: (EM) log likelihood = -28677.789
Iteration 53: (EM) log likelihood = -28667.913
Iteration 54: (EM) log likelihood = -28661.852
Iteration 55: (EM) log likelihood = -28657.004
Iteration 56: (EM) log likelihood = -28651.764
Iteration 57: (EM) log likelihood = -28647.07
Iteration 58: (EM) log likelihood = -28643.48
Iteration 59: (EM) log likelihood = -28638.803
Iteration 60: (EM) log likelihood = -28633.754
Iteration 61: (EM) log likelihood = -28629.974
Iteration 62: (EM) log likelihood = -28627.007
Iteration 63: (EM) log likelihood = -28624.43
Iteration 64: (EM) log likelihood = -28622.047
Iteration 65: (EM) log likelihood = -28619.831
Iteration 66: (EM) log likelihood = -28617.761
Iteration 67: (EM) log likelihood = -28615.14
Iteration 68: (EM) log likelihood = -28613.284
Iteration 69: (EM) log likelihood = -28611.581
Iteration 70: (EM) log likelihood = -28608.826
Iteration 71: (EM) log likelihood = -28605.761
Iteration 72: (EM) log likelihood = -28603.836
Iteration 73: (EM) log likelihood = -28602.32
Iteration 74: (EM) log likelihood = -28600.931
Iteration 75: (EM) log likelihood = -28599.213
Iteration 76: (EM) log likelihood = -28597.396
Iteration 77: (EM) log likelihood = -28592.967
Iteration 78: (EM) log likelihood = -28590.489
Iteration 79: (EM) log likelihood = -28588.674
Iteration 80: (EM) log likelihood = -28586.559
Iteration 81: (EM) log likelihood = -28581.109
Iteration 82: (EM) log likelihood = -28578.893
Iteration 83: (EM) log likelihood = -28577.409
Iteration 84: (EM) log likelihood = -28575.717
Iteration 85: (EM) log likelihood = -28573.818
Iteration 86: (EM) log likelihood = -28568.459
Iteration 87: (EM) log likelihood = -28567.275
Iteration 88: (EM) log likelihood = -28566.093
Iteration 89: (EM) log likelihood = -28564.866
Iteration 90: (EM) log likelihood = -28563.791
Iteration 91: (EM) log likelihood = -28562.781
Iteration 92: (EM) log likelihood = -28561.919
Iteration 93: (EM) log likelihood = -28561.083
Iteration 94: (EM) log likelihood = -28560.224
Iteration 95: (EM) log likelihood = -28557.214
Iteration 96: (EM) log likelihood = -28555.392
Iteration 97: (EM) log likelihood = -28554.594
Iteration 98: (EM) log likelihood = -28553.556
Iteration 99: (EM) log likelihood = -28552.79
Iteration 100: (EM) log likelihood = -28551.904
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.9521
Iteration 1: (class) log likelihood = -7877.9521
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30428.064
Iteration 1: (outcome) log likelihood = -29108.804
Iteration 2: (outcome) log likelihood = -28844.528
Iteration 3: (outcome) log likelihood = -28794.875
Iteration 4: (outcome) log likelihood = -28784.935
Iteration 5: (outcome) log likelihood = -28782.695
Iteration 6: (outcome) log likelihood = -28782.198
Iteration 7: (outcome) log likelihood = -28782.125
Iteration 8: (outcome) log likelihood = -28782.116
Iteration 9: (outcome) log likelihood = -28782.115 (not concave)
Iteration 10: (outcome) log likelihood = -28782.115 (not concave)
Iteration 11: (outcome) log likelihood = -28782.115 (not concave)
Iteration 12: (outcome) log likelihood = -28782.115 (not concave)
Iteration 13: (outcome) log likelihood = -28782.115 (not concave)
Iteration 14: (outcome) log likelihood = -28782.115 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36616.449
Iteration 1: (EM) log likelihood = -36480.723
Iteration 2: (EM) log likelihood = -36147.338
Iteration 3: (EM) log likelihood = -35457.237
Iteration 4: (EM) log likelihood = -34384.235
Iteration 5: (EM) log likelihood = -33248.572
Iteration 6: (EM) log likelihood = -32375.101
Iteration 7: (EM) log likelihood = -31796.881
Iteration 8: (EM) log likelihood = -31432.227
Iteration 9: (EM) log likelihood = -31149.598
Iteration 10: (EM) log likelihood = -30884.663
Iteration 11: (EM) log likelihood = -30617.546
Iteration 12: (EM) log likelihood = -30368.216
Iteration 13: (EM) log likelihood = -30150.577
Iteration 14: (EM) log likelihood = -29967.822
Iteration 15: (EM) log likelihood = -29814.661
Iteration 16: (EM) log likelihood = -29685.348
Iteration 17: (EM) log likelihood = -29577.392
Iteration 18: (EM) log likelihood = -29485.165
Iteration 19: (EM) log likelihood = -29404.365
Iteration 20: (EM) log likelihood = -29331.512
Iteration 21: (EM) log likelihood = -29265.369
Iteration 22: (EM) log likelihood = -29204.023
Iteration 23: (EM) log likelihood = -29147.217
Iteration 24: (EM) log likelihood = -29095.7
Iteration 25: (EM) log likelihood = -29048.149
Iteration 26: (EM) log likelihood = -29008.32
Iteration 27: (EM) log likelihood = -28974.2
Iteration 28: (EM) log likelihood = -28945.398
Iteration 29: (EM) log likelihood = -28917.499
Iteration 30: (EM) log likelihood = -28885.722
Iteration 31: (EM) log likelihood = -28866.292
Iteration 32: (EM) log likelihood = -28856.385
Iteration 33: (EM) log likelihood = -28850.684
Iteration 34: (EM) log likelihood = -28844.323
Iteration 35: (EM) log likelihood = -28838.519
Iteration 36: (EM) log likelihood = -28836.235
Iteration 37: (EM) log likelihood = -28833.711
Iteration 38: (EM) log likelihood = -28829.443
Iteration 39: (EM) log likelihood = -28826.735
Iteration 40: (EM) log likelihood = -28825.073
Iteration 41: (EM) log likelihood = -28823.154
Iteration 42: (EM) log likelihood = -28820.538
Iteration 43: (EM) log likelihood = -28817.231
Iteration 44: (EM) log likelihood = -28815.684
Iteration 45: (EM) log likelihood = -28813.582
Iteration 46: (EM) log likelihood = -28811.417
Iteration 47: (EM) log likelihood = -28809.348
Iteration 48: (EM) log likelihood = -28807.382
Iteration 49: (EM) log likelihood = -28805.724
Iteration 50: (EM) log likelihood = -28803.839
Iteration 51: (EM) log likelihood = -28800.805
Iteration 52: (EM) log likelihood = -28798.367
Iteration 53: (EM) log likelihood = -28796.387
Iteration 54: (EM) log likelihood = -28794.349
Iteration 55: (EM) log likelihood = -28791.717
Iteration 56: (EM) log likelihood = -28789.502
Iteration 57: (EM) log likelihood = -28787.359
Iteration 58: (EM) log likelihood = -28784.77
Iteration 59: (EM) log likelihood = -28783.065
Iteration 60: (EM) log likelihood = -28781.45
Iteration 61: (EM) log likelihood = -28778.944
Iteration 62: (EM) log likelihood = -28777.257
Iteration 63: (EM) log likelihood = -28774.737
Iteration 64: (EM) log likelihood = -28773.106
Iteration 65: (EM) log likelihood = -28771.531
Iteration 66: (EM) log likelihood = -28768.465
Iteration 67: (EM) log likelihood = -28766.975
Iteration 68: (EM) log likelihood = -28764.81
Iteration 69: (EM) log likelihood = -28763.033
Iteration 70: (EM) log likelihood = -28760.108
Iteration 71: (EM) log likelihood = -28758.463
Iteration 72: (EM) log likelihood = -28756.986
Iteration 73: (EM) log likelihood = -28755.245
Iteration 74: (EM) log likelihood = -28752.826
Iteration 75: (EM) log likelihood = -28750.971
Iteration 76: (EM) log likelihood = -28748.829
Iteration 77: (EM) log likelihood = -28746.982
Iteration 78: (EM) log likelihood = -28744.601
Iteration 79: (EM) log likelihood = -28742.163
Iteration 80: (EM) log likelihood = -28739.999
Iteration 81: (EM) log likelihood = -28738.62
Iteration 82: (EM) log likelihood = -28737.298
Iteration 83: (EM) log likelihood = -28736.035
Iteration 84: (EM) log likelihood = -28734.896
Iteration 85: (EM) log likelihood = -28733.529
Iteration 86: (EM) log likelihood = -28731.423
Iteration 87: (EM) log likelihood = -28730.229
Iteration 88: (EM) log likelihood = -28729.11
Iteration 89: (EM) log likelihood = -28727.218
Iteration 90: (EM) log likelihood = -28726.085
Iteration 91: (EM) log likelihood = -28724.908
Iteration 92: (EM) log likelihood = -28723.003
Iteration 93: (EM) log likelihood = -28722.044
Iteration 94: (EM) log likelihood = -28720.992
Iteration 95: (EM) log likelihood = -28719.915
Iteration 96: (EM) log likelihood = -28718.962
Iteration 97: (EM) log likelihood = -28718.037
Iteration 98: (EM) log likelihood = -28717.134
Iteration 99: (EM) log likelihood = -28716.048
Iteration 100: (EM) log likelihood = -28714.903
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.3401
Iteration 1: (class) log likelihood = -7876.3401
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29980.151
Iteration 1: (outcome) log likelihood = -29059.284
Iteration 2: (outcome) log likelihood = -28865.015
Iteration 3: (outcome) log likelihood = -28834.546
Iteration 4: (outcome) log likelihood = -28827.592
Iteration 5: (outcome) log likelihood = -28825.964
Iteration 6: (outcome) log likelihood = -28825.626
Iteration 7: (outcome) log likelihood = -28825.566
Iteration 8: (outcome) log likelihood = -28825.56
Iteration 9: (outcome) log likelihood = -28825.559 (not concave)
Iteration 10: (outcome) log likelihood = -28825.559 (not concave)
Iteration 11: (outcome) log likelihood = -28825.559 (not concave)
Iteration 12: (outcome) log likelihood = -28825.559 (not concave)
Iteration 13: (outcome) log likelihood = -28825.559 (not concave)
Iteration 14: (outcome) log likelihood = -28825.559 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36662.764
Iteration 1: (EM) log likelihood = -36544.281
Iteration 2: (EM) log likelihood = -36216.665
Iteration 3: (EM) log likelihood = -35417.172
Iteration 4: (EM) log likelihood = -34283.012
Iteration 5: (EM) log likelihood = -33362.278
Iteration 6: (EM) log likelihood = -32690.056
Iteration 7: (EM) log likelihood = -32130.159
Iteration 8: (EM) log likelihood = -31629.183
Iteration 9: (EM) log likelihood = -31199.67
Iteration 10: (EM) log likelihood = -30838.957
Iteration 11: (EM) log likelihood = -30554.941
Iteration 12: (EM) log likelihood = -30342.387
Iteration 13: (EM) log likelihood = -30180.365
Iteration 14: (EM) log likelihood = -30052.054
Iteration 15: (EM) log likelihood = -29943.233
Iteration 16: (EM) log likelihood = -29849.923
Iteration 17: (EM) log likelihood = -29768.072
Iteration 18: (EM) log likelihood = -29692.086
Iteration 19: (EM) log likelihood = -29625.052
Iteration 20: (EM) log likelihood = -29562.788
Iteration 21: (EM) log likelihood = -29509.081
Iteration 22: (EM) log likelihood = -29460.179
Iteration 23: (EM) log likelihood = -29417.632
Iteration 24: (EM) log likelihood = -29382.406
Iteration 25: (EM) log likelihood = -29351.566
Iteration 26: (EM) log likelihood = -29323.244
Iteration 27: (EM) log likelihood = -29299.667
Iteration 28: (EM) log likelihood = -29278.28
Iteration 29: (EM) log likelihood = -29262.836
Iteration 30: (EM) log likelihood = -29246.109
Iteration 31: (EM) log likelihood = -29232.89
Iteration 32: (EM) log likelihood = -29218.888
Iteration 33: (EM) log likelihood = -29203.815
Iteration 34: (EM) log likelihood = -29187.156
Iteration 35: (EM) log likelihood = -29176.304
Iteration 36: (EM) log likelihood = -29166.981
Iteration 37: (EM) log likelihood = -29158.186
Iteration 38: (EM) log likelihood = -29148.53
Iteration 39: (EM) log likelihood = -29137.458
Iteration 40: (EM) log likelihood = -29124.704
Iteration 41: (EM) log likelihood = -29112.809
Iteration 42: (EM) log likelihood = -29101.783
Iteration 43: (EM) log likelihood = -29090.948
Iteration 44: (EM) log likelihood = -29080.741
Iteration 45: (EM) log likelihood = -29068.839
Iteration 46: (EM) log likelihood = -29058.359
Iteration 47: (EM) log likelihood = -29050.515
Iteration 48: (EM) log likelihood = -29042.835
Iteration 49: (EM) log likelihood = -29034.12
Iteration 50: (EM) log likelihood = -29026.741
Iteration 51: (EM) log likelihood = -29019.226
Iteration 52: (EM) log likelihood = -29011.903
Iteration 53: (EM) log likelihood = -29005.439
Iteration 54: (EM) log likelihood = -28998.722
Iteration 55: (EM) log likelihood = -28991.188
Iteration 56: (EM) log likelihood = -28984.571
Iteration 57: (EM) log likelihood = -28977.635
Iteration 58: (EM) log likelihood = -28968.833
Iteration 59: (EM) log likelihood = -28960.267
Iteration 60: (EM) log likelihood = -28952.396
Iteration 61: (EM) log likelihood = -28943.792
Iteration 62: (EM) log likelihood = -28933.663
Iteration 63: (EM) log likelihood = -28925.048
Iteration 64: (EM) log likelihood = -28915.179
Iteration 65: (EM) log likelihood = -28905.99
Iteration 66: (EM) log likelihood = -28894.25
Iteration 67: (EM) log likelihood = -28887.589
Iteration 68: (EM) log likelihood = -28880.589
Iteration 69: (EM) log likelihood = -28869.223
Iteration 70: (EM) log likelihood = -28863.257
Iteration 71: (EM) log likelihood = -28858.204
Iteration 72: (EM) log likelihood = -28852.575
Iteration 73: (EM) log likelihood = -28847.387
Iteration 74: (EM) log likelihood = -28841.723
Iteration 75: (EM) log likelihood = -28837.981
Iteration 76: (EM) log likelihood = -28828.22
Iteration 77: (EM) log likelihood = -28824.25
Iteration 78: (EM) log likelihood = -28819.882
Iteration 79: (EM) log likelihood = -28817.078
Iteration 80: (EM) log likelihood = -28813.549
Iteration 81: (EM) log likelihood = -28809.007
Iteration 82: (EM) log likelihood = -28806.585
Iteration 83: (EM) log likelihood = -28804.259
Iteration 84: (EM) log likelihood = -28801.613
Iteration 85: (EM) log likelihood = -28799.504
Iteration 86: (EM) log likelihood = -28797.432
Iteration 87: (EM) log likelihood = -28795.815
Iteration 88: (EM) log likelihood = -28793.627
Iteration 89: (EM) log likelihood = -28791.877
Iteration 90: (EM) log likelihood = -28790.085
Iteration 91: (EM) log likelihood = -28788.409
Iteration 92: (EM) log likelihood = -28786.657
Iteration 93: (EM) log likelihood = -28784.242
Iteration 94: (EM) log likelihood = -28781.917
Iteration 95: (EM) log likelihood = -28779.342
Iteration 96: (EM) log likelihood = -28776.122
Iteration 97: (EM) log likelihood = -28772.498
Iteration 98: (EM) log likelihood = -28769.851
Iteration 99: (EM) log likelihood = -28766.591
Iteration 100: (EM) log likelihood = -28762.973
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.35
Iteration 1: (class) log likelihood = -7877.35
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29658.403
Iteration 1: (outcome) log likelihood = -29038.813
Iteration 2: (outcome) log likelihood = -28834.258
Iteration 3: (outcome) log likelihood = -28802.042
Iteration 4: (outcome) log likelihood = -28796.737
Iteration 5: (outcome) log likelihood = -28795.6
Iteration 6: (outcome) log likelihood = -28795.367
Iteration 7: (outcome) log likelihood = -28795.316
Iteration 8: (outcome) log likelihood = -28795.305
Iteration 9: (outcome) log likelihood = -28795.302
Iteration 10: (outcome) log likelihood = -28795.302 (not concave)
Iteration 11: (outcome) log likelihood = -28795.302 (not concave)
Iteration 12: (outcome) log likelihood = -28795.302 (not concave)
Iteration 13: (outcome) log likelihood = -28795.302 (not concave)
Iteration 14: (outcome) log likelihood = -28795.302 (not concave)
Iteration 15: (outcome) log likelihood = -28795.302 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36590.39
Iteration 1: (EM) log likelihood = -36272.34
Iteration 2: (EM) log likelihood = -35496.536
Iteration 3: (EM) log likelihood = -34374.218
Iteration 4: (EM) log likelihood = -33297.445
Iteration 5: (EM) log likelihood = -32471.013
Iteration 6: (EM) log likelihood = -31878.751
Iteration 7: (EM) log likelihood = -31433.98
Iteration 8: (EM) log likelihood = -31068.655
Iteration 9: (EM) log likelihood = -30759.901
Iteration 10: (EM) log likelihood = -30494.311
Iteration 11: (EM) log likelihood = -30264.058
Iteration 12: (EM) log likelihood = -30066.014
Iteration 13: (EM) log likelihood = -29901.084
Iteration 14: (EM) log likelihood = -29765.465
Iteration 15: (EM) log likelihood = -29652.534
Iteration 16: (EM) log likelihood = -29554.991
Iteration 17: (EM) log likelihood = -29473.107
Iteration 18: (EM) log likelihood = -29405.714
Iteration 19: (EM) log likelihood = -29343.66
Iteration 20: (EM) log likelihood = -29286.177
Iteration 21: (EM) log likelihood = -29232.723
Iteration 22: (EM) log likelihood = -29181.232
Iteration 23: (EM) log likelihood = -29130.845
Iteration 24: (EM) log likelihood = -29083.956
Iteration 25: (EM) log likelihood = -29038.01
Iteration 26: (EM) log likelihood = -28997.529
Iteration 27: (EM) log likelihood = -28962.04
Iteration 28: (EM) log likelihood = -28927.806
Iteration 29: (EM) log likelihood = -28898.011
Iteration 30: (EM) log likelihood = -28867.673
Iteration 31: (EM) log likelihood = -28840.245
Iteration 32: (EM) log likelihood = -28816.216
Iteration 33: (EM) log likelihood = -28790.519
Iteration 34: (EM) log likelihood = -28767.855
Iteration 35: (EM) log likelihood = -28746.563
Iteration 36: (EM) log likelihood = -28724.914
Iteration 37: (EM) log likelihood = -28704.673
Iteration 38: (EM) log likelihood = -28687.234
Iteration 39: (EM) log likelihood = -28670.457
Iteration 40: (EM) log likelihood = -28652.208
Iteration 41: (EM) log likelihood = -28635.13
Iteration 42: (EM) log likelihood = -28617.456
Iteration 43: (EM) log likelihood = -28600.998
Iteration 44: (EM) log likelihood = -28586.539
Iteration 45: (EM) log likelihood = -28570.249
Iteration 46: (EM) log likelihood = -28556.081
Iteration 47: (EM) log likelihood = -28540.864
Iteration 48: (EM) log likelihood = -28528.089
Iteration 49: (EM) log likelihood = -28517.536
Iteration 50: (EM) log likelihood = -28505.684
Iteration 51: (EM) log likelihood = -28493.928
Iteration 52: (EM) log likelihood = -28485.343
Iteration 53: (EM) log likelihood = -28475.338
Iteration 54: (EM) log likelihood = -28468.249
Iteration 55: (EM) log likelihood = -28461.385
Iteration 56: (EM) log likelihood = -28455.909
Iteration 57: (EM) log likelihood = -28451.371
Iteration 58: (EM) log likelihood = -28447.905
Iteration 59: (EM) log likelihood = -28444.546
Iteration 60: (EM) log likelihood = -28440.571
Iteration 61: (EM) log likelihood = -28436.996
Iteration 62: (EM) log likelihood = -28433.609
Iteration 63: (EM) log likelihood = -28430.118
Iteration 64: (EM) log likelihood = -28426.766
Iteration 65: (EM) log likelihood = -28423.195
Iteration 66: (EM) log likelihood = -28420.606
Iteration 67: (EM) log likelihood = -28418.188
Iteration 68: (EM) log likelihood = -28414.729
Iteration 69: (EM) log likelihood = -28412.577
Iteration 70: (EM) log likelihood = -28410.48
Iteration 71: (EM) log likelihood = -28408.246
Iteration 72: (EM) log likelihood = -28406.19
Iteration 73: (EM) log likelihood = -28403.727
Iteration 74: (EM) log likelihood = -28401.746
Iteration 75: (EM) log likelihood = -28399.434
Iteration 76: (EM) log likelihood = -28397.759
Iteration 77: (EM) log likelihood = -28395.953
Iteration 78: (EM) log likelihood = -28394.685
Iteration 79: (EM) log likelihood = -28393.337
Iteration 80: (EM) log likelihood = -28391.954
Iteration 81: (EM) log likelihood = -28390.501
Iteration 82: (EM) log likelihood = -28388.927
Iteration 83: (EM) log likelihood = -28387.904
Iteration 84: (EM) log likelihood = -28386.005
Iteration 85: (EM) log likelihood = -28384.457
Iteration 86: (EM) log likelihood = -28383.197
Iteration 87: (EM) log likelihood = -28381.522
Iteration 88: (EM) log likelihood = -28379.536
Iteration 89: (EM) log likelihood = -28377.961
Iteration 90: (EM) log likelihood = -28376.101
Iteration 91: (EM) log likelihood = -28374.817
Iteration 92: (EM) log likelihood = -28373.818
Iteration 93: (EM) log likelihood = -28372.083
Iteration 94: (EM) log likelihood = -28369.605
Iteration 95: (EM) log likelihood = -28368.204
Iteration 96: (EM) log likelihood = -28366.714
Iteration 97: (EM) log likelihood = -28365.285
Iteration 98: (EM) log likelihood = -28364.028
Iteration 99: (EM) log likelihood = -28362.49
Iteration 100: (EM) log likelihood = -28359.566
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.1593
Iteration 1: (class) log likelihood = -7877.1593
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29797.928
Iteration 1: (outcome) log likelihood = -29030.544
Iteration 2: (outcome) log likelihood = -28840.663
Iteration 3: (outcome) log likelihood = -28805.789
Iteration 4: (outcome) log likelihood = -28800.39
Iteration 5: (outcome) log likelihood = -28799.239
Iteration 6: (outcome) log likelihood = -28798.958
Iteration 7: (outcome) log likelihood = -28798.902
Iteration 8: (outcome) log likelihood = -28798.893
Iteration 9: (outcome) log likelihood = -28798.891
Iteration 10: (outcome) log likelihood = -28798.891 (not concave)
Iteration 11: (outcome) log likelihood = -28798.891 (not concave)
Iteration 12: (outcome) log likelihood = -28798.891 (not concave)
Iteration 13: (outcome) log likelihood = -28798.891 (not concave)
Iteration 14: (outcome) log likelihood = -28798.891 (not concave)
Iteration 15: (outcome) log likelihood = -28798.891 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36594.78
Iteration 1: (EM) log likelihood = -36359.185
Iteration 2: (EM) log likelihood = -35827.421
Iteration 3: (EM) log likelihood = -34971.878
Iteration 4: (EM) log likelihood = -34004.306
Iteration 5: (EM) log likelihood = -33111.103
Iteration 6: (EM) log likelihood = -32299.484
Iteration 7: (EM) log likelihood = -31636.224
Iteration 8: (EM) log likelihood = -31185.047
Iteration 9: (EM) log likelihood = -30886.181
Iteration 10: (EM) log likelihood = -30654.447
Iteration 11: (EM) log likelihood = -30441.033
Iteration 12: (EM) log likelihood = -30232.616
Iteration 13: (EM) log likelihood = -30034.748
Iteration 14: (EM) log likelihood = -29858.138
Iteration 15: (EM) log likelihood = -29711.527
Iteration 16: (EM) log likelihood = -29596.617
Iteration 17: (EM) log likelihood = -29520.281
Iteration 18: (EM) log likelihood = -29461.598
Iteration 19: (EM) log likelihood = -29417.562
Iteration 20: (EM) log likelihood = -29381.667
Iteration 21: (EM) log likelihood = -29350.54
Iteration 22: (EM) log likelihood = -29322.575
Iteration 23: (EM) log likelihood = -29297.251
Iteration 24: (EM) log likelihood = -29275.283
Iteration 25: (EM) log likelihood = -29253.93
Iteration 26: (EM) log likelihood = -29234.12
Iteration 27: (EM) log likelihood = -29213.901
Iteration 28: (EM) log likelihood = -29194.945
Iteration 29: (EM) log likelihood = -29180.379
Iteration 30: (EM) log likelihood = -29165.565
Iteration 31: (EM) log likelihood = -29148.909
Iteration 32: (EM) log likelihood = -29129.675
Iteration 33: (EM) log likelihood = -29110.977
Iteration 34: (EM) log likelihood = -29093.181
Iteration 35: (EM) log likelihood = -29073.812
Iteration 36: (EM) log likelihood = -29054.035
Iteration 37: (EM) log likelihood = -29028.078
Iteration 38: (EM) log likelihood = -29000.104
Iteration 39: (EM) log likelihood = -28968.716
Iteration 40: (EM) log likelihood = -28937.673
Iteration 41: (EM) log likelihood = -28904.673
Iteration 42: (EM) log likelihood = -28867.335
Iteration 43: (EM) log likelihood = -28833.254
Iteration 44: (EM) log likelihood = -28800.482
Iteration 45: (EM) log likelihood = -28769.876
Iteration 46: (EM) log likelihood = -28740.259
Iteration 47: (EM) log likelihood = -28714.616
Iteration 48: (EM) log likelihood = -28690.82
Iteration 49: (EM) log likelihood = -28668.39
Iteration 50: (EM) log likelihood = -28647.022
Iteration 51: (EM) log likelihood = -28627.872
Iteration 52: (EM) log likelihood = -28608.395
Iteration 53: (EM) log likelihood = -28590.773
Iteration 54: (EM) log likelihood = -28573.243
Iteration 55: (EM) log likelihood = -28557.011
Iteration 56: (EM) log likelihood = -28541.028
Iteration 57: (EM) log likelihood = -28526.213
Iteration 58: (EM) log likelihood = -28511.024
Iteration 59: (EM) log likelihood = -28493.255
Iteration 60: (EM) log likelihood = -28481.021
Iteration 61: (EM) log likelihood = -28469.763
Iteration 62: (EM) log likelihood = -28455.852
Iteration 63: (EM) log likelihood = -28446.005
Iteration 64: (EM) log likelihood = -28436.894
Iteration 65: (EM) log likelihood = -28426.029
Iteration 66: (EM) log likelihood = -28416.223
Iteration 67: (EM) log likelihood = -28408.771
Iteration 68: (EM) log likelihood = -28401.698
Iteration 69: (EM) log likelihood = -28395.756
Iteration 70: (EM) log likelihood = -28390.603
Iteration 71: (EM) log likelihood = -28383.503
Iteration 72: (EM) log likelihood = -28376.205
Iteration 73: (EM) log likelihood = -28368.416
Iteration 74: (EM) log likelihood = -28363.501
Iteration 75: (EM) log likelihood = -28355.769
Iteration 76: (EM) log likelihood = -28349.394
Iteration 77: (EM) log likelihood = -28343.947
Iteration 78: (EM) log likelihood = -28339.37
Iteration 79: (EM) log likelihood = -28335.467
Iteration 80: (EM) log likelihood = -28330.225
Iteration 81: (EM) log likelihood = -28325.301
Iteration 82: (EM) log likelihood = -28322.862
Iteration 83: (EM) log likelihood = -28318.449
Iteration 84: (EM) log likelihood = -28314.097
Iteration 85: (EM) log likelihood = -28310.56
Iteration 86: (EM) log likelihood = -28308.661
Iteration 87: (EM) log likelihood = -28304.971
Iteration 88: (EM) log likelihood = -28302.256
Iteration 89: (EM) log likelihood = -28299.136
Iteration 90: (EM) log likelihood = -28295.891
Iteration 91: (EM) log likelihood = -28292.368
Iteration 92: (EM) log likelihood = -28290.071
Iteration 93: (EM) log likelihood = -28287.88
Iteration 94: (EM) log likelihood = -28285.417
Iteration 95: (EM) log likelihood = -28282.867
Iteration 96: (EM) log likelihood = -28279.686
Iteration 97: (EM) log likelihood = -28277.166
Iteration 98: (EM) log likelihood = -28275.006
Iteration 99: (EM) log likelihood = -28273.222
Iteration 100: (EM) log likelihood = -28271.193
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.448
Iteration 1: (class) log likelihood = -7872.448
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30313.37
Iteration 1: (outcome) log likelihood = -29183.407
Iteration 2: (outcome) log likelihood = -28881.175
Iteration 3: (outcome) log likelihood = -28828.5
Iteration 4: (outcome) log likelihood = -28818.067
Iteration 5: (outcome) log likelihood = -28815.583
Iteration 6: (outcome) log likelihood = -28815.095
Iteration 7: (outcome) log likelihood = -28815.016
Iteration 8: (outcome) log likelihood = -28814.997
Iteration 9: (outcome) log likelihood = -28814.993
Iteration 10: (outcome) log likelihood = -28814.992 (not concave)
Iteration 11: (outcome) log likelihood = -28814.992 (not concave)
Iteration 12: (outcome) log likelihood = -28814.992 (not concave)
Iteration 13: (outcome) log likelihood = -28814.992 (not concave)
Iteration 14: (outcome) log likelihood = -28814.992 (not concave)
Iteration 15: (outcome) log likelihood = -28814.992 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36649.266
Iteration 1: (EM) log likelihood = -36487.975
Iteration 2: (EM) log likelihood = -36004.794
Iteration 3: (EM) log likelihood = -34947.752
Iteration 4: (EM) log likelihood = -33801.932
Iteration 5: (EM) log likelihood = -33060.298
Iteration 6: (EM) log likelihood = -32497.009
Iteration 7: (EM) log likelihood = -31981.635
Iteration 8: (EM) log likelihood = -31533.711
Iteration 9: (EM) log likelihood = -31164.84
Iteration 10: (EM) log likelihood = -30859.24
Iteration 11: (EM) log likelihood = -30604.169
Iteration 12: (EM) log likelihood = -30371.863
Iteration 13: (EM) log likelihood = -30144.815
Iteration 14: (EM) log likelihood = -29937.111
Iteration 15: (EM) log likelihood = -29748.184
Iteration 16: (EM) log likelihood = -29584.835
Iteration 17: (EM) log likelihood = -29441.388
Iteration 18: (EM) log likelihood = -29316.946
Iteration 19: (EM) log likelihood = -29211.048
Iteration 20: (EM) log likelihood = -29126.853
Iteration 21: (EM) log likelihood = -29053.132
Iteration 22: (EM) log likelihood = -28988.657
Iteration 23: (EM) log likelihood = -28939.302
Iteration 24: (EM) log likelihood = -28896.492
Iteration 25: (EM) log likelihood = -28855.782
Iteration 26: (EM) log likelihood = -28817.153
Iteration 27: (EM) log likelihood = -28780.365
Iteration 28: (EM) log likelihood = -28744.87
Iteration 29: (EM) log likelihood = -28709.464
Iteration 30: (EM) log likelihood = -28678.451
Iteration 31: (EM) log likelihood = -28654.082
Iteration 32: (EM) log likelihood = -28635.465
Iteration 33: (EM) log likelihood = -28620.028
Iteration 34: (EM) log likelihood = -28608.315
Iteration 35: (EM) log likelihood = -28597.129
Iteration 36: (EM) log likelihood = -28586.842
Iteration 37: (EM) log likelihood = -28577.258
Iteration 38: (EM) log likelihood = -28567.137
Iteration 39: (EM) log likelihood = -28556.02
Iteration 40: (EM) log likelihood = -28545.611
Iteration 41: (EM) log likelihood = -28536.922
Iteration 42: (EM) log likelihood = -28527.594
Iteration 43: (EM) log likelihood = -28514.814
Iteration 44: (EM) log likelihood = -28505.555
Iteration 45: (EM) log likelihood = -28496.45
Iteration 46: (EM) log likelihood = -28487.963
Iteration 47: (EM) log likelihood = -28480.345
Iteration 48: (EM) log likelihood = -28472.166
Iteration 49: (EM) log likelihood = -28463.87
Iteration 50: (EM) log likelihood = -28456.956
Iteration 51: (EM) log likelihood = -28450.3
Iteration 52: (EM) log likelihood = -28446.583
Iteration 53: (EM) log likelihood = -28443.104
Iteration 54: (EM) log likelihood = -28439.076
Iteration 55: (EM) log likelihood = -28436.395
Iteration 56: (EM) log likelihood = -28434.247
Iteration 57: (EM) log likelihood = -28432.156
Iteration 58: (EM) log likelihood = -28430.208
Iteration 59: (EM) log likelihood = -28428.142
Iteration 60: (EM) log likelihood = -28425.617
Iteration 61: (EM) log likelihood = -28421.642
Iteration 62: (EM) log likelihood = -28418.398
Iteration 63: (EM) log likelihood = -28414.786
Iteration 64: (EM) log likelihood = -28410.383
Iteration 65: (EM) log likelihood = -28405.457
Iteration 66: (EM) log likelihood = -28401.55
Iteration 67: (EM) log likelihood = -28397.12
Iteration 68: (EM) log likelihood = -28392.041
Iteration 69: (EM) log likelihood = -28384.148
Iteration 70: (EM) log likelihood = -28371.514
Iteration 71: (EM) log likelihood = -28359.829
Iteration 72: (EM) log likelihood = -28352.326
Iteration 73: (EM) log likelihood = -28346.479
Iteration 74: (EM) log likelihood = -28341.662
Iteration 75: (EM) log likelihood = -28336.352
Iteration 76: (EM) log likelihood = -28333.529
Iteration 77: (EM) log likelihood = -28331.914
Iteration 78: (EM) log likelihood = -28328.035
Iteration 79: (EM) log likelihood = -28325.991
Iteration 80: (EM) log likelihood = -28325.255
Iteration 81: (EM) log likelihood = -28324.536
Iteration 82: (EM) log likelihood = -28322.66
Iteration 83: (EM) log likelihood = -28321.716
Iteration 84: (EM) log likelihood = -28321.216
Iteration 85: (EM) log likelihood = -28321.006
Iteration 86: (EM) log likelihood = -28320.542
Iteration 87: (EM) log likelihood = -28320.066
Iteration 88: (EM) log likelihood = -28319.459
Iteration 89: (EM) log likelihood = -28319.076
Iteration 90: (EM) log likelihood = -28317.432
Iteration 91: (EM) log likelihood = -28316.964
Iteration 92: (EM) log likelihood = -28316.53
Iteration 93: (EM) log likelihood = -28316.045
Iteration 94: (EM) log likelihood = -28315.065
Iteration 95: (EM) log likelihood = -28314.516
Iteration 96: (EM) log likelihood = -28314.158
Iteration 97: (EM) log likelihood = -28313.802
Iteration 98: (EM) log likelihood = -28313.472
Iteration 99: (EM) log likelihood = -28312.875
Iteration 100: (EM) log likelihood = -28312.521
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.2387
Iteration 1: (class) log likelihood = -7877.2387
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29528.214
Iteration 1: (outcome) log likelihood = -29028.085
Iteration 2: (outcome) log likelihood = -28851.323
Iteration 3: (outcome) log likelihood = -28821.472
Iteration 4: (outcome) log likelihood = -28817.271
Iteration 5: (outcome) log likelihood = -28816.453
Iteration 6: (outcome) log likelihood = -28816.292
Iteration 7: (outcome) log likelihood = -28816.256
Iteration 8: (outcome) log likelihood = -28816.248
Iteration 9: (outcome) log likelihood = -28816.246
Iteration 10: (outcome) log likelihood = -28816.246 (not concave)
Iteration 11: (outcome) log likelihood = -28816.246 (not concave)
Iteration 12: (outcome) log likelihood = -28816.246 (not concave)
Iteration 13: (outcome) log likelihood = -28816.246 (not concave)
Iteration 14: (outcome) log likelihood = -28816.246 (not concave)
Iteration 15: (outcome) log likelihood = -28816.246 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36620.471
Iteration 1: (EM) log likelihood = -36405.703
Iteration 2: (EM) log likelihood = -35946.268
Iteration 3: (EM) log likelihood = -35025.882
Iteration 4: (EM) log likelihood = -33699.55
Iteration 5: (EM) log likelihood = -32600.614
Iteration 6: (EM) log likelihood = -31919.482
Iteration 7: (EM) log likelihood = -31466.391
Iteration 8: (EM) log likelihood = -31099.27
Iteration 9: (EM) log likelihood = -30767.143
Iteration 10: (EM) log likelihood = -30469.933
Iteration 11: (EM) log likelihood = -30215.255
Iteration 12: (EM) log likelihood = -30009.451
Iteration 13: (EM) log likelihood = -29841.995
Iteration 14: (EM) log likelihood = -29702.398
Iteration 15: (EM) log likelihood = -29587.032
Iteration 16: (EM) log likelihood = -29492.736
Iteration 17: (EM) log likelihood = -29412.722
Iteration 18: (EM) log likelihood = -29339.789
Iteration 19: (EM) log likelihood = -29271.986
Iteration 20: (EM) log likelihood = -29203.803
Iteration 21: (EM) log likelihood = -29140.107
Iteration 22: (EM) log likelihood = -29081.501
Iteration 23: (EM) log likelihood = -29032.014
Iteration 24: (EM) log likelihood = -28990.535
Iteration 25: (EM) log likelihood = -28960.437
Iteration 26: (EM) log likelihood = -28932.349
Iteration 27: (EM) log likelihood = -28905.858
Iteration 28: (EM) log likelihood = -28883.865
Iteration 29: (EM) log likelihood = -28868.394
Iteration 30: (EM) log likelihood = -28854.112
Iteration 31: (EM) log likelihood = -28842.107
Iteration 32: (EM) log likelihood = -28828.744
Iteration 33: (EM) log likelihood = -28819.092
Iteration 34: (EM) log likelihood = -28810.28
Iteration 35: (EM) log likelihood = -28803.432
Iteration 36: (EM) log likelihood = -28796.417
Iteration 37: (EM) log likelihood = -28786.791
Iteration 38: (EM) log likelihood = -28780.052
Iteration 39: (EM) log likelihood = -28771.723
Iteration 40: (EM) log likelihood = -28763.923
Iteration 41: (EM) log likelihood = -28759.342
Iteration 42: (EM) log likelihood = -28754.027
Iteration 43: (EM) log likelihood = -28748.976
Iteration 44: (EM) log likelihood = -28743.513
Iteration 45: (EM) log likelihood = -28738.911
Iteration 46: (EM) log likelihood = -28734.024
Iteration 47: (EM) log likelihood = -28721.521
Iteration 48: (EM) log likelihood = -28718.093
Iteration 49: (EM) log likelihood = -28715.099
Iteration 50: (EM) log likelihood = -28711.484
Iteration 51: (EM) log likelihood = -28708.862
Iteration 52: (EM) log likelihood = -28705.75
Iteration 53: (EM) log likelihood = -28702.103
Iteration 54: (EM) log likelihood = -28698.209
Iteration 55: (EM) log likelihood = -28695.981
Iteration 56: (EM) log likelihood = -28693.048
Iteration 57: (EM) log likelihood = -28688.823
Iteration 58: (EM) log likelihood = -28684.996
Iteration 59: (EM) log likelihood = -28681.166
Iteration 60: (EM) log likelihood = -28678.052
Iteration 61: (EM) log likelihood = -28675.307
Iteration 62: (EM) log likelihood = -28672.347
Iteration 63: (EM) log likelihood = -28669.822
Iteration 64: (EM) log likelihood = -28667.493
Iteration 65: (EM) log likelihood = -28665.285
Iteration 66: (EM) log likelihood = -28663.385
Iteration 67: (EM) log likelihood = -28662.229
Iteration 68: (EM) log likelihood = -28659.042
Iteration 69: (EM) log likelihood = -28655.814
Iteration 70: (EM) log likelihood = -28653.72
Iteration 71: (EM) log likelihood = -28651.768
Iteration 72: (EM) log likelihood = -28649.295
Iteration 73: (EM) log likelihood = -28647.786
Iteration 74: (EM) log likelihood = -28645.67
Iteration 75: (EM) log likelihood = -28643.425
Iteration 76: (EM) log likelihood = -28641.9
Iteration 77: (EM) log likelihood = -28640.59
Iteration 78: (EM) log likelihood = -28637.867
Iteration 79: (EM) log likelihood = -28632.749
Iteration 80: (EM) log likelihood = -28629.878
Iteration 81: (EM) log likelihood = -28624.893
Iteration 82: (EM) log likelihood = -28620.603
Iteration 83: (EM) log likelihood = -28617.167
Iteration 84: (EM) log likelihood = -28613.139
Iteration 85: (EM) log likelihood = -28610.287
Iteration 86: (EM) log likelihood = -28608.339
Iteration 87: (EM) log likelihood = -28605.573
Iteration 88: (EM) log likelihood = -28603.111
Iteration 89: (EM) log likelihood = -28600.799
Iteration 90: (EM) log likelihood = -28598.172
Iteration 91: (EM) log likelihood = -28595.468
Iteration 92: (EM) log likelihood = -28593.392
Iteration 93: (EM) log likelihood = -28591.448
Iteration 94: (EM) log likelihood = -28588.575
Iteration 95: (EM) log likelihood = -28586.523
Iteration 96: (EM) log likelihood = -28582.731
Iteration 97: (EM) log likelihood = -28580.54
Iteration 98: (EM) log likelihood = -28579.414
Iteration 99: (EM) log likelihood = -28577.188
Iteration 100: (EM) log likelihood = -28575.08
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.1076
Iteration 1: (class) log likelihood = -7875.1076
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30192.824
Iteration 1: (outcome) log likelihood = -29095.57
Iteration 2: (outcome) log likelihood = -28853.654
Iteration 3: (outcome) log likelihood = -28805.863
Iteration 4: (outcome) log likelihood = -28796.945
Iteration 5: (outcome) log likelihood = -28795.062
Iteration 6: (outcome) log likelihood = -28794.682
Iteration 7: (outcome) log likelihood = -28794.598
Iteration 8: (outcome) log likelihood = -28794.577
Iteration 9: (outcome) log likelihood = -28794.573
Iteration 10: (outcome) log likelihood = -28794.572 (not concave)
Iteration 11: (outcome) log likelihood = -28794.572 (not concave)
Iteration 12: (outcome) log likelihood = -28794.572 (not concave)
Iteration 13: (outcome) log likelihood = -28794.572 (not concave)
Iteration 14: (outcome) log likelihood = -28794.572 (not concave)
Iteration 15: (outcome) log likelihood = -28794.572 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36587.661
Iteration 1: (EM) log likelihood = -36283.391
Iteration 2: (EM) log likelihood = -35558.759
Iteration 3: (EM) log likelihood = -34561.746
Iteration 4: (EM) log likelihood = -33617.261
Iteration 5: (EM) log likelihood = -32773.555
Iteration 6: (EM) log likelihood = -32077.635
Iteration 7: (EM) log likelihood = -31598.46
Iteration 8: (EM) log likelihood = -31271.901
Iteration 9: (EM) log likelihood = -31010.225
Iteration 10: (EM) log likelihood = -30765.303
Iteration 11: (EM) log likelihood = -30525.581
Iteration 12: (EM) log likelihood = -30298.36
Iteration 13: (EM) log likelihood = -30091.992
Iteration 14: (EM) log likelihood = -29916.311
Iteration 15: (EM) log likelihood = -29770.789
Iteration 16: (EM) log likelihood = -29646.227
Iteration 17: (EM) log likelihood = -29537.723
Iteration 18: (EM) log likelihood = -29447.686
Iteration 19: (EM) log likelihood = -29372.166
Iteration 20: (EM) log likelihood = -29308.929
Iteration 21: (EM) log likelihood = -29255.153
Iteration 22: (EM) log likelihood = -29207.46
Iteration 23: (EM) log likelihood = -29164.423
Iteration 24: (EM) log likelihood = -29124.48
Iteration 25: (EM) log likelihood = -29087.262
Iteration 26: (EM) log likelihood = -29050.921
Iteration 27: (EM) log likelihood = -29014.116
Iteration 28: (EM) log likelihood = -28981.842
Iteration 29: (EM) log likelihood = -28953.023
Iteration 30: (EM) log likelihood = -28924.824
Iteration 31: (EM) log likelihood = -28899.292
Iteration 32: (EM) log likelihood = -28876.51
Iteration 33: (EM) log likelihood = -28855.724
Iteration 34: (EM) log likelihood = -28836.506
Iteration 35: (EM) log likelihood = -28820.442
Iteration 36: (EM) log likelihood = -28806.052
Iteration 37: (EM) log likelihood = -28791.762
Iteration 38: (EM) log likelihood = -28780.327
Iteration 39: (EM) log likelihood = -28770.697
Iteration 40: (EM) log likelihood = -28760.331
Iteration 41: (EM) log likelihood = -28751.98
Iteration 42: (EM) log likelihood = -28739.571
Iteration 43: (EM) log likelihood = -28731.444
Iteration 44: (EM) log likelihood = -28724.056
Iteration 45: (EM) log likelihood = -28716.868
Iteration 46: (EM) log likelihood = -28709.815
Iteration 47: (EM) log likelihood = -28699.214
Iteration 48: (EM) log likelihood = -28692.181
Iteration 49: (EM) log likelihood = -28685.357
Iteration 50: (EM) log likelihood = -28678.903
Iteration 51: (EM) log likelihood = -28671.309
Iteration 52: (EM) log likelihood = -28661.874
Iteration 53: (EM) log likelihood = -28652.278
Iteration 54: (EM) log likelihood = -28642.632
Iteration 55: (EM) log likelihood = -28635.457
Iteration 56: (EM) log likelihood = -28628.458
Iteration 57: (EM) log likelihood = -28621.382
Iteration 58: (EM) log likelihood = -28614.335
Iteration 59: (EM) log likelihood = -28608.162
Iteration 60: (EM) log likelihood = -28603.134
Iteration 61: (EM) log likelihood = -28598.341
Iteration 62: (EM) log likelihood = -28592.522
Iteration 63: (EM) log likelihood = -28587.114
Iteration 64: (EM) log likelihood = -28581.057
Iteration 65: (EM) log likelihood = -28575.747
Iteration 66: (EM) log likelihood = -28569.944
Iteration 67: (EM) log likelihood = -28563.069
Iteration 68: (EM) log likelihood = -28553.929
Iteration 69: (EM) log likelihood = -28546.242
Iteration 70: (EM) log likelihood = -28537.236
Iteration 71: (EM) log likelihood = -28529.447
Iteration 72: (EM) log likelihood = -28521.16
Iteration 73: (EM) log likelihood = -28513.8
Iteration 74: (EM) log likelihood = -28506.137
Iteration 75: (EM) log likelihood = -28499.219
Iteration 76: (EM) log likelihood = -28492.363
Iteration 77: (EM) log likelihood = -28485.816
Iteration 78: (EM) log likelihood = -28478.913
Iteration 79: (EM) log likelihood = -28472.055
Iteration 80: (EM) log likelihood = -28466.307
Iteration 81: (EM) log likelihood = -28460.345
Iteration 82: (EM) log likelihood = -28454.76
Iteration 83: (EM) log likelihood = -28449.749
Iteration 84: (EM) log likelihood = -28444.538
Iteration 85: (EM) log likelihood = -28438.758
Iteration 86: (EM) log likelihood = -28433.948
Iteration 87: (EM) log likelihood = -28429.483
Iteration 88: (EM) log likelihood = -28425.251
Iteration 89: (EM) log likelihood = -28420.127
Iteration 90: (EM) log likelihood = -28416.108
Iteration 91: (EM) log likelihood = -28412.333
Iteration 92: (EM) log likelihood = -28408.803
Iteration 93: (EM) log likelihood = -28405.268
Iteration 94: (EM) log likelihood = -28401.516
Iteration 95: (EM) log likelihood = -28398.297
Iteration 96: (EM) log likelihood = -28394.157
Iteration 97: (EM) log likelihood = -28390.069
Iteration 98: (EM) log likelihood = -28382.754
Iteration 99: (EM) log likelihood = -28378.84
Iteration 100: (EM) log likelihood = -28375.124
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7878.4365
Iteration 1: (class) log likelihood = -7878.4365
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29622.73
Iteration 1: (outcome) log likelihood = -29024.008
Iteration 2: (outcome) log likelihood = -28832.482
Iteration 3: (outcome) log likelihood = -28805.863
Iteration 4: (outcome) log likelihood = -28801.086
Iteration 5: (outcome) log likelihood = -28799.994
Iteration 6: (outcome) log likelihood = -28799.777
Iteration 7: (outcome) log likelihood = -28799.731
Iteration 8: (outcome) log likelihood = -28799.72
Iteration 9: (outcome) log likelihood = -28799.717
Iteration 10: (outcome) log likelihood = -28799.717 (not concave)
Iteration 11: (outcome) log likelihood = -28799.717 (not concave)
Iteration 12: (outcome) log likelihood = -28799.717 (not concave)
Iteration 13: (outcome) log likelihood = -28799.717 (not concave)
Iteration 14: (outcome) log likelihood = -28799.717 (not concave)
Iteration 15: (outcome) log likelihood = -28799.717 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36597.797
Iteration 1: (EM) log likelihood = -36369.746
Iteration 2: (EM) log likelihood = -35765.552
Iteration 3: (EM) log likelihood = -34658.557
Iteration 4: (EM) log likelihood = -33555.971
Iteration 5: (EM) log likelihood = -32717.695
Iteration 6: (EM) log likelihood = -32034.915
Iteration 7: (EM) log likelihood = -31488.791
Iteration 8: (EM) log likelihood = -31071.85
Iteration 9: (EM) log likelihood = -30750.856
Iteration 10: (EM) log likelihood = -30497.464
Iteration 11: (EM) log likelihood = -30286.269
Iteration 12: (EM) log likelihood = -30101.542
Iteration 13: (EM) log likelihood = -29936.739
Iteration 14: (EM) log likelihood = -29780.937
Iteration 15: (EM) log likelihood = -29652.93
Iteration 16: (EM) log likelihood = -29541.762
Iteration 17: (EM) log likelihood = -29446.737
Iteration 18: (EM) log likelihood = -29369.056
Iteration 19: (EM) log likelihood = -29301.96
Iteration 20: (EM) log likelihood = -29244.2
Iteration 21: (EM) log likelihood = -29201.514
Iteration 22: (EM) log likelihood = -29170.239
Iteration 23: (EM) log likelihood = -29142.466
Iteration 24: (EM) log likelihood = -29115.532
Iteration 25: (EM) log likelihood = -29091.087
Iteration 26: (EM) log likelihood = -29068.093
Iteration 27: (EM) log likelihood = -29048.645
Iteration 28: (EM) log likelihood = -29030.615
Iteration 29: (EM) log likelihood = -29012.097
Iteration 30: (EM) log likelihood = -28989.952
Iteration 31: (EM) log likelihood = -28974.065
Iteration 32: (EM) log likelihood = -28959.887
Iteration 33: (EM) log likelihood = -28945.833
Iteration 34: (EM) log likelihood = -28931.335
Iteration 35: (EM) log likelihood = -28915.791
Iteration 36: (EM) log likelihood = -28903.519
Iteration 37: (EM) log likelihood = -28893.481
Iteration 38: (EM) log likelihood = -28881.077
Iteration 39: (EM) log likelihood = -28871.05
Iteration 40: (EM) log likelihood = -28860.198
Iteration 41: (EM) log likelihood = -28843.65
Iteration 42: (EM) log likelihood = -28833.628
Iteration 43: (EM) log likelihood = -28822.27
Iteration 44: (EM) log likelihood = -28812.609
Iteration 45: (EM) log likelihood = -28804.407
Iteration 46: (EM) log likelihood = -28796.173
Iteration 47: (EM) log likelihood = -28787.237
Iteration 48: (EM) log likelihood = -28776.842
Iteration 49: (EM) log likelihood = -28767.079
Iteration 50: (EM) log likelihood = -28759.645
Iteration 51: (EM) log likelihood = -28751.792
Iteration 52: (EM) log likelihood = -28745.143
Iteration 53: (EM) log likelihood = -28737.62
Iteration 54: (EM) log likelihood = -28730.609
Iteration 55: (EM) log likelihood = -28725.418
Iteration 56: (EM) log likelihood = -28718.817
Iteration 57: (EM) log likelihood = -28713.343
Iteration 58: (EM) log likelihood = -28704.132
Iteration 59: (EM) log likelihood = -28695.99
Iteration 60: (EM) log likelihood = -28689.01
Iteration 61: (EM) log likelihood = -28680.488
Iteration 62: (EM) log likelihood = -28672.023
Iteration 63: (EM) log likelihood = -28664.759
Iteration 64: (EM) log likelihood = -28657.819
Iteration 65: (EM) log likelihood = -28652.787
Iteration 66: (EM) log likelihood = -28645.581
Iteration 67: (EM) log likelihood = -28637.109
Iteration 68: (EM) log likelihood = -28632.218
Iteration 69: (EM) log likelihood = -28626.17
Iteration 70: (EM) log likelihood = -28621.928
Iteration 71: (EM) log likelihood = -28616.126
Iteration 72: (EM) log likelihood = -28608.13
Iteration 73: (EM) log likelihood = -28598.557
Iteration 74: (EM) log likelihood = -28586.04
Iteration 75: (EM) log likelihood = -28574.828
Iteration 76: (EM) log likelihood = -28567.379
Iteration 77: (EM) log likelihood = -28553.858
Iteration 78: (EM) log likelihood = -28546.449
Iteration 79: (EM) log likelihood = -28539.706
Iteration 80: (EM) log likelihood = -28533.775
Iteration 81: (EM) log likelihood = -28528.371
Iteration 82: (EM) log likelihood = -28522.434
Iteration 83: (EM) log likelihood = -28515.609
Iteration 84: (EM) log likelihood = -28510.685
Iteration 85: (EM) log likelihood = -28507.496
Iteration 86: (EM) log likelihood = -28501.496
Iteration 87: (EM) log likelihood = -28496.35
Iteration 88: (EM) log likelihood = -28491.378
Iteration 89: (EM) log likelihood = -28486.945
Iteration 90: (EM) log likelihood = -28483.099
Iteration 91: (EM) log likelihood = -28477.669
Iteration 92: (EM) log likelihood = -28472.576
Iteration 93: (EM) log likelihood = -28468.554
Iteration 94: (EM) log likelihood = -28463.425
Iteration 95: (EM) log likelihood = -28459.667
Iteration 96: (EM) log likelihood = -28457.263
Iteration 97: (EM) log likelihood = -28454.782
Iteration 98: (EM) log likelihood = -28451.744
Iteration 99: (EM) log likelihood = -28449.677
Iteration 100: (EM) log likelihood = -28447.093
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.29
Iteration 1: (class) log likelihood = -7874.29
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29726.606
Iteration 1: (outcome) log likelihood = -29044.311
Iteration 2: (outcome) log likelihood = -28823.925
Iteration 3: (outcome) log likelihood = -28793.225
Iteration 4: (outcome) log likelihood = -28787.939
Iteration 5: (outcome) log likelihood = -28786.807
Iteration 6: (outcome) log likelihood = -28786.529
Iteration 7: (outcome) log likelihood = -28786.472
Iteration 8: (outcome) log likelihood = -28786.46
Iteration 9: (outcome) log likelihood = -28786.457
Iteration 10: (outcome) log likelihood = -28786.456 (not concave)
Iteration 11: (outcome) log likelihood = -28786.456 (not concave)
Iteration 12: (outcome) log likelihood = -28786.456 (not concave)
Iteration 13: (outcome) log likelihood = -28786.456 (not concave)
Iteration 14: (outcome) log likelihood = -28786.456 (not concave)
Iteration 15: (outcome) log likelihood = -28786.456 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36612.04
Iteration 1: (EM) log likelihood = -36445.729
Iteration 2: (EM) log likelihood = -36026.838
Iteration 3: (EM) log likelihood = -35140.271
Iteration 4: (EM) log likelihood = -33963.557
Iteration 5: (EM) log likelihood = -32981.178
Iteration 6: (EM) log likelihood = -32265.197
Iteration 7: (EM) log likelihood = -31744.569
Iteration 8: (EM) log likelihood = -31321.334
Iteration 9: (EM) log likelihood = -30958.265
Iteration 10: (EM) log likelihood = -30659.797
Iteration 11: (EM) log likelihood = -30432.246
Iteration 12: (EM) log likelihood = -30249.058
Iteration 13: (EM) log likelihood = -30089.067
Iteration 14: (EM) log likelihood = -29951.433
Iteration 15: (EM) log likelihood = -29825.82
Iteration 16: (EM) log likelihood = -29709.795
Iteration 17: (EM) log likelihood = -29603.809
Iteration 18: (EM) log likelihood = -29507.878
Iteration 19: (EM) log likelihood = -29418.27
Iteration 20: (EM) log likelihood = -29344.571
Iteration 21: (EM) log likelihood = -29285.213
Iteration 22: (EM) log likelihood = -29235.927
Iteration 23: (EM) log likelihood = -29193.052
Iteration 24: (EM) log likelihood = -29160.917
Iteration 25: (EM) log likelihood = -29133.683
Iteration 26: (EM) log likelihood = -29109.997
Iteration 27: (EM) log likelihood = -29090.402
Iteration 28: (EM) log likelihood = -29072.943
Iteration 29: (EM) log likelihood = -29057.013
Iteration 30: (EM) log likelihood = -29045.18
Iteration 31: (EM) log likelihood = -29033.851
Iteration 32: (EM) log likelihood = -29024.445
Iteration 33: (EM) log likelihood = -29015.336
Iteration 34: (EM) log likelihood = -29007.694
Iteration 35: (EM) log likelihood = -28999.638
Iteration 36: (EM) log likelihood = -28991.786
Iteration 37: (EM) log likelihood = -28984.374
Iteration 38: (EM) log likelihood = -28977.083
Iteration 39: (EM) log likelihood = -28970.749
Iteration 40: (EM) log likelihood = -28963.097
Iteration 41: (EM) log likelihood = -28956.85
Iteration 42: (EM) log likelihood = -28949.951
Iteration 43: (EM) log likelihood = -28943.481
Iteration 44: (EM) log likelihood = -28937.507
Iteration 45: (EM) log likelihood = -28932.27
Iteration 46: (EM) log likelihood = -28928.162
Iteration 47: (EM) log likelihood = -28924.225
Iteration 48: (EM) log likelihood = -28919.119
Iteration 49: (EM) log likelihood = -28912.147
Iteration 50: (EM) log likelihood = -28906.878
Iteration 51: (EM) log likelihood = -28902.596
Iteration 52: (EM) log likelihood = -28898.879
Iteration 53: (EM) log likelihood = -28895.426
Iteration 54: (EM) log likelihood = -28892.584
Iteration 55: (EM) log likelihood = -28889.228
Iteration 56: (EM) log likelihood = -28886.864
Iteration 57: (EM) log likelihood = -28884.534
Iteration 58: (EM) log likelihood = -28882.522
Iteration 59: (EM) log likelihood = -28880.272
Iteration 60: (EM) log likelihood = -28877.538
Iteration 61: (EM) log likelihood = -28875.206
Iteration 62: (EM) log likelihood = -28873.008
Iteration 63: (EM) log likelihood = -28871.182
Iteration 64: (EM) log likelihood = -28869.173
Iteration 65: (EM) log likelihood = -28866.33
Iteration 66: (EM) log likelihood = -28864.333
Iteration 67: (EM) log likelihood = -28862.462
Iteration 68: (EM) log likelihood = -28861.261
Iteration 69: (EM) log likelihood = -28859.844
Iteration 70: (EM) log likelihood = -28858.751
Iteration 71: (EM) log likelihood = -28857.749
Iteration 72: (EM) log likelihood = -28856.824
Iteration 73: (EM) log likelihood = -28855.964
Iteration 74: (EM) log likelihood = -28855.148
Iteration 75: (EM) log likelihood = -28854.417
Iteration 76: (EM) log likelihood = -28853.781
Iteration 77: (EM) log likelihood = -28852.86
Iteration 78: (EM) log likelihood = -28852.017
Iteration 79: (EM) log likelihood = -28850.767
Iteration 80: (EM) log likelihood = -28849.47
Iteration 81: (EM) log likelihood = -28848.812
Iteration 82: (EM) log likelihood = -28848.471
Iteration 83: (EM) log likelihood = -28847.921
Iteration 84: (EM) log likelihood = -28846.845
Iteration 85: (EM) log likelihood = -28845.796
Iteration 86: (EM) log likelihood = -28845.142
Iteration 87: (EM) log likelihood = -28844.604
Iteration 88: (EM) log likelihood = -28843.741
Iteration 89: (EM) log likelihood = -28843.014
Iteration 90: (EM) log likelihood = -28841.661
Iteration 91: (EM) log likelihood = -28839.935
Iteration 92: (EM) log likelihood = -28838.68
Iteration 93: (EM) log likelihood = -28837.073
Iteration 94: (EM) log likelihood = -28835.836
Iteration 95: (EM) log likelihood = -28834.469
Iteration 96: (EM) log likelihood = -28833.359
Iteration 97: (EM) log likelihood = -28831.661
Iteration 98: (EM) log likelihood = -28830.105
Iteration 99: (EM) log likelihood = -28828.903
Iteration 100: (EM) log likelihood = -28827.716
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7878.4074
Iteration 1: (class) log likelihood = -7878.4074
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30000.354
Iteration 1: (outcome) log likelihood = -29174.646
Iteration 2: (outcome) log likelihood = -28864.756
Iteration 3: (outcome) log likelihood = -28823.107
Iteration 4: (outcome) log likelihood = -28814.805
Iteration 5: (outcome) log likelihood = -28813.209
Iteration 6: (outcome) log likelihood = -28812.812
Iteration 7: (outcome) log likelihood = -28812.735
Iteration 8: (outcome) log likelihood = -28812.723
Iteration 9: (outcome) log likelihood = -28812.72 (not concave)
Iteration 10: (outcome) log likelihood = -28812.72 (not concave)
Iteration 11: (outcome) log likelihood = -28812.72 (not concave)
Iteration 12: (outcome) log likelihood = -28812.72 (not concave)
Iteration 13: (outcome) log likelihood = -28812.72 (not concave)
Iteration 14: (outcome) log likelihood = -28812.72 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36634.355
Iteration 1: (EM) log likelihood = -36431.649
Iteration 2: (EM) log likelihood = -35914.82
Iteration 3: (EM) log likelihood = -34897.095
Iteration 4: (EM) log likelihood = -33705.276
Iteration 5: (EM) log likelihood = -32817.685
Iteration 6: (EM) log likelihood = -32161.904
Iteration 7: (EM) log likelihood = -31675.884
Iteration 8: (EM) log likelihood = -31310.17
Iteration 9: (EM) log likelihood = -31019.584
Iteration 10: (EM) log likelihood = -30780.699
Iteration 11: (EM) log likelihood = -30586.637
Iteration 12: (EM) log likelihood = -30428.457
Iteration 13: (EM) log likelihood = -30294.213
Iteration 14: (EM) log likelihood = -30176.764
Iteration 15: (EM) log likelihood = -30068.06
Iteration 16: (EM) log likelihood = -29970.484
Iteration 17: (EM) log likelihood = -29884.192
Iteration 18: (EM) log likelihood = -29804.428
Iteration 19: (EM) log likelihood = -29733.95
Iteration 20: (EM) log likelihood = -29669.792
Iteration 21: (EM) log likelihood = -29612.68
Iteration 22: (EM) log likelihood = -29557.124
Iteration 23: (EM) log likelihood = -29507.43
Iteration 24: (EM) log likelihood = -29458.818
Iteration 25: (EM) log likelihood = -29416.145
Iteration 26: (EM) log likelihood = -29375.728
Iteration 27: (EM) log likelihood = -29335.211
Iteration 28: (EM) log likelihood = -29298.404
Iteration 29: (EM) log likelihood = -29263.553
Iteration 30: (EM) log likelihood = -29229.432
Iteration 31: (EM) log likelihood = -29195.121
Iteration 32: (EM) log likelihood = -29165.109
Iteration 33: (EM) log likelihood = -29132.245
Iteration 34: (EM) log likelihood = -29100.386
Iteration 35: (EM) log likelihood = -29068.639
Iteration 36: (EM) log likelihood = -29036.862
Iteration 37: (EM) log likelihood = -29002.991
Iteration 38: (EM) log likelihood = -28969.114
Iteration 39: (EM) log likelihood = -28936.014
Iteration 40: (EM) log likelihood = -28906.553
Iteration 41: (EM) log likelihood = -28876.81
Iteration 42: (EM) log likelihood = -28848.525
Iteration 43: (EM) log likelihood = -28823.374
Iteration 44: (EM) log likelihood = -28800.147
Iteration 45: (EM) log likelihood = -28780.099
Iteration 46: (EM) log likelihood = -28761.369
Iteration 47: (EM) log likelihood = -28745.801
Iteration 48: (EM) log likelihood = -28730.255
Iteration 49: (EM) log likelihood = -28715
Iteration 50: (EM) log likelihood = -28701.248
Iteration 51: (EM) log likelihood = -28689.928
Iteration 52: (EM) log likelihood = -28678.811
Iteration 53: (EM) log likelihood = -28668.209
Iteration 54: (EM) log likelihood = -28659.069
Iteration 55: (EM) log likelihood = -28650.178
Iteration 56: (EM) log likelihood = -28640.408
Iteration 57: (EM) log likelihood = -28631.718
Iteration 58: (EM) log likelihood = -28623.719
Iteration 59: (EM) log likelihood = -28614.942
Iteration 60: (EM) log likelihood = -28606.041
Iteration 61: (EM) log likelihood = -28597.614
Iteration 62: (EM) log likelihood = -28591.687
Iteration 63: (EM) log likelihood = -28584.196
Iteration 64: (EM) log likelihood = -28576.755
Iteration 65: (EM) log likelihood = -28568.733
Iteration 66: (EM) log likelihood = -28561.416
Iteration 67: (EM) log likelihood = -28553.918
Iteration 68: (EM) log likelihood = -28548.094
Iteration 69: (EM) log likelihood = -28543.61
Iteration 70: (EM) log likelihood = -28538.35
Iteration 71: (EM) log likelihood = -28532.332
Iteration 72: (EM) log likelihood = -28526.187
Iteration 73: (EM) log likelihood = -28517.5
Iteration 74: (EM) log likelihood = -28511.209
Iteration 75: (EM) log likelihood = -28502.31
Iteration 76: (EM) log likelihood = -28495.649
Iteration 77: (EM) log likelihood = -28489.588
Iteration 78: (EM) log likelihood = -28484.38
Iteration 79: (EM) log likelihood = -28480.611
Iteration 80: (EM) log likelihood = -28476.162
Iteration 81: (EM) log likelihood = -28467.442
Iteration 82: (EM) log likelihood = -28461.617
Iteration 83: (EM) log likelihood = -28458.921
Iteration 84: (EM) log likelihood = -28455.052
Iteration 85: (EM) log likelihood = -28451.347
Iteration 86: (EM) log likelihood = -28446.057
Iteration 87: (EM) log likelihood = -28441.292
Iteration 88: (EM) log likelihood = -28437.834
Iteration 89: (EM) log likelihood = -28433.566
Iteration 90: (EM) log likelihood = -28428.91
Iteration 91: (EM) log likelihood = -28424.308
Iteration 92: (EM) log likelihood = -28419.892
Iteration 93: (EM) log likelihood = -28415.981
Iteration 94: (EM) log likelihood = -28412.125
Iteration 95: (EM) log likelihood = -28408
Iteration 96: (EM) log likelihood = -28404.356
Iteration 97: (EM) log likelihood = -28400.607
Iteration 98: (EM) log likelihood = -28397.473
Iteration 99: (EM) log likelihood = -28394.087
Iteration 100: (EM) log likelihood = -28391.438
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.2486
Iteration 1: (class) log likelihood = -7875.2486
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30051.826
Iteration 1: (outcome) log likelihood = -29144.847
Iteration 2: (outcome) log likelihood = -28863.663
Iteration 3: (outcome) log likelihood = -28817.892
Iteration 4: (outcome) log likelihood = -28810.584
Iteration 5: (outcome) log likelihood = -28809.057
Iteration 6: (outcome) log likelihood = -28808.724
Iteration 7: (outcome) log likelihood = -28808.649
Iteration 8: (outcome) log likelihood = -28808.637
Iteration 9: (outcome) log likelihood = -28808.635 (not concave)
Iteration 10: (outcome) log likelihood = -28808.635 (not concave)
Iteration 11: (outcome) log likelihood = -28808.635 (not concave)
Iteration 12: (outcome) log likelihood = -28808.635 (not concave)
Iteration 13: (outcome) log likelihood = -28808.635 (not concave)
Iteration 14: (outcome) log likelihood = -28808.635 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36627.398
Iteration 1: (EM) log likelihood = -36444.448
Iteration 2: (EM) log likelihood = -35948.601
Iteration 3: (EM) log likelihood = -34987.886
Iteration 4: (EM) log likelihood = -33765.395
Iteration 5: (EM) log likelihood = -32767.8
Iteration 6: (EM) log likelihood = -32068.996
Iteration 7: (EM) log likelihood = -31587.477
Iteration 8: (EM) log likelihood = -31236.16
Iteration 9: (EM) log likelihood = -30955.001
Iteration 10: (EM) log likelihood = -30714.012
Iteration 11: (EM) log likelihood = -30509.143
Iteration 12: (EM) log likelihood = -30333.713
Iteration 13: (EM) log likelihood = -30182.837
Iteration 14: (EM) log likelihood = -30057.437
Iteration 15: (EM) log likelihood = -29956.982
Iteration 16: (EM) log likelihood = -29871.746
Iteration 17: (EM) log likelihood = -29805.595
Iteration 18: (EM) log likelihood = -29751.8
Iteration 19: (EM) log likelihood = -29706.481
Iteration 20: (EM) log likelihood = -29665.734
Iteration 21: (EM) log likelihood = -29627.643
Iteration 22: (EM) log likelihood = -29591.484
Iteration 23: (EM) log likelihood = -29552.486
Iteration 24: (EM) log likelihood = -29511.638
Iteration 25: (EM) log likelihood = -29464.562
Iteration 26: (EM) log likelihood = -29419.208
Iteration 27: (EM) log likelihood = -29372.728
Iteration 28: (EM) log likelihood = -29327.193
Iteration 29: (EM) log likelihood = -29282.705
Iteration 30: (EM) log likelihood = -29234.98
Iteration 31: (EM) log likelihood = -29188.58
Iteration 32: (EM) log likelihood = -29148.034
Iteration 33: (EM) log likelihood = -29108.157
Iteration 34: (EM) log likelihood = -29070.289
Iteration 35: (EM) log likelihood = -29038.871
Iteration 36: (EM) log likelihood = -29011.742
Iteration 37: (EM) log likelihood = -28984.831
Iteration 38: (EM) log likelihood = -28964.35
Iteration 39: (EM) log likelihood = -28947.762
Iteration 40: (EM) log likelihood = -28932.246
Iteration 41: (EM) log likelihood = -28917.965
Iteration 42: (EM) log likelihood = -28905.626
Iteration 43: (EM) log likelihood = -28898.056
Iteration 44: (EM) log likelihood = -28889.656
Iteration 45: (EM) log likelihood = -28882.899
Iteration 46: (EM) log likelihood = -28879.078
Iteration 47: (EM) log likelihood = -28874.083
Iteration 48: (EM) log likelihood = -28870.016
Iteration 49: (EM) log likelihood = -28866.457
Iteration 50: (EM) log likelihood = -28862.827
Iteration 51: (EM) log likelihood = -28861.029
Iteration 52: (EM) log likelihood = -28857.884
Iteration 53: (EM) log likelihood = -28856.462
Iteration 54: (EM) log likelihood = -28855.308
Iteration 55: (EM) log likelihood = -28853.297
Iteration 56: (EM) log likelihood = -28850.617
Iteration 57: (EM) log likelihood = -28845.591
Iteration 58: (EM) log likelihood = -28841.987
Iteration 59: (EM) log likelihood = -28835.672
Iteration 60: (EM) log likelihood = -28826.275
Iteration 61: (EM) log likelihood = -28813.24
Iteration 62: (EM) log likelihood = -28798.315
Iteration 63: (EM) log likelihood = -28783.895
Iteration 64: (EM) log likelihood = -28770.405
Iteration 65: (EM) log likelihood = -28757.707
Iteration 66: (EM) log likelihood = -28748.449
Iteration 67: (EM) log likelihood = -28737.673
Iteration 68: (EM) log likelihood = -28727.282
Iteration 69: (EM) log likelihood = -28718.578
Iteration 70: (EM) log likelihood = -28705.672
Iteration 71: (EM) log likelihood = -28695.383
Iteration 72: (EM) log likelihood = -28684.791
Iteration 73: (EM) log likelihood = -28673.172
Iteration 74: (EM) log likelihood = -28658.572
Iteration 75: (EM) log likelihood = -28643.995
Iteration 76: (EM) log likelihood = -28629.585
Iteration 77: (EM) log likelihood = -28612.727
Iteration 78: (EM) log likelihood = -28596.153
Iteration 79: (EM) log likelihood = -28576.678
Iteration 80: (EM) log likelihood = -28555.715
Iteration 81: (EM) log likelihood = -28535.649
Iteration 82: (EM) log likelihood = -28514.898
Iteration 83: (EM) log likelihood = -28498.696
Iteration 84: (EM) log likelihood = -28476.981
Iteration 85: (EM) log likelihood = -28457.465
Iteration 86: (EM) log likelihood = -28436.307
Iteration 87: (EM) log likelihood = -28419.049
Iteration 88: (EM) log likelihood = -28402.574
Iteration 89: (EM) log likelihood = -28386.966
Iteration 90: (EM) log likelihood = -28371.965
Iteration 91: (EM) log likelihood = -28359.646
Iteration 92: (EM) log likelihood = -28349.068
Iteration 93: (EM) log likelihood = -28339.67
Iteration 94: (EM) log likelihood = -28331.5
Iteration 95: (EM) log likelihood = -28324.214
Iteration 96: (EM) log likelihood = -28314.959
Iteration 97: (EM) log likelihood = -28307.633
Iteration 98: (EM) log likelihood = -28301.607
Iteration 99: (EM) log likelihood = -28296.599
Iteration 100: (EM) log likelihood = -28292.149
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7870.0559
Iteration 1: (class) log likelihood = -7870.0559
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30177.757
Iteration 1: (outcome) log likelihood = -29168.518
Iteration 2: (outcome) log likelihood = -28864.601
Iteration 3: (outcome) log likelihood = -28808.803
Iteration 4: (outcome) log likelihood = -28799.944
Iteration 5: (outcome) log likelihood = -28797.903
Iteration 6: (outcome) log likelihood = -28797.461
Iteration 7: (outcome) log likelihood = -28797.362
Iteration 8: (outcome) log likelihood = -28797.344
Iteration 9: (outcome) log likelihood = -28797.343 (not concave)
Iteration 10: (outcome) log likelihood = -28797.342 (not concave)
Iteration 11: (outcome) log likelihood = -28797.342 (not concave)
Iteration 12: (outcome) log likelihood = -28797.342 (not concave)
Iteration 13: (outcome) log likelihood = -28797.342 (not concave)
Iteration 14: (outcome) log likelihood = -28797.342 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36588.974
Iteration 1: (EM) log likelihood = -36381.414
Iteration 2: (EM) log likelihood = -35902.776
Iteration 3: (EM) log likelihood = -35119.176
Iteration 4: (EM) log likelihood = -34249.782
Iteration 5: (EM) log likelihood = -33429.588
Iteration 6: (EM) log likelihood = -32647.883
Iteration 7: (EM) log likelihood = -31980.127
Iteration 8: (EM) log likelihood = -31494.958
Iteration 9: (EM) log likelihood = -31142.254
Iteration 10: (EM) log likelihood = -30876.499
Iteration 11: (EM) log likelihood = -30654.29
Iteration 12: (EM) log likelihood = -30442.611
Iteration 13: (EM) log likelihood = -30235.049
Iteration 14: (EM) log likelihood = -30040.354
Iteration 15: (EM) log likelihood = -29890.667
Iteration 16: (EM) log likelihood = -29778.178
Iteration 17: (EM) log likelihood = -29689.124
Iteration 18: (EM) log likelihood = -29609.421
Iteration 19: (EM) log likelihood = -29543.832
Iteration 20: (EM) log likelihood = -29482.396
Iteration 21: (EM) log likelihood = -29431.582
Iteration 22: (EM) log likelihood = -29386.154
Iteration 23: (EM) log likelihood = -29340.583
Iteration 24: (EM) log likelihood = -29298.495
Iteration 25: (EM) log likelihood = -29259.219
Iteration 26: (EM) log likelihood = -29221.385
Iteration 27: (EM) log likelihood = -29187.02
Iteration 28: (EM) log likelihood = -29153.407
Iteration 29: (EM) log likelihood = -29122.369
Iteration 30: (EM) log likelihood = -29094.299
Iteration 31: (EM) log likelihood = -29069.738
Iteration 32: (EM) log likelihood = -29047.389
Iteration 33: (EM) log likelihood = -29026.571
Iteration 34: (EM) log likelihood = -29008.254
Iteration 35: (EM) log likelihood = -28992.485
Iteration 36: (EM) log likelihood = -28977.31
Iteration 37: (EM) log likelihood = -28963.131
Iteration 38: (EM) log likelihood = -28951.331
Iteration 39: (EM) log likelihood = -28936.463
Iteration 40: (EM) log likelihood = -28920.878
Iteration 41: (EM) log likelihood = -28909.36
Iteration 42: (EM) log likelihood = -28900.824
Iteration 43: (EM) log likelihood = -28890.787
Iteration 44: (EM) log likelihood = -28881.594
Iteration 45: (EM) log likelihood = -28873.35
Iteration 46: (EM) log likelihood = -28866.105
Iteration 47: (EM) log likelihood = -28859.043
Iteration 48: (EM) log likelihood = -28852.475
Iteration 49: (EM) log likelihood = -28846.666
Iteration 50: (EM) log likelihood = -28841.603
Iteration 51: (EM) log likelihood = -28837.546
Iteration 52: (EM) log likelihood = -28833.422
Iteration 53: (EM) log likelihood = -28829.682
Iteration 54: (EM) log likelihood = -28825.81
Iteration 55: (EM) log likelihood = -28822.007
Iteration 56: (EM) log likelihood = -28818.403
Iteration 57: (EM) log likelihood = -28815.359
Iteration 58: (EM) log likelihood = -28812.224
Iteration 59: (EM) log likelihood = -28808.877
Iteration 60: (EM) log likelihood = -28805.397
Iteration 61: (EM) log likelihood = -28802.14
Iteration 62: (EM) log likelihood = -28798.977
Iteration 63: (EM) log likelihood = -28795.855
Iteration 64: (EM) log likelihood = -28792.922
Iteration 65: (EM) log likelihood = -28791.509
Iteration 66: (EM) log likelihood = -28788.469
Iteration 67: (EM) log likelihood = -28784.945
Iteration 68: (EM) log likelihood = -28782.266
Iteration 69: (EM) log likelihood = -28779.048
Iteration 70: (EM) log likelihood = -28775.885
Iteration 71: (EM) log likelihood = -28772.535
Iteration 72: (EM) log likelihood = -28769.838
Iteration 73: (EM) log likelihood = -28767.088
Iteration 74: (EM) log likelihood = -28763.961
Iteration 75: (EM) log likelihood = -28761.12
Iteration 76: (EM) log likelihood = -28758.422
Iteration 77: (EM) log likelihood = -28755.064
Iteration 78: (EM) log likelihood = -28752.325
Iteration 79: (EM) log likelihood = -28749.579
Iteration 80: (EM) log likelihood = -28746.953
Iteration 81: (EM) log likelihood = -28744.357
Iteration 82: (EM) log likelihood = -28741.28
Iteration 83: (EM) log likelihood = -28738.279
Iteration 84: (EM) log likelihood = -28735.045
Iteration 85: (EM) log likelihood = -28732.113
Iteration 86: (EM) log likelihood = -28729.398
Iteration 87: (EM) log likelihood = -28726.386
Iteration 88: (EM) log likelihood = -28723.038
Iteration 89: (EM) log likelihood = -28720.748
Iteration 90: (EM) log likelihood = -28718.086
Iteration 91: (EM) log likelihood = -28714.904
Iteration 92: (EM) log likelihood = -28709.598
Iteration 93: (EM) log likelihood = -28705.822
Iteration 94: (EM) log likelihood = -28702.075
Iteration 95: (EM) log likelihood = -28698.703
Iteration 96: (EM) log likelihood = -28694.655
Iteration 97: (EM) log likelihood = -28691.101
Iteration 98: (EM) log likelihood = -28687.416
Iteration 99: (EM) log likelihood = -28684.244
Iteration 100: (EM) log likelihood = -28681.294
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7870.5558
Iteration 1: (class) log likelihood = -7870.5558
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29634.46
Iteration 1: (outcome) log likelihood = -28972.112
Iteration 2: (outcome) log likelihood = -28838.92
Iteration 3: (outcome) log likelihood = -28816.361
Iteration 4: (outcome) log likelihood = -28811.882
Iteration 5: (outcome) log likelihood = -28810.764
Iteration 6: (outcome) log likelihood = -28810.535
Iteration 7: (outcome) log likelihood = -28810.486
Iteration 8: (outcome) log likelihood = -28810.475
Iteration 9: (outcome) log likelihood = -28810.472
Iteration 10: (outcome) log likelihood = -28810.472 (not concave)
Iteration 11: (outcome) log likelihood = -28810.472 (not concave)
Iteration 12: (outcome) log likelihood = -28810.472 (not concave)
Iteration 13: (outcome) log likelihood = -28810.472 (not concave)
Iteration 14: (outcome) log likelihood = -28810.472 (not concave)
Iteration 15: (outcome) log likelihood = -28810.472 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36612.609
Iteration 1: (EM) log likelihood = -36418.513
Iteration 2: (EM) log likelihood = -35933.906
Iteration 3: (EM) log likelihood = -34956.35
Iteration 4: (EM) log likelihood = -33754.694
Iteration 5: (EM) log likelihood = -32767.803
Iteration 6: (EM) log likelihood = -32060.859
Iteration 7: (EM) log likelihood = -31547.811
Iteration 8: (EM) log likelihood = -31163.701
Iteration 9: (EM) log likelihood = -30850.952
Iteration 10: (EM) log likelihood = -30579.219
Iteration 11: (EM) log likelihood = -30337.741
Iteration 12: (EM) log likelihood = -30134.9
Iteration 13: (EM) log likelihood = -29966.786
Iteration 14: (EM) log likelihood = -29829.947
Iteration 15: (EM) log likelihood = -29711.784
Iteration 16: (EM) log likelihood = -29608.329
Iteration 17: (EM) log likelihood = -29514.075
Iteration 18: (EM) log likelihood = -29433.363
Iteration 19: (EM) log likelihood = -29363.32
Iteration 20: (EM) log likelihood = -29305.765
Iteration 21: (EM) log likelihood = -29252.998
Iteration 22: (EM) log likelihood = -29206.703
Iteration 23: (EM) log likelihood = -29168.847
Iteration 24: (EM) log likelihood = -29134.066
Iteration 25: (EM) log likelihood = -29102.682
Iteration 26: (EM) log likelihood = -29074.712
Iteration 27: (EM) log likelihood = -29048.296
Iteration 28: (EM) log likelihood = -29023.349
Iteration 29: (EM) log likelihood = -29001.063
Iteration 30: (EM) log likelihood = -28979.122
Iteration 31: (EM) log likelihood = -28958.185
Iteration 32: (EM) log likelihood = -28938.715
Iteration 33: (EM) log likelihood = -28920.329
Iteration 34: (EM) log likelihood = -28904.494
Iteration 35: (EM) log likelihood = -28888.921
Iteration 36: (EM) log likelihood = -28874.708
Iteration 37: (EM) log likelihood = -28860.67
Iteration 38: (EM) log likelihood = -28847.808
Iteration 39: (EM) log likelihood = -28835.247
Iteration 40: (EM) log likelihood = -28823.72
Iteration 41: (EM) log likelihood = -28812.476
Iteration 42: (EM) log likelihood = -28799.396
Iteration 43: (EM) log likelihood = -28789.502
Iteration 44: (EM) log likelihood = -28775.648
Iteration 45: (EM) log likelihood = -28763.308
Iteration 46: (EM) log likelihood = -28750.401
Iteration 47: (EM) log likelihood = -28738.972
Iteration 48: (EM) log likelihood = -28727.524
Iteration 49: (EM) log likelihood = -28716.773
Iteration 50: (EM) log likelihood = -28706.251
Iteration 51: (EM) log likelihood = -28695.408
Iteration 52: (EM) log likelihood = -28686.798
Iteration 53: (EM) log likelihood = -28677.076
Iteration 54: (EM) log likelihood = -28667.8
Iteration 55: (EM) log likelihood = -28660.019
Iteration 56: (EM) log likelihood = -28649.348
Iteration 57: (EM) log likelihood = -28641.627
Iteration 58: (EM) log likelihood = -28627.865
Iteration 59: (EM) log likelihood = -28618.82
Iteration 60: (EM) log likelihood = -28611.254
Iteration 61: (EM) log likelihood = -28601.476
Iteration 62: (EM) log likelihood = -28592.69
Iteration 63: (EM) log likelihood = -28582.862
Iteration 64: (EM) log likelihood = -28575.423
Iteration 65: (EM) log likelihood = -28567.75
Iteration 66: (EM) log likelihood = -28559.999
Iteration 67: (EM) log likelihood = -28551.911
Iteration 68: (EM) log likelihood = -28545.398
Iteration 69: (EM) log likelihood = -28540.205
Iteration 70: (EM) log likelihood = -28533.408
Iteration 71: (EM) log likelihood = -28527.206
Iteration 72: (EM) log likelihood = -28520.987
Iteration 73: (EM) log likelihood = -28516.71
Iteration 74: (EM) log likelihood = -28511.479
Iteration 75: (EM) log likelihood = -28506.347
Iteration 76: (EM) log likelihood = -28502.445
Iteration 77: (EM) log likelihood = -28498.662
Iteration 78: (EM) log likelihood = -28494.401
Iteration 79: (EM) log likelihood = -28491.347
Iteration 80: (EM) log likelihood = -28486.529
Iteration 81: (EM) log likelihood = -28481.174
Iteration 82: (EM) log likelihood = -28476.707
Iteration 83: (EM) log likelihood = -28472.686
Iteration 84: (EM) log likelihood = -28468.183
Iteration 85: (EM) log likelihood = -28464.621
Iteration 86: (EM) log likelihood = -28460.93
Iteration 87: (EM) log likelihood = -28457.372
Iteration 88: (EM) log likelihood = -28453.127
Iteration 89: (EM) log likelihood = -28449.068
Iteration 90: (EM) log likelihood = -28444.647
Iteration 91: (EM) log likelihood = -28435.88
Iteration 92: (EM) log likelihood = -28431.191
Iteration 93: (EM) log likelihood = -28425.947
Iteration 94: (EM) log likelihood = -28420.721
Iteration 95: (EM) log likelihood = -28416.234
Iteration 96: (EM) log likelihood = -28411.314
Iteration 97: (EM) log likelihood = -28403.565
Iteration 98: (EM) log likelihood = -28399.547
Iteration 99: (EM) log likelihood = -28395.423
Iteration 100: (EM) log likelihood = -28391.394
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.701
Iteration 1: (class) log likelihood = -7877.701
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29947.943
Iteration 1: (outcome) log likelihood = -29094.407
Iteration 2: (outcome) log likelihood = -28858.365
Iteration 3: (outcome) log likelihood = -28820.084
Iteration 4: (outcome) log likelihood = -28813.245
Iteration 5: (outcome) log likelihood = -28811.638
Iteration 6: (outcome) log likelihood = -28811.318
Iteration 7: (outcome) log likelihood = -28811.249
Iteration 8: (outcome) log likelihood = -28811.233
Iteration 9: (outcome) log likelihood = -28811.229
Iteration 10: (outcome) log likelihood = -28811.228 (not concave)
Iteration 11: (outcome) log likelihood = -28811.228 (not concave)
Iteration 12: (outcome) log likelihood = -28811.228 (not concave)
Iteration 13: (outcome) log likelihood = -28811.228 (not concave)
Iteration 14: (outcome) log likelihood = -28811.228 (not concave)
Iteration 15: (outcome) log likelihood = -28811.228 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36625.688
Iteration 1: (EM) log likelihood = -36399.148
Iteration 2: (EM) log likelihood = -35829.654
Iteration 3: (EM) log likelihood = -34747.752
Iteration 4: (EM) log likelihood = -33600.71
Iteration 5: (EM) log likelihood = -32803.689
Iteration 6: (EM) log likelihood = -32271.402
Iteration 7: (EM) log likelihood = -31883.811
Iteration 8: (EM) log likelihood = -31573.439
Iteration 9: (EM) log likelihood = -31300.105
Iteration 10: (EM) log likelihood = -31043.619
Iteration 11: (EM) log likelihood = -30793.571
Iteration 12: (EM) log likelihood = -30541.669
Iteration 13: (EM) log likelihood = -30299.32
Iteration 14: (EM) log likelihood = -30079.302
Iteration 15: (EM) log likelihood = -29890.871
Iteration 16: (EM) log likelihood = -29731.583
Iteration 17: (EM) log likelihood = -29592.777
Iteration 18: (EM) log likelihood = -29470.756
Iteration 19: (EM) log likelihood = -29364.582
Iteration 20: (EM) log likelihood = -29266.57
Iteration 21: (EM) log likelihood = -29182.665
Iteration 22: (EM) log likelihood = -29112.772
Iteration 23: (EM) log likelihood = -29053.715
Iteration 24: (EM) log likelihood = -29002.192
Iteration 25: (EM) log likelihood = -28956.119
Iteration 26: (EM) log likelihood = -28915.603
Iteration 27: (EM) log likelihood = -28881.937
Iteration 28: (EM) log likelihood = -28852.061
Iteration 29: (EM) log likelihood = -28826.657
Iteration 30: (EM) log likelihood = -28803.84
Iteration 31: (EM) log likelihood = -28783.911
Iteration 32: (EM) log likelihood = -28765.653
Iteration 33: (EM) log likelihood = -28747.885
Iteration 34: (EM) log likelihood = -28730.879
Iteration 35: (EM) log likelihood = -28715.694
Iteration 36: (EM) log likelihood = -28702.199
Iteration 37: (EM) log likelihood = -28688.855
Iteration 38: (EM) log likelihood = -28676.234
Iteration 39: (EM) log likelihood = -28663.319
Iteration 40: (EM) log likelihood = -28649.037
Iteration 41: (EM) log likelihood = -28636.968
Iteration 42: (EM) log likelihood = -28626.722
Iteration 43: (EM) log likelihood = -28616.02
Iteration 44: (EM) log likelihood = -28604.817
Iteration 45: (EM) log likelihood = -28592.191
Iteration 46: (EM) log likelihood = -28583.715
Iteration 47: (EM) log likelihood = -28575.356
Iteration 48: (EM) log likelihood = -28565.376
Iteration 49: (EM) log likelihood = -28555.521
Iteration 50: (EM) log likelihood = -28547.621
Iteration 51: (EM) log likelihood = -28539.601
Iteration 52: (EM) log likelihood = -28532.195
Iteration 53: (EM) log likelihood = -28523.731
Iteration 54: (EM) log likelihood = -28511.846
Iteration 55: (EM) log likelihood = -28502.514
Iteration 56: (EM) log likelihood = -28489.869
Iteration 57: (EM) log likelihood = -28481.494
Iteration 58: (EM) log likelihood = -28472.05
Iteration 59: (EM) log likelihood = -28461.512
Iteration 60: (EM) log likelihood = -28453.305
Iteration 61: (EM) log likelihood = -28443.468
Iteration 62: (EM) log likelihood = -28433.734
Iteration 63: (EM) log likelihood = -28424.873
Iteration 64: (EM) log likelihood = -28414.913
Iteration 65: (EM) log likelihood = -28406.49
Iteration 66: (EM) log likelihood = -28397.752
Iteration 67: (EM) log likelihood = -28387.443
Iteration 68: (EM) log likelihood = -28377.651
Iteration 69: (EM) log likelihood = -28369.754
Iteration 70: (EM) log likelihood = -28360.295
Iteration 71: (EM) log likelihood = -28353.111
Iteration 72: (EM) log likelihood = -28344.832
Iteration 73: (EM) log likelihood = -28335.998
Iteration 74: (EM) log likelihood = -28329.299
Iteration 75: (EM) log likelihood = -28322.854
Iteration 76: (EM) log likelihood = -28314.665
Iteration 77: (EM) log likelihood = -28307.103
Iteration 78: (EM) log likelihood = -28299.529
Iteration 79: (EM) log likelihood = -28292.272
Iteration 80: (EM) log likelihood = -28285.145
Iteration 81: (EM) log likelihood = -28278.591
Iteration 82: (EM) log likelihood = -28272.337
Iteration 83: (EM) log likelihood = -28266.29
Iteration 84: (EM) log likelihood = -28261.208
Iteration 85: (EM) log likelihood = -28255.302
Iteration 86: (EM) log likelihood = -28250.009
Iteration 87: (EM) log likelihood = -28244.689
Iteration 88: (EM) log likelihood = -28240.034
Iteration 89: (EM) log likelihood = -28232.997
Iteration 90: (EM) log likelihood = -28227.462
Iteration 91: (EM) log likelihood = -28222.778
Iteration 92: (EM) log likelihood = -28218.986
Iteration 93: (EM) log likelihood = -28215.517
Iteration 94: (EM) log likelihood = -28211.242
Iteration 95: (EM) log likelihood = -28206.219
Iteration 96: (EM) log likelihood = -28202.897
Iteration 97: (EM) log likelihood = -28198.014
Iteration 98: (EM) log likelihood = -28193.429
Iteration 99: (EM) log likelihood = -28190.218
Iteration 100: (EM) log likelihood = -28187.727
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.1182
Iteration 1: (class) log likelihood = -7877.1182
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30083.802
Iteration 1: (outcome) log likelihood = -29143.303
Iteration 2: (outcome) log likelihood = -28851.931
Iteration 3: (outcome) log likelihood = -28803.416
Iteration 4: (outcome) log likelihood = -28794.602
Iteration 5: (outcome) log likelihood = -28792.571
Iteration 6: (outcome) log likelihood = -28792.176
Iteration 7: (outcome) log likelihood = -28792.111
Iteration 8: (outcome) log likelihood = -28792.096
Iteration 9: (outcome) log likelihood = -28792.092
Iteration 10: (outcome) log likelihood = -28792.092 (not concave)
Iteration 11: (outcome) log likelihood = -28792.092 (not concave)
Iteration 12: (outcome) log likelihood = -28792.092 (not concave)
Iteration 13: (outcome) log likelihood = -28792.092 (not concave)
Iteration 14: (outcome) log likelihood = -28792.092 (not concave)
Iteration 15: (outcome) log likelihood = -28792.092 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36597.514
Iteration 1: (EM) log likelihood = -36386.51
Iteration 2: (EM) log likelihood = -35908.583
Iteration 3: (EM) log likelihood = -35066.558
Iteration 4: (EM) log likelihood = -33945.785
Iteration 5: (EM) log likelihood = -32932.257
Iteration 6: (EM) log likelihood = -32188.486
Iteration 7: (EM) log likelihood = -31667.681
Iteration 8: (EM) log likelihood = -31284.487
Iteration 9: (EM) log likelihood = -30990.162
Iteration 10: (EM) log likelihood = -30748.205
Iteration 11: (EM) log likelihood = -30535.393
Iteration 12: (EM) log likelihood = -30333.766
Iteration 13: (EM) log likelihood = -30154.013
Iteration 14: (EM) log likelihood = -29996.658
Iteration 15: (EM) log likelihood = -29860.508
Iteration 16: (EM) log likelihood = -29746.786
Iteration 17: (EM) log likelihood = -29663.07
Iteration 18: (EM) log likelihood = -29593.982
Iteration 19: (EM) log likelihood = -29536.144
Iteration 20: (EM) log likelihood = -29482.448
Iteration 21: (EM) log likelihood = -29434.274
Iteration 22: (EM) log likelihood = -29393.534
Iteration 23: (EM) log likelihood = -29354.567
Iteration 24: (EM) log likelihood = -29319.054
Iteration 25: (EM) log likelihood = -29288
Iteration 26: (EM) log likelihood = -29257.273
Iteration 27: (EM) log likelihood = -29227.286
Iteration 28: (EM) log likelihood = -29199.722
Iteration 29: (EM) log likelihood = -29177.224
Iteration 30: (EM) log likelihood = -29156.185
Iteration 31: (EM) log likelihood = -29136.934
Iteration 32: (EM) log likelihood = -29119.849
Iteration 33: (EM) log likelihood = -29105.955
Iteration 34: (EM) log likelihood = -29091.032
Iteration 35: (EM) log likelihood = -29076.09
Iteration 36: (EM) log likelihood = -29063.734
Iteration 37: (EM) log likelihood = -29052.177
Iteration 38: (EM) log likelihood = -29041.303
Iteration 39: (EM) log likelihood = -29032.088
Iteration 40: (EM) log likelihood = -29023.559
Iteration 41: (EM) log likelihood = -29016.119
Iteration 42: (EM) log likelihood = -29009.261
Iteration 43: (EM) log likelihood = -29003.133
Iteration 44: (EM) log likelihood = -28997.005
Iteration 45: (EM) log likelihood = -28990.306
Iteration 46: (EM) log likelihood = -28982.081
Iteration 47: (EM) log likelihood = -28975.463
Iteration 48: (EM) log likelihood = -28969.55
Iteration 49: (EM) log likelihood = -28964.372
Iteration 50: (EM) log likelihood = -28958.713
Iteration 51: (EM) log likelihood = -28952.219
Iteration 52: (EM) log likelihood = -28943.336
Iteration 53: (EM) log likelihood = -28936.837
Iteration 54: (EM) log likelihood = -28931.169
Iteration 55: (EM) log likelihood = -28925.624
Iteration 56: (EM) log likelihood = -28917.914
Iteration 57: (EM) log likelihood = -28910.749
Iteration 58: (EM) log likelihood = -28903.889
Iteration 59: (EM) log likelihood = -28892.685
Iteration 60: (EM) log likelihood = -28885.109
Iteration 61: (EM) log likelihood = -28877.221
Iteration 62: (EM) log likelihood = -28868.679
Iteration 63: (EM) log likelihood = -28860.873
Iteration 64: (EM) log likelihood = -28854.297
Iteration 65: (EM) log likelihood = -28847.529
Iteration 66: (EM) log likelihood = -28840.97
Iteration 67: (EM) log likelihood = -28833.562
Iteration 68: (EM) log likelihood = -28825.801
Iteration 69: (EM) log likelihood = -28817.443
Iteration 70: (EM) log likelihood = -28807.829
Iteration 71: (EM) log likelihood = -28795.181
Iteration 72: (EM) log likelihood = -28784.355
Iteration 73: (EM) log likelihood = -28776.836
Iteration 74: (EM) log likelihood = -28769.647
Iteration 75: (EM) log likelihood = -28760.648
Iteration 76: (EM) log likelihood = -28745.881
Iteration 77: (EM) log likelihood = -28736.263
Iteration 78: (EM) log likelihood = -28729.457
Iteration 79: (EM) log likelihood = -28723.481
Iteration 80: (EM) log likelihood = -28716.349
Iteration 81: (EM) log likelihood = -28711.111
Iteration 82: (EM) log likelihood = -28705.929
Iteration 83: (EM) log likelihood = -28700.401
Iteration 84: (EM) log likelihood = -28694.98
Iteration 85: (EM) log likelihood = -28690.582
Iteration 86: (EM) log likelihood = -28686.112
Iteration 87: (EM) log likelihood = -28682.24
Iteration 88: (EM) log likelihood = -28679.18
Iteration 89: (EM) log likelihood = -28675.773
Iteration 90: (EM) log likelihood = -28670.326
Iteration 91: (EM) log likelihood = -28666.872
Iteration 92: (EM) log likelihood = -28664.518
Iteration 93: (EM) log likelihood = -28662.082
Iteration 94: (EM) log likelihood = -28658.899
Iteration 95: (EM) log likelihood = -28656.416
Iteration 96: (EM) log likelihood = -28654.336
Iteration 97: (EM) log likelihood = -28651.805
Iteration 98: (EM) log likelihood = -28648.236
Iteration 99: (EM) log likelihood = -28644.727
Iteration 100: (EM) log likelihood = -28642.768
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.1418
Iteration 1: (class) log likelihood = -7873.1418
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29830.653
Iteration 1: (outcome) log likelihood = -29028.994
Iteration 2: (outcome) log likelihood = -28843.914
Iteration 3: (outcome) log likelihood = -28808.697
Iteration 4: (outcome) log likelihood = -28802.272
Iteration 5: (outcome) log likelihood = -28800.85
Iteration 6: (outcome) log likelihood = -28800.558
Iteration 7: (outcome) log likelihood = -28800.511
Iteration 8: (outcome) log likelihood = -28800.499
Iteration 9: (outcome) log likelihood = -28800.497
Iteration 10: (outcome) log likelihood = -28800.496 (not concave)
Iteration 11: (outcome) log likelihood = -28800.496 (not concave)
Iteration 12: (outcome) log likelihood = -28800.496 (not concave)
Iteration 13: (outcome) log likelihood = -28800.496 (not concave)
Iteration 14: (outcome) log likelihood = -28800.496 (not concave)
Iteration 15: (outcome) log likelihood = -28800.496 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36600.276
Iteration 1: (EM) log likelihood = -36362.705
Iteration 2: (EM) log likelihood = -35737.751
Iteration 3: (EM) log likelihood = -34569.683
Iteration 4: (EM) log likelihood = -33392.823
Iteration 5: (EM) log likelihood = -32580.582
Iteration 6: (EM) log likelihood = -32019.671
Iteration 7: (EM) log likelihood = -31564.854
Iteration 8: (EM) log likelihood = -31165.798
Iteration 9: (EM) log likelihood = -30829.975
Iteration 10: (EM) log likelihood = -30558.802
Iteration 11: (EM) log likelihood = -30343.672
Iteration 12: (EM) log likelihood = -30161.923
Iteration 13: (EM) log likelihood = -30020.353
Iteration 14: (EM) log likelihood = -29905.075
Iteration 15: (EM) log likelihood = -29805.961
Iteration 16: (EM) log likelihood = -29717.687
Iteration 17: (EM) log likelihood = -29641.99
Iteration 18: (EM) log likelihood = -29568.578
Iteration 19: (EM) log likelihood = -29496.948
Iteration 20: (EM) log likelihood = -29436.599
Iteration 21: (EM) log likelihood = -29376.041
Iteration 22: (EM) log likelihood = -29319.552
Iteration 23: (EM) log likelihood = -29264.07
Iteration 24: (EM) log likelihood = -29211.169
Iteration 25: (EM) log likelihood = -29165.329
Iteration 26: (EM) log likelihood = -29123.094
Iteration 27: (EM) log likelihood = -29082.082
Iteration 28: (EM) log likelihood = -29043.745
Iteration 29: (EM) log likelihood = -29006.681
Iteration 30: (EM) log likelihood = -28971.07
Iteration 31: (EM) log likelihood = -28941.91
Iteration 32: (EM) log likelihood = -28912.152
Iteration 33: (EM) log likelihood = -28884.169
Iteration 34: (EM) log likelihood = -28859.238
Iteration 35: (EM) log likelihood = -28835.643
Iteration 36: (EM) log likelihood = -28809.292
Iteration 37: (EM) log likelihood = -28786.867
Iteration 38: (EM) log likelihood = -28768.634
Iteration 39: (EM) log likelihood = -28750.121
Iteration 40: (EM) log likelihood = -28733.517
Iteration 41: (EM) log likelihood = -28719.548
Iteration 42: (EM) log likelihood = -28706.02
Iteration 43: (EM) log likelihood = -28690.606
Iteration 44: (EM) log likelihood = -28676.761
Iteration 45: (EM) log likelihood = -28664.89
Iteration 46: (EM) log likelihood = -28653.849
Iteration 47: (EM) log likelihood = -28642.907
Iteration 48: (EM) log likelihood = -28634.229
Iteration 49: (EM) log likelihood = -28625.046
Iteration 50: (EM) log likelihood = -28617.463
Iteration 51: (EM) log likelihood = -28609.232
Iteration 52: (EM) log likelihood = -28602.295
Iteration 53: (EM) log likelihood = -28595.001
Iteration 54: (EM) log likelihood = -28588.185
Iteration 55: (EM) log likelihood = -28580.991
Iteration 56: (EM) log likelihood = -28576.712
Iteration 57: (EM) log likelihood = -28569.996
Iteration 58: (EM) log likelihood = -28564.292
Iteration 59: (EM) log likelihood = -28559.279
Iteration 60: (EM) log likelihood = -28553.257
Iteration 61: (EM) log likelihood = -28545.586
Iteration 62: (EM) log likelihood = -28540.427
Iteration 63: (EM) log likelihood = -28535.618
Iteration 64: (EM) log likelihood = -28532.078
Iteration 65: (EM) log likelihood = -28526.854
Iteration 66: (EM) log likelihood = -28521.28
Iteration 67: (EM) log likelihood = -28517.334
Iteration 68: (EM) log likelihood = -28513.571
Iteration 69: (EM) log likelihood = -28510.099
Iteration 70: (EM) log likelihood = -28505.078
Iteration 71: (EM) log likelihood = -28500.618
Iteration 72: (EM) log likelihood = -28496.403
Iteration 73: (EM) log likelihood = -28489.746
Iteration 74: (EM) log likelihood = -28485.641
Iteration 75: (EM) log likelihood = -28482.017
Iteration 76: (EM) log likelihood = -28477.94
Iteration 77: (EM) log likelihood = -28474.389
Iteration 78: (EM) log likelihood = -28471.265
Iteration 79: (EM) log likelihood = -28467.418
Iteration 80: (EM) log likelihood = -28464.521
Iteration 81: (EM) log likelihood = -28461.594
Iteration 82: (EM) log likelihood = -28456.75
Iteration 83: (EM) log likelihood = -28453.854
Iteration 84: (EM) log likelihood = -28450.771
Iteration 85: (EM) log likelihood = -28447.42
Iteration 86: (EM) log likelihood = -28444.027
Iteration 87: (EM) log likelihood = -28441.387
Iteration 88: (EM) log likelihood = -28438.278
Iteration 89: (EM) log likelihood = -28435.189
Iteration 90: (EM) log likelihood = -28432.39
Iteration 91: (EM) log likelihood = -28431.042
Iteration 92: (EM) log likelihood = -28427.497
Iteration 93: (EM) log likelihood = -28424.808
Iteration 94: (EM) log likelihood = -28422.334
Iteration 95: (EM) log likelihood = -28419.486
Iteration 96: (EM) log likelihood = -28416.531
Iteration 97: (EM) log likelihood = -28414.263
Iteration 98: (EM) log likelihood = -28412.182
Iteration 99: (EM) log likelihood = -28409.728
Iteration 100: (EM) log likelihood = -28407.515
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7878.2667
Iteration 1: (class) log likelihood = -7878.2667
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30573.238
Iteration 1: (outcome) log likelihood = -29151.743
Iteration 2: (outcome) log likelihood = -28863.367
Iteration 3: (outcome) log likelihood = -28809.809
Iteration 4: (outcome) log likelihood = -28798.85
Iteration 5: (outcome) log likelihood = -28796.144
Iteration 6: (outcome) log likelihood = -28795.604
Iteration 7: (outcome) log likelihood = -28795.515
Iteration 8: (outcome) log likelihood = -28795.505
Iteration 9: (outcome) log likelihood = -28795.503 (not concave)
Iteration 10: (outcome) log likelihood = -28795.503 (not concave)
Iteration 11: (outcome) log likelihood = -28795.503 (not concave)
Iteration 12: (outcome) log likelihood = -28795.503 (not concave)
Iteration 13: (outcome) log likelihood = -28795.503 (not concave)
Iteration 14: (outcome) log likelihood = -28795.503 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36611.506
Iteration 1: (EM) log likelihood = -36409.046
Iteration 2: (EM) log likelihood = -35941.443
Iteration 3: (EM) log likelihood = -35092.906
Iteration 4: (EM) log likelihood = -33957.258
Iteration 5: (EM) log likelihood = -33012.126
Iteration 6: (EM) log likelihood = -32325.921
Iteration 7: (EM) log likelihood = -31801.777
Iteration 8: (EM) log likelihood = -31386.694
Iteration 9: (EM) log likelihood = -31055.191
Iteration 10: (EM) log likelihood = -30801.417
Iteration 11: (EM) log likelihood = -30598.15
Iteration 12: (EM) log likelihood = -30430.452
Iteration 13: (EM) log likelihood = -30274.313
Iteration 14: (EM) log likelihood = -30128.488
Iteration 15: (EM) log likelihood = -29991.835
Iteration 16: (EM) log likelihood = -29869.419
Iteration 17: (EM) log likelihood = -29772.102
Iteration 18: (EM) log likelihood = -29690.57
Iteration 19: (EM) log likelihood = -29620.538
Iteration 20: (EM) log likelihood = -29561.083
Iteration 21: (EM) log likelihood = -29508.434
Iteration 22: (EM) log likelihood = -29456.133
Iteration 23: (EM) log likelihood = -29406.389
Iteration 24: (EM) log likelihood = -29356.784
Iteration 25: (EM) log likelihood = -29305.906
Iteration 26: (EM) log likelihood = -29256.15
Iteration 27: (EM) log likelihood = -29209.197
Iteration 28: (EM) log likelihood = -29164.515
Iteration 29: (EM) log likelihood = -29121.59
Iteration 30: (EM) log likelihood = -29085.672
Iteration 31: (EM) log likelihood = -29051.6
Iteration 32: (EM) log likelihood = -29018.5
Iteration 33: (EM) log likelihood = -28992.255
Iteration 34: (EM) log likelihood = -28968.688
Iteration 35: (EM) log likelihood = -28945.971
Iteration 36: (EM) log likelihood = -28926.546
Iteration 37: (EM) log likelihood = -28906.549
Iteration 38: (EM) log likelihood = -28889.895
Iteration 39: (EM) log likelihood = -28874.5
Iteration 40: (EM) log likelihood = -28860.224
Iteration 41: (EM) log likelihood = -28847.133
Iteration 42: (EM) log likelihood = -28835.243
Iteration 43: (EM) log likelihood = -28823.888
Iteration 44: (EM) log likelihood = -28813.331
Iteration 45: (EM) log likelihood = -28803.594
Iteration 46: (EM) log likelihood = -28793.891
Iteration 47: (EM) log likelihood = -28783.406
Iteration 48: (EM) log likelihood = -28773.736
Iteration 49: (EM) log likelihood = -28764.778
Iteration 50: (EM) log likelihood = -28756.732
Iteration 51: (EM) log likelihood = -28749.512
Iteration 52: (EM) log likelihood = -28742.357
Iteration 53: (EM) log likelihood = -28735.871
Iteration 54: (EM) log likelihood = -28728.943
Iteration 55: (EM) log likelihood = -28720.776
Iteration 56: (EM) log likelihood = -28713.189
Iteration 57: (EM) log likelihood = -28705.31
Iteration 58: (EM) log likelihood = -28697.948
Iteration 59: (EM) log likelihood = -28691.843
Iteration 60: (EM) log likelihood = -28685.313
Iteration 61: (EM) log likelihood = -28679.986
Iteration 62: (EM) log likelihood = -28675.03
Iteration 63: (EM) log likelihood = -28669.118
Iteration 64: (EM) log likelihood = -28662.569
Iteration 65: (EM) log likelihood = -28657.097
Iteration 66: (EM) log likelihood = -28652.209
Iteration 67: (EM) log likelihood = -28646.925
Iteration 68: (EM) log likelihood = -28642.005
Iteration 69: (EM) log likelihood = -28636.756
Iteration 70: (EM) log likelihood = -28631.528
Iteration 71: (EM) log likelihood = -28627.162
Iteration 72: (EM) log likelihood = -28622.605
Iteration 73: (EM) log likelihood = -28617.969
Iteration 74: (EM) log likelihood = -28613.637
Iteration 75: (EM) log likelihood = -28609.719
Iteration 76: (EM) log likelihood = -28606.246
Iteration 77: (EM) log likelihood = -28602.163
Iteration 78: (EM) log likelihood = -28598.911
Iteration 79: (EM) log likelihood = -28596.087
Iteration 80: (EM) log likelihood = -28593.342
Iteration 81: (EM) log likelihood = -28590.754
Iteration 82: (EM) log likelihood = -28588.381
Iteration 83: (EM) log likelihood = -28586.252
Iteration 84: (EM) log likelihood = -28584.285
Iteration 85: (EM) log likelihood = -28582.183
Iteration 86: (EM) log likelihood = -28579.415
Iteration 87: (EM) log likelihood = -28577.315
Iteration 88: (EM) log likelihood = -28575.289
Iteration 89: (EM) log likelihood = -28573.485
Iteration 90: (EM) log likelihood = -28571.11
Iteration 91: (EM) log likelihood = -28568.679
Iteration 92: (EM) log likelihood = -28566.608
Iteration 93: (EM) log likelihood = -28564.095
Iteration 94: (EM) log likelihood = -28562.267
Iteration 95: (EM) log likelihood = -28560.581
Iteration 96: (EM) log likelihood = -28558.663
Iteration 97: (EM) log likelihood = -28556.9
Iteration 98: (EM) log likelihood = -28555.105
Iteration 99: (EM) log likelihood = -28552.674
Iteration 100: (EM) log likelihood = -28550.735
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.9989
Iteration 1: (class) log likelihood = -7875.9989
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29886.298
Iteration 1: (outcome) log likelihood = -29137.105
Iteration 2: (outcome) log likelihood = -28869.585
Iteration 3: (outcome) log likelihood = -28827.968
Iteration 4: (outcome) log likelihood = -28821.241
Iteration 5: (outcome) log likelihood = -28819.734
Iteration 6: (outcome) log likelihood = -28819.424
Iteration 7: (outcome) log likelihood = -28819.357
Iteration 8: (outcome) log likelihood = -28819.342
Iteration 9: (outcome) log likelihood = -28819.338
Iteration 10: (outcome) log likelihood = -28819.338 (not concave)
Iteration 11: (outcome) log likelihood = -28819.338 (not concave)
Iteration 12: (outcome) log likelihood = -28819.338 (not concave)
Iteration 13: (outcome) log likelihood = -28819.338 (not concave)
Iteration 14: (outcome) log likelihood = -28819.338 (not concave)
Iteration 15: (outcome) log likelihood = -28819.338 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36628.923
Iteration 1: (EM) log likelihood = -36434.676
Iteration 2: (EM) log likelihood = -35997.84
Iteration 3: (EM) log likelihood = -35140.864
Iteration 4: (EM) log likelihood = -34033.621
Iteration 5: (EM) log likelihood = -33107.694
Iteration 6: (EM) log likelihood = -32381.496
Iteration 7: (EM) log likelihood = -31809.777
Iteration 8: (EM) log likelihood = -31367.105
Iteration 9: (EM) log likelihood = -31026.38
Iteration 10: (EM) log likelihood = -30789.616
Iteration 11: (EM) log likelihood = -30619.626
Iteration 12: (EM) log likelihood = -30488.678
Iteration 13: (EM) log likelihood = -30378.302
Iteration 14: (EM) log likelihood = -30271.963
Iteration 15: (EM) log likelihood = -30172.223
Iteration 16: (EM) log likelihood = -30065.147
Iteration 17: (EM) log likelihood = -29957.303
Iteration 18: (EM) log likelihood = -29847.612
Iteration 19: (EM) log likelihood = -29740.172
Iteration 20: (EM) log likelihood = -29638.408
Iteration 21: (EM) log likelihood = -29548.765
Iteration 22: (EM) log likelihood = -29466.962
Iteration 23: (EM) log likelihood = -29395.504
Iteration 24: (EM) log likelihood = -29333.771
Iteration 25: (EM) log likelihood = -29286.197
Iteration 26: (EM) log likelihood = -29246.415
Iteration 27: (EM) log likelihood = -29210.169
Iteration 28: (EM) log likelihood = -29180.853
Iteration 29: (EM) log likelihood = -29154.629
Iteration 30: (EM) log likelihood = -29130.32
Iteration 31: (EM) log likelihood = -29107.106
Iteration 32: (EM) log likelihood = -29087.884
Iteration 33: (EM) log likelihood = -29067.58
Iteration 34: (EM) log likelihood = -29050.282
Iteration 35: (EM) log likelihood = -29033.986
Iteration 36: (EM) log likelihood = -29018.353
Iteration 37: (EM) log likelihood = -29003.44
Iteration 38: (EM) log likelihood = -28990.936
Iteration 39: (EM) log likelihood = -28976.034
Iteration 40: (EM) log likelihood = -28964.212
Iteration 41: (EM) log likelihood = -28947.738
Iteration 42: (EM) log likelihood = -28935.713
Iteration 43: (EM) log likelihood = -28925.714
Iteration 44: (EM) log likelihood = -28916.357
Iteration 45: (EM) log likelihood = -28907.633
Iteration 46: (EM) log likelihood = -28899.83
Iteration 47: (EM) log likelihood = -28891.311
Iteration 48: (EM) log likelihood = -28883.174
Iteration 49: (EM) log likelihood = -28874.774
Iteration 50: (EM) log likelihood = -28865.743
Iteration 51: (EM) log likelihood = -28859.422
Iteration 52: (EM) log likelihood = -28852.954
Iteration 53: (EM) log likelihood = -28846.103
Iteration 54: (EM) log likelihood = -28840.883
Iteration 55: (EM) log likelihood = -28835.904
Iteration 56: (EM) log likelihood = -28831.038
Iteration 57: (EM) log likelihood = -28824.823
Iteration 58: (EM) log likelihood = -28817.845
Iteration 59: (EM) log likelihood = -28810.925
Iteration 60: (EM) log likelihood = -28806.648
Iteration 61: (EM) log likelihood = -28801.844
Iteration 62: (EM) log likelihood = -28798.157
Iteration 63: (EM) log likelihood = -28792.591
Iteration 64: (EM) log likelihood = -28787.261
Iteration 65: (EM) log likelihood = -28783.632
Iteration 66: (EM) log likelihood = -28780.131
Iteration 67: (EM) log likelihood = -28775.47
Iteration 68: (EM) log likelihood = -28772.417
Iteration 69: (EM) log likelihood = -28770.11
Iteration 70: (EM) log likelihood = -28766.785
Iteration 71: (EM) log likelihood = -28762.111
Iteration 72: (EM) log likelihood = -28757.088
Iteration 73: (EM) log likelihood = -28751.73
Iteration 74: (EM) log likelihood = -28748.599
Iteration 75: (EM) log likelihood = -28746.098
Iteration 76: (EM) log likelihood = -28744.462
Iteration 77: (EM) log likelihood = -28741.97
Iteration 78: (EM) log likelihood = -28738.996
Iteration 79: (EM) log likelihood = -28737.284
Iteration 80: (EM) log likelihood = -28734.814
Iteration 81: (EM) log likelihood = -28731.656
Iteration 82: (EM) log likelihood = -28728.296
Iteration 83: (EM) log likelihood = -28724.241
Iteration 84: (EM) log likelihood = -28722.508
Iteration 85: (EM) log likelihood = -28719.768
Iteration 86: (EM) log likelihood = -28715.713
Iteration 87: (EM) log likelihood = -28713.203
Iteration 88: (EM) log likelihood = -28710.414
Iteration 89: (EM) log likelihood = -28707.107
Iteration 90: (EM) log likelihood = -28704.084
Iteration 91: (EM) log likelihood = -28700.597
Iteration 92: (EM) log likelihood = -28696.324
Iteration 93: (EM) log likelihood = -28693.289
Iteration 94: (EM) log likelihood = -28689.731
Iteration 95: (EM) log likelihood = -28687.674
Iteration 96: (EM) log likelihood = -28683.446
Iteration 97: (EM) log likelihood = -28680.83
Iteration 98: (EM) log likelihood = -28678.476
Iteration 99: (EM) log likelihood = -28675.925
Iteration 100: (EM) log likelihood = -28673.639
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.4945
Iteration 1: (class) log likelihood = -7875.4945
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29906.077
Iteration 1: (outcome) log likelihood = -29074.063
Iteration 2: (outcome) log likelihood = -28861.008
Iteration 3: (outcome) log likelihood = -28825.149
Iteration 4: (outcome) log likelihood = -28817.521
Iteration 5: (outcome) log likelihood = -28816.115
Iteration 6: (outcome) log likelihood = -28815.869
Iteration 7: (outcome) log likelihood = -28815.813
Iteration 8: (outcome) log likelihood = -28815.799
Iteration 9: (outcome) log likelihood = -28815.797 (not concave)
Iteration 10: (outcome) log likelihood = -28815.797 (not concave)
Iteration 11: (outcome) log likelihood = -28815.797 (not concave)
Iteration 12: (outcome) log likelihood = -28815.797 (not concave)
Iteration 13: (outcome) log likelihood = -28815.797 (not concave)
Iteration 14: (outcome) log likelihood = -28815.797 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36621.398
Iteration 1: (EM) log likelihood = -36391.017
Iteration 2: (EM) log likelihood = -35892.473
Iteration 3: (EM) log likelihood = -34986.461
Iteration 4: (EM) log likelihood = -33775.135
Iteration 5: (EM) log likelihood = -32740.13
Iteration 6: (EM) log likelihood = -32035.295
Iteration 7: (EM) log likelihood = -31564.675
Iteration 8: (EM) log likelihood = -31213.487
Iteration 9: (EM) log likelihood = -30913.128
Iteration 10: (EM) log likelihood = -30650.698
Iteration 11: (EM) log likelihood = -30431.873
Iteration 12: (EM) log likelihood = -30254.418
Iteration 13: (EM) log likelihood = -30100.882
Iteration 14: (EM) log likelihood = -29990.46
Iteration 15: (EM) log likelihood = -29891.58
Iteration 16: (EM) log likelihood = -29809.366
Iteration 17: (EM) log likelihood = -29729.052
Iteration 18: (EM) log likelihood = -29654.627
Iteration 19: (EM) log likelihood = -29579.143
Iteration 20: (EM) log likelihood = -29504.115
Iteration 21: (EM) log likelihood = -29432.466
Iteration 22: (EM) log likelihood = -29365.077
Iteration 23: (EM) log likelihood = -29303.231
Iteration 24: (EM) log likelihood = -29250.871
Iteration 25: (EM) log likelihood = -29208.167
Iteration 26: (EM) log likelihood = -29171.062
Iteration 27: (EM) log likelihood = -29142.379
Iteration 28: (EM) log likelihood = -29119.088
Iteration 29: (EM) log likelihood = -29102.836
Iteration 30: (EM) log likelihood = -29090.253
Iteration 31: (EM) log likelihood = -29075.13
Iteration 32: (EM) log likelihood = -29060.977
Iteration 33: (EM) log likelihood = -29051.737
Iteration 34: (EM) log likelihood = -29044.555
Iteration 35: (EM) log likelihood = -29035.31
Iteration 36: (EM) log likelihood = -29028.576
Iteration 37: (EM) log likelihood = -29021.936
Iteration 38: (EM) log likelihood = -29015.617
Iteration 39: (EM) log likelihood = -29009.681
Iteration 40: (EM) log likelihood = -29003.268
Iteration 41: (EM) log likelihood = -28997.188
Iteration 42: (EM) log likelihood = -28989.999
Iteration 43: (EM) log likelihood = -28983.152
Iteration 44: (EM) log likelihood = -28976.849
Iteration 45: (EM) log likelihood = -28967.991
Iteration 46: (EM) log likelihood = -28961.264
Iteration 47: (EM) log likelihood = -28954.248
Iteration 48: (EM) log likelihood = -28945.371
Iteration 49: (EM) log likelihood = -28936.553
Iteration 50: (EM) log likelihood = -28929.366
Iteration 51: (EM) log likelihood = -28922.052
Iteration 52: (EM) log likelihood = -28914.727
Iteration 53: (EM) log likelihood = -28907.551
Iteration 54: (EM) log likelihood = -28899.823
Iteration 55: (EM) log likelihood = -28891.984
Iteration 56: (EM) log likelihood = -28882.246
Iteration 57: (EM) log likelihood = -28870.914
Iteration 58: (EM) log likelihood = -28862.469
Iteration 59: (EM) log likelihood = -28854.032
Iteration 60: (EM) log likelihood = -28844.585
Iteration 61: (EM) log likelihood = -28835.887
Iteration 62: (EM) log likelihood = -28827.297
Iteration 63: (EM) log likelihood = -28819.259
Iteration 64: (EM) log likelihood = -28810.943
Iteration 65: (EM) log likelihood = -28802.439
Iteration 66: (EM) log likelihood = -28794.779
Iteration 67: (EM) log likelihood = -28785.768
Iteration 68: (EM) log likelihood = -28777.85
Iteration 69: (EM) log likelihood = -28770.388
Iteration 70: (EM) log likelihood = -28762.955
Iteration 71: (EM) log likelihood = -28754.005
Iteration 72: (EM) log likelihood = -28745.995
Iteration 73: (EM) log likelihood = -28738.331
Iteration 74: (EM) log likelihood = -28732.116
Iteration 75: (EM) log likelihood = -28725.126
Iteration 76: (EM) log likelihood = -28717.493
Iteration 77: (EM) log likelihood = -28712.099
Iteration 78: (EM) log likelihood = -28706.269
Iteration 79: (EM) log likelihood = -28698.04
Iteration 80: (EM) log likelihood = -28691.629
Iteration 81: (EM) log likelihood = -28686.184
Iteration 82: (EM) log likelihood = -28682.332
Iteration 83: (EM) log likelihood = -28678.855
Iteration 84: (EM) log likelihood = -28673.687
Iteration 85: (EM) log likelihood = -28665.276
Iteration 86: (EM) log likelihood = -28661.856
Iteration 87: (EM) log likelihood = -28658.779
Iteration 88: (EM) log likelihood = -28655.223
Iteration 89: (EM) log likelihood = -28652.736
Iteration 90: (EM) log likelihood = -28649.136
Iteration 91: (EM) log likelihood = -28646.731
Iteration 92: (EM) log likelihood = -28644.031
Iteration 93: (EM) log likelihood = -28640.682
Iteration 94: (EM) log likelihood = -28637.366
Iteration 95: (EM) log likelihood = -28633.917
Iteration 96: (EM) log likelihood = -28630.845
Iteration 97: (EM) log likelihood = -28628.411
Iteration 98: (EM) log likelihood = -28625.387
Iteration 99: (EM) log likelihood = -28622.542
Iteration 100: (EM) log likelihood = -28621.131
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.8105
Iteration 1: (class) log likelihood = -7874.8105
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29808.701
Iteration 1: (outcome) log likelihood = -29046.919
Iteration 2: (outcome) log likelihood = -28833.426
Iteration 3: (outcome) log likelihood = -28800.67
Iteration 4: (outcome) log likelihood = -28795.062
Iteration 5: (outcome) log likelihood = -28793.734
Iteration 6: (outcome) log likelihood = -28793.463
Iteration 7: (outcome) log likelihood = -28793.405
Iteration 8: (outcome) log likelihood = -28793.392
Iteration 9: (outcome) log likelihood = -28793.389
Iteration 10: (outcome) log likelihood = -28793.388 (not concave)
Iteration 11: (outcome) log likelihood = -28793.388 (not concave)
Iteration 12: (outcome) log likelihood = -28793.388 (not concave)
Iteration 13: (outcome) log likelihood = -28793.388 (not concave)
Iteration 14: (outcome) log likelihood = -28793.388 (not concave)
Iteration 15: (outcome) log likelihood = -28793.388 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36607.231
Iteration 1: (EM) log likelihood = -36438.159
Iteration 2: (EM) log likelihood = -36147.187
Iteration 3: (EM) log likelihood = -35651.396
Iteration 4: (EM) log likelihood = -34825.455
Iteration 5: (EM) log likelihood = -33805.795
Iteration 6: (EM) log likelihood = -32881.079
Iteration 7: (EM) log likelihood = -32180.756
Iteration 8: (EM) log likelihood = -31653.193
Iteration 9: (EM) log likelihood = -31209.838
Iteration 10: (EM) log likelihood = -30823.056
Iteration 11: (EM) log likelihood = -30486.504
Iteration 12: (EM) log likelihood = -30199.543
Iteration 13: (EM) log likelihood = -29963.74
Iteration 14: (EM) log likelihood = -29787.107
Iteration 15: (EM) log likelihood = -29645.451
Iteration 16: (EM) log likelihood = -29535.978
Iteration 17: (EM) log likelihood = -29442.793
Iteration 18: (EM) log likelihood = -29357.311
Iteration 19: (EM) log likelihood = -29283.086
Iteration 20: (EM) log likelihood = -29212.201
Iteration 21: (EM) log likelihood = -29142.167
Iteration 22: (EM) log likelihood = -29079.622
Iteration 23: (EM) log likelihood = -29022.14
Iteration 24: (EM) log likelihood = -28966.805
Iteration 25: (EM) log likelihood = -28915.945
Iteration 26: (EM) log likelihood = -28867.982
Iteration 27: (EM) log likelihood = -28830.228
Iteration 28: (EM) log likelihood = -28797.142
Iteration 29: (EM) log likelihood = -28770.005
Iteration 30: (EM) log likelihood = -28747.432
Iteration 31: (EM) log likelihood = -28729.173
Iteration 32: (EM) log likelihood = -28708.945
Iteration 33: (EM) log likelihood = -28687.948
Iteration 34: (EM) log likelihood = -28673.747
Iteration 35: (EM) log likelihood = -28662.314
Iteration 36: (EM) log likelihood = -28653.298
Iteration 37: (EM) log likelihood = -28645.409
Iteration 38: (EM) log likelihood = -28638.021
Iteration 39: (EM) log likelihood = -28631.718
Iteration 40: (EM) log likelihood = -28625.411
Iteration 41: (EM) log likelihood = -28620.179
Iteration 42: (EM) log likelihood = -28614.808
Iteration 43: (EM) log likelihood = -28610.578
Iteration 44: (EM) log likelihood = -28605.407
Iteration 45: (EM) log likelihood = -28600.881
Iteration 46: (EM) log likelihood = -28597.555
Iteration 47: (EM) log likelihood = -28594.52
Iteration 48: (EM) log likelihood = -28591.519
Iteration 49: (EM) log likelihood = -28588.949
Iteration 50: (EM) log likelihood = -28585.944
Iteration 51: (EM) log likelihood = -28581.964
Iteration 52: (EM) log likelihood = -28579.752
Iteration 53: (EM) log likelihood = -28577.028
Iteration 54: (EM) log likelihood = -28574.197
Iteration 55: (EM) log likelihood = -28571.431
Iteration 56: (EM) log likelihood = -28569.389
Iteration 57: (EM) log likelihood = -28567.276
Iteration 58: (EM) log likelihood = -28564.261
Iteration 59: (EM) log likelihood = -28560.488
Iteration 60: (EM) log likelihood = -28556.746
Iteration 61: (EM) log likelihood = -28553.797
Iteration 62: (EM) log likelihood = -28550.905
Iteration 63: (EM) log likelihood = -28547.859
Iteration 64: (EM) log likelihood = -28544.462
Iteration 65: (EM) log likelihood = -28541.271
Iteration 66: (EM) log likelihood = -28537.25
Iteration 67: (EM) log likelihood = -28532.953
Iteration 68: (EM) log likelihood = -28527.902
Iteration 69: (EM) log likelihood = -28522.751
Iteration 70: (EM) log likelihood = -28517.379
Iteration 71: (EM) log likelihood = -28511.506
Iteration 72: (EM) log likelihood = -28504.75
Iteration 73: (EM) log likelihood = -28498.615
Iteration 74: (EM) log likelihood = -28492.119
Iteration 75: (EM) log likelihood = -28482.701
Iteration 76: (EM) log likelihood = -28476.132
Iteration 77: (EM) log likelihood = -28470.792
Iteration 78: (EM) log likelihood = -28464.849
Iteration 79: (EM) log likelihood = -28459.118
Iteration 80: (EM) log likelihood = -28452.647
Iteration 81: (EM) log likelihood = -28447.795
Iteration 82: (EM) log likelihood = -28441.522
Iteration 83: (EM) log likelihood = -28437.23
Iteration 84: (EM) log likelihood = -28430.778
Iteration 85: (EM) log likelihood = -28427.008
Iteration 86: (EM) log likelihood = -28424.134
Iteration 87: (EM) log likelihood = -28421.323
Iteration 88: (EM) log likelihood = -28418.689
Iteration 89: (EM) log likelihood = -28413.474
Iteration 90: (EM) log likelihood = -28408.476
Iteration 91: (EM) log likelihood = -28404.32
Iteration 92: (EM) log likelihood = -28399.28
Iteration 93: (EM) log likelihood = -28397.074
Iteration 94: (EM) log likelihood = -28394.096
Iteration 95: (EM) log likelihood = -28392.005
Iteration 96: (EM) log likelihood = -28389.18
Iteration 97: (EM) log likelihood = -28387.156
Iteration 98: (EM) log likelihood = -28383.41
Iteration 99: (EM) log likelihood = -28376.873
Iteration 100: (EM) log likelihood = -28372.854
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7871.8874
Iteration 1: (class) log likelihood = -7871.8874
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30111.938
Iteration 1: (outcome) log likelihood = -29148.24
Iteration 2: (outcome) log likelihood = -28860.816
Iteration 3: (outcome) log likelihood = -28810.513
Iteration 4: (outcome) log likelihood = -28801.366
Iteration 5: (outcome) log likelihood = -28799.354
Iteration 6: (outcome) log likelihood = -28798.959
Iteration 7: (outcome) log likelihood = -28798.874
Iteration 8: (outcome) log likelihood = -28798.854
Iteration 9: (outcome) log likelihood = -28798.849
Iteration 10: (outcome) log likelihood = -28798.848 (not concave)
Iteration 11: (outcome) log likelihood = -28798.848 (not concave)
Iteration 12: (outcome) log likelihood = -28798.848 (not concave)
Iteration 13: (outcome) log likelihood = -28798.848 (not concave)
Iteration 14: (outcome) log likelihood = -28798.848 (not concave)
Iteration 15: (outcome) log likelihood = -28798.848 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36602.488
Iteration 1: (EM) log likelihood = -36392.599
Iteration 2: (EM) log likelihood = -35858.037
Iteration 3: (EM) log likelihood = -34912.957
Iteration 4: (EM) log likelihood = -33816.329
Iteration 5: (EM) log likelihood = -32857.015
Iteration 6: (EM) log likelihood = -32100.673
Iteration 7: (EM) log likelihood = -31544.38
Iteration 8: (EM) log likelihood = -31156.503
Iteration 9: (EM) log likelihood = -30885.112
Iteration 10: (EM) log likelihood = -30664.067
Iteration 11: (EM) log likelihood = -30463.991
Iteration 12: (EM) log likelihood = -30276.639
Iteration 13: (EM) log likelihood = -30105.633
Iteration 14: (EM) log likelihood = -29945.737
Iteration 15: (EM) log likelihood = -29806.001
Iteration 16: (EM) log likelihood = -29675.354
Iteration 17: (EM) log likelihood = -29552.164
Iteration 18: (EM) log likelihood = -29441.184
Iteration 19: (EM) log likelihood = -29342.386
Iteration 20: (EM) log likelihood = -29252.834
Iteration 21: (EM) log likelihood = -29176.756
Iteration 22: (EM) log likelihood = -29114.888
Iteration 23: (EM) log likelihood = -29058.858
Iteration 24: (EM) log likelihood = -29008.885
Iteration 25: (EM) log likelihood = -28966.933
Iteration 26: (EM) log likelihood = -28925.726
Iteration 27: (EM) log likelihood = -28881.009
Iteration 28: (EM) log likelihood = -28846.8
Iteration 29: (EM) log likelihood = -28817.765
Iteration 30: (EM) log likelihood = -28786.803
Iteration 31: (EM) log likelihood = -28755.639
Iteration 32: (EM) log likelihood = -28730.865
Iteration 33: (EM) log likelihood = -28706.381
Iteration 34: (EM) log likelihood = -28684.338
Iteration 35: (EM) log likelihood = -28662.883
Iteration 36: (EM) log likelihood = -28646.373
Iteration 37: (EM) log likelihood = -28629.993
Iteration 38: (EM) log likelihood = -28614.256
Iteration 39: (EM) log likelihood = -28602.406
Iteration 40: (EM) log likelihood = -28588.388
Iteration 41: (EM) log likelihood = -28575.954
Iteration 42: (EM) log likelihood = -28564.246
Iteration 43: (EM) log likelihood = -28554.426
Iteration 44: (EM) log likelihood = -28545.373
Iteration 45: (EM) log likelihood = -28536.488
Iteration 46: (EM) log likelihood = -28528.295
Iteration 47: (EM) log likelihood = -28520.491
Iteration 48: (EM) log likelihood = -28512.535
Iteration 49: (EM) log likelihood = -28504.88
Iteration 50: (EM) log likelihood = -28497.874
Iteration 51: (EM) log likelihood = -28490.594
Iteration 52: (EM) log likelihood = -28482.774
Iteration 53: (EM) log likelihood = -28475.126
Iteration 54: (EM) log likelihood = -28468.23
Iteration 55: (EM) log likelihood = -28461.171
Iteration 56: (EM) log likelihood = -28453.764
Iteration 57: (EM) log likelihood = -28447.408
Iteration 58: (EM) log likelihood = -28441.714
Iteration 59: (EM) log likelihood = -28436.326
Iteration 60: (EM) log likelihood = -28431.525
Iteration 61: (EM) log likelihood = -28426.716
Iteration 62: (EM) log likelihood = -28422.033
Iteration 63: (EM) log likelihood = -28415.406
Iteration 64: (EM) log likelihood = -28410.197
Iteration 65: (EM) log likelihood = -28404.84
Iteration 66: (EM) log likelihood = -28399.714
Iteration 67: (EM) log likelihood = -28395.212
Iteration 68: (EM) log likelihood = -28389.075
Iteration 69: (EM) log likelihood = -28384.015
Iteration 70: (EM) log likelihood = -28379.038
Iteration 71: (EM) log likelihood = -28373.784
Iteration 72: (EM) log likelihood = -28368.236
Iteration 73: (EM) log likelihood = -28363.592
Iteration 74: (EM) log likelihood = -28359.59
Iteration 75: (EM) log likelihood = -28355.387
Iteration 76: (EM) log likelihood = -28351.622
Iteration 77: (EM) log likelihood = -28347.84
Iteration 78: (EM) log likelihood = -28343.692
Iteration 79: (EM) log likelihood = -28340.341
Iteration 80: (EM) log likelihood = -28336.663
Iteration 81: (EM) log likelihood = -28331.585
Iteration 82: (EM) log likelihood = -28327.89
Iteration 83: (EM) log likelihood = -28324.489
Iteration 84: (EM) log likelihood = -28321.254
Iteration 85: (EM) log likelihood = -28318.36
Iteration 86: (EM) log likelihood = -28315.727
Iteration 87: (EM) log likelihood = -28312.76
Iteration 88: (EM) log likelihood = -28308.966
Iteration 89: (EM) log likelihood = -28302.786
Iteration 90: (EM) log likelihood = -28298.258
Iteration 91: (EM) log likelihood = -28294.093
Iteration 92: (EM) log likelihood = -28291.037
Iteration 93: (EM) log likelihood = -28288.336
Iteration 94: (EM) log likelihood = -28284.782
Iteration 95: (EM) log likelihood = -28282.364
Iteration 96: (EM) log likelihood = -28280.139
Iteration 97: (EM) log likelihood = -28277.281
Iteration 98: (EM) log likelihood = -28275.236
Iteration 99: (EM) log likelihood = -28273.478
Iteration 100: (EM) log likelihood = -28271.875
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.6729
Iteration 1: (class) log likelihood = -7874.6729
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30212.173
Iteration 1: (outcome) log likelihood = -29045.263
Iteration 2: (outcome) log likelihood = -28841.574
Iteration 3: (outcome) log likelihood = -28803.293
Iteration 4: (outcome) log likelihood = -28794.81
Iteration 5: (outcome) log likelihood = -28793.191
Iteration 6: (outcome) log likelihood = -28792.908
Iteration 7: (outcome) log likelihood = -28792.844
Iteration 8: (outcome) log likelihood = -28792.828
Iteration 9: (outcome) log likelihood = -28792.825
Iteration 10: (outcome) log likelihood = -28792.824 (not concave)
Iteration 11: (outcome) log likelihood = -28792.824 (not concave)
Iteration 12: (outcome) log likelihood = -28792.824 (not concave)
Iteration 13: (outcome) log likelihood = -28792.824 (not concave)
Iteration 14: (outcome) log likelihood = -28792.824 (not concave)
Iteration 15: (outcome) log likelihood = -28792.824 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36572.14
Iteration 1: (EM) log likelihood = -36231.109
Iteration 2: (EM) log likelihood = -35362.478
Iteration 3: (EM) log likelihood = -34103.732
Iteration 4: (EM) log likelihood = -33023.678
Iteration 5: (EM) log likelihood = -32237.669
Iteration 6: (EM) log likelihood = -31677.645
Iteration 7: (EM) log likelihood = -31250.562
Iteration 8: (EM) log likelihood = -30884.513
Iteration 9: (EM) log likelihood = -30573.534
Iteration 10: (EM) log likelihood = -30313.932
Iteration 11: (EM) log likelihood = -30112.597
Iteration 12: (EM) log likelihood = -29949.863
Iteration 13: (EM) log likelihood = -29807.088
Iteration 14: (EM) log likelihood = -29687.714
Iteration 15: (EM) log likelihood = -29576.661
Iteration 16: (EM) log likelihood = -29480.271
Iteration 17: (EM) log likelihood = -29393.574
Iteration 18: (EM) log likelihood = -29316.095
Iteration 19: (EM) log likelihood = -29246.861
Iteration 20: (EM) log likelihood = -29183.686
Iteration 21: (EM) log likelihood = -29125.577
Iteration 22: (EM) log likelihood = -29078.189
Iteration 23: (EM) log likelihood = -29037.985
Iteration 24: (EM) log likelihood = -29002.273
Iteration 25: (EM) log likelihood = -28972.526
Iteration 26: (EM) log likelihood = -28948.467
Iteration 27: (EM) log likelihood = -28926.033
Iteration 28: (EM) log likelihood = -28905.009
Iteration 29: (EM) log likelihood = -28887.884
Iteration 30: (EM) log likelihood = -28872.117
Iteration 31: (EM) log likelihood = -28857.242
Iteration 32: (EM) log likelihood = -28845.36
Iteration 33: (EM) log likelihood = -28834.178
Iteration 34: (EM) log likelihood = -28822.499
Iteration 35: (EM) log likelihood = -28811.968
Iteration 36: (EM) log likelihood = -28801.691
Iteration 37: (EM) log likelihood = -28791.407
Iteration 38: (EM) log likelihood = -28780.293
Iteration 39: (EM) log likelihood = -28770.18
Iteration 40: (EM) log likelihood = -28760.498
Iteration 41: (EM) log likelihood = -28752.342
Iteration 42: (EM) log likelihood = -28743.951
Iteration 43: (EM) log likelihood = -28737.408
Iteration 44: (EM) log likelihood = -28731.561
Iteration 45: (EM) log likelihood = -28725.873
Iteration 46: (EM) log likelihood = -28721.23
Iteration 47: (EM) log likelihood = -28717.313
Iteration 48: (EM) log likelihood = -28712.704
Iteration 49: (EM) log likelihood = -28709.028
Iteration 50: (EM) log likelihood = -28705.019
Iteration 51: (EM) log likelihood = -28700.931
Iteration 52: (EM) log likelihood = -28697.549
Iteration 53: (EM) log likelihood = -28694.742
Iteration 54: (EM) log likelihood = -28692.084
Iteration 55: (EM) log likelihood = -28689.651
Iteration 56: (EM) log likelihood = -28686.714
Iteration 57: (EM) log likelihood = -28684.258
Iteration 58: (EM) log likelihood = -28682.169
Iteration 59: (EM) log likelihood = -28680.341
Iteration 60: (EM) log likelihood = -28678.166
Iteration 61: (EM) log likelihood = -28676.154
Iteration 62: (EM) log likelihood = -28674.3
Iteration 63: (EM) log likelihood = -28672.789
Iteration 64: (EM) log likelihood = -28670.879
Iteration 65: (EM) log likelihood = -28669.072
Iteration 66: (EM) log likelihood = -28666.602
Iteration 67: (EM) log likelihood = -28664.748
Iteration 68: (EM) log likelihood = -28663.177
Iteration 69: (EM) log likelihood = -28661.381
Iteration 70: (EM) log likelihood = -28659.446
Iteration 71: (EM) log likelihood = -28658.008
Iteration 72: (EM) log likelihood = -28656.408
Iteration 73: (EM) log likelihood = -28654.829
Iteration 74: (EM) log likelihood = -28653.542
Iteration 75: (EM) log likelihood = -28651.52
Iteration 76: (EM) log likelihood = -28650.428
Iteration 77: (EM) log likelihood = -28648.624
Iteration 78: (EM) log likelihood = -28647.237
Iteration 79: (EM) log likelihood = -28645.744
Iteration 80: (EM) log likelihood = -28644.555
Iteration 81: (EM) log likelihood = -28642.665
Iteration 82: (EM) log likelihood = -28641.746
Iteration 83: (EM) log likelihood = -28640.521
Iteration 84: (EM) log likelihood = -28639.238
Iteration 85: (EM) log likelihood = -28637.92
Iteration 86: (EM) log likelihood = -28636.885
Iteration 87: (EM) log likelihood = -28635.941
Iteration 88: (EM) log likelihood = -28634.851
Iteration 89: (EM) log likelihood = -28633.465
Iteration 90: (EM) log likelihood = -28631.841
Iteration 91: (EM) log likelihood = -28630.838
Iteration 92: (EM) log likelihood = -28629.648
Iteration 93: (EM) log likelihood = -28628.485
Iteration 94: (EM) log likelihood = -28627.035
Iteration 95: (EM) log likelihood = -28626.047
Iteration 96: (EM) log likelihood = -28624.921
Iteration 97: (EM) log likelihood = -28623.728
Iteration 98: (EM) log likelihood = -28622.014
Iteration 99: (EM) log likelihood = -28621.052
Iteration 100: (EM) log likelihood = -28619.764
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.2113
Iteration 1: (class) log likelihood = -7873.2113
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29729.549
Iteration 1: (outcome) log likelihood = -29061.827
Iteration 2: (outcome) log likelihood = -28849.695
Iteration 3: (outcome) log likelihood = -28816.686
Iteration 4: (outcome) log likelihood = -28810.68
Iteration 5: (outcome) log likelihood = -28809.307
Iteration 6: (outcome) log likelihood = -28809.036
Iteration 7: (outcome) log likelihood = -28808.99
Iteration 8: (outcome) log likelihood = -28808.979
Iteration 9: (outcome) log likelihood = -28808.976
Iteration 10: (outcome) log likelihood = -28808.976 (not concave)
Iteration 11: (outcome) log likelihood = -28808.976 (not concave)
Iteration 12: (outcome) log likelihood = -28808.976 (not concave)
Iteration 13: (outcome) log likelihood = -28808.976 (not concave)
Iteration 14: (outcome) log likelihood = -28808.976 (not concave)
Iteration 15: (outcome) log likelihood = -28808.976 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36627.568
Iteration 1: (EM) log likelihood = -36434.432
Iteration 2: (EM) log likelihood = -35917.175
Iteration 3: (EM) log likelihood = -34958.065
Iteration 4: (EM) log likelihood = -33799.666
Iteration 5: (EM) log likelihood = -32797.436
Iteration 6: (EM) log likelihood = -32071.339
Iteration 7: (EM) log likelihood = -31558.19
Iteration 8: (EM) log likelihood = -31157.986
Iteration 9: (EM) log likelihood = -30823.093
Iteration 10: (EM) log likelihood = -30529.371
Iteration 11: (EM) log likelihood = -30281.58
Iteration 12: (EM) log likelihood = -30060.997
Iteration 13: (EM) log likelihood = -29869.867
Iteration 14: (EM) log likelihood = -29705.775
Iteration 15: (EM) log likelihood = -29572.613
Iteration 16: (EM) log likelihood = -29464.277
Iteration 17: (EM) log likelihood = -29378.713
Iteration 18: (EM) log likelihood = -29305.961
Iteration 19: (EM) log likelihood = -29238.556
Iteration 20: (EM) log likelihood = -29179.565
Iteration 21: (EM) log likelihood = -29123.341
Iteration 22: (EM) log likelihood = -29072.665
Iteration 23: (EM) log likelihood = -29023.205
Iteration 24: (EM) log likelihood = -28979.863
Iteration 25: (EM) log likelihood = -28941.537
Iteration 26: (EM) log likelihood = -28905.161
Iteration 27: (EM) log likelihood = -28870.624
Iteration 28: (EM) log likelihood = -28838.193
Iteration 29: (EM) log likelihood = -28809.833
Iteration 30: (EM) log likelihood = -28785.639
Iteration 31: (EM) log likelihood = -28765.614
Iteration 32: (EM) log likelihood = -28749
Iteration 33: (EM) log likelihood = -28733.901
Iteration 34: (EM) log likelihood = -28722.298
Iteration 35: (EM) log likelihood = -28712.96
Iteration 36: (EM) log likelihood = -28704.643
Iteration 37: (EM) log likelihood = -28699.077
Iteration 38: (EM) log likelihood = -28693.232
Iteration 39: (EM) log likelihood = -28688.441
Iteration 40: (EM) log likelihood = -28684.213
Iteration 41: (EM) log likelihood = -28679.662
Iteration 42: (EM) log likelihood = -28675.818
Iteration 43: (EM) log likelihood = -28672.062
Iteration 44: (EM) log likelihood = -28668.542
Iteration 45: (EM) log likelihood = -28665.549
Iteration 46: (EM) log likelihood = -28661.665
Iteration 47: (EM) log likelihood = -28658.391
Iteration 48: (EM) log likelihood = -28655.134
Iteration 49: (EM) log likelihood = -28652.676
Iteration 50: (EM) log likelihood = -28650.225
Iteration 51: (EM) log likelihood = -28647.602
Iteration 52: (EM) log likelihood = -28645.195
Iteration 53: (EM) log likelihood = -28642.7
Iteration 54: (EM) log likelihood = -28640.881
Iteration 55: (EM) log likelihood = -28638.956
Iteration 56: (EM) log likelihood = -28636.463
Iteration 57: (EM) log likelihood = -28634.846
Iteration 58: (EM) log likelihood = -28633.114
Iteration 59: (EM) log likelihood = -28631.358
Iteration 60: (EM) log likelihood = -28629.752
Iteration 61: (EM) log likelihood = -28628.211
Iteration 62: (EM) log likelihood = -28626.232
Iteration 63: (EM) log likelihood = -28624.496
Iteration 64: (EM) log likelihood = -28622.896
Iteration 65: (EM) log likelihood = -28621.652
Iteration 66: (EM) log likelihood = -28620.533
Iteration 67: (EM) log likelihood = -28619.447
Iteration 68: (EM) log likelihood = -28618.28
Iteration 69: (EM) log likelihood = -28617.118
Iteration 70: (EM) log likelihood = -28616.266
Iteration 71: (EM) log likelihood = -28615.332
Iteration 72: (EM) log likelihood = -28614.585
Iteration 73: (EM) log likelihood = -28613.598
Iteration 74: (EM) log likelihood = -28612.838
Iteration 75: (EM) log likelihood = -28612.13
Iteration 76: (EM) log likelihood = -28611.42
Iteration 77: (EM) log likelihood = -28610.396
Iteration 78: (EM) log likelihood = -28609.552
Iteration 79: (EM) log likelihood = -28608.835
Iteration 80: (EM) log likelihood = -28607.88
Iteration 81: (EM) log likelihood = -28607.109
Iteration 82: (EM) log likelihood = -28606.444
Iteration 83: (EM) log likelihood = -28605.814
Iteration 84: (EM) log likelihood = -28605.075
Iteration 85: (EM) log likelihood = -28604.121
Iteration 86: (EM) log likelihood = -28603.601
Iteration 87: (EM) log likelihood = -28603.334
Iteration 88: (EM) log likelihood = -28602.689
Iteration 89: (EM) log likelihood = -28602.072
Iteration 90: (EM) log likelihood = -28601.712
Iteration 91: (EM) log likelihood = -28601.336
Iteration 92: (EM) log likelihood = -28601.277
Iteration 93: (EM) log likelihood = -28600.836
Iteration 94: (EM) log likelihood = -28600.17
Iteration 95: (EM) log likelihood = -28599.836
Iteration 96: (EM) log likelihood = -28599.491
Iteration 97: (EM) log likelihood = -28599.216
Iteration 98: (EM) log likelihood = -28598.644
Iteration 99: (EM) log likelihood = -28598.17
Iteration 100: (EM) log likelihood = -28598.022
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.2285
Iteration 1: (class) log likelihood = -7874.2285
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29755.442
Iteration 1: (outcome) log likelihood = -29121.71
Iteration 2: (outcome) log likelihood = -28847.819
Iteration 3: (outcome) log likelihood = -28805.389
Iteration 4: (outcome) log likelihood = -28799.623
Iteration 5: (outcome) log likelihood = -28798.468
Iteration 6: (outcome) log likelihood = -28798.206
Iteration 7: (outcome) log likelihood = -28798.161
Iteration 8: (outcome) log likelihood = -28798.151
Iteration 9: (outcome) log likelihood = -28798.148
Iteration 10: (outcome) log likelihood = -28798.148 (not concave)
Iteration 11: (outcome) log likelihood = -28798.148 (not concave)
Iteration 12: (outcome) log likelihood = -28798.148 (not concave)
Iteration 13: (outcome) log likelihood = -28798.148 (not concave)
Iteration 14: (outcome) log likelihood = -28798.148 (not concave)
Iteration 15: (outcome) log likelihood = -28798.148 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36600.977
Iteration 1: (EM) log likelihood = -36380.12
Iteration 2: (EM) log likelihood = -35827.129
Iteration 3: (EM) log likelihood = -34880.488
Iteration 4: (EM) log likelihood = -33780.236
Iteration 5: (EM) log likelihood = -32750.519
Iteration 6: (EM) log likelihood = -31987.074
Iteration 7: (EM) log likelihood = -31464.81
Iteration 8: (EM) log likelihood = -31056.258
Iteration 9: (EM) log likelihood = -30706.086
Iteration 10: (EM) log likelihood = -30410.72
Iteration 11: (EM) log likelihood = -30167.008
Iteration 12: (EM) log likelihood = -29968.254
Iteration 13: (EM) log likelihood = -29798.114
Iteration 14: (EM) log likelihood = -29664.054
Iteration 15: (EM) log likelihood = -29550.128
Iteration 16: (EM) log likelihood = -29452.147
Iteration 17: (EM) log likelihood = -29363.834
Iteration 18: (EM) log likelihood = -29288.424
Iteration 19: (EM) log likelihood = -29221.073
Iteration 20: (EM) log likelihood = -29161.473
Iteration 21: (EM) log likelihood = -29108.142
Iteration 22: (EM) log likelihood = -29061.046
Iteration 23: (EM) log likelihood = -29018.822
Iteration 24: (EM) log likelihood = -28983.968
Iteration 25: (EM) log likelihood = -28950.027
Iteration 26: (EM) log likelihood = -28920.96
Iteration 27: (EM) log likelihood = -28893.662
Iteration 28: (EM) log likelihood = -28865.021
Iteration 29: (EM) log likelihood = -28837.224
Iteration 30: (EM) log likelihood = -28815.273
Iteration 31: (EM) log likelihood = -28794.504
Iteration 32: (EM) log likelihood = -28776.896
Iteration 33: (EM) log likelihood = -28760.518
Iteration 34: (EM) log likelihood = -28743.245
Iteration 35: (EM) log likelihood = -28722.447
Iteration 36: (EM) log likelihood = -28708.651
Iteration 37: (EM) log likelihood = -28697.64
Iteration 38: (EM) log likelihood = -28686.802
Iteration 39: (EM) log likelihood = -28678.858
Iteration 40: (EM) log likelihood = -28671.109
Iteration 41: (EM) log likelihood = -28662.11
Iteration 42: (EM) log likelihood = -28654.883
Iteration 43: (EM) log likelihood = -28647.775
Iteration 44: (EM) log likelihood = -28639.742
Iteration 45: (EM) log likelihood = -28629
Iteration 46: (EM) log likelihood = -28621.069
Iteration 47: (EM) log likelihood = -28614.081
Iteration 48: (EM) log likelihood = -28606.592
Iteration 49: (EM) log likelihood = -28598.279
Iteration 50: (EM) log likelihood = -28592.171
Iteration 51: (EM) log likelihood = -28583.484
Iteration 52: (EM) log likelihood = -28577.421
Iteration 53: (EM) log likelihood = -28571.388
Iteration 54: (EM) log likelihood = -28565.585
Iteration 55: (EM) log likelihood = -28557.975
Iteration 56: (EM) log likelihood = -28551.82
Iteration 57: (EM) log likelihood = -28544.991
Iteration 58: (EM) log likelihood = -28538.997
Iteration 59: (EM) log likelihood = -28532.998
Iteration 60: (EM) log likelihood = -28525.009
Iteration 61: (EM) log likelihood = -28515.958
Iteration 62: (EM) log likelihood = -28506.789
Iteration 63: (EM) log likelihood = -28496.274
Iteration 64: (EM) log likelihood = -28484.699
Iteration 65: (EM) log likelihood = -28477.073
Iteration 66: (EM) log likelihood = -28468.883
Iteration 67: (EM) log likelihood = -28457.197
Iteration 68: (EM) log likelihood = -28448.277
Iteration 69: (EM) log likelihood = -28440.014
Iteration 70: (EM) log likelihood = -28432.74
Iteration 71: (EM) log likelihood = -28425.364
Iteration 72: (EM) log likelihood = -28415.588
Iteration 73: (EM) log likelihood = -28405.55
Iteration 74: (EM) log likelihood = -28395.674
Iteration 75: (EM) log likelihood = -28385.459
Iteration 76: (EM) log likelihood = -28378.248
Iteration 77: (EM) log likelihood = -28371.205
Iteration 78: (EM) log likelihood = -28364.657
Iteration 79: (EM) log likelihood = -28357.587
Iteration 80: (EM) log likelihood = -28351.037
Iteration 81: (EM) log likelihood = -28342.819
Iteration 82: (EM) log likelihood = -28336.579
Iteration 83: (EM) log likelihood = -28328.94
Iteration 84: (EM) log likelihood = -28323.421
Iteration 85: (EM) log likelihood = -28318.454
Iteration 86: (EM) log likelihood = -28313.431
Iteration 87: (EM) log likelihood = -28306.944
Iteration 88: (EM) log likelihood = -28304.245
Iteration 89: (EM) log likelihood = -28298.898
Iteration 90: (EM) log likelihood = -28294.385
Iteration 91: (EM) log likelihood = -28290.376
Iteration 92: (EM) log likelihood = -28287.772
Iteration 93: (EM) log likelihood = -28284.682
Iteration 94: (EM) log likelihood = -28281.261
Iteration 95: (EM) log likelihood = -28279.954
Iteration 96: (EM) log likelihood = -28277.692
Iteration 97: (EM) log likelihood = -28275.742
Iteration 98: (EM) log likelihood = -28273.787
Iteration 99: (EM) log likelihood = -28269.82
Iteration 100: (EM) log likelihood = -28266.772
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.5658
Iteration 1: (class) log likelihood = -7877.5658
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29795.693
Iteration 1: (outcome) log likelihood = -29076.543
Iteration 2: (outcome) log likelihood = -28829.912
Iteration 3: (outcome) log likelihood = -28794.728
Iteration 4: (outcome) log likelihood = -28789.039
Iteration 5: (outcome) log likelihood = -28788.061
Iteration 6: (outcome) log likelihood = -28787.818
Iteration 7: (outcome) log likelihood = -28787.766
Iteration 8: (outcome) log likelihood = -28787.753
Iteration 9: (outcome) log likelihood = -28787.751 (not concave)
Iteration 10: (outcome) log likelihood = -28787.751 (not concave)
Iteration 11: (outcome) log likelihood = -28787.751 (not concave)
Iteration 12: (outcome) log likelihood = -28787.751 (not concave)
Iteration 13: (outcome) log likelihood = -28787.751 (not concave)
Iteration 14: (outcome) log likelihood = -28787.75 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36566.472
Iteration 1: (EM) log likelihood = -36223.989
Iteration 2: (EM) log likelihood = -35347.364
Iteration 3: (EM) log likelihood = -34136.215
Iteration 4: (EM) log likelihood = -33195.61
Iteration 5: (EM) log likelihood = -32510.068
Iteration 6: (EM) log likelihood = -31959.041
Iteration 7: (EM) log likelihood = -31533.503
Iteration 8: (EM) log likelihood = -31227.243
Iteration 9: (EM) log likelihood = -30999.025
Iteration 10: (EM) log likelihood = -30809.769
Iteration 11: (EM) log likelihood = -30627.569
Iteration 12: (EM) log likelihood = -30449.339
Iteration 13: (EM) log likelihood = -30277.614
Iteration 14: (EM) log likelihood = -30121.51
Iteration 15: (EM) log likelihood = -29983.85
Iteration 16: (EM) log likelihood = -29860.075
Iteration 17: (EM) log likelihood = -29763.729
Iteration 18: (EM) log likelihood = -29684.615
Iteration 19: (EM) log likelihood = -29619.507
Iteration 20: (EM) log likelihood = -29563.024
Iteration 21: (EM) log likelihood = -29518.115
Iteration 22: (EM) log likelihood = -29477.656
Iteration 23: (EM) log likelihood = -29437.995
Iteration 24: (EM) log likelihood = -29398.149
Iteration 25: (EM) log likelihood = -29355.072
Iteration 26: (EM) log likelihood = -29311.854
Iteration 27: (EM) log likelihood = -29265.727
Iteration 28: (EM) log likelihood = -29218.053
Iteration 29: (EM) log likelihood = -29167.187
Iteration 30: (EM) log likelihood = -29123.811
Iteration 31: (EM) log likelihood = -29084.358
Iteration 32: (EM) log likelihood = -29049.852
Iteration 33: (EM) log likelihood = -29014.887
Iteration 34: (EM) log likelihood = -28982.942
Iteration 35: (EM) log likelihood = -28955.529
Iteration 36: (EM) log likelihood = -28932.173
Iteration 37: (EM) log likelihood = -28911.567
Iteration 38: (EM) log likelihood = -28893.626
Iteration 39: (EM) log likelihood = -28874.752
Iteration 40: (EM) log likelihood = -28856.564
Iteration 41: (EM) log likelihood = -28839.695
Iteration 42: (EM) log likelihood = -28826.199
Iteration 43: (EM) log likelihood = -28811.516
Iteration 44: (EM) log likelihood = -28795.086
Iteration 45: (EM) log likelihood = -28780.247
Iteration 46: (EM) log likelihood = -28767.97
Iteration 47: (EM) log likelihood = -28755.617
Iteration 48: (EM) log likelihood = -28743.874
Iteration 49: (EM) log likelihood = -28733.881
Iteration 50: (EM) log likelihood = -28723.735
Iteration 51: (EM) log likelihood = -28710.418
Iteration 52: (EM) log likelihood = -28701.075
Iteration 53: (EM) log likelihood = -28690.385
Iteration 54: (EM) log likelihood = -28682.549
Iteration 55: (EM) log likelihood = -28673.275
Iteration 56: (EM) log likelihood = -28663.931
Iteration 57: (EM) log likelihood = -28651.621
Iteration 58: (EM) log likelihood = -28641.873
Iteration 59: (EM) log likelihood = -28633.231
Iteration 60: (EM) log likelihood = -28624.473
Iteration 61: (EM) log likelihood = -28617.628
Iteration 62: (EM) log likelihood = -28612.867
Iteration 63: (EM) log likelihood = -28604.925
Iteration 64: (EM) log likelihood = -28597.534
Iteration 65: (EM) log likelihood = -28592.701
Iteration 66: (EM) log likelihood = -28588.919
Iteration 67: (EM) log likelihood = -28582.152
Iteration 68: (EM) log likelihood = -28575.278
Iteration 69: (EM) log likelihood = -28569.134
Iteration 70: (EM) log likelihood = -28562.997
Iteration 71: (EM) log likelihood = -28555.143
Iteration 72: (EM) log likelihood = -28548.497
Iteration 73: (EM) log likelihood = -28540.998
Iteration 74: (EM) log likelihood = -28536.266
Iteration 75: (EM) log likelihood = -28532.786
Iteration 76: (EM) log likelihood = -28527.757
Iteration 77: (EM) log likelihood = -28522.383
Iteration 78: (EM) log likelihood = -28517.994
Iteration 79: (EM) log likelihood = -28512.962
Iteration 80: (EM) log likelihood = -28509.514
Iteration 81: (EM) log likelihood = -28504.507
Iteration 82: (EM) log likelihood = -28502.022
Iteration 83: (EM) log likelihood = -28499.423
Iteration 84: (EM) log likelihood = -28496.025
Iteration 85: (EM) log likelihood = -28493.565
Iteration 86: (EM) log likelihood = -28490.251
Iteration 87: (EM) log likelihood = -28486.708
Iteration 88: (EM) log likelihood = -28482.355
Iteration 89: (EM) log likelihood = -28477.719
Iteration 90: (EM) log likelihood = -28471.429
Iteration 91: (EM) log likelihood = -28468.027
Iteration 92: (EM) log likelihood = -28463.986
Iteration 93: (EM) log likelihood = -28460.483
Iteration 94: (EM) log likelihood = -28456.569
Iteration 95: (EM) log likelihood = -28453.776
Iteration 96: (EM) log likelihood = -28451.171
Iteration 97: (EM) log likelihood = -28447.241
Iteration 98: (EM) log likelihood = -28444.712
Iteration 99: (EM) log likelihood = -28442.188
Iteration 100: (EM) log likelihood = -28439.783
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.9997
Iteration 1: (class) log likelihood = -7876.9997
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30290.094
Iteration 1: (outcome) log likelihood = -29104.583
Iteration 2: (outcome) log likelihood = -28879.955
Iteration 3: (outcome) log likelihood = -28829.08
Iteration 4: (outcome) log likelihood = -28820.377
Iteration 5: (outcome) log likelihood = -28818.304
Iteration 6: (outcome) log likelihood = -28817.891
Iteration 7: (outcome) log likelihood = -28817.8
Iteration 8: (outcome) log likelihood = -28817.78
Iteration 9: (outcome) log likelihood = -28817.775
Iteration 10: (outcome) log likelihood = -28817.774 (not concave)
Iteration 11: (outcome) log likelihood = -28817.774 (not concave)
Iteration 12: (outcome) log likelihood = -28817.774 (not concave)
Iteration 13: (outcome) log likelihood = -28817.774 (not concave)
Iteration 14: (outcome) log likelihood = -28817.774 (not concave)
Iteration 15: (outcome) log likelihood = -28817.774 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36623.175
Iteration 1: (EM) log likelihood = -36407.873
Iteration 2: (EM) log likelihood = -35854.714
Iteration 3: (EM) log likelihood = -34786.752
Iteration 4: (EM) log likelihood = -33547.393
Iteration 5: (EM) log likelihood = -32636.093
Iteration 6: (EM) log likelihood = -32055.043
Iteration 7: (EM) log likelihood = -31628.451
Iteration 8: (EM) log likelihood = -31255.052
Iteration 9: (EM) log likelihood = -30913.38
Iteration 10: (EM) log likelihood = -30604.064
Iteration 11: (EM) log likelihood = -30331.18
Iteration 12: (EM) log likelihood = -30093.548
Iteration 13: (EM) log likelihood = -29890.103
Iteration 14: (EM) log likelihood = -29717.767
Iteration 15: (EM) log likelihood = -29572.38
Iteration 16: (EM) log likelihood = -29448.36
Iteration 17: (EM) log likelihood = -29349.281
Iteration 18: (EM) log likelihood = -29267.697
Iteration 19: (EM) log likelihood = -29200.237
Iteration 20: (EM) log likelihood = -29141.573
Iteration 21: (EM) log likelihood = -29094.554
Iteration 22: (EM) log likelihood = -29053.79
Iteration 23: (EM) log likelihood = -29014.784
Iteration 24: (EM) log likelihood = -28984.965
Iteration 25: (EM) log likelihood = -28958.124
Iteration 26: (EM) log likelihood = -28934.064
Iteration 27: (EM) log likelihood = -28911.917
Iteration 28: (EM) log likelihood = -28890.047
Iteration 29: (EM) log likelihood = -28867.609
Iteration 30: (EM) log likelihood = -28845.035
Iteration 31: (EM) log likelihood = -28828.874
Iteration 32: (EM) log likelihood = -28817.294
Iteration 33: (EM) log likelihood = -28806.793
Iteration 34: (EM) log likelihood = -28797.273
Iteration 35: (EM) log likelihood = -28787.488
Iteration 36: (EM) log likelihood = -28779.154
Iteration 37: (EM) log likelihood = -28770.149
Iteration 38: (EM) log likelihood = -28760.62
Iteration 39: (EM) log likelihood = -28752.778
Iteration 40: (EM) log likelihood = -28746.166
Iteration 41: (EM) log likelihood = -28739.372
Iteration 42: (EM) log likelihood = -28732.523
Iteration 43: (EM) log likelihood = -28725.267
Iteration 44: (EM) log likelihood = -28718.691
Iteration 45: (EM) log likelihood = -28710.744
Iteration 46: (EM) log likelihood = -28704.579
Iteration 47: (EM) log likelihood = -28696.368
Iteration 48: (EM) log likelihood = -28689.16
Iteration 49: (EM) log likelihood = -28681.177
Iteration 50: (EM) log likelihood = -28674.436
Iteration 51: (EM) log likelihood = -28667.954
Iteration 52: (EM) log likelihood = -28660.378
Iteration 53: (EM) log likelihood = -28653.801
Iteration 54: (EM) log likelihood = -28648.214
Iteration 55: (EM) log likelihood = -28642.477
Iteration 56: (EM) log likelihood = -28636.645
Iteration 57: (EM) log likelihood = -28629.554
Iteration 58: (EM) log likelihood = -28623.24
Iteration 59: (EM) log likelihood = -28612.386
Iteration 60: (EM) log likelihood = -28604.306
Iteration 61: (EM) log likelihood = -28597.56
Iteration 62: (EM) log likelihood = -28587.094
Iteration 63: (EM) log likelihood = -28579.172
Iteration 64: (EM) log likelihood = -28572.78
Iteration 65: (EM) log likelihood = -28567.738
Iteration 66: (EM) log likelihood = -28559.988
Iteration 67: (EM) log likelihood = -28554.753
Iteration 68: (EM) log likelihood = -28550.581
Iteration 69: (EM) log likelihood = -28546.595
Iteration 70: (EM) log likelihood = -28542.493
Iteration 71: (EM) log likelihood = -28535.792
Iteration 72: (EM) log likelihood = -28530.201
Iteration 73: (EM) log likelihood = -28526.799
Iteration 74: (EM) log likelihood = -28522.208
Iteration 75: (EM) log likelihood = -28518.496
Iteration 76: (EM) log likelihood = -28514.69
Iteration 77: (EM) log likelihood = -28511.101
Iteration 78: (EM) log likelihood = -28507.552
Iteration 79: (EM) log likelihood = -28501.917
Iteration 80: (EM) log likelihood = -28497.733
Iteration 81: (EM) log likelihood = -28491.538
Iteration 82: (EM) log likelihood = -28487.358
Iteration 83: (EM) log likelihood = -28481.932
Iteration 84: (EM) log likelihood = -28474.662
Iteration 85: (EM) log likelihood = -28469.094
Iteration 86: (EM) log likelihood = -28464.689
Iteration 87: (EM) log likelihood = -28459.61
Iteration 88: (EM) log likelihood = -28455.57
Iteration 89: (EM) log likelihood = -28451.545
Iteration 90: (EM) log likelihood = -28447.621
Iteration 91: (EM) log likelihood = -28443.803
Iteration 92: (EM) log likelihood = -28439.194
Iteration 93: (EM) log likelihood = -28434.229
Iteration 94: (EM) log likelihood = -28428.862
Iteration 95: (EM) log likelihood = -28423.625
Iteration 96: (EM) log likelihood = -28419.486
Iteration 97: (EM) log likelihood = -28415.334
Iteration 98: (EM) log likelihood = -28410.007
Iteration 99: (EM) log likelihood = -28404.354
Iteration 100: (EM) log likelihood = -28400.212
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.575
Iteration 1: (class) log likelihood = -7876.575
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29852.399
Iteration 1: (outcome) log likelihood = -29085.423
Iteration 2: (outcome) log likelihood = -28850.63
Iteration 3: (outcome) log likelihood = -28810.908
Iteration 4: (outcome) log likelihood = -28803.496
Iteration 5: (outcome) log likelihood = -28801.868
Iteration 6: (outcome) log likelihood = -28801.552
Iteration 7: (outcome) log likelihood = -28801.483
Iteration 8: (outcome) log likelihood = -28801.467
Iteration 9: (outcome) log likelihood = -28801.464
Iteration 10: (outcome) log likelihood = -28801.463 (not concave)
Iteration 11: (outcome) log likelihood = -28801.463 (not concave)
Iteration 12: (outcome) log likelihood = -28801.463 (not concave)
Iteration 13: (outcome) log likelihood = -28801.463 (not concave)
Iteration 14: (outcome) log likelihood = -28801.463 (not concave)
Iteration 15: (outcome) log likelihood = -28801.463 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36605.121
Iteration 1: (EM) log likelihood = -36334.188
Iteration 2: (EM) log likelihood = -35577.116
Iteration 3: (EM) log likelihood = -34326.53
Iteration 4: (EM) log likelihood = -33320.21
Iteration 5: (EM) log likelihood = -32660.074
Iteration 6: (EM) log likelihood = -32144.931
Iteration 7: (EM) log likelihood = -31693.767
Iteration 8: (EM) log likelihood = -31295.836
Iteration 9: (EM) log likelihood = -30943.509
Iteration 10: (EM) log likelihood = -30627.29
Iteration 11: (EM) log likelihood = -30336.741
Iteration 12: (EM) log likelihood = -30081.309
Iteration 13: (EM) log likelihood = -29861.449
Iteration 14: (EM) log likelihood = -29679.609
Iteration 15: (EM) log likelihood = -29532.125
Iteration 16: (EM) log likelihood = -29406.481
Iteration 17: (EM) log likelihood = -29309.37
Iteration 18: (EM) log likelihood = -29229.075
Iteration 19: (EM) log likelihood = -29159.52
Iteration 20: (EM) log likelihood = -29102.64
Iteration 21: (EM) log likelihood = -29057.71
Iteration 22: (EM) log likelihood = -29020.599
Iteration 23: (EM) log likelihood = -28988.908
Iteration 24: (EM) log likelihood = -28961.954
Iteration 25: (EM) log likelihood = -28936.274
Iteration 26: (EM) log likelihood = -28914.683
Iteration 27: (EM) log likelihood = -28897.73
Iteration 28: (EM) log likelihood = -28882.392
Iteration 29: (EM) log likelihood = -28865.353
Iteration 30: (EM) log likelihood = -28851.658
Iteration 31: (EM) log likelihood = -28835.632
Iteration 32: (EM) log likelihood = -28821.883
Iteration 33: (EM) log likelihood = -28807.016
Iteration 34: (EM) log likelihood = -28794.002
Iteration 35: (EM) log likelihood = -28780.452
Iteration 36: (EM) log likelihood = -28764.535
Iteration 37: (EM) log likelihood = -28751.316
Iteration 38: (EM) log likelihood = -28735.728
Iteration 39: (EM) log likelihood = -28722.744
Iteration 40: (EM) log likelihood = -28711.891
Iteration 41: (EM) log likelihood = -28703.177
Iteration 42: (EM) log likelihood = -28693.606
Iteration 43: (EM) log likelihood = -28685.538
Iteration 44: (EM) log likelihood = -28675.753
Iteration 45: (EM) log likelihood = -28665.257
Iteration 46: (EM) log likelihood = -28653.549
Iteration 47: (EM) log likelihood = -28642.788
Iteration 48: (EM) log likelihood = -28633.672
Iteration 49: (EM) log likelihood = -28627.637
Iteration 50: (EM) log likelihood = -28621.481
Iteration 51: (EM) log likelihood = -28616.164
Iteration 52: (EM) log likelihood = -28611.892
Iteration 53: (EM) log likelihood = -28607.975
Iteration 54: (EM) log likelihood = -28604.307
Iteration 55: (EM) log likelihood = -28600.641
Iteration 56: (EM) log likelihood = -28597.071
Iteration 57: (EM) log likelihood = -28593.267
Iteration 58: (EM) log likelihood = -28590.148
Iteration 59: (EM) log likelihood = -28587.132
Iteration 60: (EM) log likelihood = -28584.307
Iteration 61: (EM) log likelihood = -28581.49
Iteration 62: (EM) log likelihood = -28578.716
Iteration 63: (EM) log likelihood = -28575.996
Iteration 64: (EM) log likelihood = -28569.67
Iteration 65: (EM) log likelihood = -28564.582
Iteration 66: (EM) log likelihood = -28560.923
Iteration 67: (EM) log likelihood = -28554.452
Iteration 68: (EM) log likelihood = -28551.302
Iteration 69: (EM) log likelihood = -28547.947
Iteration 70: (EM) log likelihood = -28542.005
Iteration 71: (EM) log likelihood = -28538.33
Iteration 72: (EM) log likelihood = -28535.898
Iteration 73: (EM) log likelihood = -28534.09
Iteration 74: (EM) log likelihood = -28531.426
Iteration 75: (EM) log likelihood = -28528.152
Iteration 76: (EM) log likelihood = -28526.228
Iteration 77: (EM) log likelihood = -28523.701
Iteration 78: (EM) log likelihood = -28520.86
Iteration 79: (EM) log likelihood = -28519.096
Iteration 80: (EM) log likelihood = -28517.389
Iteration 81: (EM) log likelihood = -28516.041
Iteration 82: (EM) log likelihood = -28514.481
Iteration 83: (EM) log likelihood = -28512.952
Iteration 84: (EM) log likelihood = -28511.416
Iteration 85: (EM) log likelihood = -28508.977
Iteration 86: (EM) log likelihood = -28507.591
Iteration 87: (EM) log likelihood = -28506.281
Iteration 88: (EM) log likelihood = -28505.074
Iteration 89: (EM) log likelihood = -28503.891
Iteration 90: (EM) log likelihood = -28502.661
Iteration 91: (EM) log likelihood = -28501.549
Iteration 92: (EM) log likelihood = -28500.352
Iteration 93: (EM) log likelihood = -28499.21
Iteration 94: (EM) log likelihood = -28498.078
Iteration 95: (EM) log likelihood = -28496.046
Iteration 96: (EM) log likelihood = -28495.074
Iteration 97: (EM) log likelihood = -28494.047
Iteration 98: (EM) log likelihood = -28493.05
Iteration 99: (EM) log likelihood = -28491.882
Iteration 100: (EM) log likelihood = -28490.949
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.6967
Iteration 1: (class) log likelihood = -7876.6967
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29932.551
Iteration 1: (outcome) log likelihood = -29068.838
Iteration 2: (outcome) log likelihood = -28853.864
Iteration 3: (outcome) log likelihood = -28815.622
Iteration 4: (outcome) log likelihood = -28809.132
Iteration 5: (outcome) log likelihood = -28807.67
Iteration 6: (outcome) log likelihood = -28807.335
Iteration 7: (outcome) log likelihood = -28807.264
Iteration 8: (outcome) log likelihood = -28807.251
Iteration 9: (outcome) log likelihood = -28807.25 (not concave)
Iteration 10: (outcome) log likelihood = -28807.249 (not concave)
Iteration 11: (outcome) log likelihood = -28807.249 (not concave)
Iteration 12: (outcome) log likelihood = -28807.249 (not concave)
Iteration 13: (outcome) log likelihood = -28807.249 (not concave)
Iteration 14: (outcome) log likelihood = -28807.249 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36615.343
Iteration 1: (EM) log likelihood = -36407.688
Iteration 2: (EM) log likelihood = -35887.688
Iteration 3: (EM) log likelihood = -34902.99
Iteration 4: (EM) log likelihood = -33850.571
Iteration 5: (EM) log likelihood = -33018.298
Iteration 6: (EM) log likelihood = -32347.448
Iteration 7: (EM) log likelihood = -31779.997
Iteration 8: (EM) log likelihood = -31325.241
Iteration 9: (EM) log likelihood = -30974.215
Iteration 10: (EM) log likelihood = -30700.07
Iteration 11: (EM) log likelihood = -30479.511
Iteration 12: (EM) log likelihood = -30298.729
Iteration 13: (EM) log likelihood = -30148.42
Iteration 14: (EM) log likelihood = -30026.889
Iteration 15: (EM) log likelihood = -29926.114
Iteration 16: (EM) log likelihood = -29842.901
Iteration 17: (EM) log likelihood = -29768.488
Iteration 18: (EM) log likelihood = -29694.342
Iteration 19: (EM) log likelihood = -29621.5
Iteration 20: (EM) log likelihood = -29551.063
Iteration 21: (EM) log likelihood = -29480.131
Iteration 22: (EM) log likelihood = -29411.655
Iteration 23: (EM) log likelihood = -29346.333
Iteration 24: (EM) log likelihood = -29284.441
Iteration 25: (EM) log likelihood = -29224.667
Iteration 26: (EM) log likelihood = -29171.267
Iteration 27: (EM) log likelihood = -29129.206
Iteration 28: (EM) log likelihood = -29093.336
Iteration 29: (EM) log likelihood = -29061.072
Iteration 30: (EM) log likelihood = -29033.944
Iteration 31: (EM) log likelihood = -29010.227
Iteration 32: (EM) log likelihood = -28993.866
Iteration 33: (EM) log likelihood = -28979.87
Iteration 34: (EM) log likelihood = -28967.449
Iteration 35: (EM) log likelihood = -28956
Iteration 36: (EM) log likelihood = -28946.087
Iteration 37: (EM) log likelihood = -28936.563
Iteration 38: (EM) log likelihood = -28926.804
Iteration 39: (EM) log likelihood = -28917.834
Iteration 40: (EM) log likelihood = -28909.295
Iteration 41: (EM) log likelihood = -28902.005
Iteration 42: (EM) log likelihood = -28894.975
Iteration 43: (EM) log likelihood = -28888.673
Iteration 44: (EM) log likelihood = -28882.201
Iteration 45: (EM) log likelihood = -28875.65
Iteration 46: (EM) log likelihood = -28869.82
Iteration 47: (EM) log likelihood = -28865.645
Iteration 48: (EM) log likelihood = -28859.62
Iteration 49: (EM) log likelihood = -28853.712
Iteration 50: (EM) log likelihood = -28848.905
Iteration 51: (EM) log likelihood = -28844.166
Iteration 52: (EM) log likelihood = -28839.887
Iteration 53: (EM) log likelihood = -28835.94
Iteration 54: (EM) log likelihood = -28832.218
Iteration 55: (EM) log likelihood = -28828.458
Iteration 56: (EM) log likelihood = -28824.362
Iteration 57: (EM) log likelihood = -28820.933
Iteration 58: (EM) log likelihood = -28816.248
Iteration 59: (EM) log likelihood = -28812.883
Iteration 60: (EM) log likelihood = -28808.669
Iteration 61: (EM) log likelihood = -28805.506
Iteration 62: (EM) log likelihood = -28801.443
Iteration 63: (EM) log likelihood = -28798.4
Iteration 64: (EM) log likelihood = -28795.742
Iteration 65: (EM) log likelihood = -28792.292
Iteration 66: (EM) log likelihood = -28788.984
Iteration 67: (EM) log likelihood = -28786.332
Iteration 68: (EM) log likelihood = -28782.834
Iteration 69: (EM) log likelihood = -28779.354
Iteration 70: (EM) log likelihood = -28776.446
Iteration 71: (EM) log likelihood = -28773.638
Iteration 72: (EM) log likelihood = -28770.102
Iteration 73: (EM) log likelihood = -28766.261
Iteration 74: (EM) log likelihood = -28763.077
Iteration 75: (EM) log likelihood = -28759.657
Iteration 76: (EM) log likelihood = -28757.824
Iteration 77: (EM) log likelihood = -28754.325
Iteration 78: (EM) log likelihood = -28751.707
Iteration 79: (EM) log likelihood = -28747.986
Iteration 80: (EM) log likelihood = -28744.805
Iteration 81: (EM) log likelihood = -28741.004
Iteration 82: (EM) log likelihood = -28738.133
Iteration 83: (EM) log likelihood = -28734.983
Iteration 84: (EM) log likelihood = -28732.716
Iteration 85: (EM) log likelihood = -28729.576
Iteration 86: (EM) log likelihood = -28726.172
Iteration 87: (EM) log likelihood = -28723.044
Iteration 88: (EM) log likelihood = -28720.474
Iteration 89: (EM) log likelihood = -28717.318
Iteration 90: (EM) log likelihood = -28713.835
Iteration 91: (EM) log likelihood = -28709.868
Iteration 92: (EM) log likelihood = -28706.691
Iteration 93: (EM) log likelihood = -28703.284
Iteration 94: (EM) log likelihood = -28699.621
Iteration 95: (EM) log likelihood = -28696.557
Iteration 96: (EM) log likelihood = -28693.688
Iteration 97: (EM) log likelihood = -28690.978
Iteration 98: (EM) log likelihood = -28688.044
Iteration 99: (EM) log likelihood = -28685.475
Iteration 100: (EM) log likelihood = -28682.727
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.573
Iteration 1: (class) log likelihood = -7875.573
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30075.352
Iteration 1: (outcome) log likelihood = -29090.09
Iteration 2: (outcome) log likelihood = -28846.958
Iteration 3: (outcome) log likelihood = -28804.333
Iteration 4: (outcome) log likelihood = -28796.378
Iteration 5: (outcome) log likelihood = -28794.578
Iteration 6: (outcome) log likelihood = -28794.189
Iteration 7: (outcome) log likelihood = -28794.1
Iteration 8: (outcome) log likelihood = -28794.086
Iteration 9: (outcome) log likelihood = -28794.084 (not concave)
Iteration 10: (outcome) log likelihood = -28794.084 (not concave)
Iteration 11: (outcome) log likelihood = -28794.084 (not concave)
Iteration 12: (outcome) log likelihood = -28794.084 (not concave)
Iteration 13: (outcome) log likelihood = -28794.084 (not concave)
Iteration 14: (outcome) log likelihood = -28794.084 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36621.602
Iteration 1: (EM) log likelihood = -36457.033
Iteration 2: (EM) log likelihood = -36047.698
Iteration 3: (EM) log likelihood = -35174.982
Iteration 4: (EM) log likelihood = -33922.443
Iteration 5: (EM) log likelihood = -32848.305
Iteration 6: (EM) log likelihood = -32126.974
Iteration 7: (EM) log likelihood = -31649.987
Iteration 8: (EM) log likelihood = -31303.001
Iteration 9: (EM) log likelihood = -31024.383
Iteration 10: (EM) log likelihood = -30777.886
Iteration 11: (EM) log likelihood = -30549.386
Iteration 12: (EM) log likelihood = -30339.925
Iteration 13: (EM) log likelihood = -30154.82
Iteration 14: (EM) log likelihood = -29992.23
Iteration 15: (EM) log likelihood = -29849.428
Iteration 16: (EM) log likelihood = -29722.366
Iteration 17: (EM) log likelihood = -29608.879
Iteration 18: (EM) log likelihood = -29509.833
Iteration 19: (EM) log likelihood = -29418.837
Iteration 20: (EM) log likelihood = -29334.423
Iteration 21: (EM) log likelihood = -29266.017
Iteration 22: (EM) log likelihood = -29207.81
Iteration 23: (EM) log likelihood = -29155.273
Iteration 24: (EM) log likelihood = -29109.831
Iteration 25: (EM) log likelihood = -29069.97
Iteration 26: (EM) log likelihood = -29032.754
Iteration 27: (EM) log likelihood = -29002.89
Iteration 28: (EM) log likelihood = -28970.777
Iteration 29: (EM) log likelihood = -28941.321
Iteration 30: (EM) log likelihood = -28914.08
Iteration 31: (EM) log likelihood = -28887.359
Iteration 32: (EM) log likelihood = -28862.222
Iteration 33: (EM) log likelihood = -28839.145
Iteration 34: (EM) log likelihood = -28814.939
Iteration 35: (EM) log likelihood = -28796.8
Iteration 36: (EM) log likelihood = -28780.368
Iteration 37: (EM) log likelihood = -28763.901
Iteration 38: (EM) log likelihood = -28749.824
Iteration 39: (EM) log likelihood = -28734.8
Iteration 40: (EM) log likelihood = -28723.523
Iteration 41: (EM) log likelihood = -28714.128
Iteration 42: (EM) log likelihood = -28703.097
Iteration 43: (EM) log likelihood = -28693.77
Iteration 44: (EM) log likelihood = -28683.026
Iteration 45: (EM) log likelihood = -28674.253
Iteration 46: (EM) log likelihood = -28665.411
Iteration 47: (EM) log likelihood = -28657.091
Iteration 48: (EM) log likelihood = -28648.756
Iteration 49: (EM) log likelihood = -28641.124
Iteration 50: (EM) log likelihood = -28633.311
Iteration 51: (EM) log likelihood = -28624.297
Iteration 52: (EM) log likelihood = -28616.642
Iteration 53: (EM) log likelihood = -28607.962
Iteration 54: (EM) log likelihood = -28600.385
Iteration 55: (EM) log likelihood = -28593.18
Iteration 56: (EM) log likelihood = -28586.198
Iteration 57: (EM) log likelihood = -28578.848
Iteration 58: (EM) log likelihood = -28570.119
Iteration 59: (EM) log likelihood = -28562.676
Iteration 60: (EM) log likelihood = -28555.711
Iteration 61: (EM) log likelihood = -28549.125
Iteration 62: (EM) log likelihood = -28542.208
Iteration 63: (EM) log likelihood = -28535.588
Iteration 64: (EM) log likelihood = -28528.65
Iteration 65: (EM) log likelihood = -28522.318
Iteration 66: (EM) log likelihood = -28516.046
Iteration 67: (EM) log likelihood = -28510.091
Iteration 68: (EM) log likelihood = -28503.966
Iteration 69: (EM) log likelihood = -28498.041
Iteration 70: (EM) log likelihood = -28492.231
Iteration 71: (EM) log likelihood = -28485.855
Iteration 72: (EM) log likelihood = -28480.275
Iteration 73: (EM) log likelihood = -28472.622
Iteration 74: (EM) log likelihood = -28466.066
Iteration 75: (EM) log likelihood = -28459.693
Iteration 76: (EM) log likelihood = -28454.204
Iteration 77: (EM) log likelihood = -28447.208
Iteration 78: (EM) log likelihood = -28440.95
Iteration 79: (EM) log likelihood = -28436.099
Iteration 80: (EM) log likelihood = -28429.571
Iteration 81: (EM) log likelihood = -28424.269
Iteration 82: (EM) log likelihood = -28419.343
Iteration 83: (EM) log likelihood = -28411.788
Iteration 84: (EM) log likelihood = -28406.082
Iteration 85: (EM) log likelihood = -28400.351
Iteration 86: (EM) log likelihood = -28395.919
Iteration 87: (EM) log likelihood = -28391.376
Iteration 88: (EM) log likelihood = -28387.257
Iteration 89: (EM) log likelihood = -28383.109
Iteration 90: (EM) log likelihood = -28379.539
Iteration 91: (EM) log likelihood = -28377
Iteration 92: (EM) log likelihood = -28373.016
Iteration 93: (EM) log likelihood = -28369.971
Iteration 94: (EM) log likelihood = -28365.681
Iteration 95: (EM) log likelihood = -28363.877
Iteration 96: (EM) log likelihood = -28360.971
Iteration 97: (EM) log likelihood = -28357.478
Iteration 98: (EM) log likelihood = -28353.705
Iteration 99: (EM) log likelihood = -28349.611
Iteration 100: (EM) log likelihood = -28345.486
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.1487
Iteration 1: (class) log likelihood = -7874.1487
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29862.395
Iteration 1: (outcome) log likelihood = -29043.037
Iteration 2: (outcome) log likelihood = -28846.233
Iteration 3: (outcome) log likelihood = -28812.301
Iteration 4: (outcome) log likelihood = -28805.997
Iteration 5: (outcome) log likelihood = -28804.656
Iteration 6: (outcome) log likelihood = -28804.333
Iteration 7: (outcome) log likelihood = -28804.264
Iteration 8: (outcome) log likelihood = -28804.249
Iteration 9: (outcome) log likelihood = -28804.246
Iteration 10: (outcome) log likelihood = -28804.245 (not concave)
Iteration 11: (outcome) log likelihood = -28804.245 (not concave)
Iteration 12: (outcome) log likelihood = -28804.245 (not concave)
Iteration 13: (outcome) log likelihood = -28804.245 (not concave)
Iteration 14: (outcome) log likelihood = -28804.245 (not concave)
Iteration 15: (outcome) log likelihood = -28804.245 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36610.075
Iteration 1: (EM) log likelihood = -36379.744
Iteration 2: (EM) log likelihood = -35832.78
Iteration 3: (EM) log likelihood = -34950.192
Iteration 4: (EM) log likelihood = -33869.89
Iteration 5: (EM) log likelihood = -32843.765
Iteration 6: (EM) log likelihood = -32089.227
Iteration 7: (EM) log likelihood = -31557.234
Iteration 8: (EM) log likelihood = -31170.502
Iteration 9: (EM) log likelihood = -30867.807
Iteration 10: (EM) log likelihood = -30621.958
Iteration 11: (EM) log likelihood = -30414.683
Iteration 12: (EM) log likelihood = -30235.255
Iteration 13: (EM) log likelihood = -30076.041
Iteration 14: (EM) log likelihood = -29940.017
Iteration 15: (EM) log likelihood = -29824.03
Iteration 16: (EM) log likelihood = -29724.001
Iteration 17: (EM) log likelihood = -29635.327
Iteration 18: (EM) log likelihood = -29563.207
Iteration 19: (EM) log likelihood = -29496.757
Iteration 20: (EM) log likelihood = -29427.926
Iteration 21: (EM) log likelihood = -29357.773
Iteration 22: (EM) log likelihood = -29291.718
Iteration 23: (EM) log likelihood = -29228.478
Iteration 24: (EM) log likelihood = -29165.073
Iteration 25: (EM) log likelihood = -29107.693
Iteration 26: (EM) log likelihood = -29055.855
Iteration 27: (EM) log likelihood = -29007.661
Iteration 28: (EM) log likelihood = -28962.061
Iteration 29: (EM) log likelihood = -28912.22
Iteration 30: (EM) log likelihood = -28857.654
Iteration 31: (EM) log likelihood = -28814.692
Iteration 32: (EM) log likelihood = -28777.215
Iteration 33: (EM) log likelihood = -28744.41
Iteration 34: (EM) log likelihood = -28717.17
Iteration 35: (EM) log likelihood = -28692.631
Iteration 36: (EM) log likelihood = -28669.983
Iteration 37: (EM) log likelihood = -28649.254
Iteration 38: (EM) log likelihood = -28631.979
Iteration 39: (EM) log likelihood = -28615.998
Iteration 40: (EM) log likelihood = -28597.493
Iteration 41: (EM) log likelihood = -28582.479
Iteration 42: (EM) log likelihood = -28565.189
Iteration 43: (EM) log likelihood = -28547.503
Iteration 44: (EM) log likelihood = -28529.569
Iteration 45: (EM) log likelihood = -28511.611
Iteration 46: (EM) log likelihood = -28493.245
Iteration 47: (EM) log likelihood = -28474.08
Iteration 48: (EM) log likelihood = -28458.062
Iteration 49: (EM) log likelihood = -28442.861
Iteration 50: (EM) log likelihood = -28429.15
Iteration 51: (EM) log likelihood = -28415.512
Iteration 52: (EM) log likelihood = -28403.268
Iteration 53: (EM) log likelihood = -28393.223
Iteration 54: (EM) log likelihood = -28383.193
Iteration 55: (EM) log likelihood = -28374.16
Iteration 56: (EM) log likelihood = -28365.062
Iteration 57: (EM) log likelihood = -28356.021
Iteration 58: (EM) log likelihood = -28348.33
Iteration 59: (EM) log likelihood = -28339.489
Iteration 60: (EM) log likelihood = -28332.285
Iteration 61: (EM) log likelihood = -28326.243
Iteration 62: (EM) log likelihood = -28320.647
Iteration 63: (EM) log likelihood = -28314.651
Iteration 64: (EM) log likelihood = -28309.943
Iteration 65: (EM) log likelihood = -28305.07
Iteration 66: (EM) log likelihood = -28301.315
Iteration 67: (EM) log likelihood = -28297.458
Iteration 68: (EM) log likelihood = -28293.091
Iteration 69: (EM) log likelihood = -28289.059
Iteration 70: (EM) log likelihood = -28285.769
Iteration 71: (EM) log likelihood = -28282.809
Iteration 72: (EM) log likelihood = -28279.657
Iteration 73: (EM) log likelihood = -28276.152
Iteration 74: (EM) log likelihood = -28272.791
Iteration 75: (EM) log likelihood = -28270.024
Iteration 76: (EM) log likelihood = -28267.328
Iteration 77: (EM) log likelihood = -28264.518
Iteration 78: (EM) log likelihood = -28262.277
Iteration 79: (EM) log likelihood = -28260.387
Iteration 80: (EM) log likelihood = -28258.926
Iteration 81: (EM) log likelihood = -28257.229
Iteration 82: (EM) log likelihood = -28255.436
Iteration 83: (EM) log likelihood = -28254.145
Iteration 84: (EM) log likelihood = -28252.652
Iteration 85: (EM) log likelihood = -28251.192
Iteration 86: (EM) log likelihood = -28249.473
Iteration 87: (EM) log likelihood = -28248.391
Iteration 88: (EM) log likelihood = -28246.998
Iteration 89: (EM) log likelihood = -28245.336
Iteration 90: (EM) log likelihood = -28240.037
Iteration 91: (EM) log likelihood = -28238.103
Iteration 92: (EM) log likelihood = -28236.644
Iteration 93: (EM) log likelihood = -28235.002
Iteration 94: (EM) log likelihood = -28235.116
Iteration 95: (EM) log likelihood = -28233.573
Iteration 96: (EM) log likelihood = -28232.049
Iteration 97: (EM) log likelihood = -28231.073
Iteration 98: (EM) log likelihood = -28230.406
Iteration 99: (EM) log likelihood = -28229.446
Iteration 100: (EM) log likelihood = -28228.834
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.4581
Iteration 1: (class) log likelihood = -7877.4581
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30103.347
Iteration 1: (outcome) log likelihood = -29053.273
Iteration 2: (outcome) log likelihood = -28860.42
Iteration 3: (outcome) log likelihood = -28822.763
Iteration 4: (outcome) log likelihood = -28814.765
Iteration 5: (outcome) log likelihood = -28812.989
Iteration 6: (outcome) log likelihood = -28812.646
Iteration 7: (outcome) log likelihood = -28812.566
Iteration 8: (outcome) log likelihood = -28812.547
Iteration 9: (outcome) log likelihood = -28812.543
Iteration 10: (outcome) log likelihood = -28812.542 (not concave)
Iteration 11: (outcome) log likelihood = -28812.542 (not concave)
Iteration 12: (outcome) log likelihood = -28812.542 (not concave)
Iteration 13: (outcome) log likelihood = -28812.542 (not concave)
Iteration 14: (outcome) log likelihood = -28812.542 (not concave)
Iteration 15: (outcome) log likelihood = -28812.542 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36636.198
Iteration 1: (EM) log likelihood = -36417.217
Iteration 2: (EM) log likelihood = -35778.464
Iteration 3: (EM) log likelihood = -34630.114
Iteration 4: (EM) log likelihood = -33495.609
Iteration 5: (EM) log likelihood = -32619.457
Iteration 6: (EM) log likelihood = -31949.48
Iteration 7: (EM) log likelihood = -31467.02
Iteration 8: (EM) log likelihood = -31119.536
Iteration 9: (EM) log likelihood = -30858.19
Iteration 10: (EM) log likelihood = -30656.784
Iteration 11: (EM) log likelihood = -30488.7
Iteration 12: (EM) log likelihood = -30339.913
Iteration 13: (EM) log likelihood = -30206.398
Iteration 14: (EM) log likelihood = -30083.567
Iteration 15: (EM) log likelihood = -29966.57
Iteration 16: (EM) log likelihood = -29867.346
Iteration 17: (EM) log likelihood = -29769.286
Iteration 18: (EM) log likelihood = -29673.158
Iteration 19: (EM) log likelihood = -29570.149
Iteration 20: (EM) log likelihood = -29483.081
Iteration 21: (EM) log likelihood = -29399.79
Iteration 22: (EM) log likelihood = -29320.733
Iteration 23: (EM) log likelihood = -29247.249
Iteration 24: (EM) log likelihood = -29176.987
Iteration 25: (EM) log likelihood = -29114.277
Iteration 26: (EM) log likelihood = -29061.3
Iteration 27: (EM) log likelihood = -29013.341
Iteration 28: (EM) log likelihood = -28969.416
Iteration 29: (EM) log likelihood = -28928.957
Iteration 30: (EM) log likelihood = -28892.371
Iteration 31: (EM) log likelihood = -28853.983
Iteration 32: (EM) log likelihood = -28820.641
Iteration 33: (EM) log likelihood = -28791.243
Iteration 34: (EM) log likelihood = -28763.028
Iteration 35: (EM) log likelihood = -28736.541
Iteration 36: (EM) log likelihood = -28709.828
Iteration 37: (EM) log likelihood = -28681.629
Iteration 38: (EM) log likelihood = -28654.17
Iteration 39: (EM) log likelihood = -28629.228
Iteration 40: (EM) log likelihood = -28607.213
Iteration 41: (EM) log likelihood = -28585.184
Iteration 42: (EM) log likelihood = -28567.077
Iteration 43: (EM) log likelihood = -28550.41
Iteration 44: (EM) log likelihood = -28534.527
Iteration 45: (EM) log likelihood = -28518.799
Iteration 46: (EM) log likelihood = -28506.018
Iteration 47: (EM) log likelihood = -28492.726
Iteration 48: (EM) log likelihood = -28480.563
Iteration 49: (EM) log likelihood = -28467.037
Iteration 50: (EM) log likelihood = -28455.15
Iteration 51: (EM) log likelihood = -28444.658
Iteration 52: (EM) log likelihood = -28435.153
Iteration 53: (EM) log likelihood = -28426.697
Iteration 54: (EM) log likelihood = -28418.84
Iteration 55: (EM) log likelihood = -28412.291
Iteration 56: (EM) log likelihood = -28406.669
Iteration 57: (EM) log likelihood = -28401.526
Iteration 58: (EM) log likelihood = -28394.737
Iteration 59: (EM) log likelihood = -28390.801
Iteration 60: (EM) log likelihood = -28384.626
Iteration 61: (EM) log likelihood = -28380.094
Iteration 62: (EM) log likelihood = -28375.755
Iteration 63: (EM) log likelihood = -28372.066
Iteration 64: (EM) log likelihood = -28368.322
Iteration 65: (EM) log likelihood = -28362.074
Iteration 66: (EM) log likelihood = -28358.79
Iteration 67: (EM) log likelihood = -28355.351
Iteration 68: (EM) log likelihood = -28351.704
Iteration 69: (EM) log likelihood = -28348.263
Iteration 70: (EM) log likelihood = -28345.478
Iteration 71: (EM) log likelihood = -28342.622
Iteration 72: (EM) log likelihood = -28339.821
Iteration 73: (EM) log likelihood = -28337.451
Iteration 74: (EM) log likelihood = -28335.297
Iteration 75: (EM) log likelihood = -28332.573
Iteration 76: (EM) log likelihood = -28330.942
Iteration 77: (EM) log likelihood = -28328.707
Iteration 78: (EM) log likelihood = -28327.177
Iteration 79: (EM) log likelihood = -28325.408
Iteration 80: (EM) log likelihood = -28323.93
Iteration 81: (EM) log likelihood = -28322.006
Iteration 82: (EM) log likelihood = -28320.356
Iteration 83: (EM) log likelihood = -28319.228
Iteration 84: (EM) log likelihood = -28318.102
Iteration 85: (EM) log likelihood = -28316.845
Iteration 86: (EM) log likelihood = -28315.706
Iteration 87: (EM) log likelihood = -28314.637
Iteration 88: (EM) log likelihood = -28313.734
Iteration 89: (EM) log likelihood = -28312.895
Iteration 90: (EM) log likelihood = -28312.003
Iteration 91: (EM) log likelihood = -28311.147
Iteration 92: (EM) log likelihood = -28310.438
Iteration 93: (EM) log likelihood = -28309.779
Iteration 94: (EM) log likelihood = -28308.918
Iteration 95: (EM) log likelihood = -28305.816
Iteration 96: (EM) log likelihood = -28305.084
Iteration 97: (EM) log likelihood = -28304.697
Iteration 98: (EM) log likelihood = -28303.851
Iteration 99: (EM) log likelihood = -28303.27
Iteration 100: (EM) log likelihood = -28303.067
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.8128
Iteration 1: (class) log likelihood = -7875.8128
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29841.72
Iteration 1: (outcome) log likelihood = -29039.001
Iteration 2: (outcome) log likelihood = -28854.303
Iteration 3: (outcome) log likelihood = -28819.671
Iteration 4: (outcome) log likelihood = -28812.893
Iteration 5: (outcome) log likelihood = -28811.583
Iteration 6: (outcome) log likelihood = -28811.271
Iteration 7: (outcome) log likelihood = -28811.209
Iteration 8: (outcome) log likelihood = -28811.199
Iteration 9: (outcome) log likelihood = -28811.196 (not concave)
Iteration 10: (outcome) log likelihood = -28811.196 (not concave)
Iteration 11: (outcome) log likelihood = -28811.196 (not concave)
Iteration 12: (outcome) log likelihood = -28811.196 (not concave)
Iteration 13: (outcome) log likelihood = -28811.196 (not concave)
Iteration 14: (outcome) log likelihood = -28811.196 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36641.565
Iteration 1: (EM) log likelihood = -36501.703
Iteration 2: (EM) log likelihood = -36191.502
Iteration 3: (EM) log likelihood = -35529.126
Iteration 4: (EM) log likelihood = -34426.849
Iteration 5: (EM) log likelihood = -33316.248
Iteration 6: (EM) log likelihood = -32474.221
Iteration 7: (EM) log likelihood = -31857.172
Iteration 8: (EM) log likelihood = -31380.376
Iteration 9: (EM) log likelihood = -30991.323
Iteration 10: (EM) log likelihood = -30671.157
Iteration 11: (EM) log likelihood = -30407.251
Iteration 12: (EM) log likelihood = -30198.034
Iteration 13: (EM) log likelihood = -30023.836
Iteration 14: (EM) log likelihood = -29875.404
Iteration 15: (EM) log likelihood = -29748.7
Iteration 16: (EM) log likelihood = -29640.53
Iteration 17: (EM) log likelihood = -29547.412
Iteration 18: (EM) log likelihood = -29463.63
Iteration 19: (EM) log likelihood = -29385.132
Iteration 20: (EM) log likelihood = -29313.57
Iteration 21: (EM) log likelihood = -29248.206
Iteration 22: (EM) log likelihood = -29185.303
Iteration 23: (EM) log likelihood = -29133.258
Iteration 24: (EM) log likelihood = -29085.388
Iteration 25: (EM) log likelihood = -29046.943
Iteration 26: (EM) log likelihood = -29013.156
Iteration 27: (EM) log likelihood = -28983.646
Iteration 28: (EM) log likelihood = -28955.872
Iteration 29: (EM) log likelihood = -28929.869
Iteration 30: (EM) log likelihood = -28903.847
Iteration 31: (EM) log likelihood = -28885.119
Iteration 32: (EM) log likelihood = -28868.676
Iteration 33: (EM) log likelihood = -28851.667
Iteration 34: (EM) log likelihood = -28832.552
Iteration 35: (EM) log likelihood = -28814.981
Iteration 36: (EM) log likelihood = -28798.756
Iteration 37: (EM) log likelihood = -28784.102
Iteration 38: (EM) log likelihood = -28766.418
Iteration 39: (EM) log likelihood = -28754.05
Iteration 40: (EM) log likelihood = -28743.157
Iteration 41: (EM) log likelihood = -28728.817
Iteration 42: (EM) log likelihood = -28718.396
Iteration 43: (EM) log likelihood = -28711.14
Iteration 44: (EM) log likelihood = -28705.508
Iteration 45: (EM) log likelihood = -28699.255
Iteration 46: (EM) log likelihood = -28694.666
Iteration 47: (EM) log likelihood = -28688.47
Iteration 48: (EM) log likelihood = -28684.753
Iteration 49: (EM) log likelihood = -28681.442
Iteration 50: (EM) log likelihood = -28678.882
Iteration 51: (EM) log likelihood = -28675.73
Iteration 52: (EM) log likelihood = -28671.584
Iteration 53: (EM) log likelihood = -28666.746
Iteration 54: (EM) log likelihood = -28660.101
Iteration 55: (EM) log likelihood = -28652.992
Iteration 56: (EM) log likelihood = -28646.925
Iteration 57: (EM) log likelihood = -28642.666
Iteration 58: (EM) log likelihood = -28638.519
Iteration 59: (EM) log likelihood = -28632.674
Iteration 60: (EM) log likelihood = -28627.956
Iteration 61: (EM) log likelihood = -28624.693
Iteration 62: (EM) log likelihood = -28621.921
Iteration 63: (EM) log likelihood = -28619.768
Iteration 64: (EM) log likelihood = -28617.189
Iteration 65: (EM) log likelihood = -28613.878
Iteration 66: (EM) log likelihood = -28610.981
Iteration 67: (EM) log likelihood = -28608.979
Iteration 68: (EM) log likelihood = -28606.522
Iteration 69: (EM) log likelihood = -28604.475
Iteration 70: (EM) log likelihood = -28602.767
Iteration 71: (EM) log likelihood = -28600.837
Iteration 72: (EM) log likelihood = -28598.62
Iteration 73: (EM) log likelihood = -28596.956
Iteration 74: (EM) log likelihood = -28595.445
Iteration 75: (EM) log likelihood = -28593.709
Iteration 76: (EM) log likelihood = -28592.195
Iteration 77: (EM) log likelihood = -28590.841
Iteration 78: (EM) log likelihood = -28589.531
Iteration 79: (EM) log likelihood = -28588.237
Iteration 80: (EM) log likelihood = -28586.805
Iteration 81: (EM) log likelihood = -28585.322
Iteration 82: (EM) log likelihood = -28583.35
Iteration 83: (EM) log likelihood = -28581.893
Iteration 84: (EM) log likelihood = -28580.489
Iteration 85: (EM) log likelihood = -28579.224
Iteration 86: (EM) log likelihood = -28578.075
Iteration 87: (EM) log likelihood = -28577.029
Iteration 88: (EM) log likelihood = -28575.966
Iteration 89: (EM) log likelihood = -28574.939
Iteration 90: (EM) log likelihood = -28573.925
Iteration 91: (EM) log likelihood = -28572.455
Iteration 92: (EM) log likelihood = -28571.707
Iteration 93: (EM) log likelihood = -28570.723
Iteration 94: (EM) log likelihood = -28569.702
Iteration 95: (EM) log likelihood = -28568.034
Iteration 96: (EM) log likelihood = -28565.283
Iteration 97: (EM) log likelihood = -28563.676
Iteration 98: (EM) log likelihood = -28561.656
Iteration 99: (EM) log likelihood = -28560.762
Iteration 100: (EM) log likelihood = -28559.234
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.6539
Iteration 1: (class) log likelihood = -7876.6539
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29927.831
Iteration 1: (outcome) log likelihood = -29069.384
Iteration 2: (outcome) log likelihood = -28861.695
Iteration 3: (outcome) log likelihood = -28815.684
Iteration 4: (outcome) log likelihood = -28808.862
Iteration 5: (outcome) log likelihood = -28807.285
Iteration 6: (outcome) log likelihood = -28806.943
Iteration 7: (outcome) log likelihood = -28806.867
Iteration 8: (outcome) log likelihood = -28806.855
Iteration 9: (outcome) log likelihood = -28806.852
Iteration 10: (outcome) log likelihood = -28806.851 (not concave)
Iteration 11: (outcome) log likelihood = -28806.851 (not concave)
Iteration 12: (outcome) log likelihood = -28806.851 (not concave)
Iteration 13: (outcome) log likelihood = -28806.851 (not concave)
Iteration 14: (outcome) log likelihood = -28806.851 (not concave)
Iteration 15: (outcome) log likelihood = -28806.851 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36642.035
Iteration 1: (EM) log likelihood = -36525.544
Iteration 2: (EM) log likelihood = -36250.15
Iteration 3: (EM) log likelihood = -35677.627
Iteration 4: (EM) log likelihood = -34758.802
Iteration 5: (EM) log likelihood = -33718.092
Iteration 6: (EM) log likelihood = -32771.09
Iteration 7: (EM) log likelihood = -31961.07
Iteration 8: (EM) log likelihood = -31307.089
Iteration 9: (EM) log likelihood = -30812.621
Iteration 10: (EM) log likelihood = -30439.559
Iteration 11: (EM) log likelihood = -30155.086
Iteration 12: (EM) log likelihood = -29934.769
Iteration 13: (EM) log likelihood = -29759.229
Iteration 14: (EM) log likelihood = -29616.113
Iteration 15: (EM) log likelihood = -29506.177
Iteration 16: (EM) log likelihood = -29413.971
Iteration 17: (EM) log likelihood = -29330.971
Iteration 18: (EM) log likelihood = -29263.612
Iteration 19: (EM) log likelihood = -29203.985
Iteration 20: (EM) log likelihood = -29149.041
Iteration 21: (EM) log likelihood = -29098.757
Iteration 22: (EM) log likelihood = -29050.439
Iteration 23: (EM) log likelihood = -29006.656
Iteration 24: (EM) log likelihood = -28965.349
Iteration 25: (EM) log likelihood = -28925.629
Iteration 26: (EM) log likelihood = -28885.845
Iteration 27: (EM) log likelihood = -28851.24
Iteration 28: (EM) log likelihood = -28817.301
Iteration 29: (EM) log likelihood = -28786.134
Iteration 30: (EM) log likelihood = -28759.271
Iteration 31: (EM) log likelihood = -28736.446
Iteration 32: (EM) log likelihood = -28715.353
Iteration 33: (EM) log likelihood = -28695.191
Iteration 34: (EM) log likelihood = -28677.564
Iteration 35: (EM) log likelihood = -28661.261
Iteration 36: (EM) log likelihood = -28645.764
Iteration 37: (EM) log likelihood = -28631.322
Iteration 38: (EM) log likelihood = -28617.642
Iteration 39: (EM) log likelihood = -28605.036
Iteration 40: (EM) log likelihood = -28595.592
Iteration 41: (EM) log likelihood = -28587.514
Iteration 42: (EM) log likelihood = -28580.616
Iteration 43: (EM) log likelihood = -28573.678
Iteration 44: (EM) log likelihood = -28567.329
Iteration 45: (EM) log likelihood = -28561.361
Iteration 46: (EM) log likelihood = -28555.482
Iteration 47: (EM) log likelihood = -28549.99
Iteration 48: (EM) log likelihood = -28544.291
Iteration 49: (EM) log likelihood = -28538.545
Iteration 50: (EM) log likelihood = -28534.327
Iteration 51: (EM) log likelihood = -28530.265
Iteration 52: (EM) log likelihood = -28526.393
Iteration 53: (EM) log likelihood = -28522.536
Iteration 54: (EM) log likelihood = -28519.408
Iteration 55: (EM) log likelihood = -28515.628
Iteration 56: (EM) log likelihood = -28512.272
Iteration 57: (EM) log likelihood = -28508.936
Iteration 58: (EM) log likelihood = -28505.069
Iteration 59: (EM) log likelihood = -28501.962
Iteration 60: (EM) log likelihood = -28498.903
Iteration 61: (EM) log likelihood = -28495.912
Iteration 62: (EM) log likelihood = -28493.054
Iteration 63: (EM) log likelihood = -28490.518
Iteration 64: (EM) log likelihood = -28488.032
Iteration 65: (EM) log likelihood = -28485.856
Iteration 66: (EM) log likelihood = -28483.477
Iteration 67: (EM) log likelihood = -28481.084
Iteration 68: (EM) log likelihood = -28478.899
Iteration 69: (EM) log likelihood = -28477.044
Iteration 70: (EM) log likelihood = -28474.872
Iteration 71: (EM) log likelihood = -28472.931
Iteration 72: (EM) log likelihood = -28470.967
Iteration 73: (EM) log likelihood = -28469.122
Iteration 74: (EM) log likelihood = -28467.376
Iteration 75: (EM) log likelihood = -28465.566
Iteration 76: (EM) log likelihood = -28463.898
Iteration 77: (EM) log likelihood = -28462.27
Iteration 78: (EM) log likelihood = -28460.634
Iteration 79: (EM) log likelihood = -28459.086
Iteration 80: (EM) log likelihood = -28457.68
Iteration 81: (EM) log likelihood = -28456.251
Iteration 82: (EM) log likelihood = -28454.745
Iteration 83: (EM) log likelihood = -28452.866
Iteration 84: (EM) log likelihood = -28451.254
Iteration 85: (EM) log likelihood = -28449.934
Iteration 86: (EM) log likelihood = -28448.553
Iteration 87: (EM) log likelihood = -28447.172
Iteration 88: (EM) log likelihood = -28445.656
Iteration 89: (EM) log likelihood = -28444.348
Iteration 90: (EM) log likelihood = -28443.095
Iteration 91: (EM) log likelihood = -28441.893
Iteration 92: (EM) log likelihood = -28440.704
Iteration 93: (EM) log likelihood = -28439.521
Iteration 94: (EM) log likelihood = -28438.165
Iteration 95: (EM) log likelihood = -28436.803
Iteration 96: (EM) log likelihood = -28435.444
Iteration 97: (EM) log likelihood = -28434.294
Iteration 98: (EM) log likelihood = -28433.241
Iteration 99: (EM) log likelihood = -28432.125
Iteration 100: (EM) log likelihood = -28430.68
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.7148
Iteration 1: (class) log likelihood = -7876.7148
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29854.941
Iteration 1: (outcome) log likelihood = -29115.344
Iteration 2: (outcome) log likelihood = -28857.442
Iteration 3: (outcome) log likelihood = -28823.399
Iteration 4: (outcome) log likelihood = -28815.901
Iteration 5: (outcome) log likelihood = -28814.493
Iteration 6: (outcome) log likelihood = -28814.165
Iteration 7: (outcome) log likelihood = -28814.109
Iteration 8: (outcome) log likelihood = -28814.096
Iteration 9: (outcome) log likelihood = -28814.092
Iteration 10: (outcome) log likelihood = -28814.092 (not concave)
Iteration 11: (outcome) log likelihood = -28814.092 (not concave)
Iteration 12: (outcome) log likelihood = -28814.092 (not concave)
Iteration 13: (outcome) log likelihood = -28814.092 (not concave)
Iteration 14: (outcome) log likelihood = -28814.092 (not concave)
Iteration 15: (outcome) log likelihood = -28814.092 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36615.466
Iteration 1: (EM) log likelihood = -36348.258
Iteration 2: (EM) log likelihood = -35711.428
Iteration 3: (EM) log likelihood = -34682.892
Iteration 4: (EM) log likelihood = -33593.084
Iteration 5: (EM) log likelihood = -32707.02
Iteration 6: (EM) log likelihood = -32070.297
Iteration 7: (EM) log likelihood = -31619.631
Iteration 8: (EM) log likelihood = -31276.204
Iteration 9: (EM) log likelihood = -30986.402
Iteration 10: (EM) log likelihood = -30730.001
Iteration 11: (EM) log likelihood = -30501.952
Iteration 12: (EM) log likelihood = -30316.848
Iteration 13: (EM) log likelihood = -30169.54
Iteration 14: (EM) log likelihood = -30041.987
Iteration 15: (EM) log likelihood = -29923.324
Iteration 16: (EM) log likelihood = -29819.914
Iteration 17: (EM) log likelihood = -29724.744
Iteration 18: (EM) log likelihood = -29637.447
Iteration 19: (EM) log likelihood = -29557.085
Iteration 20: (EM) log likelihood = -29479.344
Iteration 21: (EM) log likelihood = -29411.419
Iteration 22: (EM) log likelihood = -29346.771
Iteration 23: (EM) log likelihood = -29291.596
Iteration 24: (EM) log likelihood = -29246.092
Iteration 25: (EM) log likelihood = -29207.519
Iteration 26: (EM) log likelihood = -29170.295
Iteration 27: (EM) log likelihood = -29140.138
Iteration 28: (EM) log likelihood = -29113.539
Iteration 29: (EM) log likelihood = -29088.743
Iteration 30: (EM) log likelihood = -29064.294
Iteration 31: (EM) log likelihood = -29045.269
Iteration 32: (EM) log likelihood = -29025.956
Iteration 33: (EM) log likelihood = -29009.186
Iteration 34: (EM) log likelihood = -28996.377
Iteration 35: (EM) log likelihood = -28983.751
Iteration 36: (EM) log likelihood = -28972.49
Iteration 37: (EM) log likelihood = -28960.932
Iteration 38: (EM) log likelihood = -28950.713
Iteration 39: (EM) log likelihood = -28941.771
Iteration 40: (EM) log likelihood = -28931.881
Iteration 41: (EM) log likelihood = -28923.075
Iteration 42: (EM) log likelihood = -28913.601
Iteration 43: (EM) log likelihood = -28906.386
Iteration 44: (EM) log likelihood = -28898.072
Iteration 45: (EM) log likelihood = -28890.712
Iteration 46: (EM) log likelihood = -28883.538
Iteration 47: (EM) log likelihood = -28874.967
Iteration 48: (EM) log likelihood = -28868.853
Iteration 49: (EM) log likelihood = -28863.174
Iteration 50: (EM) log likelihood = -28857.746
Iteration 51: (EM) log likelihood = -28853.133
Iteration 52: (EM) log likelihood = -28846.734
Iteration 53: (EM) log likelihood = -28841.38
Iteration 54: (EM) log likelihood = -28835.02
Iteration 55: (EM) log likelihood = -28828.292
Iteration 56: (EM) log likelihood = -28823.433
Iteration 57: (EM) log likelihood = -28818.708
Iteration 58: (EM) log likelihood = -28814.356
Iteration 59: (EM) log likelihood = -28810.147
Iteration 60: (EM) log likelihood = -28805.667
Iteration 61: (EM) log likelihood = -28800.828
Iteration 62: (EM) log likelihood = -28796.634
Iteration 63: (EM) log likelihood = -28791.727
Iteration 64: (EM) log likelihood = -28784.072
Iteration 65: (EM) log likelihood = -28778.154
Iteration 66: (EM) log likelihood = -28772.53
Iteration 67: (EM) log likelihood = -28766.235
Iteration 68: (EM) log likelihood = -28760.367
Iteration 69: (EM) log likelihood = -28755.257
Iteration 70: (EM) log likelihood = -28749.353
Iteration 71: (EM) log likelihood = -28741.152
Iteration 72: (EM) log likelihood = -28733.719
Iteration 73: (EM) log likelihood = -28727.857
Iteration 74: (EM) log likelihood = -28721.581
Iteration 75: (EM) log likelihood = -28713.869
Iteration 76: (EM) log likelihood = -28707.165
Iteration 77: (EM) log likelihood = -28700.864
Iteration 78: (EM) log likelihood = -28691.943
Iteration 79: (EM) log likelihood = -28686.243
Iteration 80: (EM) log likelihood = -28680.397
Iteration 81: (EM) log likelihood = -28675.592
Iteration 82: (EM) log likelihood = -28671.17
Iteration 83: (EM) log likelihood = -28666.056
Iteration 84: (EM) log likelihood = -28661.322
Iteration 85: (EM) log likelihood = -28657.337
Iteration 86: (EM) log likelihood = -28650.555
Iteration 87: (EM) log likelihood = -28646.001
Iteration 88: (EM) log likelihood = -28639.853
Iteration 89: (EM) log likelihood = -28636.058
Iteration 90: (EM) log likelihood = -28631.122
Iteration 91: (EM) log likelihood = -28627.255
Iteration 92: (EM) log likelihood = -28622.488
Iteration 93: (EM) log likelihood = -28617.895
Iteration 94: (EM) log likelihood = -28613.527
Iteration 95: (EM) log likelihood = -28608.614
Iteration 96: (EM) log likelihood = -28603.739
Iteration 97: (EM) log likelihood = -28597.265
Iteration 98: (EM) log likelihood = -28593.076
Iteration 99: (EM) log likelihood = -28588.662
Iteration 100: (EM) log likelihood = -28584.049
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.6458
Iteration 1: (class) log likelihood = -7876.6458
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30750.464
Iteration 1: (outcome) log likelihood = -29190.19
Iteration 2: (outcome) log likelihood = -28842.719
Iteration 3: (outcome) log likelihood = -28772.863
Iteration 4: (outcome) log likelihood = -28760.729
Iteration 5: (outcome) log likelihood = -28758.221
Iteration 6: (outcome) log likelihood = -28757.757
Iteration 7: (outcome) log likelihood = -28757.652
Iteration 8: (outcome) log likelihood = -28757.627
Iteration 9: (outcome) log likelihood = -28757.622
Iteration 10: (outcome) log likelihood = -28757.621 (not concave)
Iteration 11: (outcome) log likelihood = -28757.621 (not concave)
Iteration 12: (outcome) log likelihood = -28757.621 (not concave)
Iteration 13: (outcome) log likelihood = -28757.621 (not concave)
Iteration 14: (outcome) log likelihood = -28757.621 (not concave)
Iteration 15: (outcome) log likelihood = -28757.621 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36558.884
Iteration 1: (EM) log likelihood = -36327.816
Iteration 2: (EM) log likelihood = -35763.069
Iteration 3: (EM) log likelihood = -34760.654
Iteration 4: (EM) log likelihood = -33595.544
Iteration 5: (EM) log likelihood = -32597.159
Iteration 6: (EM) log likelihood = -31827.372
Iteration 7: (EM) log likelihood = -31257.194
Iteration 8: (EM) log likelihood = -30852.102
Iteration 9: (EM) log likelihood = -30559.399
Iteration 10: (EM) log likelihood = -30324.22
Iteration 11: (EM) log likelihood = -30121.104
Iteration 12: (EM) log likelihood = -29939.399
Iteration 13: (EM) log likelihood = -29761.177
Iteration 14: (EM) log likelihood = -29595.515
Iteration 15: (EM) log likelihood = -29461.224
Iteration 16: (EM) log likelihood = -29363.642
Iteration 17: (EM) log likelihood = -29289.087
Iteration 18: (EM) log likelihood = -29229.019
Iteration 19: (EM) log likelihood = -29176.009
Iteration 20: (EM) log likelihood = -29125.352
Iteration 21: (EM) log likelihood = -29076.914
Iteration 22: (EM) log likelihood = -29030.555
Iteration 23: (EM) log likelihood = -28985.387
Iteration 24: (EM) log likelihood = -28940.253
Iteration 25: (EM) log likelihood = -28894.44
Iteration 26: (EM) log likelihood = -28848.616
Iteration 27: (EM) log likelihood = -28806.471
Iteration 28: (EM) log likelihood = -28764.174
Iteration 29: (EM) log likelihood = -28718.527
Iteration 30: (EM) log likelihood = -28679.755
Iteration 31: (EM) log likelihood = -28646.564
Iteration 32: (EM) log likelihood = -28616.467
Iteration 33: (EM) log likelihood = -28588.014
Iteration 34: (EM) log likelihood = -28564.188
Iteration 35: (EM) log likelihood = -28542.967
Iteration 36: (EM) log likelihood = -28522.803
Iteration 37: (EM) log likelihood = -28505.723
Iteration 38: (EM) log likelihood = -28491.489
Iteration 39: (EM) log likelihood = -28474.481
Iteration 40: (EM) log likelihood = -28460.276
Iteration 41: (EM) log likelihood = -28448.21
Iteration 42: (EM) log likelihood = -28439.253
Iteration 43: (EM) log likelihood = -28429.42
Iteration 44: (EM) log likelihood = -28420.305
Iteration 45: (EM) log likelihood = -28410.989
Iteration 46: (EM) log likelihood = -28405.166
Iteration 47: (EM) log likelihood = -28397.56
Iteration 48: (EM) log likelihood = -28391.823
Iteration 49: (EM) log likelihood = -28385.365
Iteration 50: (EM) log likelihood = -28377.719
Iteration 51: (EM) log likelihood = -28373.907
Iteration 52: (EM) log likelihood = -28370.11
Iteration 53: (EM) log likelihood = -28364.616
Iteration 54: (EM) log likelihood = -28359.955
Iteration 55: (EM) log likelihood = -28357.246
Iteration 56: (EM) log likelihood = -28353.22
Iteration 57: (EM) log likelihood = -28348.611
Iteration 58: (EM) log likelihood = -28345.176
Iteration 59: (EM) log likelihood = -28341.5
Iteration 60: (EM) log likelihood = -28340.065
Iteration 61: (EM) log likelihood = -28336.985
Iteration 62: (EM) log likelihood = -28334.747
Iteration 63: (EM) log likelihood = -28331.029
Iteration 64: (EM) log likelihood = -28328.093
Iteration 65: (EM) log likelihood = -28325.115
Iteration 66: (EM) log likelihood = -28322.311
Iteration 67: (EM) log likelihood = -28320.374
Iteration 68: (EM) log likelihood = -28317.705
Iteration 69: (EM) log likelihood = -28316.106
Iteration 70: (EM) log likelihood = -28313.866
Iteration 71: (EM) log likelihood = -28310.323
Iteration 72: (EM) log likelihood = -28308.731
Iteration 73: (EM) log likelihood = -28307.209
Iteration 74: (EM) log likelihood = -28304.66
Iteration 75: (EM) log likelihood = -28303.841
Iteration 76: (EM) log likelihood = -28302.794
Iteration 77: (EM) log likelihood = -28301.406
Iteration 78: (EM) log likelihood = -28300.293
Iteration 79: (EM) log likelihood = -28299.034
Iteration 80: (EM) log likelihood = -28298.256
Iteration 81: (EM) log likelihood = -28297.47
Iteration 82: (EM) log likelihood = -28296.123
Iteration 83: (EM) log likelihood = -28295.592
Iteration 84: (EM) log likelihood = -28294.772
Iteration 85: (EM) log likelihood = -28294.108
Iteration 86: (EM) log likelihood = -28293.104
Iteration 87: (EM) log likelihood = -28292.473
Iteration 88: (EM) log likelihood = -28291.92
Iteration 89: (EM) log likelihood = -28291.355
Iteration 90: (EM) log likelihood = -28290.84
Iteration 91: (EM) log likelihood = -28290.361
Iteration 92: (EM) log likelihood = -28289.86
Iteration 93: (EM) log likelihood = -28289.422
Iteration 94: (EM) log likelihood = -28288.904
Iteration 95: (EM) log likelihood = -28288.475
Iteration 96: (EM) log likelihood = -28287.967
Iteration 97: (EM) log likelihood = -28287.553
Iteration 98: (EM) log likelihood = -28286.986
Iteration 99: (EM) log likelihood = -28286.103
Iteration 100: (EM) log likelihood = -28285.286
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.0873
Iteration 1: (class) log likelihood = -7874.0873
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29805.031
Iteration 1: (outcome) log likelihood = -29059.115
Iteration 2: (outcome) log likelihood = -28833.093
Iteration 3: (outcome) log likelihood = -28790.771
Iteration 4: (outcome) log likelihood = -28784.383
Iteration 5: (outcome) log likelihood = -28782.983
Iteration 6: (outcome) log likelihood = -28782.753
Iteration 7: (outcome) log likelihood = -28782.697
Iteration 8: (outcome) log likelihood = -28782.684
Iteration 9: (outcome) log likelihood = -28782.682
Iteration 10: (outcome) log likelihood = -28782.681 (not concave)
Iteration 11: (outcome) log likelihood = -28782.681 (not concave)
Iteration 12: (outcome) log likelihood = -28782.681 (not concave)
Iteration 13: (outcome) log likelihood = -28782.681 (not concave)
Iteration 14: (outcome) log likelihood = -28782.681 (not concave)
Iteration 15: (outcome) log likelihood = -28782.681 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36544.204
Iteration 1: (EM) log likelihood = -36192.116
Iteration 2: (EM) log likelihood = -35355.549
Iteration 3: (EM) log likelihood = -34106.472
Iteration 4: (EM) log likelihood = -33010.795
Iteration 5: (EM) log likelihood = -32274.533
Iteration 6: (EM) log likelihood = -31796.448
Iteration 7: (EM) log likelihood = -31454.53
Iteration 8: (EM) log likelihood = -31196.266
Iteration 9: (EM) log likelihood = -30971.719
Iteration 10: (EM) log likelihood = -30781.503
Iteration 11: (EM) log likelihood = -30597.611
Iteration 12: (EM) log likelihood = -30412.498
Iteration 13: (EM) log likelihood = -30229.484
Iteration 14: (EM) log likelihood = -30056.52
Iteration 15: (EM) log likelihood = -29907.97
Iteration 16: (EM) log likelihood = -29781.476
Iteration 17: (EM) log likelihood = -29671.238
Iteration 18: (EM) log likelihood = -29573.719
Iteration 19: (EM) log likelihood = -29484.576
Iteration 20: (EM) log likelihood = -29401.616
Iteration 21: (EM) log likelihood = -29328.551
Iteration 22: (EM) log likelihood = -29262.933
Iteration 23: (EM) log likelihood = -29204.621
Iteration 24: (EM) log likelihood = -29152.197
Iteration 25: (EM) log likelihood = -29106.872
Iteration 26: (EM) log likelihood = -29071.271
Iteration 27: (EM) log likelihood = -29040.598
Iteration 28: (EM) log likelihood = -29015.03
Iteration 29: (EM) log likelihood = -28994.251
Iteration 30: (EM) log likelihood = -28974.274
Iteration 31: (EM) log likelihood = -28958.683
Iteration 32: (EM) log likelihood = -28945.224
Iteration 33: (EM) log likelihood = -28933.626
Iteration 34: (EM) log likelihood = -28922.987
Iteration 35: (EM) log likelihood = -28912.109
Iteration 36: (EM) log likelihood = -28901.923
Iteration 37: (EM) log likelihood = -28892.19
Iteration 38: (EM) log likelihood = -28885.351
Iteration 39: (EM) log likelihood = -28878.53
Iteration 40: (EM) log likelihood = -28868.447
Iteration 41: (EM) log likelihood = -28857.737
Iteration 42: (EM) log likelihood = -28848.223
Iteration 43: (EM) log likelihood = -28840.105
Iteration 44: (EM) log likelihood = -28833.114
Iteration 45: (EM) log likelihood = -28826.068
Iteration 46: (EM) log likelihood = -28816.371
Iteration 47: (EM) log likelihood = -28809.031
Iteration 48: (EM) log likelihood = -28798.646
Iteration 49: (EM) log likelihood = -28787.392
Iteration 50: (EM) log likelihood = -28777.316
Iteration 51: (EM) log likelihood = -28770.64
Iteration 52: (EM) log likelihood = -28764.548
Iteration 53: (EM) log likelihood = -28758.661
Iteration 54: (EM) log likelihood = -28752.477
Iteration 55: (EM) log likelihood = -28746.729
Iteration 56: (EM) log likelihood = -28742.196
Iteration 57: (EM) log likelihood = -28738.209
Iteration 58: (EM) log likelihood = -28733.383
Iteration 59: (EM) log likelihood = -28728.054
Iteration 60: (EM) log likelihood = -28723.708
Iteration 61: (EM) log likelihood = -28721.013
Iteration 62: (EM) log likelihood = -28718.724
Iteration 63: (EM) log likelihood = -28715.964
Iteration 64: (EM) log likelihood = -28713.409
Iteration 65: (EM) log likelihood = -28711.398
Iteration 66: (EM) log likelihood = -28710.395
Iteration 67: (EM) log likelihood = -28707.292
Iteration 68: (EM) log likelihood = -28705.601
Iteration 69: (EM) log likelihood = -28704.143
Iteration 70: (EM) log likelihood = -28703.601
Iteration 71: (EM) log likelihood = -28702.091
Iteration 72: (EM) log likelihood = -28700.497
Iteration 73: (EM) log likelihood = -28698.551
Iteration 74: (EM) log likelihood = -28697.935
Iteration 75: (EM) log likelihood = -28697.269
Iteration 76: (EM) log likelihood = -28696.371
Iteration 77: (EM) log likelihood = -28694.426
Iteration 78: (EM) log likelihood = -28693.407
Iteration 79: (EM) log likelihood = -28693.008
Iteration 80: (EM) log likelihood = -28691.37
Iteration 81: (EM) log likelihood = -28688.598
Iteration 82: (EM) log likelihood = -28687.754
Iteration 83: (EM) log likelihood = -28687.53
Iteration 84: (EM) log likelihood = -28686.583
Iteration 85: (EM) log likelihood = -28685.249
Iteration 86: (EM) log likelihood = -28683.174
Iteration 87: (EM) log likelihood = -28681.768
Iteration 88: (EM) log likelihood = -28681.197
Iteration 89: (EM) log likelihood = -28678.999
Iteration 90: (EM) log likelihood = -28677.564
Iteration 91: (EM) log likelihood = -28676.577
Iteration 92: (EM) log likelihood = -28674.979
Iteration 93: (EM) log likelihood = -28674.54
Iteration 94: (EM) log likelihood = -28672.397
Iteration 95: (EM) log likelihood = -28671.707
Iteration 96: (EM) log likelihood = -28670.295
Iteration 97: (EM) log likelihood = -28668.051
Iteration 98: (EM) log likelihood = -28665.455
Iteration 99: (EM) log likelihood = -28663.433
Iteration 100: (EM) log likelihood = -28660.932
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.9195
Iteration 1: (class) log likelihood = -7876.9195
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29657.609
Iteration 1: (outcome) log likelihood = -29040.158
Iteration 2: (outcome) log likelihood = -28857.391
Iteration 3: (outcome) log likelihood = -28828.788
Iteration 4: (outcome) log likelihood = -28823.53
Iteration 5: (outcome) log likelihood = -28822.668
Iteration 6: (outcome) log likelihood = -28822.51
Iteration 7: (outcome) log likelihood = -28822.474
Iteration 8: (outcome) log likelihood = -28822.466
Iteration 9: (outcome) log likelihood = -28822.464
Iteration 10: (outcome) log likelihood = -28822.464 (not concave)
Iteration 11: (outcome) log likelihood = -28822.464 (not concave)
Iteration 12: (outcome) log likelihood = -28822.464 (not concave)
Iteration 13: (outcome) log likelihood = -28822.464 (not concave)
Iteration 14: (outcome) log likelihood = -28822.464 (not concave)
Iteration 15: (outcome) log likelihood = -28822.464 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36648.491
Iteration 1: (EM) log likelihood = -36480.882
Iteration 2: (EM) log likelihood = -36002.139
Iteration 3: (EM) log likelihood = -34940.903
Iteration 4: (EM) log likelihood = -33673.943
Iteration 5: (EM) log likelihood = -32728.38
Iteration 6: (EM) log likelihood = -32084.097
Iteration 7: (EM) log likelihood = -31612.203
Iteration 8: (EM) log likelihood = -31225.002
Iteration 9: (EM) log likelihood = -30875.321
Iteration 10: (EM) log likelihood = -30547.453
Iteration 11: (EM) log likelihood = -30257.924
Iteration 12: (EM) log likelihood = -30027.736
Iteration 13: (EM) log likelihood = -29850.122
Iteration 14: (EM) log likelihood = -29708.566
Iteration 15: (EM) log likelihood = -29598.426
Iteration 16: (EM) log likelihood = -29507.28
Iteration 17: (EM) log likelihood = -29429.459
Iteration 18: (EM) log likelihood = -29362.545
Iteration 19: (EM) log likelihood = -29302.866
Iteration 20: (EM) log likelihood = -29253.979
Iteration 21: (EM) log likelihood = -29210.287
Iteration 22: (EM) log likelihood = -29172.275
Iteration 23: (EM) log likelihood = -29134.807
Iteration 24: (EM) log likelihood = -29104.572
Iteration 25: (EM) log likelihood = -29077.197
Iteration 26: (EM) log likelihood = -29052.367
Iteration 27: (EM) log likelihood = -29029.08
Iteration 28: (EM) log likelihood = -29003.813
Iteration 29: (EM) log likelihood = -28984.236
Iteration 30: (EM) log likelihood = -28968.049
Iteration 31: (EM) log likelihood = -28951.303
Iteration 32: (EM) log likelihood = -28933.633
Iteration 33: (EM) log likelihood = -28916.767
Iteration 34: (EM) log likelihood = -28898.254
Iteration 35: (EM) log likelihood = -28881.391
Iteration 36: (EM) log likelihood = -28865.292
Iteration 37: (EM) log likelihood = -28848.785
Iteration 38: (EM) log likelihood = -28831.55
Iteration 39: (EM) log likelihood = -28817.833
Iteration 40: (EM) log likelihood = -28805.671
Iteration 41: (EM) log likelihood = -28794.222
Iteration 42: (EM) log likelihood = -28783.997
Iteration 43: (EM) log likelihood = -28774.046
Iteration 44: (EM) log likelihood = -28764.898
Iteration 45: (EM) log likelihood = -28755.802
Iteration 46: (EM) log likelihood = -28746.756
Iteration 47: (EM) log likelihood = -28738.84
Iteration 48: (EM) log likelihood = -28731.766
Iteration 49: (EM) log likelihood = -28724.45
Iteration 50: (EM) log likelihood = -28717.25
Iteration 51: (EM) log likelihood = -28710.182
Iteration 52: (EM) log likelihood = -28703.348
Iteration 53: (EM) log likelihood = -28696.977
Iteration 54: (EM) log likelihood = -28690.378
Iteration 55: (EM) log likelihood = -28685.024
Iteration 56: (EM) log likelihood = -28679.92
Iteration 57: (EM) log likelihood = -28675.363
Iteration 58: (EM) log likelihood = -28670.692
Iteration 59: (EM) log likelihood = -28666.081
Iteration 60: (EM) log likelihood = -28663.313
Iteration 61: (EM) log likelihood = -28658.819
Iteration 62: (EM) log likelihood = -28654.888
Iteration 63: (EM) log likelihood = -28650.609
Iteration 64: (EM) log likelihood = -28644.438
Iteration 65: (EM) log likelihood = -28639.629
Iteration 66: (EM) log likelihood = -28635.664
Iteration 67: (EM) log likelihood = -28631.807
Iteration 68: (EM) log likelihood = -28629.863
Iteration 69: (EM) log likelihood = -28626.667
Iteration 70: (EM) log likelihood = -28623.664
Iteration 71: (EM) log likelihood = -28620.788
Iteration 72: (EM) log likelihood = -28617.66
Iteration 73: (EM) log likelihood = -28615.076
Iteration 74: (EM) log likelihood = -28611.782
Iteration 75: (EM) log likelihood = -28608.985
Iteration 76: (EM) log likelihood = -28606.051
Iteration 77: (EM) log likelihood = -28603.544
Iteration 78: (EM) log likelihood = -28601.489
Iteration 79: (EM) log likelihood = -28599.634
Iteration 80: (EM) log likelihood = -28597.634
Iteration 81: (EM) log likelihood = -28595.794
Iteration 82: (EM) log likelihood = -28594.01
Iteration 83: (EM) log likelihood = -28592.301
Iteration 84: (EM) log likelihood = -28591.55
Iteration 85: (EM) log likelihood = -28590.04
Iteration 86: (EM) log likelihood = -28588.348
Iteration 87: (EM) log likelihood = -28586.835
Iteration 88: (EM) log likelihood = -28585.177
Iteration 89: (EM) log likelihood = -28583.708
Iteration 90: (EM) log likelihood = -28582.341
Iteration 91: (EM) log likelihood = -28580.964
Iteration 92: (EM) log likelihood = -28579.452
Iteration 93: (EM) log likelihood = -28577.775
Iteration 94: (EM) log likelihood = -28575.815
Iteration 95: (EM) log likelihood = -28575.318
Iteration 96: (EM) log likelihood = -28573.837
Iteration 97: (EM) log likelihood = -28572.537
Iteration 98: (EM) log likelihood = -28571.199
Iteration 99: (EM) log likelihood = -28569.766
Iteration 100: (EM) log likelihood = -28568.529
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.5936
Iteration 1: (class) log likelihood = -7877.5936
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30691.001
Iteration 1: (outcome) log likelihood = -29307.126
Iteration 2: (outcome) log likelihood = -28883.873
Iteration 3: (outcome) log likelihood = -28820.186
Iteration 4: (outcome) log likelihood = -28807.655
Iteration 5: (outcome) log likelihood = -28804.917
Iteration 6: (outcome) log likelihood = -28804.438
Iteration 7: (outcome) log likelihood = -28804.327
Iteration 8: (outcome) log likelihood = -28804.3
Iteration 9: (outcome) log likelihood = -28804.295
Iteration 10: (outcome) log likelihood = -28804.294 (not concave)
Iteration 11: (outcome) log likelihood = -28804.294 (not concave)
Iteration 12: (outcome) log likelihood = -28804.294 (not concave)
Iteration 13: (outcome) log likelihood = -28804.294 (not concave)
Iteration 14: (outcome) log likelihood = -28804.294 (not concave)
Iteration 15: (outcome) log likelihood = -28804.294 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36634.018
Iteration 1: (EM) log likelihood = -36447.482
Iteration 2: (EM) log likelihood = -35966.626
Iteration 3: (EM) log likelihood = -35138.63
Iteration 4: (EM) log likelihood = -34110.34
Iteration 5: (EM) log likelihood = -33103.386
Iteration 6: (EM) log likelihood = -32300.037
Iteration 7: (EM) log likelihood = -31711.709
Iteration 8: (EM) log likelihood = -31274.432
Iteration 9: (EM) log likelihood = -30924.256
Iteration 10: (EM) log likelihood = -30635.036
Iteration 11: (EM) log likelihood = -30394.75
Iteration 12: (EM) log likelihood = -30199.25
Iteration 13: (EM) log likelihood = -30049.129
Iteration 14: (EM) log likelihood = -29931.602
Iteration 15: (EM) log likelihood = -29837.122
Iteration 16: (EM) log likelihood = -29757.783
Iteration 17: (EM) log likelihood = -29687.104
Iteration 18: (EM) log likelihood = -29624.199
Iteration 19: (EM) log likelihood = -29564.959
Iteration 20: (EM) log likelihood = -29507.812
Iteration 21: (EM) log likelihood = -29455.7
Iteration 22: (EM) log likelihood = -29404.105
Iteration 23: (EM) log likelihood = -29355.951
Iteration 24: (EM) log likelihood = -29304.882
Iteration 25: (EM) log likelihood = -29252.336
Iteration 26: (EM) log likelihood = -29201.972
Iteration 27: (EM) log likelihood = -29155.273
Iteration 28: (EM) log likelihood = -29114.732
Iteration 29: (EM) log likelihood = -29080.178
Iteration 30: (EM) log likelihood = -29050.33
Iteration 31: (EM) log likelihood = -29026.858
Iteration 32: (EM) log likelihood = -29005.693
Iteration 33: (EM) log likelihood = -28984.188
Iteration 34: (EM) log likelihood = -28964.548
Iteration 35: (EM) log likelihood = -28949.79
Iteration 36: (EM) log likelihood = -28932.74
Iteration 37: (EM) log likelihood = -28918.804
Iteration 38: (EM) log likelihood = -28906.984
Iteration 39: (EM) log likelihood = -28898.06
Iteration 40: (EM) log likelihood = -28889.521
Iteration 41: (EM) log likelihood = -28876.163
Iteration 42: (EM) log likelihood = -28870.341
Iteration 43: (EM) log likelihood = -28864.481
Iteration 44: (EM) log likelihood = -28853.149
Iteration 45: (EM) log likelihood = -28848.477
Iteration 46: (EM) log likelihood = -28843.882
Iteration 47: (EM) log likelihood = -28837.829
Iteration 48: (EM) log likelihood = -28833.802
Iteration 49: (EM) log likelihood = -28830.029
Iteration 50: (EM) log likelihood = -28820.52
Iteration 51: (EM) log likelihood = -28816.657
Iteration 52: (EM) log likelihood = -28812.572
Iteration 53: (EM) log likelihood = -28809.51
Iteration 54: (EM) log likelihood = -28805.316
Iteration 55: (EM) log likelihood = -28798.219
Iteration 56: (EM) log likelihood = -28793.862
Iteration 57: (EM) log likelihood = -28788.992
Iteration 58: (EM) log likelihood = -28785.231
Iteration 59: (EM) log likelihood = -28781.533
Iteration 60: (EM) log likelihood = -28776.47
Iteration 61: (EM) log likelihood = -28771.089
Iteration 62: (EM) log likelihood = -28766.736
Iteration 63: (EM) log likelihood = -28761.314
Iteration 64: (EM) log likelihood = -28757.216
Iteration 65: (EM) log likelihood = -28751.704
Iteration 66: (EM) log likelihood = -28745.752
Iteration 67: (EM) log likelihood = -28741.713
Iteration 68: (EM) log likelihood = -28737.385
Iteration 69: (EM) log likelihood = -28730.779
Iteration 70: (EM) log likelihood = -28720.812
Iteration 71: (EM) log likelihood = -28715.899
Iteration 72: (EM) log likelihood = -28711.812
Iteration 73: (EM) log likelihood = -28705.954
Iteration 74: (EM) log likelihood = -28701.463
Iteration 75: (EM) log likelihood = -28696.157
Iteration 76: (EM) log likelihood = -28691.075
Iteration 77: (EM) log likelihood = -28679.393
Iteration 78: (EM) log likelihood = -28671.686
Iteration 79: (EM) log likelihood = -28664.994
Iteration 80: (EM) log likelihood = -28659.535
Iteration 81: (EM) log likelihood = -28653.686
Iteration 82: (EM) log likelihood = -28647.617
Iteration 83: (EM) log likelihood = -28642.168
Iteration 84: (EM) log likelihood = -28636.409
Iteration 85: (EM) log likelihood = -28627.987
Iteration 86: (EM) log likelihood = -28621.73
Iteration 87: (EM) log likelihood = -28614.751
Iteration 88: (EM) log likelihood = -28608.452
Iteration 89: (EM) log likelihood = -28602.161
Iteration 90: (EM) log likelihood = -28595.952
Iteration 91: (EM) log likelihood = -28590.818
Iteration 92: (EM) log likelihood = -28583.685
Iteration 93: (EM) log likelihood = -28578.316
Iteration 94: (EM) log likelihood = -28568.44
Iteration 95: (EM) log likelihood = -28560.696
Iteration 96: (EM) log likelihood = -28553.243
Iteration 97: (EM) log likelihood = -28544.717
Iteration 98: (EM) log likelihood = -28537.227
Iteration 99: (EM) log likelihood = -28531.676
Iteration 100: (EM) log likelihood = -28523.074
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.124
Iteration 1: (class) log likelihood = -7875.124
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29636.932
Iteration 1: (outcome) log likelihood = -29090.149
Iteration 2: (outcome) log likelihood = -28831.715
Iteration 3: (outcome) log likelihood = -28802.563
Iteration 4: (outcome) log likelihood = -28797.387
Iteration 5: (outcome) log likelihood = -28796.471
Iteration 6: (outcome) log likelihood = -28796.303
Iteration 7: (outcome) log likelihood = -28796.265
Iteration 8: (outcome) log likelihood = -28796.256
Iteration 9: (outcome) log likelihood = -28796.254
Iteration 10: (outcome) log likelihood = -28796.254 (not concave)
Iteration 11: (outcome) log likelihood = -28796.254 (not concave)
Iteration 12: (outcome) log likelihood = -28796.254 (not concave)
Iteration 13: (outcome) log likelihood = -28796.254 (not concave)
Iteration 14: (outcome) log likelihood = -28796.254 (not concave)
Iteration 15: (outcome) log likelihood = -28796.254 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36608.082
Iteration 1: (EM) log likelihood = -36432.827
Iteration 2: (EM) log likelihood = -36042.946
Iteration 3: (EM) log likelihood = -35320.745
Iteration 4: (EM) log likelihood = -34229.787
Iteration 5: (EM) log likelihood = -33084.317
Iteration 6: (EM) log likelihood = -32190.77
Iteration 7: (EM) log likelihood = -31588.201
Iteration 8: (EM) log likelihood = -31176.077
Iteration 9: (EM) log likelihood = -30869.426
Iteration 10: (EM) log likelihood = -30624.691
Iteration 11: (EM) log likelihood = -30420.974
Iteration 12: (EM) log likelihood = -30248.299
Iteration 13: (EM) log likelihood = -30097.337
Iteration 14: (EM) log likelihood = -29965.714
Iteration 15: (EM) log likelihood = -29849.214
Iteration 16: (EM) log likelihood = -29745.023
Iteration 17: (EM) log likelihood = -29643.028
Iteration 18: (EM) log likelihood = -29550.461
Iteration 19: (EM) log likelihood = -29458.518
Iteration 20: (EM) log likelihood = -29367.699
Iteration 21: (EM) log likelihood = -29282.555
Iteration 22: (EM) log likelihood = -29202.172
Iteration 23: (EM) log likelihood = -29130.697
Iteration 24: (EM) log likelihood = -29065.795
Iteration 25: (EM) log likelihood = -29010.179
Iteration 26: (EM) log likelihood = -28959.502
Iteration 27: (EM) log likelihood = -28913.844
Iteration 28: (EM) log likelihood = -28870.647
Iteration 29: (EM) log likelihood = -28835.16
Iteration 30: (EM) log likelihood = -28805.304
Iteration 31: (EM) log likelihood = -28779.308
Iteration 32: (EM) log likelihood = -28751.933
Iteration 33: (EM) log likelihood = -28729.235
Iteration 34: (EM) log likelihood = -28707.672
Iteration 35: (EM) log likelihood = -28684.958
Iteration 36: (EM) log likelihood = -28665.439
Iteration 37: (EM) log likelihood = -28648.289
Iteration 38: (EM) log likelihood = -28630.74
Iteration 39: (EM) log likelihood = -28614.074
Iteration 40: (EM) log likelihood = -28592.946
Iteration 41: (EM) log likelihood = -28574.901
Iteration 42: (EM) log likelihood = -28555.208
Iteration 43: (EM) log likelihood = -28538.837
Iteration 44: (EM) log likelihood = -28523.938
Iteration 45: (EM) log likelihood = -28510.182
Iteration 46: (EM) log likelihood = -28496.031
Iteration 47: (EM) log likelihood = -28480.991
Iteration 48: (EM) log likelihood = -28468.31
Iteration 49: (EM) log likelihood = -28456.333
Iteration 50: (EM) log likelihood = -28445.189
Iteration 51: (EM) log likelihood = -28434.947
Iteration 52: (EM) log likelihood = -28425.026
Iteration 53: (EM) log likelihood = -28416.796
Iteration 54: (EM) log likelihood = -28410.902
Iteration 55: (EM) log likelihood = -28402.179
Iteration 56: (EM) log likelihood = -28395.947
Iteration 57: (EM) log likelihood = -28386.858
Iteration 58: (EM) log likelihood = -28380.807
Iteration 59: (EM) log likelihood = -28375.837
Iteration 60: (EM) log likelihood = -28372.826
Iteration 61: (EM) log likelihood = -28367.769
Iteration 62: (EM) log likelihood = -28364.369
Iteration 63: (EM) log likelihood = -28361.559
Iteration 64: (EM) log likelihood = -28358.442
Iteration 65: (EM) log likelihood = -28356.147
Iteration 66: (EM) log likelihood = -28352.409
Iteration 67: (EM) log likelihood = -28349.887
Iteration 68: (EM) log likelihood = -28347.767
Iteration 69: (EM) log likelihood = -28345.946
Iteration 70: (EM) log likelihood = -28344.115
Iteration 71: (EM) log likelihood = -28344.13
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.253
Iteration 1: (class) log likelihood = -7875.253 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30302.121
Iteration 1: (outcome) log likelihood = -29094.815
Iteration 2: (outcome) log likelihood = -28839.898
Iteration 3: (outcome) log likelihood = -28793.142
Iteration 4: (outcome) log likelihood = -28783.676
Iteration 5: (outcome) log likelihood = -28781.365
Iteration 6: (outcome) log likelihood = -28780.899
Iteration 7: (outcome) log likelihood = -28780.798
Iteration 8: (outcome) log likelihood = -28780.775
Iteration 9: (outcome) log likelihood = -28780.769
Iteration 10: (outcome) log likelihood = -28780.768 (not concave)
Iteration 11: (outcome) log likelihood = -28780.768 (not concave)
Iteration 12: (outcome) log likelihood = -28780.768 (not concave)
Iteration 13: (outcome) log likelihood = -28780.768 (not concave)
Iteration 14: (outcome) log likelihood = -28780.768 (not concave)
Iteration 15: (outcome) log likelihood = -28780.768 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36527.697
Iteration 1: (EM) log likelihood = -36201.312
Iteration 2: (EM) log likelihood = -35572.06
Iteration 3: (EM) log likelihood = -34705.121
Iteration 4: (EM) log likelihood = -33843.454
Iteration 5: (EM) log likelihood = -33091.977
Iteration 6: (EM) log likelihood = -32423.37
Iteration 7: (EM) log likelihood = -31860.259
Iteration 8: (EM) log likelihood = -31423.171
Iteration 9: (EM) log likelihood = -31089.368
Iteration 10: (EM) log likelihood = -30796.813
Iteration 11: (EM) log likelihood = -30521.424
Iteration 12: (EM) log likelihood = -30273.215
Iteration 13: (EM) log likelihood = -30062.527
Iteration 14: (EM) log likelihood = -29898.323
Iteration 15: (EM) log likelihood = -29770.645
Iteration 16: (EM) log likelihood = -29670.449
Iteration 17: (EM) log likelihood = -29591.137
Iteration 18: (EM) log likelihood = -29527.087
Iteration 19: (EM) log likelihood = -29479.115
Iteration 20: (EM) log likelihood = -29438.587
Iteration 21: (EM) log likelihood = -29403.466
Iteration 22: (EM) log likelihood = -29377.79
Iteration 23: (EM) log likelihood = -29354.168
Iteration 24: (EM) log likelihood = -29332.049
Iteration 25: (EM) log likelihood = -29307.425
Iteration 26: (EM) log likelihood = -29284.648
Iteration 27: (EM) log likelihood = -29264.341
Iteration 28: (EM) log likelihood = -29247.376
Iteration 29: (EM) log likelihood = -29230.416
Iteration 30: (EM) log likelihood = -29213.062
Iteration 31: (EM) log likelihood = -29195.224
Iteration 32: (EM) log likelihood = -29175.277
Iteration 33: (EM) log likelihood = -29156.942
Iteration 34: (EM) log likelihood = -29138.926
Iteration 35: (EM) log likelihood = -29120.861
Iteration 36: (EM) log likelihood = -29102.063
Iteration 37: (EM) log likelihood = -29082.7
Iteration 38: (EM) log likelihood = -29062.677
Iteration 39: (EM) log likelihood = -29041.773
Iteration 40: (EM) log likelihood = -29020.294
Iteration 41: (EM) log likelihood = -28997.572
Iteration 42: (EM) log likelihood = -28969.218
Iteration 43: (EM) log likelihood = -28938.236
Iteration 44: (EM) log likelihood = -28915.555
Iteration 45: (EM) log likelihood = -28893.731
Iteration 46: (EM) log likelihood = -28872.292
Iteration 47: (EM) log likelihood = -28852.132
Iteration 48: (EM) log likelihood = -28831.597
Iteration 49: (EM) log likelihood = -28811.742
Iteration 50: (EM) log likelihood = -28790.904
Iteration 51: (EM) log likelihood = -28771.409
Iteration 52: (EM) log likelihood = -28755.742
Iteration 53: (EM) log likelihood = -28740.246
Iteration 54: (EM) log likelihood = -28725.967
Iteration 55: (EM) log likelihood = -28714.008
Iteration 56: (EM) log likelihood = -28701.258
Iteration 57: (EM) log likelihood = -28687.539
Iteration 58: (EM) log likelihood = -28675.236
Iteration 59: (EM) log likelihood = -28663.389
Iteration 60: (EM) log likelihood = -28652.351
Iteration 61: (EM) log likelihood = -28637.741
Iteration 62: (EM) log likelihood = -28629.176
Iteration 63: (EM) log likelihood = -28622.219
Iteration 64: (EM) log likelihood = -28613.388
Iteration 65: (EM) log likelihood = -28607.814
Iteration 66: (EM) log likelihood = -28602.109
Iteration 67: (EM) log likelihood = -28597.753
Iteration 68: (EM) log likelihood = -28590.859
Iteration 69: (EM) log likelihood = -28584.328
Iteration 70: (EM) log likelihood = -28576.471
Iteration 71: (EM) log likelihood = -28571.367
Iteration 72: (EM) log likelihood = -28567.776
Iteration 73: (EM) log likelihood = -28561.953
Iteration 74: (EM) log likelihood = -28555.203
Iteration 75: (EM) log likelihood = -28550.687
Iteration 76: (EM) log likelihood = -28545.399
Iteration 77: (EM) log likelihood = -28540.665
Iteration 78: (EM) log likelihood = -28532.77
Iteration 79: (EM) log likelihood = -28527.221
Iteration 80: (EM) log likelihood = -28521.266
Iteration 81: (EM) log likelihood = -28514.289
Iteration 82: (EM) log likelihood = -28503.025
Iteration 83: (EM) log likelihood = -28497.541
Iteration 84: (EM) log likelihood = -28491.065
Iteration 85: (EM) log likelihood = -28483.058
Iteration 86: (EM) log likelihood = -28476.585
Iteration 87: (EM) log likelihood = -28470.665
Iteration 88: (EM) log likelihood = -28464.704
Iteration 89: (EM) log likelihood = -28459.16
Iteration 90: (EM) log likelihood = -28452.372
Iteration 91: (EM) log likelihood = -28445.678
Iteration 92: (EM) log likelihood = -28438.775
Iteration 93: (EM) log likelihood = -28432.713
Iteration 94: (EM) log likelihood = -28426.979
Iteration 95: (EM) log likelihood = -28420.577
Iteration 96: (EM) log likelihood = -28414.502
Iteration 97: (EM) log likelihood = -28407.851
Iteration 98: (EM) log likelihood = -28400.435
Iteration 99: (EM) log likelihood = -28397.102
Iteration 100: (EM) log likelihood = -28390.782
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.18
Iteration 1: (class) log likelihood = -7876.18
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30683.677
Iteration 1: (outcome) log likelihood = -29183.455
Iteration 2: (outcome) log likelihood = -28858.93
Iteration 3: (outcome) log likelihood = -28786.348
Iteration 4: (outcome) log likelihood = -28775.297
Iteration 5: (outcome) log likelihood = -28772.162
Iteration 6: (outcome) log likelihood = -28771.622
Iteration 7: (outcome) log likelihood = -28771.484
Iteration 8: (outcome) log likelihood = -28771.454
Iteration 9: (outcome) log likelihood = -28771.447
Iteration 10: (outcome) log likelihood = -28771.446 (not concave)
Iteration 11: (outcome) log likelihood = -28771.446 (not concave)
Iteration 12: (outcome) log likelihood = -28771.446 (not concave)
Iteration 13: (outcome) log likelihood = -28771.446 (not concave)
Iteration 14: (outcome) log likelihood = -28771.446 (not concave)
Iteration 15: (outcome) log likelihood = -28771.446 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36558.252
Iteration 1: (EM) log likelihood = -36297.931
Iteration 2: (EM) log likelihood = -35713.086
Iteration 3: (EM) log likelihood = -34805.125
Iteration 4: (EM) log likelihood = -33826.009
Iteration 5: (EM) log likelihood = -32923.334
Iteration 6: (EM) log likelihood = -32137.339
Iteration 7: (EM) log likelihood = -31506.668
Iteration 8: (EM) log likelihood = -31038.917
Iteration 9: (EM) log likelihood = -30671.471
Iteration 10: (EM) log likelihood = -30341.836
Iteration 11: (EM) log likelihood = -30025.958
Iteration 12: (EM) log likelihood = -29739.593
Iteration 13: (EM) log likelihood = -29500.557
Iteration 14: (EM) log likelihood = -29316.687
Iteration 15: (EM) log likelihood = -29180.344
Iteration 16: (EM) log likelihood = -29076.463
Iteration 17: (EM) log likelihood = -28991.591
Iteration 18: (EM) log likelihood = -28927.309
Iteration 19: (EM) log likelihood = -28871.413
Iteration 20: (EM) log likelihood = -28829.194
Iteration 21: (EM) log likelihood = -28789.178
Iteration 22: (EM) log likelihood = -28750.56
Iteration 23: (EM) log likelihood = -28716.342
Iteration 24: (EM) log likelihood = -28682.71
Iteration 25: (EM) log likelihood = -28653.038
Iteration 26: (EM) log likelihood = -28631.601
Iteration 27: (EM) log likelihood = -28613.792
Iteration 28: (EM) log likelihood = -28594.023
Iteration 29: (EM) log likelihood = -28577.287
Iteration 30: (EM) log likelihood = -28562.632
Iteration 31: (EM) log likelihood = -28541.668
Iteration 32: (EM) log likelihood = -28529.66
Iteration 33: (EM) log likelihood = -28519.481
Iteration 34: (EM) log likelihood = -28510.791
Iteration 35: (EM) log likelihood = -28501
Iteration 36: (EM) log likelihood = -28486.655
Iteration 37: (EM) log likelihood = -28478.982
Iteration 38: (EM) log likelihood = -28470.069
Iteration 39: (EM) log likelihood = -28463.878
Iteration 40: (EM) log likelihood = -28456.751
Iteration 41: (EM) log likelihood = -28450.792
Iteration 42: (EM) log likelihood = -28443.829
Iteration 43: (EM) log likelihood = -28435.73
Iteration 44: (EM) log likelihood = -28428.43
Iteration 45: (EM) log likelihood = -28420.621
Iteration 46: (EM) log likelihood = -28413.329
Iteration 47: (EM) log likelihood = -28408.84
Iteration 48: (EM) log likelihood = -28401.498
Iteration 49: (EM) log likelihood = -28395.667
Iteration 50: (EM) log likelihood = -28387.84
Iteration 51: (EM) log likelihood = -28381.235
Iteration 52: (EM) log likelihood = -28374.332
Iteration 53: (EM) log likelihood = -28370.236
Iteration 54: (EM) log likelihood = -28365.58
Iteration 55: (EM) log likelihood = -28357.305
Iteration 56: (EM) log likelihood = -28341.391
Iteration 57: (EM) log likelihood = -28334.906
Iteration 58: (EM) log likelihood = -28329.284
Iteration 59: (EM) log likelihood = -28323.46
Iteration 60: (EM) log likelihood = -28316.645
Iteration 61: (EM) log likelihood = -28311.601
Iteration 62: (EM) log likelihood = -28307.741
Iteration 63: (EM) log likelihood = -28303.414
Iteration 64: (EM) log likelihood = -28299.482
Iteration 65: (EM) log likelihood = -28295
Iteration 66: (EM) log likelihood = -28289.856
Iteration 67: (EM) log likelihood = -28284.199
Iteration 68: (EM) log likelihood = -28280.304
Iteration 69: (EM) log likelihood = -28276.019
Iteration 70: (EM) log likelihood = -28271.844
Iteration 71: (EM) log likelihood = -28263.81
Iteration 72: (EM) log likelihood = -28258.964
Iteration 73: (EM) log likelihood = -28254.616
Iteration 74: (EM) log likelihood = -28251.419
Iteration 75: (EM) log likelihood = -28247.554
Iteration 76: (EM) log likelihood = -28243.681
Iteration 77: (EM) log likelihood = -28241.079
Iteration 78: (EM) log likelihood = -28237.419
Iteration 79: (EM) log likelihood = -28233.991
Iteration 80: (EM) log likelihood = -28231.116
Iteration 81: (EM) log likelihood = -28229.733
Iteration 82: (EM) log likelihood = -28225.378
Iteration 83: (EM) log likelihood = -28221.168
Iteration 84: (EM) log likelihood = -28216.789
Iteration 85: (EM) log likelihood = -28214.587
Iteration 86: (EM) log likelihood = -28212.43
Iteration 87: (EM) log likelihood = -28209.521
Iteration 88: (EM) log likelihood = -28201.82
Iteration 89: (EM) log likelihood = -28200.008
Iteration 90: (EM) log likelihood = -28198.154
Iteration 91: (EM) log likelihood = -28196.41
Iteration 92: (EM) log likelihood = -28194.398
Iteration 93: (EM) log likelihood = -28192.532
Iteration 94: (EM) log likelihood = -28191.279
Iteration 95: (EM) log likelihood = -28189.888
Iteration 96: (EM) log likelihood = -28188.141
Iteration 97: (EM) log likelihood = -28185.826
Iteration 98: (EM) log likelihood = -28183.825
Iteration 99: (EM) log likelihood = -28181.952
Iteration 100: (EM) log likelihood = -28180.374
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.833
Iteration 1: (class) log likelihood = -7876.833
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29960.999
Iteration 1: (outcome) log likelihood = -29098.665
Iteration 2: (outcome) log likelihood = -28865.88
Iteration 3: (outcome) log likelihood = -28819.802
Iteration 4: (outcome) log likelihood = -28812.406
Iteration 5: (outcome) log likelihood = -28810.763
Iteration 6: (outcome) log likelihood = -28810.449
Iteration 7: (outcome) log likelihood = -28810.399
Iteration 8: (outcome) log likelihood = -28810.386
Iteration 9: (outcome) log likelihood = -28810.384
Iteration 10: (outcome) log likelihood = -28810.383 (not concave)
Iteration 11: (outcome) log likelihood = -28810.383 (not concave)
Iteration 12: (outcome) log likelihood = -28810.383 (not concave)
Iteration 13: (outcome) log likelihood = -28810.383 (not concave)
Iteration 14: (outcome) log likelihood = -28810.383 (not concave)
Iteration 15: (outcome) log likelihood = -28810.383 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36631.554
Iteration 1: (EM) log likelihood = -36428.597
Iteration 2: (EM) log likelihood = -35814.419
Iteration 3: (EM) log likelihood = -34653.816
Iteration 4: (EM) log likelihood = -33488.303
Iteration 5: (EM) log likelihood = -32688.283
Iteration 6: (EM) log likelihood = -32154.557
Iteration 7: (EM) log likelihood = -31753.365
Iteration 8: (EM) log likelihood = -31427.463
Iteration 9: (EM) log likelihood = -31149.667
Iteration 10: (EM) log likelihood = -30899.919
Iteration 11: (EM) log likelihood = -30669.607
Iteration 12: (EM) log likelihood = -30456.56
Iteration 13: (EM) log likelihood = -30265.29
Iteration 14: (EM) log likelihood = -30109.359
Iteration 15: (EM) log likelihood = -29979.205
Iteration 16: (EM) log likelihood = -29866.659
Iteration 17: (EM) log likelihood = -29774.403
Iteration 18: (EM) log likelihood = -29691.889
Iteration 19: (EM) log likelihood = -29616.098
Iteration 20: (EM) log likelihood = -29547.301
Iteration 21: (EM) log likelihood = -29484.873
Iteration 22: (EM) log likelihood = -29425.798
Iteration 23: (EM) log likelihood = -29372.427
Iteration 24: (EM) log likelihood = -29328.214
Iteration 25: (EM) log likelihood = -29284.583
Iteration 26: (EM) log likelihood = -29242.353
Iteration 27: (EM) log likelihood = -29206.907
Iteration 28: (EM) log likelihood = -29170.698
Iteration 29: (EM) log likelihood = -29140.703
Iteration 30: (EM) log likelihood = -29112.475
Iteration 31: (EM) log likelihood = -29086.383
Iteration 32: (EM) log likelihood = -29061.354
Iteration 33: (EM) log likelihood = -29037.927
Iteration 34: (EM) log likelihood = -29015.47
Iteration 35: (EM) log likelihood = -28994
Iteration 36: (EM) log likelihood = -28974.263
Iteration 37: (EM) log likelihood = -28954.119
Iteration 38: (EM) log likelihood = -28932.691
Iteration 39: (EM) log likelihood = -28908.19
Iteration 40: (EM) log likelihood = -28882.416
Iteration 41: (EM) log likelihood = -28862.011
Iteration 42: (EM) log likelihood = -28842.249
Iteration 43: (EM) log likelihood = -28822.007
Iteration 44: (EM) log likelihood = -28802.823
Iteration 45: (EM) log likelihood = -28781.632
Iteration 46: (EM) log likelihood = -28756.453
Iteration 47: (EM) log likelihood = -28731.666
Iteration 48: (EM) log likelihood = -28707.571
Iteration 49: (EM) log likelihood = -28685.572
Iteration 50: (EM) log likelihood = -28663.748
Iteration 51: (EM) log likelihood = -28640.45
Iteration 52: (EM) log likelihood = -28623.178
Iteration 53: (EM) log likelihood = -28608.003
Iteration 54: (EM) log likelihood = -28594.442
Iteration 55: (EM) log likelihood = -28580.352
Iteration 56: (EM) log likelihood = -28568.001
Iteration 57: (EM) log likelihood = -28554.532
Iteration 58: (EM) log likelihood = -28543.385
Iteration 59: (EM) log likelihood = -28534.904
Iteration 60: (EM) log likelihood = -28526.76
Iteration 61: (EM) log likelihood = -28518.134
Iteration 62: (EM) log likelihood = -28511.008
Iteration 63: (EM) log likelihood = -28502.511
Iteration 64: (EM) log likelihood = -28493.478
Iteration 65: (EM) log likelihood = -28484.418
Iteration 66: (EM) log likelihood = -28475.546
Iteration 67: (EM) log likelihood = -28468.814
Iteration 68: (EM) log likelihood = -28461.881
Iteration 69: (EM) log likelihood = -28452.466
Iteration 70: (EM) log likelihood = -28446.074
Iteration 71: (EM) log likelihood = -28438.223
Iteration 72: (EM) log likelihood = -28430.242
Iteration 73: (EM) log likelihood = -28422.525
Iteration 74: (EM) log likelihood = -28416.53
Iteration 75: (EM) log likelihood = -28411.885
Iteration 76: (EM) log likelihood = -28407.178
Iteration 77: (EM) log likelihood = -28399.563
Iteration 78: (EM) log likelihood = -28395.087
Iteration 79: (EM) log likelihood = -28390.122
Iteration 80: (EM) log likelihood = -28386.236
Iteration 81: (EM) log likelihood = -28382.636
Iteration 82: (EM) log likelihood = -28378.067
Iteration 83: (EM) log likelihood = -28375.599
Iteration 84: (EM) log likelihood = -28373.588
Iteration 85: (EM) log likelihood = -28371.28
Iteration 86: (EM) log likelihood = -28370.264
Iteration 87: (EM) log likelihood = -28366.514
Iteration 88: (EM) log likelihood = -28364.327
Iteration 89: (EM) log likelihood = -28361.029
Iteration 90: (EM) log likelihood = -28359.401
Iteration 91: (EM) log likelihood = -28356.633
Iteration 92: (EM) log likelihood = -28354.806
Iteration 93: (EM) log likelihood = -28352.741
Iteration 94: (EM) log likelihood = -28351.397
Iteration 95: (EM) log likelihood = -28350.494
Iteration 96: (EM) log likelihood = -28347.93
Iteration 97: (EM) log likelihood = -28348.636
Iteration 98: (EM) log likelihood = -28347.182
Iteration 99: (EM) log likelihood = -28344.856
Iteration 100: (EM) log likelihood = -28342.299
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.7054
Iteration 1: (class) log likelihood = -7873.7054
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29829.675
Iteration 1: (outcome) log likelihood = -29053.513
Iteration 2: (outcome) log likelihood = -28862.572
Iteration 3: (outcome) log likelihood = -28828.084
Iteration 4: (outcome) log likelihood = -28822.102
Iteration 5: (outcome) log likelihood = -28820.76
Iteration 6: (outcome) log likelihood = -28820.495
Iteration 7: (outcome) log likelihood = -28820.438
Iteration 8: (outcome) log likelihood = -28820.424
Iteration 9: (outcome) log likelihood = -28820.421
Iteration 10: (outcome) log likelihood = -28820.421 (not concave)
Iteration 11: (outcome) log likelihood = -28820.42 (not concave)
Iteration 12: (outcome) log likelihood = -28820.42 (not concave)
Iteration 13: (outcome) log likelihood = -28820.42 (not concave)
Iteration 14: (outcome) log likelihood = -28820.42 (not concave)
Iteration 15: (outcome) log likelihood = -28820.42 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36632.449
Iteration 1: (EM) log likelihood = -36453.942
Iteration 2: (EM) log likelihood = -36029.68
Iteration 3: (EM) log likelihood = -35190.02
Iteration 4: (EM) log likelihood = -34045.988
Iteration 5: (EM) log likelihood = -33017.352
Iteration 6: (EM) log likelihood = -32210.433
Iteration 7: (EM) log likelihood = -31629.824
Iteration 8: (EM) log likelihood = -31234.124
Iteration 9: (EM) log likelihood = -30938.734
Iteration 10: (EM) log likelihood = -30685.638
Iteration 11: (EM) log likelihood = -30464.998
Iteration 12: (EM) log likelihood = -30292.618
Iteration 13: (EM) log likelihood = -30163.6
Iteration 14: (EM) log likelihood = -30062.046
Iteration 15: (EM) log likelihood = -29982.768
Iteration 16: (EM) log likelihood = -29916.178
Iteration 17: (EM) log likelihood = -29853.037
Iteration 18: (EM) log likelihood = -29802.475
Iteration 19: (EM) log likelihood = -29758.03
Iteration 20: (EM) log likelihood = -29714.653
Iteration 21: (EM) log likelihood = -29673.815
Iteration 22: (EM) log likelihood = -29636.878
Iteration 23: (EM) log likelihood = -29598.7
Iteration 24: (EM) log likelihood = -29563.784
Iteration 25: (EM) log likelihood = -29530.715
Iteration 26: (EM) log likelihood = -29499.278
Iteration 27: (EM) log likelihood = -29469.089
Iteration 28: (EM) log likelihood = -29439.821
Iteration 29: (EM) log likelihood = -29410.735
Iteration 30: (EM) log likelihood = -29382.889
Iteration 31: (EM) log likelihood = -29353.775
Iteration 32: (EM) log likelihood = -29328.196
Iteration 33: (EM) log likelihood = -29301.528
Iteration 34: (EM) log likelihood = -29273.669
Iteration 35: (EM) log likelihood = -29245.921
Iteration 36: (EM) log likelihood = -29217.985
Iteration 37: (EM) log likelihood = -29188.126
Iteration 38: (EM) log likelihood = -29161.331
Iteration 39: (EM) log likelihood = -29133.901
Iteration 40: (EM) log likelihood = -29110.282
Iteration 41: (EM) log likelihood = -29087.697
Iteration 42: (EM) log likelihood = -29065.645
Iteration 43: (EM) log likelihood = -29043.684
Iteration 44: (EM) log likelihood = -29020.395
Iteration 45: (EM) log likelihood = -28999.594
Iteration 46: (EM) log likelihood = -28979.693
Iteration 47: (EM) log likelihood = -28961.748
Iteration 48: (EM) log likelihood = -28945.16
Iteration 49: (EM) log likelihood = -28928.561
Iteration 50: (EM) log likelihood = -28913.306
Iteration 51: (EM) log likelihood = -28897.459
Iteration 52: (EM) log likelihood = -28883.838
Iteration 53: (EM) log likelihood = -28871.226
Iteration 54: (EM) log likelihood = -28857.06
Iteration 55: (EM) log likelihood = -28842.566
Iteration 56: (EM) log likelihood = -28831.575
Iteration 57: (EM) log likelihood = -28817.788
Iteration 58: (EM) log likelihood = -28801.714
Iteration 59: (EM) log likelihood = -28788.781
Iteration 60: (EM) log likelihood = -28777.788
Iteration 61: (EM) log likelihood = -28766.183
Iteration 62: (EM) log likelihood = -28756.758
Iteration 63: (EM) log likelihood = -28746.404
Iteration 64: (EM) log likelihood = -28737.973
Iteration 65: (EM) log likelihood = -28727.222
Iteration 66: (EM) log likelihood = -28718.847
Iteration 67: (EM) log likelihood = -28711.471
Iteration 68: (EM) log likelihood = -28702.655
Iteration 69: (EM) log likelihood = -28695.116
Iteration 70: (EM) log likelihood = -28686.313
Iteration 71: (EM) log likelihood = -28678.571
Iteration 72: (EM) log likelihood = -28670.643
Iteration 73: (EM) log likelihood = -28663.621
Iteration 74: (EM) log likelihood = -28657.132
Iteration 75: (EM) log likelihood = -28650.993
Iteration 76: (EM) log likelihood = -28645.725
Iteration 77: (EM) log likelihood = -28641.104
Iteration 78: (EM) log likelihood = -28636.841
Iteration 79: (EM) log likelihood = -28632.866
Iteration 80: (EM) log likelihood = -28629.21
Iteration 81: (EM) log likelihood = -28625.293
Iteration 82: (EM) log likelihood = -28621.733
Iteration 83: (EM) log likelihood = -28616.454
Iteration 84: (EM) log likelihood = -28612.23
Iteration 85: (EM) log likelihood = -28608.567
Iteration 86: (EM) log likelihood = -28605.62
Iteration 87: (EM) log likelihood = -28602.939
Iteration 88: (EM) log likelihood = -28598.762
Iteration 89: (EM) log likelihood = -28594.6
Iteration 90: (EM) log likelihood = -28591.134
Iteration 91: (EM) log likelihood = -28588.307
Iteration 92: (EM) log likelihood = -28585.155
Iteration 93: (EM) log likelihood = -28582.759
Iteration 94: (EM) log likelihood = -28581.328
Iteration 95: (EM) log likelihood = -28579.438
Iteration 96: (EM) log likelihood = -28576.865
Iteration 97: (EM) log likelihood = -28574.319
Iteration 98: (EM) log likelihood = -28573.463
Iteration 99: (EM) log likelihood = -28569.968
Iteration 100: (EM) log likelihood = -28568.587
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.4071
Iteration 1: (class) log likelihood = -7874.4071
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30029.241
Iteration 1: (outcome) log likelihood = -29074.49
Iteration 2: (outcome) log likelihood = -28860.367
Iteration 3: (outcome) log likelihood = -28819.913
Iteration 4: (outcome) log likelihood = -28812.74
Iteration 5: (outcome) log likelihood = -28811.005
Iteration 6: (outcome) log likelihood = -28810.669
Iteration 7: (outcome) log likelihood = -28810.614
Iteration 8: (outcome) log likelihood = -28810.601
Iteration 9: (outcome) log likelihood = -28810.598
Iteration 10: (outcome) log likelihood = -28810.597 (not concave)
Iteration 11: (outcome) log likelihood = -28810.597 (not concave)
Iteration 12: (outcome) log likelihood = -28810.597 (not concave)
Iteration 13: (outcome) log likelihood = -28810.597 (not concave)
Iteration 14: (outcome) log likelihood = -28810.597 (not concave)
Iteration 15: (outcome) log likelihood = -28810.597 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36631.924
Iteration 1: (EM) log likelihood = -36411.694
Iteration 2: (EM) log likelihood = -35689.572
Iteration 3: (EM) log likelihood = -34376.425
Iteration 4: (EM) log likelihood = -33218.231
Iteration 5: (EM) log likelihood = -32404.803
Iteration 6: (EM) log likelihood = -31804.177
Iteration 7: (EM) log likelihood = -31308.666
Iteration 8: (EM) log likelihood = -30864.738
Iteration 9: (EM) log likelihood = -30473.097
Iteration 10: (EM) log likelihood = -30147.723
Iteration 11: (EM) log likelihood = -29909.327
Iteration 12: (EM) log likelihood = -29726.928
Iteration 13: (EM) log likelihood = -29582.448
Iteration 14: (EM) log likelihood = -29462.409
Iteration 15: (EM) log likelihood = -29351.427
Iteration 16: (EM) log likelihood = -29260.442
Iteration 17: (EM) log likelihood = -29179.908
Iteration 18: (EM) log likelihood = -29109.783
Iteration 19: (EM) log likelihood = -29043.394
Iteration 20: (EM) log likelihood = -28982.501
Iteration 21: (EM) log likelihood = -28930.839
Iteration 22: (EM) log likelihood = -28878.635
Iteration 23: (EM) log likelihood = -28832.365
Iteration 24: (EM) log likelihood = -28789.556
Iteration 25: (EM) log likelihood = -28751.293
Iteration 26: (EM) log likelihood = -28715.697
Iteration 27: (EM) log likelihood = -28679.75
Iteration 28: (EM) log likelihood = -28645.459
Iteration 29: (EM) log likelihood = -28617.176
Iteration 30: (EM) log likelihood = -28591.048
Iteration 31: (EM) log likelihood = -28564.501
Iteration 32: (EM) log likelihood = -28538.202
Iteration 33: (EM) log likelihood = -28514.857
Iteration 34: (EM) log likelihood = -28488.98
Iteration 35: (EM) log likelihood = -28469.28
Iteration 36: (EM) log likelihood = -28450.419
Iteration 37: (EM) log likelihood = -28436.593
Iteration 38: (EM) log likelihood = -28423.851
Iteration 39: (EM) log likelihood = -28409.284
Iteration 40: (EM) log likelihood = -28397.321
Iteration 41: (EM) log likelihood = -28386.466
Iteration 42: (EM) log likelihood = -28375.445
Iteration 43: (EM) log likelihood = -28367.548
Iteration 44: (EM) log likelihood = -28360.658
Iteration 45: (EM) log likelihood = -28353.483
Iteration 46: (EM) log likelihood = -28346.299
Iteration 47: (EM) log likelihood = -28339.02
Iteration 48: (EM) log likelihood = -28334.047
Iteration 49: (EM) log likelihood = -28328.644
Iteration 50: (EM) log likelihood = -28321.526
Iteration 51: (EM) log likelihood = -28315.869
Iteration 52: (EM) log likelihood = -28310.798
Iteration 53: (EM) log likelihood = -28305.638
Iteration 54: (EM) log likelihood = -28301.156
Iteration 55: (EM) log likelihood = -28297.792
Iteration 56: (EM) log likelihood = -28296.141
Iteration 57: (EM) log likelihood = -28292.954
Iteration 58: (EM) log likelihood = -28290.143
Iteration 59: (EM) log likelihood = -28286.791
Iteration 60: (EM) log likelihood = -28284.438
Iteration 61: (EM) log likelihood = -28281.902
Iteration 62: (EM) log likelihood = -28279.707
Iteration 63: (EM) log likelihood = -28277.011
Iteration 64: (EM) log likelihood = -28274.491
Iteration 65: (EM) log likelihood = -28272.254
Iteration 66: (EM) log likelihood = -28270.383
Iteration 67: (EM) log likelihood = -28268.057
Iteration 68: (EM) log likelihood = -28264.273
Iteration 69: (EM) log likelihood = -28262.769
Iteration 70: (EM) log likelihood = -28261.111
Iteration 71: (EM) log likelihood = -28259.373
Iteration 72: (EM) log likelihood = -28257.588
Iteration 73: (EM) log likelihood = -28255.445
Iteration 74: (EM) log likelihood = -28253.407
Iteration 75: (EM) log likelihood = -28251.98
Iteration 76: (EM) log likelihood = -28251.13
Iteration 77: (EM) log likelihood = -28249.847
Iteration 78: (EM) log likelihood = -28248.561
Iteration 79: (EM) log likelihood = -28247.7
Iteration 80: (EM) log likelihood = -28246.178
Iteration 81: (EM) log likelihood = -28245.002
Iteration 82: (EM) log likelihood = -28243.989
Iteration 83: (EM) log likelihood = -28242.881
Iteration 84: (EM) log likelihood = -28241.72
Iteration 85: (EM) log likelihood = -28240.35
Iteration 86: (EM) log likelihood = -28239.23
Iteration 87: (EM) log likelihood = -28238.273
Iteration 88: (EM) log likelihood = -28236.986
Iteration 89: (EM) log likelihood = -28235.916
Iteration 90: (EM) log likelihood = -28234.851
Iteration 91: (EM) log likelihood = -28233.857
Iteration 92: (EM) log likelihood = -28232.708
Iteration 93: (EM) log likelihood = -28231.715
Iteration 94: (EM) log likelihood = -28230.343
Iteration 95: (EM) log likelihood = -28229.463
Iteration 96: (EM) log likelihood = -28228.654
Iteration 97: (EM) log likelihood = -28227.881
Iteration 98: (EM) log likelihood = -28226.961
Iteration 99: (EM) log likelihood = -28226.248
Iteration 100: (EM) log likelihood = -28225.625
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.3297
Iteration 1: (class) log likelihood = -7877.3297
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30472.561
Iteration 1: (outcome) log likelihood = -29154.156
Iteration 2: (outcome) log likelihood = -28842.144
Iteration 3: (outcome) log likelihood = -28784.383
Iteration 4: (outcome) log likelihood = -28773.189
Iteration 5: (outcome) log likelihood = -28770.495
Iteration 6: (outcome) log likelihood = -28769.948
Iteration 7: (outcome) log likelihood = -28769.83
Iteration 8: (outcome) log likelihood = -28769.803
Iteration 9: (outcome) log likelihood = -28769.797
Iteration 10: (outcome) log likelihood = -28769.796 (not concave)
Iteration 11: (outcome) log likelihood = -28769.796 (not concave)
Iteration 12: (outcome) log likelihood = -28769.796 (not concave)
Iteration 13: (outcome) log likelihood = -28769.796 (not concave)
Iteration 14: (outcome) log likelihood = -28769.796 (not concave)
Iteration 15: (outcome) log likelihood = -28769.796 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36542.899
Iteration 1: (EM) log likelihood = -36118.807
Iteration 2: (EM) log likelihood = -35048.563
Iteration 3: (EM) log likelihood = -33866.007
Iteration 4: (EM) log likelihood = -33061.606
Iteration 5: (EM) log likelihood = -32498.372
Iteration 6: (EM) log likelihood = -32030.572
Iteration 7: (EM) log likelihood = -31613.814
Iteration 8: (EM) log likelihood = -31233.414
Iteration 9: (EM) log likelihood = -30884.755
Iteration 10: (EM) log likelihood = -30572.408
Iteration 11: (EM) log likelihood = -30290.483
Iteration 12: (EM) log likelihood = -30041.241
Iteration 13: (EM) log likelihood = -29834.462
Iteration 14: (EM) log likelihood = -29668.322
Iteration 15: (EM) log likelihood = -29540.406
Iteration 16: (EM) log likelihood = -29438.761
Iteration 17: (EM) log likelihood = -29353.346
Iteration 18: (EM) log likelihood = -29283.062
Iteration 19: (EM) log likelihood = -29224.733
Iteration 20: (EM) log likelihood = -29173.07
Iteration 21: (EM) log likelihood = -29124.316
Iteration 22: (EM) log likelihood = -29081.824
Iteration 23: (EM) log likelihood = -29041.395
Iteration 24: (EM) log likelihood = -29004.043
Iteration 25: (EM) log likelihood = -28971.256
Iteration 26: (EM) log likelihood = -28940.392
Iteration 27: (EM) log likelihood = -28914.24
Iteration 28: (EM) log likelihood = -28889.809
Iteration 29: (EM) log likelihood = -28866.948
Iteration 30: (EM) log likelihood = -28843.569
Iteration 31: (EM) log likelihood = -28821.999
Iteration 32: (EM) log likelihood = -28802.399
Iteration 33: (EM) log likelihood = -28781.326
Iteration 34: (EM) log likelihood = -28765.182
Iteration 35: (EM) log likelihood = -28746
Iteration 36: (EM) log likelihood = -28727.792
Iteration 37: (EM) log likelihood = -28713.466
Iteration 38: (EM) log likelihood = -28702.147
Iteration 39: (EM) log likelihood = -28692.385
Iteration 40: (EM) log likelihood = -28683.086
Iteration 41: (EM) log likelihood = -28674.484
Iteration 42: (EM) log likelihood = -28666.884
Iteration 43: (EM) log likelihood = -28660.516
Iteration 44: (EM) log likelihood = -28653.683
Iteration 45: (EM) log likelihood = -28646.049
Iteration 46: (EM) log likelihood = -28638.874
Iteration 47: (EM) log likelihood = -28632.303
Iteration 48: (EM) log likelihood = -28625.352
Iteration 49: (EM) log likelihood = -28620.003
Iteration 50: (EM) log likelihood = -28612.957
Iteration 51: (EM) log likelihood = -28608.111
Iteration 52: (EM) log likelihood = -28603.046
Iteration 53: (EM) log likelihood = -28595.321
Iteration 54: (EM) log likelihood = -28588.4
Iteration 55: (EM) log likelihood = -28582.172
Iteration 56: (EM) log likelihood = -28576.434
Iteration 57: (EM) log likelihood = -28571.568
Iteration 58: (EM) log likelihood = -28564.927
Iteration 59: (EM) log likelihood = -28556.499
Iteration 60: (EM) log likelihood = -28551.049
Iteration 61: (EM) log likelihood = -28547.082
Iteration 62: (EM) log likelihood = -28543.317
Iteration 63: (EM) log likelihood = -28538.494
Iteration 64: (EM) log likelihood = -28533.769
Iteration 65: (EM) log likelihood = -28529.642
Iteration 66: (EM) log likelihood = -28526.267
Iteration 67: (EM) log likelihood = -28523.191
Iteration 68: (EM) log likelihood = -28519.656
Iteration 69: (EM) log likelihood = -28517.341
Iteration 70: (EM) log likelihood = -28514.329
Iteration 71: (EM) log likelihood = -28511.233
Iteration 72: (EM) log likelihood = -28508.795
Iteration 73: (EM) log likelihood = -28504.796
Iteration 74: (EM) log likelihood = -28497.288
Iteration 75: (EM) log likelihood = -28494.982
Iteration 76: (EM) log likelihood = -28492.947
Iteration 77: (EM) log likelihood = -28491
Iteration 78: (EM) log likelihood = -28489.328
Iteration 79: (EM) log likelihood = -28484.019
Iteration 80: (EM) log likelihood = -28481.84
Iteration 81: (EM) log likelihood = -28479.772
Iteration 82: (EM) log likelihood = -28478.222
Iteration 83: (EM) log likelihood = -28475.66
Iteration 84: (EM) log likelihood = -28473.37
Iteration 85: (EM) log likelihood = -28472.262
Iteration 86: (EM) log likelihood = -28469.8
Iteration 87: (EM) log likelihood = -28468.34
Iteration 88: (EM) log likelihood = -28466.271
Iteration 89: (EM) log likelihood = -28464.036
Iteration 90: (EM) log likelihood = -28462.335
Iteration 91: (EM) log likelihood = -28460.597
Iteration 92: (EM) log likelihood = -28458.527
Iteration 93: (EM) log likelihood = -28457.359
Iteration 94: (EM) log likelihood = -28456.02
Iteration 95: (EM) log likelihood = -28453.528
Iteration 96: (EM) log likelihood = -28452.258
Iteration 97: (EM) log likelihood = -28451.108
Iteration 98: (EM) log likelihood = -28449.143
Iteration 99: (EM) log likelihood = -28448.134
Iteration 100: (EM) log likelihood = -28446.888
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.2336
Iteration 1: (class) log likelihood = -7875.2336 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29810.031
Iteration 1: (outcome) log likelihood = -29060.871
Iteration 2: (outcome) log likelihood = -28845.574
Iteration 3: (outcome) log likelihood = -28812.517
Iteration 4: (outcome) log likelihood = -28806.17
Iteration 5: (outcome) log likelihood = -28804.957
Iteration 6: (outcome) log likelihood = -28804.75
Iteration 7: (outcome) log likelihood = -28804.702
Iteration 8: (outcome) log likelihood = -28804.691
Iteration 9: (outcome) log likelihood = -28804.689 (not concave)
Iteration 10: (outcome) log likelihood = -28804.688 (not concave)
Iteration 11: (outcome) log likelihood = -28804.688 (not concave)
Iteration 12: (outcome) log likelihood = -28804.688 (not concave)
Iteration 13: (outcome) log likelihood = -28804.688 (not concave)
Iteration 14: (outcome) log likelihood = -28804.688 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36618.491
Iteration 1: (EM) log likelihood = -36396.76
Iteration 2: (EM) log likelihood = -35788.887
Iteration 3: (EM) log likelihood = -34730.08
Iteration 4: (EM) log likelihood = -33617.946
Iteration 5: (EM) log likelihood = -32715.63
Iteration 6: (EM) log likelihood = -32021.708
Iteration 7: (EM) log likelihood = -31500.318
Iteration 8: (EM) log likelihood = -31105.916
Iteration 9: (EM) log likelihood = -30800.477
Iteration 10: (EM) log likelihood = -30553.657
Iteration 11: (EM) log likelihood = -30349.194
Iteration 12: (EM) log likelihood = -30192.066
Iteration 13: (EM) log likelihood = -30065.424
Iteration 14: (EM) log likelihood = -29959.781
Iteration 15: (EM) log likelihood = -29869.31
Iteration 16: (EM) log likelihood = -29790.438
Iteration 17: (EM) log likelihood = -29722.489
Iteration 18: (EM) log likelihood = -29660.397
Iteration 19: (EM) log likelihood = -29605.072
Iteration 20: (EM) log likelihood = -29556.423
Iteration 21: (EM) log likelihood = -29510.179
Iteration 22: (EM) log likelihood = -29466.955
Iteration 23: (EM) log likelihood = -29430.613
Iteration 24: (EM) log likelihood = -29395.918
Iteration 25: (EM) log likelihood = -29365.16
Iteration 26: (EM) log likelihood = -29335.414
Iteration 27: (EM) log likelihood = -29307.194
Iteration 28: (EM) log likelihood = -29278.774
Iteration 29: (EM) log likelihood = -29255.969
Iteration 30: (EM) log likelihood = -29233.575
Iteration 31: (EM) log likelihood = -29214.326
Iteration 32: (EM) log likelihood = -29193.815
Iteration 33: (EM) log likelihood = -29177.021
Iteration 34: (EM) log likelihood = -29158.161
Iteration 35: (EM) log likelihood = -29142.607
Iteration 36: (EM) log likelihood = -29129.358
Iteration 37: (EM) log likelihood = -29117.54
Iteration 38: (EM) log likelihood = -29104.593
Iteration 39: (EM) log likelihood = -29093.021
Iteration 40: (EM) log likelihood = -29083.114
Iteration 41: (EM) log likelihood = -29073.249
Iteration 42: (EM) log likelihood = -29066.318
Iteration 43: (EM) log likelihood = -29060.087
Iteration 44: (EM) log likelihood = -29053.301
Iteration 45: (EM) log likelihood = -29046.573
Iteration 46: (EM) log likelihood = -29038.996
Iteration 47: (EM) log likelihood = -29035.849
Iteration 48: (EM) log likelihood = -29033.398
Iteration 49: (EM) log likelihood = -29029.831
Iteration 50: (EM) log likelihood = -29027.775
Iteration 51: (EM) log likelihood = -29026.384
Iteration 52: (EM) log likelihood = -29024.073
Iteration 53: (EM) log likelihood = -29022.142
Iteration 54: (EM) log likelihood = -29021.017
Iteration 55: (EM) log likelihood = -29019.873
Iteration 56: (EM) log likelihood = -29018.523
Iteration 57: (EM) log likelihood = -29017.604
Iteration 58: (EM) log likelihood = -29017.511
Iteration 59: (EM) log likelihood = -29017.25
Iteration 60: (EM) log likelihood = -29016.739
Iteration 61: (EM) log likelihood = -29016.155
Iteration 62: (EM) log likelihood = -29013.833
Iteration 63: (EM) log likelihood = -29013.027
Iteration 64: (EM) log likelihood = -29011.95
Iteration 65: (EM) log likelihood = -29009.877
Iteration 66: (EM) log likelihood = -29007.575
Iteration 67: (EM) log likelihood = -29002.988
Iteration 68: (EM) log likelihood = -29001.231
Iteration 69: (EM) log likelihood = -28999.25
Iteration 70: (EM) log likelihood = -28997.32
Iteration 71: (EM) log likelihood = -28994.242
Iteration 72: (EM) log likelihood = -28992.475
Iteration 73: (EM) log likelihood = -28990.893
Iteration 74: (EM) log likelihood = -28989.263
Iteration 75: (EM) log likelihood = -28988.044
Iteration 76: (EM) log likelihood = -28986.821
Iteration 77: (EM) log likelihood = -28985.516
Iteration 78: (EM) log likelihood = -28983.861
Iteration 79: (EM) log likelihood = -28982.551
Iteration 80: (EM) log likelihood = -28981.256
Iteration 81: (EM) log likelihood = -28979.702
Iteration 82: (EM) log likelihood = -28977.819
Iteration 83: (EM) log likelihood = -28976.165
Iteration 84: (EM) log likelihood = -28975.131
Iteration 85: (EM) log likelihood = -28973.421
Iteration 86: (EM) log likelihood = -28971.34
Iteration 87: (EM) log likelihood = -28969.009
Iteration 88: (EM) log likelihood = -28961.598
Iteration 89: (EM) log likelihood = -28959.403
Iteration 90: (EM) log likelihood = -28957.138
Iteration 91: (EM) log likelihood = -28955.63
Iteration 92: (EM) log likelihood = -28954.164
Iteration 93: (EM) log likelihood = -28952.871
Iteration 94: (EM) log likelihood = -28951.143
Iteration 95: (EM) log likelihood = -28949.47
Iteration 96: (EM) log likelihood = -28944.69
Iteration 97: (EM) log likelihood = -28942.01
Iteration 98: (EM) log likelihood = -28940.29
Iteration 99: (EM) log likelihood = -28938.642
Iteration 100: (EM) log likelihood = -28937.078
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.5688
Iteration 1: (class) log likelihood = -7877.5688 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29620.965
Iteration 1: (outcome) log likelihood = -28951.753
Iteration 2: (outcome) log likelihood = -28810.558
Iteration 3: (outcome) log likelihood = -28790.595
Iteration 4: (outcome) log likelihood = -28786.202
Iteration 5: (outcome) log likelihood = -28785.177
Iteration 6: (outcome) log likelihood = -28784.963
Iteration 7: (outcome) log likelihood = -28784.926
Iteration 8: (outcome) log likelihood = -28784.922
Iteration 9: (outcome) log likelihood = -28784.921 (not concave)
Iteration 10: (outcome) log likelihood = -28784.921 (not concave)
Iteration 11: (outcome) log likelihood = -28784.921 (not concave)
Iteration 12: (outcome) log likelihood = -28784.921 (not concave)
Iteration 13: (outcome) log likelihood = -28784.921 (not concave)
Iteration 14: (outcome) log likelihood = -28784.921 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36569.822
Iteration 1: (EM) log likelihood = -36265.101
Iteration 2: (EM) log likelihood = -35479.159
Iteration 3: (EM) log likelihood = -34238.919
Iteration 4: (EM) log likelihood = -33125
Iteration 5: (EM) log likelihood = -32343.362
Iteration 6: (EM) log likelihood = -31826.641
Iteration 7: (EM) log likelihood = -31463.735
Iteration 8: (EM) log likelihood = -31175.105
Iteration 9: (EM) log likelihood = -30921.086
Iteration 10: (EM) log likelihood = -30683.253
Iteration 11: (EM) log likelihood = -30466.057
Iteration 12: (EM) log likelihood = -30277.229
Iteration 13: (EM) log likelihood = -30118.316
Iteration 14: (EM) log likelihood = -29984.462
Iteration 15: (EM) log likelihood = -29868.736
Iteration 16: (EM) log likelihood = -29763.967
Iteration 17: (EM) log likelihood = -29675.184
Iteration 18: (EM) log likelihood = -29597.717
Iteration 19: (EM) log likelihood = -29525.992
Iteration 20: (EM) log likelihood = -29460.995
Iteration 21: (EM) log likelihood = -29402.46
Iteration 22: (EM) log likelihood = -29348.162
Iteration 23: (EM) log likelihood = -29297.06
Iteration 24: (EM) log likelihood = -29249.746
Iteration 25: (EM) log likelihood = -29204.415
Iteration 26: (EM) log likelihood = -29159.321
Iteration 27: (EM) log likelihood = -29117.651
Iteration 28: (EM) log likelihood = -29076.543
Iteration 29: (EM) log likelihood = -29042.798
Iteration 30: (EM) log likelihood = -29010.67
Iteration 31: (EM) log likelihood = -28977.642
Iteration 32: (EM) log likelihood = -28947.54
Iteration 33: (EM) log likelihood = -28917.616
Iteration 34: (EM) log likelihood = -28889.062
Iteration 35: (EM) log likelihood = -28860.217
Iteration 36: (EM) log likelihood = -28832.621
Iteration 37: (EM) log likelihood = -28807.498
Iteration 38: (EM) log likelihood = -28780.312
Iteration 39: (EM) log likelihood = -28758.57
Iteration 40: (EM) log likelihood = -28737.671
Iteration 41: (EM) log likelihood = -28720.022
Iteration 42: (EM) log likelihood = -28703.115
Iteration 43: (EM) log likelihood = -28690.777
Iteration 44: (EM) log likelihood = -28678.705
Iteration 45: (EM) log likelihood = -28667.632
Iteration 46: (EM) log likelihood = -28656.516
Iteration 47: (EM) log likelihood = -28647.411
Iteration 48: (EM) log likelihood = -28639.08
Iteration 49: (EM) log likelihood = -28629.678
Iteration 50: (EM) log likelihood = -28622.918
Iteration 51: (EM) log likelihood = -28615.62
Iteration 52: (EM) log likelihood = -28609.036
Iteration 53: (EM) log likelihood = -28602.821
Iteration 54: (EM) log likelihood = -28597.872
Iteration 55: (EM) log likelihood = -28592.856
Iteration 56: (EM) log likelihood = -28586.764
Iteration 57: (EM) log likelihood = -28577.048
Iteration 58: (EM) log likelihood = -28570.83
Iteration 59: (EM) log likelihood = -28563.49
Iteration 60: (EM) log likelihood = -28555.644
Iteration 61: (EM) log likelihood = -28549.008
Iteration 62: (EM) log likelihood = -28542.579
Iteration 63: (EM) log likelihood = -28534.599
Iteration 64: (EM) log likelihood = -28526.832
Iteration 65: (EM) log likelihood = -28520.224
Iteration 66: (EM) log likelihood = -28511.371
Iteration 67: (EM) log likelihood = -28502.534
Iteration 68: (EM) log likelihood = -28495.23
Iteration 69: (EM) log likelihood = -28486.683
Iteration 70: (EM) log likelihood = -28479.408
Iteration 71: (EM) log likelihood = -28470.415
Iteration 72: (EM) log likelihood = -28459.687
Iteration 73: (EM) log likelihood = -28450.331
Iteration 74: (EM) log likelihood = -28438.372
Iteration 75: (EM) log likelihood = -28427.465
Iteration 76: (EM) log likelihood = -28418.841
Iteration 77: (EM) log likelihood = -28411.643
Iteration 78: (EM) log likelihood = -28401.273
Iteration 79: (EM) log likelihood = -28393.072
Iteration 80: (EM) log likelihood = -28383.139
Iteration 81: (EM) log likelihood = -28378.767
Iteration 82: (EM) log likelihood = -28371.344
Iteration 83: (EM) log likelihood = -28364.223
Iteration 84: (EM) log likelihood = -28358.551
Iteration 85: (EM) log likelihood = -28352.058
Iteration 86: (EM) log likelihood = -28346.081
Iteration 87: (EM) log likelihood = -28340.934
Iteration 88: (EM) log likelihood = -28334.554
Iteration 89: (EM) log likelihood = -28329.377
Iteration 90: (EM) log likelihood = -28325.27
Iteration 91: (EM) log likelihood = -28320.017
Iteration 92: (EM) log likelihood = -28315.656
Iteration 93: (EM) log likelihood = -28310.842
Iteration 94: (EM) log likelihood = -28305.736
Iteration 95: (EM) log likelihood = -28300.901
Iteration 96: (EM) log likelihood = -28293.091
Iteration 97: (EM) log likelihood = -28288.368
Iteration 98: (EM) log likelihood = -28282.804
Iteration 99: (EM) log likelihood = -28277.66
Iteration 100: (EM) log likelihood = -28272.805
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7878.7809
Iteration 1: (class) log likelihood = -7878.7809
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29762.603
Iteration 1: (outcome) log likelihood = -29065.915
Iteration 2: (outcome) log likelihood = -28837.291
Iteration 3: (outcome) log likelihood = -28805.458
Iteration 4: (outcome) log likelihood = -28798.275
Iteration 5: (outcome) log likelihood = -28796.927
Iteration 6: (outcome) log likelihood = -28796.602
Iteration 7: (outcome) log likelihood = -28796.548
Iteration 8: (outcome) log likelihood = -28796.535
Iteration 9: (outcome) log likelihood = -28796.532
Iteration 10: (outcome) log likelihood = -28796.531 (not concave)
Iteration 11: (outcome) log likelihood = -28796.531 (not concave)
Iteration 12: (outcome) log likelihood = -28796.531 (not concave)
Iteration 13: (outcome) log likelihood = -28796.531 (not concave)
Iteration 14: (outcome) log likelihood = -28796.531 (not concave)
Iteration 15: (outcome) log likelihood = -28796.531 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36586.221
Iteration 1: (EM) log likelihood = -36277.877
Iteration 2: (EM) log likelihood = -35597.259
Iteration 3: (EM) log likelihood = -34499.157
Iteration 4: (EM) log likelihood = -33450.71
Iteration 5: (EM) log likelihood = -32691.547
Iteration 6: (EM) log likelihood = -32116.773
Iteration 7: (EM) log likelihood = -31657.886
Iteration 8: (EM) log likelihood = -31277.325
Iteration 9: (EM) log likelihood = -30945.952
Iteration 10: (EM) log likelihood = -30663.341
Iteration 11: (EM) log likelihood = -30415.864
Iteration 12: (EM) log likelihood = -30197.291
Iteration 13: (EM) log likelihood = -30013.884
Iteration 14: (EM) log likelihood = -29857.007
Iteration 15: (EM) log likelihood = -29723.544
Iteration 16: (EM) log likelihood = -29607.264
Iteration 17: (EM) log likelihood = -29504.404
Iteration 18: (EM) log likelihood = -29410.843
Iteration 19: (EM) log likelihood = -29329.469
Iteration 20: (EM) log likelihood = -29256.813
Iteration 21: (EM) log likelihood = -29187.064
Iteration 22: (EM) log likelihood = -29133.75
Iteration 23: (EM) log likelihood = -29086.593
Iteration 24: (EM) log likelihood = -29041.078
Iteration 25: (EM) log likelihood = -29006.237
Iteration 26: (EM) log likelihood = -28976.573
Iteration 27: (EM) log likelihood = -28952.165
Iteration 28: (EM) log likelihood = -28926.521
Iteration 29: (EM) log likelihood = -28904.934
Iteration 30: (EM) log likelihood = -28889.108
Iteration 31: (EM) log likelihood = -28876.322
Iteration 32: (EM) log likelihood = -28863.489
Iteration 33: (EM) log likelihood = -28851.806
Iteration 34: (EM) log likelihood = -28840.157
Iteration 35: (EM) log likelihood = -28830.899
Iteration 36: (EM) log likelihood = -28820.508
Iteration 37: (EM) log likelihood = -28811.626
Iteration 38: (EM) log likelihood = -28802.765
Iteration 39: (EM) log likelihood = -28795.7
Iteration 40: (EM) log likelihood = -28788.601
Iteration 41: (EM) log likelihood = -28779.681
Iteration 42: (EM) log likelihood = -28771.039
Iteration 43: (EM) log likelihood = -28763.901
Iteration 44: (EM) log likelihood = -28754.879
Iteration 45: (EM) log likelihood = -28747.419
Iteration 46: (EM) log likelihood = -28739.999
Iteration 47: (EM) log likelihood = -28731.822
Iteration 48: (EM) log likelihood = -28724.226
Iteration 49: (EM) log likelihood = -28717.223
Iteration 50: (EM) log likelihood = -28710.5
Iteration 51: (EM) log likelihood = -28702.837
Iteration 52: (EM) log likelihood = -28696.062
Iteration 53: (EM) log likelihood = -28688.831
Iteration 54: (EM) log likelihood = -28683.228
Iteration 55: (EM) log likelihood = -28676.751
Iteration 56: (EM) log likelihood = -28670.295
Iteration 57: (EM) log likelihood = -28663.458
Iteration 58: (EM) log likelihood = -28656.967
Iteration 59: (EM) log likelihood = -28649.972
Iteration 60: (EM) log likelihood = -28643.551
Iteration 61: (EM) log likelihood = -28639.496
Iteration 62: (EM) log likelihood = -28635.387
Iteration 63: (EM) log likelihood = -28630.029
Iteration 64: (EM) log likelihood = -28625.226
Iteration 65: (EM) log likelihood = -28619.688
Iteration 66: (EM) log likelihood = -28614.737
Iteration 67: (EM) log likelihood = -28609.526
Iteration 68: (EM) log likelihood = -28604.483
Iteration 69: (EM) log likelihood = -28599.497
Iteration 70: (EM) log likelihood = -28596.259
Iteration 71: (EM) log likelihood = -28593.603
Iteration 72: (EM) log likelihood = -28589.033
Iteration 73: (EM) log likelihood = -28584.639
Iteration 74: (EM) log likelihood = -28579.564
Iteration 75: (EM) log likelihood = -28575.426
Iteration 76: (EM) log likelihood = -28572.667
Iteration 77: (EM) log likelihood = -28568.748
Iteration 78: (EM) log likelihood = -28566.668
Iteration 79: (EM) log likelihood = -28563.032
Iteration 80: (EM) log likelihood = -28559.111
Iteration 81: (EM) log likelihood = -28557.345
Iteration 82: (EM) log likelihood = -28555.055
Iteration 83: (EM) log likelihood = -28554.113
Iteration 84: (EM) log likelihood = -28551.841
Iteration 85: (EM) log likelihood = -28550.048
Iteration 86: (EM) log likelihood = -28549.19
Iteration 87: (EM) log likelihood = -28547.257
Iteration 88: (EM) log likelihood = -28545.913
Iteration 89: (EM) log likelihood = -28544.526
Iteration 90: (EM) log likelihood = -28541.729
Iteration 91: (EM) log likelihood = -28538.683
Iteration 92: (EM) log likelihood = -28537.726
Iteration 93: (EM) log likelihood = -28535.437
Iteration 94: (EM) log likelihood = -28534.329
Iteration 95: (EM) log likelihood = -28532.687
Iteration 96: (EM) log likelihood = -28532.243
Iteration 97: (EM) log likelihood = -28531.425
Iteration 98: (EM) log likelihood = -28530.738
Iteration 99: (EM) log likelihood = -28529.984
Iteration 100: (EM) log likelihood = -28529.404
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.3214
Iteration 1: (class) log likelihood = -7873.3214
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29962.021
Iteration 1: (outcome) log likelihood = -29059.77
Iteration 2: (outcome) log likelihood = -28856.047
Iteration 3: (outcome) log likelihood = -28798.827
Iteration 4: (outcome) log likelihood = -28790.633
Iteration 5: (outcome) log likelihood = -28788.809
Iteration 6: (outcome) log likelihood = -28788.471
Iteration 7: (outcome) log likelihood = -28788.397
Iteration 8: (outcome) log likelihood = -28788.378
Iteration 9: (outcome) log likelihood = -28788.375
Iteration 10: (outcome) log likelihood = -28788.374 (not concave)
Iteration 11: (outcome) log likelihood = -28788.374 (not concave)
Iteration 12: (outcome) log likelihood = -28788.374 (not concave)
Iteration 13: (outcome) log likelihood = -28788.374 (not concave)
Iteration 14: (outcome) log likelihood = -28788.374 (not concave)
Iteration 15: (outcome) log likelihood = -28788.374 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36617.857
Iteration 1: (EM) log likelihood = -36427.196
Iteration 2: (EM) log likelihood = -35863.691
Iteration 3: (EM) log likelihood = -34794.681
Iteration 4: (EM) log likelihood = -33662.111
Iteration 5: (EM) log likelihood = -32762.304
Iteration 6: (EM) log likelihood = -32070.062
Iteration 7: (EM) log likelihood = -31578.453
Iteration 8: (EM) log likelihood = -31225.56
Iteration 9: (EM) log likelihood = -30954.639
Iteration 10: (EM) log likelihood = -30731.569
Iteration 11: (EM) log likelihood = -30533.8
Iteration 12: (EM) log likelihood = -30373.993
Iteration 13: (EM) log likelihood = -30239.017
Iteration 14: (EM) log likelihood = -30120.407
Iteration 15: (EM) log likelihood = -30014.43
Iteration 16: (EM) log likelihood = -29919.599
Iteration 17: (EM) log likelihood = -29833.504
Iteration 18: (EM) log likelihood = -29753.481
Iteration 19: (EM) log likelihood = -29679.724
Iteration 20: (EM) log likelihood = -29616.858
Iteration 21: (EM) log likelihood = -29558.775
Iteration 22: (EM) log likelihood = -29499.586
Iteration 23: (EM) log likelihood = -29448.777
Iteration 24: (EM) log likelihood = -29400.191
Iteration 25: (EM) log likelihood = -29354.904
Iteration 26: (EM) log likelihood = -29307.558
Iteration 27: (EM) log likelihood = -29266.191
Iteration 28: (EM) log likelihood = -29228.748
Iteration 29: (EM) log likelihood = -29192.62
Iteration 30: (EM) log likelihood = -29154.668
Iteration 31: (EM) log likelihood = -29121.285
Iteration 32: (EM) log likelihood = -29086.276
Iteration 33: (EM) log likelihood = -29048.874
Iteration 34: (EM) log likelihood = -29020.023
Iteration 35: (EM) log likelihood = -28992.214
Iteration 36: (EM) log likelihood = -28964.225
Iteration 37: (EM) log likelihood = -28934.433
Iteration 38: (EM) log likelihood = -28907.622
Iteration 39: (EM) log likelihood = -28877.523
Iteration 40: (EM) log likelihood = -28852.293
Iteration 41: (EM) log likelihood = -28821.854
Iteration 42: (EM) log likelihood = -28798.624
Iteration 43: (EM) log likelihood = -28775.185
Iteration 44: (EM) log likelihood = -28748.864
Iteration 45: (EM) log likelihood = -28723.712
Iteration 46: (EM) log likelihood = -28693.109
Iteration 47: (EM) log likelihood = -28663.581
Iteration 48: (EM) log likelihood = -28630.93
Iteration 49: (EM) log likelihood = -28602.456
Iteration 50: (EM) log likelihood = -28570.208
Iteration 51: (EM) log likelihood = -28537.724
Iteration 52: (EM) log likelihood = -28507.709
Iteration 53: (EM) log likelihood = -28476.204
Iteration 54: (EM) log likelihood = -28444.32
Iteration 55: (EM) log likelihood = -28411.246
Iteration 56: (EM) log likelihood = -28384.49
Iteration 57: (EM) log likelihood = -28356.571
Iteration 58: (EM) log likelihood = -28331.402
Iteration 59: (EM) log likelihood = -28309.544
Iteration 60: (EM) log likelihood = -28289.506
Iteration 61: (EM) log likelihood = -28269.26
Iteration 62: (EM) log likelihood = -28242.856
Iteration 63: (EM) log likelihood = -28223.919
Iteration 64: (EM) log likelihood = -28208.572
Iteration 65: (EM) log likelihood = -28195.15
Iteration 66: (EM) log likelihood = -28178.765
Iteration 67: (EM) log likelihood = -28166.645
Iteration 68: (EM) log likelihood = -28154.038
Iteration 69: (EM) log likelihood = -28145.969
Iteration 70: (EM) log likelihood = -28137.367
Iteration 71: (EM) log likelihood = -28122.407
Iteration 72: (EM) log likelihood = -28116.083
Iteration 73: (EM) log likelihood = -28109.795
Iteration 74: (EM) log likelihood = -28104.363
Iteration 75: (EM) log likelihood = -28099.579
Iteration 76: (EM) log likelihood = -28089.134
Iteration 77: (EM) log likelihood = -28085.611
Iteration 78: (EM) log likelihood = -28082.916
Iteration 79: (EM) log likelihood = -28078.689
Iteration 80: (EM) log likelihood = -28075.574
Iteration 81: (EM) log likelihood = -28070.636
Iteration 82: (EM) log likelihood = -28068.861
Iteration 83: (EM) log likelihood = -28064.344
Iteration 84: (EM) log likelihood = -28056.032
Iteration 85: (EM) log likelihood = -28048.018
Iteration 86: (EM) log likelihood = -28045.842
Iteration 87: (EM) log likelihood = -28042.894
Iteration 88: (EM) log likelihood = -28041.064
Iteration 89: (EM) log likelihood = -28038.623
Iteration 90: (EM) log likelihood = -28036.349
Iteration 91: (EM) log likelihood = -28033.059
Iteration 92: (EM) log likelihood = -28031.988
Iteration 93: (EM) log likelihood = -28029.68
Iteration 94: (EM) log likelihood = -28028.828
Iteration 95: (EM) log likelihood = -28028.236
Iteration 96: (EM) log likelihood = -28027.588
Iteration 97: (EM) log likelihood = -28026.642
Iteration 98: (EM) log likelihood = -28024.254
Iteration 99: (EM) log likelihood = -28021.852
Iteration 100: (EM) log likelihood = -28020.859
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.6528
Iteration 1: (class) log likelihood = -7876.6528
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29967.045
Iteration 1: (outcome) log likelihood = -29067.822
Iteration 2: (outcome) log likelihood = -28827.793
Iteration 3: (outcome) log likelihood = -28785.982
Iteration 4: (outcome) log likelihood = -28778.678
Iteration 5: (outcome) log likelihood = -28777.104
Iteration 6: (outcome) log likelihood = -28776.747
Iteration 7: (outcome) log likelihood = -28776.671
Iteration 8: (outcome) log likelihood = -28776.657
Iteration 9: (outcome) log likelihood = -28776.656 (not concave)
Iteration 10: (outcome) log likelihood = -28776.655 (not concave)
Iteration 11: (outcome) log likelihood = -28776.655 (not concave)
Iteration 12: (outcome) log likelihood = -28776.655 (not concave)
Iteration 13: (outcome) log likelihood = -28776.655 (not concave)
Iteration 14: (outcome) log likelihood = -28776.655 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36556.14
Iteration 1: (EM) log likelihood = -36210.739
Iteration 2: (EM) log likelihood = -35356.071
Iteration 3: (EM) log likelihood = -34093.52
Iteration 4: (EM) log likelihood = -33032.214
Iteration 5: (EM) log likelihood = -32304.839
Iteration 6: (EM) log likelihood = -31816.754
Iteration 7: (EM) log likelihood = -31481.38
Iteration 8: (EM) log likelihood = -31223.25
Iteration 9: (EM) log likelihood = -31009.435
Iteration 10: (EM) log likelihood = -30821.664
Iteration 11: (EM) log likelihood = -30651.615
Iteration 12: (EM) log likelihood = -30499.418
Iteration 13: (EM) log likelihood = -30364.986
Iteration 14: (EM) log likelihood = -30248.356
Iteration 15: (EM) log likelihood = -30143.129
Iteration 16: (EM) log likelihood = -30047.915
Iteration 17: (EM) log likelihood = -29960.23
Iteration 18: (EM) log likelihood = -29882.484
Iteration 19: (EM) log likelihood = -29805.635
Iteration 20: (EM) log likelihood = -29738.621
Iteration 21: (EM) log likelihood = -29675.151
Iteration 22: (EM) log likelihood = -29616.573
Iteration 23: (EM) log likelihood = -29567.966
Iteration 24: (EM) log likelihood = -29522.658
Iteration 25: (EM) log likelihood = -29481.786
Iteration 26: (EM) log likelihood = -29443.311
Iteration 27: (EM) log likelihood = -29404.388
Iteration 28: (EM) log likelihood = -29371.036
Iteration 29: (EM) log likelihood = -29341.775
Iteration 30: (EM) log likelihood = -29314.663
Iteration 31: (EM) log likelihood = -29290.891
Iteration 32: (EM) log likelihood = -29268.857
Iteration 33: (EM) log likelihood = -29247.145
Iteration 34: (EM) log likelihood = -29219.321
Iteration 35: (EM) log likelihood = -29200.226
Iteration 36: (EM) log likelihood = -29181.102
Iteration 37: (EM) log likelihood = -29163.744
Iteration 38: (EM) log likelihood = -29147.049
Iteration 39: (EM) log likelihood = -29130.196
Iteration 40: (EM) log likelihood = -29111.92
Iteration 41: (EM) log likelihood = -29094.144
Iteration 42: (EM) log likelihood = -29073.168
Iteration 43: (EM) log likelihood = -29054.453
Iteration 44: (EM) log likelihood = -29034.97
Iteration 45: (EM) log likelihood = -29011.813
Iteration 46: (EM) log likelihood = -28988.643
Iteration 47: (EM) log likelihood = -28957.698
Iteration 48: (EM) log likelihood = -28937.22
Iteration 49: (EM) log likelihood = -28916.954
Iteration 50: (EM) log likelihood = -28897.735
Iteration 51: (EM) log likelihood = -28881.467
Iteration 52: (EM) log likelihood = -28863.226
Iteration 53: (EM) log likelihood = -28846.795
Iteration 54: (EM) log likelihood = -28835.633
Iteration 55: (EM) log likelihood = -28820.573
Iteration 56: (EM) log likelihood = -28809.768
Iteration 57: (EM) log likelihood = -28798.738
Iteration 58: (EM) log likelihood = -28788.636
Iteration 59: (EM) log likelihood = -28779.238
Iteration 60: (EM) log likelihood = -28769.981
Iteration 61: (EM) log likelihood = -28763.61
Iteration 62: (EM) log likelihood = -28755.136
Iteration 63: (EM) log likelihood = -28742.875
Iteration 64: (EM) log likelihood = -28737.205
Iteration 65: (EM) log likelihood = -28731.534
Iteration 66: (EM) log likelihood = -28724.856
Iteration 67: (EM) log likelihood = -28717.727
Iteration 68: (EM) log likelihood = -28711.824
Iteration 69: (EM) log likelihood = -28703.892
Iteration 70: (EM) log likelihood = -28698.464
Iteration 71: (EM) log likelihood = -28692.093
Iteration 72: (EM) log likelihood = -28686.531
Iteration 73: (EM) log likelihood = -28681.502
Iteration 74: (EM) log likelihood = -28676.458
Iteration 75: (EM) log likelihood = -28671.757
Iteration 76: (EM) log likelihood = -28665.316
Iteration 77: (EM) log likelihood = -28659.465
Iteration 78: (EM) log likelihood = -28655.405
Iteration 79: (EM) log likelihood = -28650.753
Iteration 80: (EM) log likelihood = -28646.861
Iteration 81: (EM) log likelihood = -28642.859
Iteration 82: (EM) log likelihood = -28639.646
Iteration 83: (EM) log likelihood = -28636.231
Iteration 84: (EM) log likelihood = -28633.526
Iteration 85: (EM) log likelihood = -28630.81
Iteration 86: (EM) log likelihood = -28626.32
Iteration 87: (EM) log likelihood = -28621.573
Iteration 88: (EM) log likelihood = -28616.207
Iteration 89: (EM) log likelihood = -28610.316
Iteration 90: (EM) log likelihood = -28603.34
Iteration 91: (EM) log likelihood = -28595.962
Iteration 92: (EM) log likelihood = -28583.85
Iteration 93: (EM) log likelihood = -28576.626
Iteration 94: (EM) log likelihood = -28563.851
Iteration 95: (EM) log likelihood = -28557.323
Iteration 96: (EM) log likelihood = -28550.267
Iteration 97: (EM) log likelihood = -28544.23
Iteration 98: (EM) log likelihood = -28537.522
Iteration 99: (EM) log likelihood = -28530.999
Iteration 100: (EM) log likelihood = -28524.188
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.8292
Iteration 1: (class) log likelihood = -7875.8292
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29629.944
Iteration 1: (outcome) log likelihood = -29031.077
Iteration 2: (outcome) log likelihood = -28825.1
Iteration 3: (outcome) log likelihood = -28798.081
Iteration 4: (outcome) log likelihood = -28793.191
Iteration 5: (outcome) log likelihood = -28792.12
Iteration 6: (outcome) log likelihood = -28791.902
Iteration 7: (outcome) log likelihood = -28791.855
Iteration 8: (outcome) log likelihood = -28791.845
Iteration 9: (outcome) log likelihood = -28791.842
Iteration 10: (outcome) log likelihood = -28791.841 (not concave)
Iteration 11: (outcome) log likelihood = -28791.841 (not concave)
Iteration 12: (outcome) log likelihood = -28791.841 (not concave)
Iteration 13: (outcome) log likelihood = -28791.841 (not concave)
Iteration 14: (outcome) log likelihood = -28791.841 (not concave)
Iteration 15: (outcome) log likelihood = -28791.841 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36589.989
Iteration 1: (EM) log likelihood = -36363.439
Iteration 2: (EM) log likelihood = -35699.777
Iteration 3: (EM) log likelihood = -34365.541
Iteration 4: (EM) log likelihood = -33044.592
Iteration 5: (EM) log likelihood = -32203.961
Iteration 6: (EM) log likelihood = -31689.806
Iteration 7: (EM) log likelihood = -31319.611
Iteration 8: (EM) log likelihood = -31013.351
Iteration 9: (EM) log likelihood = -30740.185
Iteration 10: (EM) log likelihood = -30483.674
Iteration 11: (EM) log likelihood = -30244.856
Iteration 12: (EM) log likelihood = -30029.443
Iteration 13: (EM) log likelihood = -29848.817
Iteration 14: (EM) log likelihood = -29704.709
Iteration 15: (EM) log likelihood = -29588.029
Iteration 16: (EM) log likelihood = -29497.686
Iteration 17: (EM) log likelihood = -29425.209
Iteration 18: (EM) log likelihood = -29362.778
Iteration 19: (EM) log likelihood = -29311.756
Iteration 20: (EM) log likelihood = -29264.527
Iteration 21: (EM) log likelihood = -29226.51
Iteration 22: (EM) log likelihood = -29191.525
Iteration 23: (EM) log likelihood = -29159.715
Iteration 24: (EM) log likelihood = -29129.497
Iteration 25: (EM) log likelihood = -29096.375
Iteration 26: (EM) log likelihood = -29069.197
Iteration 27: (EM) log likelihood = -29045.361
Iteration 28: (EM) log likelihood = -29026.008
Iteration 29: (EM) log likelihood = -29006.28
Iteration 30: (EM) log likelihood = -28983.029
Iteration 31: (EM) log likelihood = -28958.682
Iteration 32: (EM) log likelihood = -28937.246
Iteration 33: (EM) log likelihood = -28918.513
Iteration 34: (EM) log likelihood = -28898.651
Iteration 35: (EM) log likelihood = -28881.228
Iteration 36: (EM) log likelihood = -28865.273
Iteration 37: (EM) log likelihood = -28848.366
Iteration 38: (EM) log likelihood = -28834.321
Iteration 39: (EM) log likelihood = -28819.962
Iteration 40: (EM) log likelihood = -28806.163
Iteration 41: (EM) log likelihood = -28793.637
Iteration 42: (EM) log likelihood = -28781.216
Iteration 43: (EM) log likelihood = -28770.153
Iteration 44: (EM) log likelihood = -28761.282
Iteration 45: (EM) log likelihood = -28749.674
Iteration 46: (EM) log likelihood = -28741.289
Iteration 47: (EM) log likelihood = -28730.836
Iteration 48: (EM) log likelihood = -28722.163
Iteration 49: (EM) log likelihood = -28712.233
Iteration 50: (EM) log likelihood = -28702.644
Iteration 51: (EM) log likelihood = -28693.328
Iteration 52: (EM) log likelihood = -28685.327
Iteration 53: (EM) log likelihood = -28676.868
Iteration 54: (EM) log likelihood = -28669.482
Iteration 55: (EM) log likelihood = -28661.545
Iteration 56: (EM) log likelihood = -28654.401
Iteration 57: (EM) log likelihood = -28646.212
Iteration 58: (EM) log likelihood = -28637.985
Iteration 59: (EM) log likelihood = -28630.886
Iteration 60: (EM) log likelihood = -28622.652
Iteration 61: (EM) log likelihood = -28615.854
Iteration 62: (EM) log likelihood = -28608.887
Iteration 63: (EM) log likelihood = -28602.136
Iteration 64: (EM) log likelihood = -28596.136
Iteration 65: (EM) log likelihood = -28588.028
Iteration 66: (EM) log likelihood = -28581.393
Iteration 67: (EM) log likelihood = -28574.849
Iteration 68: (EM) log likelihood = -28568.299
Iteration 69: (EM) log likelihood = -28561.795
Iteration 70: (EM) log likelihood = -28555.599
Iteration 71: (EM) log likelihood = -28549.835
Iteration 72: (EM) log likelihood = -28543.127
Iteration 73: (EM) log likelihood = -28537.222
Iteration 74: (EM) log likelihood = -28530.591
Iteration 75: (EM) log likelihood = -28523.95
Iteration 76: (EM) log likelihood = -28518.093
Iteration 77: (EM) log likelihood = -28512.393
Iteration 78: (EM) log likelihood = -28506.64
Iteration 79: (EM) log likelihood = -28500.975
Iteration 80: (EM) log likelihood = -28495.105
Iteration 81: (EM) log likelihood = -28488.271
Iteration 82: (EM) log likelihood = -28481.583
Iteration 83: (EM) log likelihood = -28473.078
Iteration 84: (EM) log likelihood = -28462.578
Iteration 85: (EM) log likelihood = -28454.286
Iteration 86: (EM) log likelihood = -28446.33
Iteration 87: (EM) log likelihood = -28438.588
Iteration 88: (EM) log likelihood = -28427.543
Iteration 89: (EM) log likelihood = -28420.541
Iteration 90: (EM) log likelihood = -28414.516
Iteration 91: (EM) log likelihood = -28408.146
Iteration 92: (EM) log likelihood = -28401.937
Iteration 93: (EM) log likelihood = -28396.937
Iteration 94: (EM) log likelihood = -28392.554
Iteration 95: (EM) log likelihood = -28388.502
Iteration 96: (EM) log likelihood = -28384.96
Iteration 97: (EM) log likelihood = -28381.687
Iteration 98: (EM) log likelihood = -28378.632
Iteration 99: (EM) log likelihood = -28374.045
Iteration 100: (EM) log likelihood = -28370.968
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.491
Iteration 1: (class) log likelihood = -7877.491
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30518.696
Iteration 1: (outcome) log likelihood = -29128.253
Iteration 2: (outcome) log likelihood = -28849.981
Iteration 3: (outcome) log likelihood = -28799.174
Iteration 4: (outcome) log likelihood = -28790.2
Iteration 5: (outcome) log likelihood = -28788.199
Iteration 6: (outcome) log likelihood = -28787.849
Iteration 7: (outcome) log likelihood = -28787.769
Iteration 8: (outcome) log likelihood = -28787.75
Iteration 9: (outcome) log likelihood = -28787.746
Iteration 10: (outcome) log likelihood = -28787.745 (not concave)
Iteration 11: (outcome) log likelihood = -28787.745 (not concave)
Iteration 12: (outcome) log likelihood = -28787.745 (not concave)
Iteration 13: (outcome) log likelihood = -28787.745 (not concave)
Iteration 14: (outcome) log likelihood = -28787.745 (not concave)
Iteration 15: (outcome) log likelihood = -28787.745 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36605.386
Iteration 1: (EM) log likelihood = -36465.619
Iteration 2: (EM) log likelihood = -36175.525
Iteration 3: (EM) log likelihood = -35581.577
Iteration 4: (EM) log likelihood = -34524.568
Iteration 5: (EM) log likelihood = -33261.223
Iteration 6: (EM) log likelihood = -32312.79
Iteration 7: (EM) log likelihood = -31724.246
Iteration 8: (EM) log likelihood = -31309.628
Iteration 9: (EM) log likelihood = -30973.437
Iteration 10: (EM) log likelihood = -30694.586
Iteration 11: (EM) log likelihood = -30473.57
Iteration 12: (EM) log likelihood = -30297.967
Iteration 13: (EM) log likelihood = -30154.362
Iteration 14: (EM) log likelihood = -30025.891
Iteration 15: (EM) log likelihood = -29906.254
Iteration 16: (EM) log likelihood = -29791.935
Iteration 17: (EM) log likelihood = -29687.795
Iteration 18: (EM) log likelihood = -29596.428
Iteration 19: (EM) log likelihood = -29516.602
Iteration 20: (EM) log likelihood = -29445.918
Iteration 21: (EM) log likelihood = -29382.961
Iteration 22: (EM) log likelihood = -29324.404
Iteration 23: (EM) log likelihood = -29274.702
Iteration 24: (EM) log likelihood = -29229.08
Iteration 25: (EM) log likelihood = -29186.357
Iteration 26: (EM) log likelihood = -29146.78
Iteration 27: (EM) log likelihood = -29109.356
Iteration 28: (EM) log likelihood = -29075.515
Iteration 29: (EM) log likelihood = -29043.921
Iteration 30: (EM) log likelihood = -29015.261
Iteration 31: (EM) log likelihood = -28987.53
Iteration 32: (EM) log likelihood = -28957.775
Iteration 33: (EM) log likelihood = -28929.051
Iteration 34: (EM) log likelihood = -28902.843
Iteration 35: (EM) log likelihood = -28881.915
Iteration 36: (EM) log likelihood = -28863.328
Iteration 37: (EM) log likelihood = -28844.784
Iteration 38: (EM) log likelihood = -28828.569
Iteration 39: (EM) log likelihood = -28812.947
Iteration 40: (EM) log likelihood = -28797.313
Iteration 41: (EM) log likelihood = -28775.418
Iteration 42: (EM) log likelihood = -28755.685
Iteration 43: (EM) log likelihood = -28736.271
Iteration 44: (EM) log likelihood = -28721.753
Iteration 45: (EM) log likelihood = -28708.158
Iteration 46: (EM) log likelihood = -28696.191
Iteration 47: (EM) log likelihood = -28682.751
Iteration 48: (EM) log likelihood = -28671.264
Iteration 49: (EM) log likelihood = -28661.722
Iteration 50: (EM) log likelihood = -28652.367
Iteration 51: (EM) log likelihood = -28643.092
Iteration 52: (EM) log likelihood = -28632.433
Iteration 53: (EM) log likelihood = -28620.764
Iteration 54: (EM) log likelihood = -28612.291
Iteration 55: (EM) log likelihood = -28606.032
Iteration 56: (EM) log likelihood = -28598.86
Iteration 57: (EM) log likelihood = -28590.98
Iteration 58: (EM) log likelihood = -28585.75
Iteration 59: (EM) log likelihood = -28580.946
Iteration 60: (EM) log likelihood = -28574.583
Iteration 61: (EM) log likelihood = -28570.472
Iteration 62: (EM) log likelihood = -28563.784
Iteration 63: (EM) log likelihood = -28559.4
Iteration 64: (EM) log likelihood = -28556.078
Iteration 65: (EM) log likelihood = -28550.832
Iteration 66: (EM) log likelihood = -28545.875
Iteration 67: (EM) log likelihood = -28542.494
Iteration 68: (EM) log likelihood = -28539.617
Iteration 69: (EM) log likelihood = -28535.317
Iteration 70: (EM) log likelihood = -28532.332
Iteration 71: (EM) log likelihood = -28528.965
Iteration 72: (EM) log likelihood = -28526.465
Iteration 73: (EM) log likelihood = -28522.722
Iteration 74: (EM) log likelihood = -28513.503
Iteration 75: (EM) log likelihood = -28509.92
Iteration 76: (EM) log likelihood = -28506.083
Iteration 77: (EM) log likelihood = -28503.509
Iteration 78: (EM) log likelihood = -28499.781
Iteration 79: (EM) log likelihood = -28497.203
Iteration 80: (EM) log likelihood = -28494.819
Iteration 81: (EM) log likelihood = -28492.491
Iteration 82: (EM) log likelihood = -28490.968
Iteration 83: (EM) log likelihood = -28488.644
Iteration 84: (EM) log likelihood = -28486.248
Iteration 85: (EM) log likelihood = -28483.261
Iteration 86: (EM) log likelihood = -28479.776
Iteration 87: (EM) log likelihood = -28477.917
Iteration 88: (EM) log likelihood = -28475.276
Iteration 89: (EM) log likelihood = -28473.728
Iteration 90: (EM) log likelihood = -28472.632
Iteration 91: (EM) log likelihood = -28471.551
Iteration 92: (EM) log likelihood = -28469.568
Iteration 93: (EM) log likelihood = -28468.108
Iteration 94: (EM) log likelihood = -28466.268
Iteration 95: (EM) log likelihood = -28463.746
Iteration 96: (EM) log likelihood = -28462.119
Iteration 97: (EM) log likelihood = -28458.702
Iteration 98: (EM) log likelihood = -28457.249
Iteration 99: (EM) log likelihood = -28456.557
Iteration 100: (EM) log likelihood = -28451.87
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.7987
Iteration 1: (class) log likelihood = -7873.7987
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29881.616
Iteration 1: (outcome) log likelihood = -29002.363
Iteration 2: (outcome) log likelihood = -28825.905
Iteration 3: (outcome) log likelihood = -28796.845
Iteration 4: (outcome) log likelihood = -28790.34
Iteration 5: (outcome) log likelihood = -28788.76
Iteration 6: (outcome) log likelihood = -28788.444
Iteration 7: (outcome) log likelihood = -28788.388
Iteration 8: (outcome) log likelihood = -28788.382
Iteration 9: (outcome) log likelihood = -28788.381 (not concave)
Iteration 10: (outcome) log likelihood = -28788.381 (not concave)
Iteration 11: (outcome) log likelihood = -28788.381 (not concave)
Iteration 12: (outcome) log likelihood = -28788.381 (not concave)
Iteration 13: (outcome) log likelihood = -28788.381 (not concave)
Iteration 14: (outcome) log likelihood = -28788.381 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36571.698
Iteration 1: (EM) log likelihood = -36214.18
Iteration 2: (EM) log likelihood = -35359.158
Iteration 3: (EM) log likelihood = -34217.088
Iteration 4: (EM) log likelihood = -33245.095
Iteration 5: (EM) log likelihood = -32488.895
Iteration 6: (EM) log likelihood = -31904.434
Iteration 7: (EM) log likelihood = -31441.483
Iteration 8: (EM) log likelihood = -31042.804
Iteration 9: (EM) log likelihood = -30697.118
Iteration 10: (EM) log likelihood = -30410.212
Iteration 11: (EM) log likelihood = -30177.603
Iteration 12: (EM) log likelihood = -29990.554
Iteration 13: (EM) log likelihood = -29835.75
Iteration 14: (EM) log likelihood = -29697.99
Iteration 15: (EM) log likelihood = -29569.77
Iteration 16: (EM) log likelihood = -29447.807
Iteration 17: (EM) log likelihood = -29342.218
Iteration 18: (EM) log likelihood = -29245.958
Iteration 19: (EM) log likelihood = -29163.127
Iteration 20: (EM) log likelihood = -29091.691
Iteration 21: (EM) log likelihood = -29029.139
Iteration 22: (EM) log likelihood = -28975.296
Iteration 23: (EM) log likelihood = -28927.202
Iteration 24: (EM) log likelihood = -28884.999
Iteration 25: (EM) log likelihood = -28852.054
Iteration 26: (EM) log likelihood = -28822.203
Iteration 27: (EM) log likelihood = -28797.905
Iteration 28: (EM) log likelihood = -28775.121
Iteration 29: (EM) log likelihood = -28752.789
Iteration 30: (EM) log likelihood = -28732.805
Iteration 31: (EM) log likelihood = -28716.746
Iteration 32: (EM) log likelihood = -28700.45
Iteration 33: (EM) log likelihood = -28682.735
Iteration 34: (EM) log likelihood = -28666.729
Iteration 35: (EM) log likelihood = -28652.041
Iteration 36: (EM) log likelihood = -28638.532
Iteration 37: (EM) log likelihood = -28625.287
Iteration 38: (EM) log likelihood = -28612.483
Iteration 39: (EM) log likelihood = -28601.666
Iteration 40: (EM) log likelihood = -28592.48
Iteration 41: (EM) log likelihood = -28583.879
Iteration 42: (EM) log likelihood = -28577.325
Iteration 43: (EM) log likelihood = -28569.195
Iteration 44: (EM) log likelihood = -28561.918
Iteration 45: (EM) log likelihood = -28556.552
Iteration 46: (EM) log likelihood = -28551.705
Iteration 47: (EM) log likelihood = -28547.14
Iteration 48: (EM) log likelihood = -28543.436
Iteration 49: (EM) log likelihood = -28539.029
Iteration 50: (EM) log likelihood = -28534.589
Iteration 51: (EM) log likelihood = -28529.819
Iteration 52: (EM) log likelihood = -28526.635
Iteration 53: (EM) log likelihood = -28523.699
Iteration 54: (EM) log likelihood = -28520.4
Iteration 55: (EM) log likelihood = -28517.303
Iteration 56: (EM) log likelihood = -28514.04
Iteration 57: (EM) log likelihood = -28509.767
Iteration 58: (EM) log likelihood = -28507.821
Iteration 59: (EM) log likelihood = -28506.171
Iteration 60: (EM) log likelihood = -28504.04
Iteration 61: (EM) log likelihood = -28502.064
Iteration 62: (EM) log likelihood = -28500.649
Iteration 63: (EM) log likelihood = -28498.502
Iteration 64: (EM) log likelihood = -28496.432
Iteration 65: (EM) log likelihood = -28494.5
Iteration 66: (EM) log likelihood = -28492.963
Iteration 67: (EM) log likelihood = -28488.158
Iteration 68: (EM) log likelihood = -28481.095
Iteration 69: (EM) log likelihood = -28476.687
Iteration 70: (EM) log likelihood = -28474.59
Iteration 71: (EM) log likelihood = -28472.544
Iteration 72: (EM) log likelihood = -28468.322
Iteration 73: (EM) log likelihood = -28466.545
Iteration 74: (EM) log likelihood = -28464.997
Iteration 75: (EM) log likelihood = -28463.59
Iteration 76: (EM) log likelihood = -28462.16
Iteration 77: (EM) log likelihood = -28460.795
Iteration 78: (EM) log likelihood = -28458.81
Iteration 79: (EM) log likelihood = -28457.363
Iteration 80: (EM) log likelihood = -28456.155
Iteration 81: (EM) log likelihood = -28454.589
Iteration 82: (EM) log likelihood = -28453.3
Iteration 83: (EM) log likelihood = -28451.228
Iteration 84: (EM) log likelihood = -28450.097
Iteration 85: (EM) log likelihood = -28449.042
Iteration 86: (EM) log likelihood = -28448.034
Iteration 87: (EM) log likelihood = -28446.344
Iteration 88: (EM) log likelihood = -28445.402
Iteration 89: (EM) log likelihood = -28444.214
Iteration 90: (EM) log likelihood = -28442.795
Iteration 91: (EM) log likelihood = -28441.549
Iteration 92: (EM) log likelihood = -28438.227
Iteration 93: (EM) log likelihood = -28436.218
Iteration 94: (EM) log likelihood = -28434.762
Iteration 95: (EM) log likelihood = -28431.54
Iteration 96: (EM) log likelihood = -28429.891
Iteration 97: (EM) log likelihood = -28426.669
Iteration 98: (EM) log likelihood = -28423.019
Iteration 99: (EM) log likelihood = -28421.429
Iteration 100: (EM) log likelihood = -28418.958
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.8649
Iteration 1: (class) log likelihood = -7874.8649
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29730.077
Iteration 1: (outcome) log likelihood = -29096.043
Iteration 2: (outcome) log likelihood = -28834.591
Iteration 3: (outcome) log likelihood = -28796.443
Iteration 4: (outcome) log likelihood = -28790.048
Iteration 5: (outcome) log likelihood = -28788.939
Iteration 6: (outcome) log likelihood = -28788.745
Iteration 7: (outcome) log likelihood = -28788.701
Iteration 8: (outcome) log likelihood = -28788.69
Iteration 9: (outcome) log likelihood = -28788.688 (not concave)
Iteration 10: (outcome) log likelihood = -28788.688 (not concave)
Iteration 11: (outcome) log likelihood = -28788.688 (not concave)
Iteration 12: (outcome) log likelihood = -28788.688 (not concave)
Iteration 13: (outcome) log likelihood = -28788.688 (not concave)
Iteration 14: (outcome) log likelihood = -28788.688 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36583.006
Iteration 1: (EM) log likelihood = -36294.874
Iteration 2: (EM) log likelihood = -35617.15
Iteration 3: (EM) log likelihood = -34537.893
Iteration 4: (EM) log likelihood = -33528.156
Iteration 5: (EM) log likelihood = -32723.29
Iteration 6: (EM) log likelihood = -32086.386
Iteration 7: (EM) log likelihood = -31596.135
Iteration 8: (EM) log likelihood = -31205.331
Iteration 9: (EM) log likelihood = -30885.882
Iteration 10: (EM) log likelihood = -30639.886
Iteration 11: (EM) log likelihood = -30453.32
Iteration 12: (EM) log likelihood = -30303.189
Iteration 13: (EM) log likelihood = -30164.527
Iteration 14: (EM) log likelihood = -30032.201
Iteration 15: (EM) log likelihood = -29895.614
Iteration 16: (EM) log likelihood = -29746.685
Iteration 17: (EM) log likelihood = -29598.165
Iteration 18: (EM) log likelihood = -29472.659
Iteration 19: (EM) log likelihood = -29368.904
Iteration 20: (EM) log likelihood = -29279.375
Iteration 21: (EM) log likelihood = -29201.91
Iteration 22: (EM) log likelihood = -29134.719
Iteration 23: (EM) log likelihood = -29073.359
Iteration 24: (EM) log likelihood = -29019.165
Iteration 25: (EM) log likelihood = -28967.393
Iteration 26: (EM) log likelihood = -28920.036
Iteration 27: (EM) log likelihood = -28877.227
Iteration 28: (EM) log likelihood = -28836.395
Iteration 29: (EM) log likelihood = -28799.729
Iteration 30: (EM) log likelihood = -28765.347
Iteration 31: (EM) log likelihood = -28733.534
Iteration 32: (EM) log likelihood = -28706.432
Iteration 33: (EM) log likelihood = -28680.991
Iteration 34: (EM) log likelihood = -28659.176
Iteration 35: (EM) log likelihood = -28638.993
Iteration 36: (EM) log likelihood = -28620.747
Iteration 37: (EM) log likelihood = -28603.477
Iteration 38: (EM) log likelihood = -28587.276
Iteration 39: (EM) log likelihood = -28572.139
Iteration 40: (EM) log likelihood = -28557.736
Iteration 41: (EM) log likelihood = -28544.09
Iteration 42: (EM) log likelihood = -28532.309
Iteration 43: (EM) log likelihood = -28520.767
Iteration 44: (EM) log likelihood = -28509.208
Iteration 45: (EM) log likelihood = -28497.931
Iteration 46: (EM) log likelihood = -28485.745
Iteration 47: (EM) log likelihood = -28475.037
Iteration 48: (EM) log likelihood = -28466.23
Iteration 49: (EM) log likelihood = -28456.285
Iteration 50: (EM) log likelihood = -28446.548
Iteration 51: (EM) log likelihood = -28436.559
Iteration 52: (EM) log likelihood = -28428.03
Iteration 53: (EM) log likelihood = -28417.505
Iteration 54: (EM) log likelihood = -28410.199
Iteration 55: (EM) log likelihood = -28402.948
Iteration 56: (EM) log likelihood = -28394.052
Iteration 57: (EM) log likelihood = -28385.918
Iteration 58: (EM) log likelihood = -28377.242
Iteration 59: (EM) log likelihood = -28369.852
Iteration 60: (EM) log likelihood = -28363.145
Iteration 61: (EM) log likelihood = -28354.956
Iteration 62: (EM) log likelihood = -28348.953
Iteration 63: (EM) log likelihood = -28343.073
Iteration 64: (EM) log likelihood = -28336.889
Iteration 65: (EM) log likelihood = -28330.051
Iteration 66: (EM) log likelihood = -28323.745
Iteration 67: (EM) log likelihood = -28316.985
Iteration 68: (EM) log likelihood = -28314.344
Iteration 69: (EM) log likelihood = -28309.949
Iteration 70: (EM) log likelihood = -28303.801
Iteration 71: (EM) log likelihood = -28299.324
Iteration 72: (EM) log likelihood = -28292.987
Iteration 73: (EM) log likelihood = -28289.251
Iteration 74: (EM) log likelihood = -28283.209
Iteration 75: (EM) log likelihood = -28277.329
Iteration 76: (EM) log likelihood = -28272.079
Iteration 77: (EM) log likelihood = -28266.718
Iteration 78: (EM) log likelihood = -28262.102
Iteration 79: (EM) log likelihood = -28256.536
Iteration 80: (EM) log likelihood = -28251.881
Iteration 81: (EM) log likelihood = -28248.606
Iteration 82: (EM) log likelihood = -28245.365
Iteration 83: (EM) log likelihood = -28241.485
Iteration 84: (EM) log likelihood = -28237.75
Iteration 85: (EM) log likelihood = -28233.254
Iteration 86: (EM) log likelihood = -28230.656
Iteration 87: (EM) log likelihood = -28226.641
Iteration 88: (EM) log likelihood = -28224.418
Iteration 89: (EM) log likelihood = -28221.073
Iteration 90: (EM) log likelihood = -28217.012
Iteration 91: (EM) log likelihood = -28215.162
Iteration 92: (EM) log likelihood = -28212.301
Iteration 93: (EM) log likelihood = -28210.325
Iteration 94: (EM) log likelihood = -28207.404
Iteration 95: (EM) log likelihood = -28204.518
Iteration 96: (EM) log likelihood = -28202.436
Iteration 97: (EM) log likelihood = -28200.022
Iteration 98: (EM) log likelihood = -28197.949
Iteration 99: (EM) log likelihood = -28195.131
Iteration 100: (EM) log likelihood = -28193.54
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.6451
Iteration 1: (class) log likelihood = -7873.6451
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29697.068
Iteration 1: (outcome) log likelihood = -29056.122
Iteration 2: (outcome) log likelihood = -28828.65
Iteration 3: (outcome) log likelihood = -28788.835
Iteration 4: (outcome) log likelihood = -28783.139
Iteration 5: (outcome) log likelihood = -28782.007
Iteration 6: (outcome) log likelihood = -28781.738
Iteration 7: (outcome) log likelihood = -28781.68
Iteration 8: (outcome) log likelihood = -28781.668
Iteration 9: (outcome) log likelihood = -28781.665
Iteration 10: (outcome) log likelihood = -28781.664 (not concave)
Iteration 11: (outcome) log likelihood = -28781.664 (not concave)
Iteration 12: (outcome) log likelihood = -28781.664 (not concave)
Iteration 13: (outcome) log likelihood = -28781.664 (not concave)
Iteration 14: (outcome) log likelihood = -28781.664 (not concave)
Iteration 15: (outcome) log likelihood = -28781.664 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36582.849
Iteration 1: (EM) log likelihood = -36345.41
Iteration 2: (EM) log likelihood = -35685.784
Iteration 3: (EM) log likelihood = -34506.361
Iteration 4: (EM) log likelihood = -33356.046
Iteration 5: (EM) log likelihood = -32537.291
Iteration 6: (EM) log likelihood = -31940.572
Iteration 7: (EM) log likelihood = -31514.596
Iteration 8: (EM) log likelihood = -31207.212
Iteration 9: (EM) log likelihood = -30966.885
Iteration 10: (EM) log likelihood = -30763.634
Iteration 11: (EM) log likelihood = -30588.25
Iteration 12: (EM) log likelihood = -30436.324
Iteration 13: (EM) log likelihood = -30300.619
Iteration 14: (EM) log likelihood = -30188.363
Iteration 15: (EM) log likelihood = -30092.695
Iteration 16: (EM) log likelihood = -30008.746
Iteration 17: (EM) log likelihood = -29928.75
Iteration 18: (EM) log likelihood = -29860.442
Iteration 19: (EM) log likelihood = -29798.554
Iteration 20: (EM) log likelihood = -29740.068
Iteration 21: (EM) log likelihood = -29682.849
Iteration 22: (EM) log likelihood = -29628.066
Iteration 23: (EM) log likelihood = -29574.558
Iteration 24: (EM) log likelihood = -29514.604
Iteration 25: (EM) log likelihood = -29462.575
Iteration 26: (EM) log likelihood = -29414.378
Iteration 27: (EM) log likelihood = -29364.929
Iteration 28: (EM) log likelihood = -29317.823
Iteration 29: (EM) log likelihood = -29271.705
Iteration 30: (EM) log likelihood = -29230.892
Iteration 31: (EM) log likelihood = -29191.714
Iteration 32: (EM) log likelihood = -29156.514
Iteration 33: (EM) log likelihood = -29122.652
Iteration 34: (EM) log likelihood = -29090.303
Iteration 35: (EM) log likelihood = -29063.212
Iteration 36: (EM) log likelihood = -29041.253
Iteration 37: (EM) log likelihood = -29021.009
Iteration 38: (EM) log likelihood = -29002.346
Iteration 39: (EM) log likelihood = -28981.68
Iteration 40: (EM) log likelihood = -28964.009
Iteration 41: (EM) log likelihood = -28949.849
Iteration 42: (EM) log likelihood = -28937.17
Iteration 43: (EM) log likelihood = -28925.506
Iteration 44: (EM) log likelihood = -28912.667
Iteration 45: (EM) log likelihood = -28902.935
Iteration 46: (EM) log likelihood = -28891.057
Iteration 47: (EM) log likelihood = -28880.358
Iteration 48: (EM) log likelihood = -28872.781
Iteration 49: (EM) log likelihood = -28864.319
Iteration 50: (EM) log likelihood = -28857.233
Iteration 51: (EM) log likelihood = -28852.519
Iteration 52: (EM) log likelihood = -28847.233
Iteration 53: (EM) log likelihood = -28842.066
Iteration 54: (EM) log likelihood = -28837.807
Iteration 55: (EM) log likelihood = -28834.133
Iteration 56: (EM) log likelihood = -28830.907
Iteration 57: (EM) log likelihood = -28827.48
Iteration 58: (EM) log likelihood = -28823.845
Iteration 59: (EM) log likelihood = -28819.767
Iteration 60: (EM) log likelihood = -28816.886
Iteration 61: (EM) log likelihood = -28813.913
Iteration 62: (EM) log likelihood = -28811.448
Iteration 63: (EM) log likelihood = -28809.158
Iteration 64: (EM) log likelihood = -28807.077
Iteration 65: (EM) log likelihood = -28805.034
Iteration 66: (EM) log likelihood = -28803.375
Iteration 67: (EM) log likelihood = -28801.598
Iteration 68: (EM) log likelihood = -28799.362
Iteration 69: (EM) log likelihood = -28797.229
Iteration 70: (EM) log likelihood = -28795.353
Iteration 71: (EM) log likelihood = -28793.37
Iteration 72: (EM) log likelihood = -28791.495
Iteration 73: (EM) log likelihood = -28789.907
Iteration 74: (EM) log likelihood = -28788.236
Iteration 75: (EM) log likelihood = -28786.494
Iteration 76: (EM) log likelihood = -28784.984
Iteration 77: (EM) log likelihood = -28783.467
Iteration 78: (EM) log likelihood = -28781.788
Iteration 79: (EM) log likelihood = -28778.651
Iteration 80: (EM) log likelihood = -28777.458
Iteration 81: (EM) log likelihood = -28775.716
Iteration 82: (EM) log likelihood = -28774.322
Iteration 83: (EM) log likelihood = -28772.659
Iteration 84: (EM) log likelihood = -28770.648
Iteration 85: (EM) log likelihood = -28768.081
Iteration 86: (EM) log likelihood = -28766.568
Iteration 87: (EM) log likelihood = -28764.933
Iteration 88: (EM) log likelihood = -28763.672
Iteration 89: (EM) log likelihood = -28762.108
Iteration 90: (EM) log likelihood = -28760.053
Iteration 91: (EM) log likelihood = -28758.434
Iteration 92: (EM) log likelihood = -28757.016
Iteration 93: (EM) log likelihood = -28755.54
Iteration 94: (EM) log likelihood = -28753.81
Iteration 95: (EM) log likelihood = -28751.698
Iteration 96: (EM) log likelihood = -28750.084
Iteration 97: (EM) log likelihood = -28748.384
Iteration 98: (EM) log likelihood = -28746.328
Iteration 99: (EM) log likelihood = -28744.186
Iteration 100: (EM) log likelihood = -28742.126
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.482
Iteration 1: (class) log likelihood = -7877.482
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29961.746
Iteration 1: (outcome) log likelihood = -29097.62
Iteration 2: (outcome) log likelihood = -28866.762
Iteration 3: (outcome) log likelihood = -28820.574
Iteration 4: (outcome) log likelihood = -28813.575
Iteration 5: (outcome) log likelihood = -28811.928
Iteration 6: (outcome) log likelihood = -28811.603
Iteration 7: (outcome) log likelihood = -28811.529
Iteration 8: (outcome) log likelihood = -28811.513
Iteration 9: (outcome) log likelihood = -28811.509
Iteration 10: (outcome) log likelihood = -28811.508 (not concave)
Iteration 11: (outcome) log likelihood = -28811.508 (not concave)
Iteration 12: (outcome) log likelihood = -28811.508 (not concave)
Iteration 13: (outcome) log likelihood = -28811.508 (not concave)
Iteration 14: (outcome) log likelihood = -28811.508 (not concave)
Iteration 15: (outcome) log likelihood = -28811.508 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36639.428
Iteration 1: (EM) log likelihood = -36447.776
Iteration 2: (EM) log likelihood = -35956.024
Iteration 3: (EM) log likelihood = -34995.221
Iteration 4: (EM) log likelihood = -33839.994
Iteration 5: (EM) log likelihood = -32928.637
Iteration 6: (EM) log likelihood = -32272.802
Iteration 7: (EM) log likelihood = -31761.949
Iteration 8: (EM) log likelihood = -31341.753
Iteration 9: (EM) log likelihood = -30979.152
Iteration 10: (EM) log likelihood = -30667.238
Iteration 11: (EM) log likelihood = -30400.785
Iteration 12: (EM) log likelihood = -30174.355
Iteration 13: (EM) log likelihood = -29978.745
Iteration 14: (EM) log likelihood = -29810.913
Iteration 15: (EM) log likelihood = -29667.093
Iteration 16: (EM) log likelihood = -29545.076
Iteration 17: (EM) log likelihood = -29434.71
Iteration 18: (EM) log likelihood = -29341.948
Iteration 19: (EM) log likelihood = -29262.017
Iteration 20: (EM) log likelihood = -29191.933
Iteration 21: (EM) log likelihood = -29126.342
Iteration 22: (EM) log likelihood = -29068.724
Iteration 23: (EM) log likelihood = -29019.616
Iteration 24: (EM) log likelihood = -28974.962
Iteration 25: (EM) log likelihood = -28933.765
Iteration 26: (EM) log likelihood = -28893.518
Iteration 27: (EM) log likelihood = -28855.887
Iteration 28: (EM) log likelihood = -28820.885
Iteration 29: (EM) log likelihood = -28786.989
Iteration 30: (EM) log likelihood = -28754.837
Iteration 31: (EM) log likelihood = -28722.966
Iteration 32: (EM) log likelihood = -28692.548
Iteration 33: (EM) log likelihood = -28667.174
Iteration 34: (EM) log likelihood = -28641.423
Iteration 35: (EM) log likelihood = -28616.698
Iteration 36: (EM) log likelihood = -28596.669
Iteration 37: (EM) log likelihood = -28577.834
Iteration 38: (EM) log likelihood = -28560.214
Iteration 39: (EM) log likelihood = -28545.377
Iteration 40: (EM) log likelihood = -28534.502
Iteration 41: (EM) log likelihood = -28524.461
Iteration 42: (EM) log likelihood = -28515.879
Iteration 43: (EM) log likelihood = -28508.054
Iteration 44: (EM) log likelihood = -28501.396
Iteration 45: (EM) log likelihood = -28495.865
Iteration 46: (EM) log likelihood = -28491.405
Iteration 47: (EM) log likelihood = -28484.982
Iteration 48: (EM) log likelihood = -28479.898
Iteration 49: (EM) log likelihood = -28477.384
Iteration 50: (EM) log likelihood = -28475.102
Iteration 51: (EM) log likelihood = -28473.129
Iteration 52: (EM) log likelihood = -28471.917
Iteration 53: (EM) log likelihood = -28469.843
Iteration 54: (EM) log likelihood = -28468.577
Iteration 55: (EM) log likelihood = -28467.169
Iteration 56: (EM) log likelihood = -28466.417
Iteration 57: (EM) log likelihood = -28464.919
Iteration 58: (EM) log likelihood = -28463.783
Iteration 59: (EM) log likelihood = -28462.112
Iteration 60: (EM) log likelihood = -28460.619
Iteration 61: (EM) log likelihood = -28458.934
Iteration 62: (EM) log likelihood = -28456.952
Iteration 63: (EM) log likelihood = -28455.146
Iteration 64: (EM) log likelihood = -28453.495
Iteration 65: (EM) log likelihood = -28451.772
Iteration 66: (EM) log likelihood = -28449.392
Iteration 67: (EM) log likelihood = -28443.99
Iteration 68: (EM) log likelihood = -28438.85
Iteration 69: (EM) log likelihood = -28434.292
Iteration 70: (EM) log likelihood = -28429.867
Iteration 71: (EM) log likelihood = -28426.212
Iteration 72: (EM) log likelihood = -28421.005
Iteration 73: (EM) log likelihood = -28417.724
Iteration 74: (EM) log likelihood = -28415.683
Iteration 75: (EM) log likelihood = -28413.674
Iteration 76: (EM) log likelihood = -28412.656
Iteration 77: (EM) log likelihood = -28411.169
Iteration 78: (EM) log likelihood = -28409.408
Iteration 79: (EM) log likelihood = -28406.994
Iteration 80: (EM) log likelihood = -28405.191
Iteration 81: (EM) log likelihood = -28404.313
Iteration 82: (EM) log likelihood = -28403.922
Iteration 83: (EM) log likelihood = -28403.2
Iteration 84: (EM) log likelihood = -28402.459
Iteration 85: (EM) log likelihood = -28400.296
Iteration 86: (EM) log likelihood = -28398.618
Iteration 87: (EM) log likelihood = -28396.798
Iteration 88: (EM) log likelihood = -28395.108
Iteration 89: (EM) log likelihood = -28393.798
Iteration 90: (EM) log likelihood = -28393.011
Iteration 91: (EM) log likelihood = -28390.228
Iteration 92: (EM) log likelihood = -28389.861
Iteration 93: (EM) log likelihood = -28389.254
Iteration 94: (EM) log likelihood = -28387.767
Iteration 95: (EM) log likelihood = -28385.936
Iteration 96: (EM) log likelihood = -28384.172
Iteration 97: (EM) log likelihood = -28381.921
Iteration 98: (EM) log likelihood = -28381.46
Iteration 99: (EM) log likelihood = -28381.458
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7870.0496
Iteration 1: (class) log likelihood = -7870.0496
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29283.274
Iteration 1: (outcome) log likelihood = -28941.243
Iteration 2: (outcome) log likelihood = -28813.724
Iteration 3: (outcome) log likelihood = -28799.104
Iteration 4: (outcome) log likelihood = -28796.823
Iteration 5: (outcome) log likelihood = -28796.369
Iteration 6: (outcome) log likelihood = -28796.255
Iteration 7: (outcome) log likelihood = -28796.233
Iteration 8: (outcome) log likelihood = -28796.229
Iteration 9: (outcome) log likelihood = -28796.228 (not concave)
Iteration 10: (outcome) log likelihood = -28796.228 (not concave)
Iteration 11: (outcome) log likelihood = -28796.228 (not concave)
Iteration 12: (outcome) log likelihood = -28796.228 (not concave)
Iteration 13: (outcome) log likelihood = -28796.228 (not concave)
Iteration 14: (outcome) log likelihood = -28796.228 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36577.881
Iteration 1: (EM) log likelihood = -36232.774
Iteration 2: (EM) log likelihood = -35294.019
Iteration 3: (EM) log likelihood = -34100.312
Iteration 4: (EM) log likelihood = -33290.199
Iteration 5: (EM) log likelihood = -32704.011
Iteration 6: (EM) log likelihood = -32164.499
Iteration 7: (EM) log likelihood = -31675.534
Iteration 8: (EM) log likelihood = -31254.08
Iteration 9: (EM) log likelihood = -30894.819
Iteration 10: (EM) log likelihood = -30597.747
Iteration 11: (EM) log likelihood = -30343.716
Iteration 12: (EM) log likelihood = -30127.503
Iteration 13: (EM) log likelihood = -29929.99
Iteration 14: (EM) log likelihood = -29749.457
Iteration 15: (EM) log likelihood = -29592.812
Iteration 16: (EM) log likelihood = -29462.279
Iteration 17: (EM) log likelihood = -29357.187
Iteration 18: (EM) log likelihood = -29270.272
Iteration 19: (EM) log likelihood = -29206.505
Iteration 20: (EM) log likelihood = -29156.483
Iteration 21: (EM) log likelihood = -29113.897
Iteration 22: (EM) log likelihood = -29077.223
Iteration 23: (EM) log likelihood = -29047.834
Iteration 24: (EM) log likelihood = -29024.81
Iteration 25: (EM) log likelihood = -29003.879
Iteration 26: (EM) log likelihood = -28984.828
Iteration 27: (EM) log likelihood = -28967.71
Iteration 28: (EM) log likelihood = -28949.146
Iteration 29: (EM) log likelihood = -28935.048
Iteration 30: (EM) log likelihood = -28921.742
Iteration 31: (EM) log likelihood = -28907.226
Iteration 32: (EM) log likelihood = -28896.932
Iteration 33: (EM) log likelihood = -28883.957
Iteration 34: (EM) log likelihood = -28868.828
Iteration 35: (EM) log likelihood = -28859.711
Iteration 36: (EM) log likelihood = -28851.939
Iteration 37: (EM) log likelihood = -28843.553
Iteration 38: (EM) log likelihood = -28836.39
Iteration 39: (EM) log likelihood = -28830.73
Iteration 40: (EM) log likelihood = -28825.358
Iteration 41: (EM) log likelihood = -28819.561
Iteration 42: (EM) log likelihood = -28811.64
Iteration 43: (EM) log likelihood = -28806.559
Iteration 44: (EM) log likelihood = -28799.47
Iteration 45: (EM) log likelihood = -28794.247
Iteration 46: (EM) log likelihood = -28789.413
Iteration 47: (EM) log likelihood = -28784.055
Iteration 48: (EM) log likelihood = -28778.685
Iteration 49: (EM) log likelihood = -28773.752
Iteration 50: (EM) log likelihood = -28769.993
Iteration 51: (EM) log likelihood = -28766.143
Iteration 52: (EM) log likelihood = -28762.503
Iteration 53: (EM) log likelihood = -28759.029
Iteration 54: (EM) log likelihood = -28755.675
Iteration 55: (EM) log likelihood = -28752.37
Iteration 56: (EM) log likelihood = -28748.656
Iteration 57: (EM) log likelihood = -28745.534
Iteration 58: (EM) log likelihood = -28742.424
Iteration 59: (EM) log likelihood = -28739.247
Iteration 60: (EM) log likelihood = -28735.398
Iteration 61: (EM) log likelihood = -28731.978
Iteration 62: (EM) log likelihood = -28728.191
Iteration 63: (EM) log likelihood = -28724.748
Iteration 64: (EM) log likelihood = -28721.392
Iteration 65: (EM) log likelihood = -28717.961
Iteration 66: (EM) log likelihood = -28713.165
Iteration 67: (EM) log likelihood = -28709.56
Iteration 68: (EM) log likelihood = -28706.125
Iteration 69: (EM) log likelihood = -28702.704
Iteration 70: (EM) log likelihood = -28699.19
Iteration 71: (EM) log likelihood = -28695.444
Iteration 72: (EM) log likelihood = -28690.528
Iteration 73: (EM) log likelihood = -28685.76
Iteration 74: (EM) log likelihood = -28680.692
Iteration 75: (EM) log likelihood = -28676.388
Iteration 76: (EM) log likelihood = -28672.159
Iteration 77: (EM) log likelihood = -28667.201
Iteration 78: (EM) log likelihood = -28662.156
Iteration 79: (EM) log likelihood = -28656.993
Iteration 80: (EM) log likelihood = -28652.628
Iteration 81: (EM) log likelihood = -28647.78
Iteration 82: (EM) log likelihood = -28642.021
Iteration 83: (EM) log likelihood = -28638.045
Iteration 84: (EM) log likelihood = -28634.258
Iteration 85: (EM) log likelihood = -28629.551
Iteration 86: (EM) log likelihood = -28624.804
Iteration 87: (EM) log likelihood = -28621.165
Iteration 88: (EM) log likelihood = -28617.156
Iteration 89: (EM) log likelihood = -28614.164
Iteration 90: (EM) log likelihood = -28611.328
Iteration 91: (EM) log likelihood = -28608.771
Iteration 92: (EM) log likelihood = -28606.655
Iteration 93: (EM) log likelihood = -28603.816
Iteration 94: (EM) log likelihood = -28600.452
Iteration 95: (EM) log likelihood = -28597.094
Iteration 96: (EM) log likelihood = -28592.609
Iteration 97: (EM) log likelihood = -28589.428
Iteration 98: (EM) log likelihood = -28586.926
Iteration 99: (EM) log likelihood = -28584.282
Iteration 100: (EM) log likelihood = -28582.198
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.0893
Iteration 1: (class) log likelihood = -7875.0893
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29669.887
Iteration 1: (outcome) log likelihood = -29045.69
Iteration 2: (outcome) log likelihood = -28843.548
Iteration 3: (outcome) log likelihood = -28817.225
Iteration 4: (outcome) log likelihood = -28811.411
Iteration 5: (outcome) log likelihood = -28810.126
Iteration 6: (outcome) log likelihood = -28809.883
Iteration 7: (outcome) log likelihood = -28809.829
Iteration 8: (outcome) log likelihood = -28809.816
Iteration 9: (outcome) log likelihood = -28809.813
Iteration 10: (outcome) log likelihood = -28809.812 (not concave)
Iteration 11: (outcome) log likelihood = -28809.812 (not concave)
Iteration 12: (outcome) log likelihood = -28809.812 (not concave)
Iteration 13: (outcome) log likelihood = -28809.812 (not concave)
Iteration 14: (outcome) log likelihood = -28809.812 (not concave)
Iteration 15: (outcome) log likelihood = -28809.812 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36621.549
Iteration 1: (EM) log likelihood = -36409.252
Iteration 2: (EM) log likelihood = -35835.806
Iteration 3: (EM) log likelihood = -34774.39
Iteration 4: (EM) log likelihood = -33699.811
Iteration 5: (EM) log likelihood = -32884.865
Iteration 6: (EM) log likelihood = -32232.8
Iteration 7: (EM) log likelihood = -31720.462
Iteration 8: (EM) log likelihood = -31325.232
Iteration 9: (EM) log likelihood = -31008.701
Iteration 10: (EM) log likelihood = -30748.307
Iteration 11: (EM) log likelihood = -30537.584
Iteration 12: (EM) log likelihood = -30365.079
Iteration 13: (EM) log likelihood = -30220.073
Iteration 14: (EM) log likelihood = -30099.118
Iteration 15: (EM) log likelihood = -29995.319
Iteration 16: (EM) log likelihood = -29901.131
Iteration 17: (EM) log likelihood = -29814.013
Iteration 18: (EM) log likelihood = -29730.578
Iteration 19: (EM) log likelihood = -29651.015
Iteration 20: (EM) log likelihood = -29573.862
Iteration 21: (EM) log likelihood = -29499.027
Iteration 22: (EM) log likelihood = -29428.049
Iteration 23: (EM) log likelihood = -29360.415
Iteration 24: (EM) log likelihood = -29296.981
Iteration 25: (EM) log likelihood = -29240.11
Iteration 26: (EM) log likelihood = -29186.392
Iteration 27: (EM) log likelihood = -29137.115
Iteration 28: (EM) log likelihood = -29090.336
Iteration 29: (EM) log likelihood = -29045.913
Iteration 30: (EM) log likelihood = -29004.867
Iteration 31: (EM) log likelihood = -28966.103
Iteration 32: (EM) log likelihood = -28930.446
Iteration 33: (EM) log likelihood = -28897.882
Iteration 34: (EM) log likelihood = -28868.333
Iteration 35: (EM) log likelihood = -28839.102
Iteration 36: (EM) log likelihood = -28818.991
Iteration 37: (EM) log likelihood = -28802.306
Iteration 38: (EM) log likelihood = -28789.083
Iteration 39: (EM) log likelihood = -28777.569
Iteration 40: (EM) log likelihood = -28767.456
Iteration 41: (EM) log likelihood = -28757.352
Iteration 42: (EM) log likelihood = -28748.226
Iteration 43: (EM) log likelihood = -28737.872
Iteration 44: (EM) log likelihood = -28729.262
Iteration 45: (EM) log likelihood = -28721.043
Iteration 46: (EM) log likelihood = -28712.17
Iteration 47: (EM) log likelihood = -28703.096
Iteration 48: (EM) log likelihood = -28694.315
Iteration 49: (EM) log likelihood = -28683.104
Iteration 50: (EM) log likelihood = -28673.58
Iteration 51: (EM) log likelihood = -28664.774
Iteration 52: (EM) log likelihood = -28654.405
Iteration 53: (EM) log likelihood = -28644.688
Iteration 54: (EM) log likelihood = -28633.836
Iteration 55: (EM) log likelihood = -28623.349
Iteration 56: (EM) log likelihood = -28613.107
Iteration 57: (EM) log likelihood = -28603.021
Iteration 58: (EM) log likelihood = -28591.872
Iteration 59: (EM) log likelihood = -28582.279
Iteration 60: (EM) log likelihood = -28572.825
Iteration 61: (EM) log likelihood = -28562.095
Iteration 62: (EM) log likelihood = -28552.996
Iteration 63: (EM) log likelihood = -28547.313
Iteration 64: (EM) log likelihood = -28538.401
Iteration 65: (EM) log likelihood = -28530.48
Iteration 66: (EM) log likelihood = -28523.244
Iteration 67: (EM) log likelihood = -28518.14
Iteration 68: (EM) log likelihood = -28509.687
Iteration 69: (EM) log likelihood = -28506.607
Iteration 70: (EM) log likelihood = -28500.825
Iteration 71: (EM) log likelihood = -28497.386
Iteration 72: (EM) log likelihood = -28492.146
Iteration 73: (EM) log likelihood = -28487.19
Iteration 74: (EM) log likelihood = -28482.446
Iteration 75: (EM) log likelihood = -28478.957
Iteration 76: (EM) log likelihood = -28474.137
Iteration 77: (EM) log likelihood = -28468.884
Iteration 78: (EM) log likelihood = -28464.294
Iteration 79: (EM) log likelihood = -28458.996
Iteration 80: (EM) log likelihood = -28455.397
Iteration 81: (EM) log likelihood = -28451.701
Iteration 82: (EM) log likelihood = -28447.612
Iteration 83: (EM) log likelihood = -28444.964
Iteration 84: (EM) log likelihood = -28441.321
Iteration 85: (EM) log likelihood = -28438.712
Iteration 86: (EM) log likelihood = -28434.905
Iteration 87: (EM) log likelihood = -28431.562
Iteration 88: (EM) log likelihood = -28430.829
Iteration 89: (EM) log likelihood = -28427.733
Iteration 90: (EM) log likelihood = -28427.263
Iteration 91: (EM) log likelihood = -28425.886
Iteration 92: (EM) log likelihood = -28423.525
Iteration 93: (EM) log likelihood = -28416.513
Iteration 94: (EM) log likelihood = -28414.357
Iteration 95: (EM) log likelihood = -28412.196
Iteration 96: (EM) log likelihood = -28410.18
Iteration 97: (EM) log likelihood = -28410.129
Iteration 98: (EM) log likelihood = -28408.146
Iteration 99: (EM) log likelihood = -28406.288
Iteration 100: (EM) log likelihood = -28404.774
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7869.3246
Iteration 1: (class) log likelihood = -7869.3246
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30197.888
Iteration 1: (outcome) log likelihood = -29151.362
Iteration 2: (outcome) log likelihood = -28856.398
Iteration 3: (outcome) log likelihood = -28801.904
Iteration 4: (outcome) log likelihood = -28792.512
Iteration 5: (outcome) log likelihood = -28790.507
Iteration 6: (outcome) log likelihood = -28790.074
Iteration 7: (outcome) log likelihood = -28789.976
Iteration 8: (outcome) log likelihood = -28789.959
Iteration 9: (outcome) log likelihood = -28789.958 (not concave)
Iteration 10: (outcome) log likelihood = -28789.958 (not concave)
Iteration 11: (outcome) log likelihood = -28789.958 (not concave)
Iteration 12: (outcome) log likelihood = -28789.958 (not concave)
Iteration 13: (outcome) log likelihood = -28789.958 (not concave)
Iteration 14: (outcome) log likelihood = -28789.958 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36581.428
Iteration 1: (EM) log likelihood = -36377.867
Iteration 2: (EM) log likelihood = -35896.282
Iteration 3: (EM) log likelihood = -34890.282
Iteration 4: (EM) log likelihood = -33538.749
Iteration 5: (EM) log likelihood = -32477.118
Iteration 6: (EM) log likelihood = -31785.772
Iteration 7: (EM) log likelihood = -31310.634
Iteration 8: (EM) log likelihood = -30936.514
Iteration 9: (EM) log likelihood = -30598.051
Iteration 10: (EM) log likelihood = -30277.933
Iteration 11: (EM) log likelihood = -29991.195
Iteration 12: (EM) log likelihood = -29752.571
Iteration 13: (EM) log likelihood = -29563.884
Iteration 14: (EM) log likelihood = -29418.916
Iteration 15: (EM) log likelihood = -29304.259
Iteration 16: (EM) log likelihood = -29209.802
Iteration 17: (EM) log likelihood = -29132.273
Iteration 18: (EM) log likelihood = -29066.874
Iteration 19: (EM) log likelihood = -29011.845
Iteration 20: (EM) log likelihood = -28962.46
Iteration 21: (EM) log likelihood = -28921.229
Iteration 22: (EM) log likelihood = -28884.39
Iteration 23: (EM) log likelihood = -28850.024
Iteration 24: (EM) log likelihood = -28825.503
Iteration 25: (EM) log likelihood = -28800.399
Iteration 26: (EM) log likelihood = -28779.284
Iteration 27: (EM) log likelihood = -28758.989
Iteration 28: (EM) log likelihood = -28738.999
Iteration 29: (EM) log likelihood = -28720.375
Iteration 30: (EM) log likelihood = -28700.558
Iteration 31: (EM) log likelihood = -28679.187
Iteration 32: (EM) log likelihood = -28660.99
Iteration 33: (EM) log likelihood = -28642.383
Iteration 34: (EM) log likelihood = -28628.254
Iteration 35: (EM) log likelihood = -28610.163
Iteration 36: (EM) log likelihood = -28595.132
Iteration 37: (EM) log likelihood = -28581.343
Iteration 38: (EM) log likelihood = -28567.219
Iteration 39: (EM) log likelihood = -28554.768
Iteration 40: (EM) log likelihood = -28544.073
Iteration 41: (EM) log likelihood = -28534.751
Iteration 42: (EM) log likelihood = -28525.544
Iteration 43: (EM) log likelihood = -28516.59
Iteration 44: (EM) log likelihood = -28508.745
Iteration 45: (EM) log likelihood = -28501.359
Iteration 46: (EM) log likelihood = -28494.244
Iteration 47: (EM) log likelihood = -28488.456
Iteration 48: (EM) log likelihood = -28482.583
Iteration 49: (EM) log likelihood = -28473.986
Iteration 50: (EM) log likelihood = -28466.397
Iteration 51: (EM) log likelihood = -28460.14
Iteration 52: (EM) log likelihood = -28454.227
Iteration 53: (EM) log likelihood = -28447.546
Iteration 54: (EM) log likelihood = -28441.501
Iteration 55: (EM) log likelihood = -28436.607
Iteration 56: (EM) log likelihood = -28431.973
Iteration 57: (EM) log likelihood = -28427.468
Iteration 58: (EM) log likelihood = -28423.167
Iteration 59: (EM) log likelihood = -28419.065
Iteration 60: (EM) log likelihood = -28414.248
Iteration 61: (EM) log likelihood = -28409.697
Iteration 62: (EM) log likelihood = -28405.69
Iteration 63: (EM) log likelihood = -28400.802
Iteration 64: (EM) log likelihood = -28394.622
Iteration 65: (EM) log likelihood = -28389.487
Iteration 66: (EM) log likelihood = -28385.607
Iteration 67: (EM) log likelihood = -28381.455
Iteration 68: (EM) log likelihood = -28377.404
Iteration 69: (EM) log likelihood = -28373.414
Iteration 70: (EM) log likelihood = -28370.217
Iteration 71: (EM) log likelihood = -28366.445
Iteration 72: (EM) log likelihood = -28363.165
Iteration 73: (EM) log likelihood = -28360.273
Iteration 74: (EM) log likelihood = -28356.954
Iteration 75: (EM) log likelihood = -28353.336
Iteration 76: (EM) log likelihood = -28350.756
Iteration 77: (EM) log likelihood = -28348.06
Iteration 78: (EM) log likelihood = -28345.197
Iteration 79: (EM) log likelihood = -28342.202
Iteration 80: (EM) log likelihood = -28339.752
Iteration 81: (EM) log likelihood = -28337.071
Iteration 82: (EM) log likelihood = -28333.809
Iteration 83: (EM) log likelihood = -28330.954
Iteration 84: (EM) log likelihood = -28327.744
Iteration 85: (EM) log likelihood = -28326.257
Iteration 86: (EM) log likelihood = -28323.876
Iteration 87: (EM) log likelihood = -28319.997
Iteration 88: (EM) log likelihood = -28316.472
Iteration 89: (EM) log likelihood = -28312.765
Iteration 90: (EM) log likelihood = -28310.416
Iteration 91: (EM) log likelihood = -28307.966
Iteration 92: (EM) log likelihood = -28305.391
Iteration 93: (EM) log likelihood = -28303.285
Iteration 94: (EM) log likelihood = -28301.242
Iteration 95: (EM) log likelihood = -28298.971
Iteration 96: (EM) log likelihood = -28296.52
Iteration 97: (EM) log likelihood = -28294.018
Iteration 98: (EM) log likelihood = -28291.955
Iteration 99: (EM) log likelihood = -28289.439
Iteration 100: (EM) log likelihood = -28287.076
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.3537
Iteration 1: (class) log likelihood = -7873.3537
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30538.541
Iteration 1: (outcome) log likelihood = -29137.653
Iteration 2: (outcome) log likelihood = -28851.289
Iteration 3: (outcome) log likelihood = -28797.628
Iteration 4: (outcome) log likelihood = -28786.98
Iteration 5: (outcome) log likelihood = -28784.42
Iteration 6: (outcome) log likelihood = -28783.902
Iteration 7: (outcome) log likelihood = -28783.791
Iteration 8: (outcome) log likelihood = -28783.765
Iteration 9: (outcome) log likelihood = -28783.759
Iteration 10: (outcome) log likelihood = -28783.758 (not concave)
Iteration 11: (outcome) log likelihood = -28783.758 (not concave)
Iteration 12: (outcome) log likelihood = -28783.758 (not concave)
Iteration 13: (outcome) log likelihood = -28783.758 (not concave)
Iteration 14: (outcome) log likelihood = -28783.758 (not concave)
Iteration 15: (outcome) log likelihood = -28783.758 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36573.471
Iteration 1: (EM) log likelihood = -36284.52
Iteration 2: (EM) log likelihood = -35585.192
Iteration 3: (EM) log likelihood = -34553.801
Iteration 4: (EM) log likelihood = -33576.565
Iteration 5: (EM) log likelihood = -32701.262
Iteration 6: (EM) log likelihood = -31895.741
Iteration 7: (EM) log likelihood = -31247.823
Iteration 8: (EM) log likelihood = -30775.155
Iteration 9: (EM) log likelihood = -30422.045
Iteration 10: (EM) log likelihood = -30148.196
Iteration 11: (EM) log likelihood = -29934.997
Iteration 12: (EM) log likelihood = -29769.621
Iteration 13: (EM) log likelihood = -29636.205
Iteration 14: (EM) log likelihood = -29521.001
Iteration 15: (EM) log likelihood = -29415.381
Iteration 16: (EM) log likelihood = -29318.539
Iteration 17: (EM) log likelihood = -29229.844
Iteration 18: (EM) log likelihood = -29150.454
Iteration 19: (EM) log likelihood = -29083.192
Iteration 20: (EM) log likelihood = -29025.381
Iteration 21: (EM) log likelihood = -28977.111
Iteration 22: (EM) log likelihood = -28937.871
Iteration 23: (EM) log likelihood = -28904.229
Iteration 24: (EM) log likelihood = -28872.48
Iteration 25: (EM) log likelihood = -28847.004
Iteration 26: (EM) log likelihood = -28821.564
Iteration 27: (EM) log likelihood = -28797.564
Iteration 28: (EM) log likelihood = -28780.182
Iteration 29: (EM) log likelihood = -28762.356
Iteration 30: (EM) log likelihood = -28748.704
Iteration 31: (EM) log likelihood = -28736.786
Iteration 32: (EM) log likelihood = -28724.711
Iteration 33: (EM) log likelihood = -28715.216
Iteration 34: (EM) log likelihood = -28706.298
Iteration 35: (EM) log likelihood = -28696.581
Iteration 36: (EM) log likelihood = -28688.935
Iteration 37: (EM) log likelihood = -28682.052
Iteration 38: (EM) log likelihood = -28674.95
Iteration 39: (EM) log likelihood = -28670.283
Iteration 40: (EM) log likelihood = -28664.628
Iteration 41: (EM) log likelihood = -28661.102
Iteration 42: (EM) log likelihood = -28656.69
Iteration 43: (EM) log likelihood = -28653.247
Iteration 44: (EM) log likelihood = -28648.292
Iteration 45: (EM) log likelihood = -28644.49
Iteration 46: (EM) log likelihood = -28640.813
Iteration 47: (EM) log likelihood = -28637.697
Iteration 48: (EM) log likelihood = -28635.025
Iteration 49: (EM) log likelihood = -28632.594
Iteration 50: (EM) log likelihood = -28630.305
Iteration 51: (EM) log likelihood = -28628.09
Iteration 52: (EM) log likelihood = -28625.659
Iteration 53: (EM) log likelihood = -28623.174
Iteration 54: (EM) log likelihood = -28620.607
Iteration 55: (EM) log likelihood = -28618.262
Iteration 56: (EM) log likelihood = -28615.95
Iteration 57: (EM) log likelihood = -28613.592
Iteration 58: (EM) log likelihood = -28611.026
Iteration 59: (EM) log likelihood = -28608.113
Iteration 60: (EM) log likelihood = -28605.742
Iteration 61: (EM) log likelihood = -28602.025
Iteration 62: (EM) log likelihood = -28599.677
Iteration 63: (EM) log likelihood = -28596.531
Iteration 64: (EM) log likelihood = -28594.094
Iteration 65: (EM) log likelihood = -28592.12
Iteration 66: (EM) log likelihood = -28590.323
Iteration 67: (EM) log likelihood = -28588.293
Iteration 68: (EM) log likelihood = -28586.548
Iteration 69: (EM) log likelihood = -28584.961
Iteration 70: (EM) log likelihood = -28583.299
Iteration 71: (EM) log likelihood = -28581.469
Iteration 72: (EM) log likelihood = -28579.44
Iteration 73: (EM) log likelihood = -28577.582
Iteration 74: (EM) log likelihood = -28575.922
Iteration 75: (EM) log likelihood = -28574.104
Iteration 76: (EM) log likelihood = -28572.699
Iteration 77: (EM) log likelihood = -28571.316
Iteration 78: (EM) log likelihood = -28569.976
Iteration 79: (EM) log likelihood = -28568.299
Iteration 80: (EM) log likelihood = -28563.079
Iteration 81: (EM) log likelihood = -28561.475
Iteration 82: (EM) log likelihood = -28560.315
Iteration 83: (EM) log likelihood = -28558.02
Iteration 84: (EM) log likelihood = -28556.428
Iteration 85: (EM) log likelihood = -28554.814
Iteration 86: (EM) log likelihood = -28552.689
Iteration 87: (EM) log likelihood = -28551.646
Iteration 88: (EM) log likelihood = -28550.345
Iteration 89: (EM) log likelihood = -28549.12
Iteration 90: (EM) log likelihood = -28547.824
Iteration 91: (EM) log likelihood = -28546.473
Iteration 92: (EM) log likelihood = -28544.93
Iteration 93: (EM) log likelihood = -28543.804
Iteration 94: (EM) log likelihood = -28542.362
Iteration 95: (EM) log likelihood = -28541.328
Iteration 96: (EM) log likelihood = -28540.203
Iteration 97: (EM) log likelihood = -28538.302
Iteration 98: (EM) log likelihood = -28536.925
Iteration 99: (EM) log likelihood = -28535.767
Iteration 100: (EM) log likelihood = -28533.512
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7870.8467
Iteration 1: (class) log likelihood = -7870.8467
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30958.448
Iteration 1: (outcome) log likelihood = -29225.13
Iteration 2: (outcome) log likelihood = -28874.099
Iteration 3: (outcome) log likelihood = -28805.83
Iteration 4: (outcome) log likelihood = -28791.394
Iteration 5: (outcome) log likelihood = -28788.266
Iteration 6: (outcome) log likelihood = -28787.558
Iteration 7: (outcome) log likelihood = -28787.45
Iteration 8: (outcome) log likelihood = -28787.437
Iteration 9: (outcome) log likelihood = -28787.434 (not concave)
Iteration 10: (outcome) log likelihood = -28787.434 (not concave)
Iteration 11: (outcome) log likelihood = -28787.434 (not concave)
Iteration 12: (outcome) log likelihood = -28787.434 (not concave)
Iteration 13: (outcome) log likelihood = -28787.434 (not concave)
Iteration 14: (outcome) log likelihood = -28787.434 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36590.171
Iteration 1: (EM) log likelihood = -36342.401
Iteration 2: (EM) log likelihood = -35613.666
Iteration 3: (EM) log likelihood = -34335.928
Iteration 4: (EM) log likelihood = -33280.076
Iteration 5: (EM) log likelihood = -32604.843
Iteration 6: (EM) log likelihood = -32100.925
Iteration 7: (EM) log likelihood = -31691.736
Iteration 8: (EM) log likelihood = -31363.266
Iteration 9: (EM) log likelihood = -31099.63
Iteration 10: (EM) log likelihood = -30901.213
Iteration 11: (EM) log likelihood = -30743.868
Iteration 12: (EM) log likelihood = -30606.997
Iteration 13: (EM) log likelihood = -30481.222
Iteration 14: (EM) log likelihood = -30367.748
Iteration 15: (EM) log likelihood = -30251.567
Iteration 16: (EM) log likelihood = -30134.429
Iteration 17: (EM) log likelihood = -30009.698
Iteration 18: (EM) log likelihood = -29883.814
Iteration 19: (EM) log likelihood = -29754.401
Iteration 20: (EM) log likelihood = -29635.246
Iteration 21: (EM) log likelihood = -29531.109
Iteration 22: (EM) log likelihood = -29442.039
Iteration 23: (EM) log likelihood = -29366.781
Iteration 24: (EM) log likelihood = -29301.47
Iteration 25: (EM) log likelihood = -29244.274
Iteration 26: (EM) log likelihood = -29190.24
Iteration 27: (EM) log likelihood = -29135.568
Iteration 28: (EM) log likelihood = -29087.646
Iteration 29: (EM) log likelihood = -29042.058
Iteration 30: (EM) log likelihood = -28999.801
Iteration 31: (EM) log likelihood = -28960.243
Iteration 32: (EM) log likelihood = -28927.806
Iteration 33: (EM) log likelihood = -28896.697
Iteration 34: (EM) log likelihood = -28868.905
Iteration 35: (EM) log likelihood = -28845.748
Iteration 36: (EM) log likelihood = -28827.425
Iteration 37: (EM) log likelihood = -28807.706
Iteration 38: (EM) log likelihood = -28792.547
Iteration 39: (EM) log likelihood = -28779.512
Iteration 40: (EM) log likelihood = -28765.999
Iteration 41: (EM) log likelihood = -28754.679
Iteration 42: (EM) log likelihood = -28742.812
Iteration 43: (EM) log likelihood = -28735.405
Iteration 44: (EM) log likelihood = -28727.235
Iteration 45: (EM) log likelihood = -28716.199
Iteration 46: (EM) log likelihood = -28708.085
Iteration 47: (EM) log likelihood = -28701.535
Iteration 48: (EM) log likelihood = -28698.225
Iteration 49: (EM) log likelihood = -28695.438
Iteration 50: (EM) log likelihood = -28691.586
Iteration 51: (EM) log likelihood = -28687.801
Iteration 52: (EM) log likelihood = -28685.776
Iteration 53: (EM) log likelihood = -28684.203
Iteration 54: (EM) log likelihood = -28680.842
Iteration 55: (EM) log likelihood = -28679.401
Iteration 56: (EM) log likelihood = -28677.287
Iteration 57: (EM) log likelihood = -28675.075
Iteration 58: (EM) log likelihood = -28673.794
Iteration 59: (EM) log likelihood = -28671.286
Iteration 60: (EM) log likelihood = -28669.975
Iteration 61: (EM) log likelihood = -28667.683
Iteration 62: (EM) log likelihood = -28666.546
Iteration 63: (EM) log likelihood = -28665.632
Iteration 64: (EM) log likelihood = -28664.769
Iteration 65: (EM) log likelihood = -28663.253
Iteration 66: (EM) log likelihood = -28659.841
Iteration 67: (EM) log likelihood = -28655.996
Iteration 68: (EM) log likelihood = -28654.54
Iteration 69: (EM) log likelihood = -28653.222
Iteration 70: (EM) log likelihood = -28651.131
Iteration 71: (EM) log likelihood = -28648.308
Iteration 72: (EM) log likelihood = -28647.467
Iteration 73: (EM) log likelihood = -28646.057
Iteration 74: (EM) log likelihood = -28643.476
Iteration 75: (EM) log likelihood = -28642.26
Iteration 76: (EM) log likelihood = -28641.335
Iteration 77: (EM) log likelihood = -28640.707
Iteration 78: (EM) log likelihood = -28639.114
Iteration 79: (EM) log likelihood = -28636.561
Iteration 80: (EM) log likelihood = -28635.076
Iteration 81: (EM) log likelihood = -28634.134
Iteration 82: (EM) log likelihood = -28631.447
Iteration 83: (EM) log likelihood = -28630.426
Iteration 84: (EM) log likelihood = -28629.146
Iteration 85: (EM) log likelihood = -28628.227
Iteration 86: (EM) log likelihood = -28627.453
Iteration 87: (EM) log likelihood = -28626.347
Iteration 88: (EM) log likelihood = -28625.403
Iteration 89: (EM) log likelihood = -28623.893
Iteration 90: (EM) log likelihood = -28622.148
Iteration 91: (EM) log likelihood = -28619.703
Iteration 92: (EM) log likelihood = -28618.61
Iteration 93: (EM) log likelihood = -28617.746
Iteration 94: (EM) log likelihood = -28616.412
Iteration 95: (EM) log likelihood = -28615.642
Iteration 96: (EM) log likelihood = -28613.588
Iteration 97: (EM) log likelihood = -28612.202
Iteration 98: (EM) log likelihood = -28611.02
Iteration 99: (EM) log likelihood = -28609.992
Iteration 100: (EM) log likelihood = -28608.918
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.5025
Iteration 1: (class) log likelihood = -7872.5025
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29769.876
Iteration 1: (outcome) log likelihood = -29023.099
Iteration 2: (outcome) log likelihood = -28834.024
Iteration 3: (outcome) log likelihood = -28802.862
Iteration 4: (outcome) log likelihood = -28797.745
Iteration 5: (outcome) log likelihood = -28796.635
Iteration 6: (outcome) log likelihood = -28796.369
Iteration 7: (outcome) log likelihood = -28796.315
Iteration 8: (outcome) log likelihood = -28796.307
Iteration 9: (outcome) log likelihood = -28796.305 (not concave)
Iteration 10: (outcome) log likelihood = -28796.304 (not concave)
Iteration 11: (outcome) log likelihood = -28796.304 (not concave)
Iteration 12: (outcome) log likelihood = -28796.304 (not concave)
Iteration 13: (outcome) log likelihood = -28796.304 (not concave)
Iteration 14: (outcome) log likelihood = -28796.304 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36618.777
Iteration 1: (EM) log likelihood = -36475.736
Iteration 2: (EM) log likelihood = -36127.109
Iteration 3: (EM) log likelihood = -35367.204
Iteration 4: (EM) log likelihood = -34225.733
Iteration 5: (EM) log likelihood = -33097.819
Iteration 6: (EM) log likelihood = -32228.202
Iteration 7: (EM) log likelihood = -31602.158
Iteration 8: (EM) log likelihood = -31157.823
Iteration 9: (EM) log likelihood = -30836.575
Iteration 10: (EM) log likelihood = -30594.149
Iteration 11: (EM) log likelihood = -30404.93
Iteration 12: (EM) log likelihood = -30246.425
Iteration 13: (EM) log likelihood = -30106.995
Iteration 14: (EM) log likelihood = -29988.204
Iteration 15: (EM) log likelihood = -29880.485
Iteration 16: (EM) log likelihood = -29784.127
Iteration 17: (EM) log likelihood = -29696.469
Iteration 18: (EM) log likelihood = -29615.983
Iteration 19: (EM) log likelihood = -29546.115
Iteration 20: (EM) log likelihood = -29482.073
Iteration 21: (EM) log likelihood = -29424.75
Iteration 22: (EM) log likelihood = -29371.63
Iteration 23: (EM) log likelihood = -29320.552
Iteration 24: (EM) log likelihood = -29271.726
Iteration 25: (EM) log likelihood = -29229.932
Iteration 26: (EM) log likelihood = -29186.662
Iteration 27: (EM) log likelihood = -29147.642
Iteration 28: (EM) log likelihood = -29107.085
Iteration 29: (EM) log likelihood = -29069.715
Iteration 30: (EM) log likelihood = -29034.295
Iteration 31: (EM) log likelihood = -28996.745
Iteration 32: (EM) log likelihood = -28968.017
Iteration 33: (EM) log likelihood = -28940.574
Iteration 34: (EM) log likelihood = -28915.057
Iteration 35: (EM) log likelihood = -28895.848
Iteration 36: (EM) log likelihood = -28877.854
Iteration 37: (EM) log likelihood = -28861.794
Iteration 38: (EM) log likelihood = -28847.04
Iteration 39: (EM) log likelihood = -28833.112
Iteration 40: (EM) log likelihood = -28821.93
Iteration 41: (EM) log likelihood = -28810.751
Iteration 42: (EM) log likelihood = -28798.719
Iteration 43: (EM) log likelihood = -28787.735
Iteration 44: (EM) log likelihood = -28774.542
Iteration 45: (EM) log likelihood = -28764.136
Iteration 46: (EM) log likelihood = -28756.006
Iteration 47: (EM) log likelihood = -28747.981
Iteration 48: (EM) log likelihood = -28739.993
Iteration 49: (EM) log likelihood = -28731.884
Iteration 50: (EM) log likelihood = -28722.51
Iteration 51: (EM) log likelihood = -28711.578
Iteration 52: (EM) log likelihood = -28701.219
Iteration 53: (EM) log likelihood = -28689.313
Iteration 54: (EM) log likelihood = -28677.933
Iteration 55: (EM) log likelihood = -28665.337
Iteration 56: (EM) log likelihood = -28653.656
Iteration 57: (EM) log likelihood = -28639.167
Iteration 58: (EM) log likelihood = -28625.652
Iteration 59: (EM) log likelihood = -28615.224
Iteration 60: (EM) log likelihood = -28604.096
Iteration 61: (EM) log likelihood = -28592.945
Iteration 62: (EM) log likelihood = -28580.612
Iteration 63: (EM) log likelihood = -28569.161
Iteration 64: (EM) log likelihood = -28559.473
Iteration 65: (EM) log likelihood = -28551.334
Iteration 66: (EM) log likelihood = -28544.653
Iteration 67: (EM) log likelihood = -28537.369
Iteration 68: (EM) log likelihood = -28529.422
Iteration 69: (EM) log likelihood = -28522.808
Iteration 70: (EM) log likelihood = -28517.183
Iteration 71: (EM) log likelihood = -28510.51
Iteration 72: (EM) log likelihood = -28504.043
Iteration 73: (EM) log likelihood = -28497.289
Iteration 74: (EM) log likelihood = -28490.355
Iteration 75: (EM) log likelihood = -28484.362
Iteration 76: (EM) log likelihood = -28479.709
Iteration 77: (EM) log likelihood = -28475.596
Iteration 78: (EM) log likelihood = -28470.73
Iteration 79: (EM) log likelihood = -28466.058
Iteration 80: (EM) log likelihood = -28462.751
Iteration 81: (EM) log likelihood = -28457.578
Iteration 82: (EM) log likelihood = -28453.514
Iteration 83: (EM) log likelihood = -28450.145
Iteration 84: (EM) log likelihood = -28446.84
Iteration 85: (EM) log likelihood = -28443.167
Iteration 86: (EM) log likelihood = -28439.387
Iteration 87: (EM) log likelihood = -28436.106
Iteration 88: (EM) log likelihood = -28432.612
Iteration 89: (EM) log likelihood = -28429.249
Iteration 90: (EM) log likelihood = -28426.858
Iteration 91: (EM) log likelihood = -28424.129
Iteration 92: (EM) log likelihood = -28420.293
Iteration 93: (EM) log likelihood = -28418.228
Iteration 94: (EM) log likelihood = -28414.121
Iteration 95: (EM) log likelihood = -28410.915
Iteration 96: (EM) log likelihood = -28407.581
Iteration 97: (EM) log likelihood = -28405.481
Iteration 98: (EM) log likelihood = -28402.696
Iteration 99: (EM) log likelihood = -28399.811
Iteration 100: (EM) log likelihood = -28396.734
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.0056
Iteration 1: (class) log likelihood = -7876.0056
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30427.2
Iteration 1: (outcome) log likelihood = -29191.411
Iteration 2: (outcome) log likelihood = -28869.806
Iteration 3: (outcome) log likelihood = -28809.311
Iteration 4: (outcome) log likelihood = -28798.662
Iteration 5: (outcome) log likelihood = -28796.402
Iteration 6: (outcome) log likelihood = -28795.922
Iteration 7: (outcome) log likelihood = -28795.845
Iteration 8: (outcome) log likelihood = -28795.826
Iteration 9: (outcome) log likelihood = -28795.822
Iteration 10: (outcome) log likelihood = -28795.821 (not concave)
Iteration 11: (outcome) log likelihood = -28795.821 (not concave)
Iteration 12: (outcome) log likelihood = -28795.821 (not concave)
Iteration 13: (outcome) log likelihood = -28795.821 (not concave)
Iteration 14: (outcome) log likelihood = -28795.821 (not concave)
Iteration 15: (outcome) log likelihood = -28795.821 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36613.709
Iteration 1: (EM) log likelihood = -36410.179
Iteration 2: (EM) log likelihood = -35874.226
Iteration 3: (EM) log likelihood = -34923.172
Iteration 4: (EM) log likelihood = -33896.753
Iteration 5: (EM) log likelihood = -33062.256
Iteration 6: (EM) log likelihood = -32368.995
Iteration 7: (EM) log likelihood = -31810.906
Iteration 8: (EM) log likelihood = -31382.052
Iteration 9: (EM) log likelihood = -31053.894
Iteration 10: (EM) log likelihood = -30792.935
Iteration 11: (EM) log likelihood = -30571
Iteration 12: (EM) log likelihood = -30372.216
Iteration 13: (EM) log likelihood = -30198.266
Iteration 14: (EM) log likelihood = -30041.252
Iteration 15: (EM) log likelihood = -29898.521
Iteration 16: (EM) log likelihood = -29776.853
Iteration 17: (EM) log likelihood = -29671.85
Iteration 18: (EM) log likelihood = -29582.302
Iteration 19: (EM) log likelihood = -29507.495
Iteration 20: (EM) log likelihood = -29446.975
Iteration 21: (EM) log likelihood = -29397.219
Iteration 22: (EM) log likelihood = -29355.507
Iteration 23: (EM) log likelihood = -29319.131
Iteration 24: (EM) log likelihood = -29282.317
Iteration 25: (EM) log likelihood = -29252.228
Iteration 26: (EM) log likelihood = -29221.221
Iteration 27: (EM) log likelihood = -29182.456
Iteration 28: (EM) log likelihood = -29153.933
Iteration 29: (EM) log likelihood = -29125.447
Iteration 30: (EM) log likelihood = -29097.662
Iteration 31: (EM) log likelihood = -29073.721
Iteration 32: (EM) log likelihood = -29051.047
Iteration 33: (EM) log likelihood = -29030.774
Iteration 34: (EM) log likelihood = -29014.079
Iteration 35: (EM) log likelihood = -28999.458
Iteration 36: (EM) log likelihood = -28984.862
Iteration 37: (EM) log likelihood = -28970.24
Iteration 38: (EM) log likelihood = -28957.967
Iteration 39: (EM) log likelihood = -28944.504
Iteration 40: (EM) log likelihood = -28933.427
Iteration 41: (EM) log likelihood = -28921.838
Iteration 42: (EM) log likelihood = -28910.375
Iteration 43: (EM) log likelihood = -28898.397
Iteration 44: (EM) log likelihood = -28883.353
Iteration 45: (EM) log likelihood = -28869.416
Iteration 46: (EM) log likelihood = -28856.905
Iteration 47: (EM) log likelihood = -28844.178
Iteration 48: (EM) log likelihood = -28832.302
Iteration 49: (EM) log likelihood = -28817.637
Iteration 50: (EM) log likelihood = -28806.64
Iteration 51: (EM) log likelihood = -28795.047
Iteration 52: (EM) log likelihood = -28786.304
Iteration 53: (EM) log likelihood = -28777.422
Iteration 54: (EM) log likelihood = -28768.495
Iteration 55: (EM) log likelihood = -28757.43
Iteration 56: (EM) log likelihood = -28751.495
Iteration 57: (EM) log likelihood = -28746.998
Iteration 58: (EM) log likelihood = -28741.72
Iteration 59: (EM) log likelihood = -28738.235
Iteration 60: (EM) log likelihood = -28734.713
Iteration 61: (EM) log likelihood = -28729.921
Iteration 62: (EM) log likelihood = -28726.126
Iteration 63: (EM) log likelihood = -28723.248
Iteration 64: (EM) log likelihood = -28719.92
Iteration 65: (EM) log likelihood = -28717.383
Iteration 66: (EM) log likelihood = -28714.153
Iteration 67: (EM) log likelihood = -28712.259
Iteration 68: (EM) log likelihood = -28710.955
Iteration 69: (EM) log likelihood = -28709.394
Iteration 70: (EM) log likelihood = -28707.21
Iteration 71: (EM) log likelihood = -28706.177
Iteration 72: (EM) log likelihood = -28704.841
Iteration 73: (EM) log likelihood = -28703.379
Iteration 74: (EM) log likelihood = -28702.294
Iteration 75: (EM) log likelihood = -28701.166
Iteration 76: (EM) log likelihood = -28699.924
Iteration 77: (EM) log likelihood = -28698.83
Iteration 78: (EM) log likelihood = -28698.454
Iteration 79: (EM) log likelihood = -28697.444
Iteration 80: (EM) log likelihood = -28696.234
Iteration 81: (EM) log likelihood = -28695.489
Iteration 82: (EM) log likelihood = -28694.859
Iteration 83: (EM) log likelihood = -28694.423
Iteration 84: (EM) log likelihood = -28693.705
Iteration 85: (EM) log likelihood = -28692.862
Iteration 86: (EM) log likelihood = -28692.571
Iteration 87: (EM) log likelihood = -28691.795
Iteration 88: (EM) log likelihood = -28691.52
Iteration 89: (EM) log likelihood = -28690.928
Iteration 90: (EM) log likelihood = -28689.334
Iteration 91: (EM) log likelihood = -28688.946
Iteration 92: (EM) log likelihood = -28688.102
Iteration 93: (EM) log likelihood = -28687.361
Iteration 94: (EM) log likelihood = -28686.477
Iteration 95: (EM) log likelihood = -28685.888
Iteration 96: (EM) log likelihood = -28685.12
Iteration 97: (EM) log likelihood = -28683.842
Iteration 98: (EM) log likelihood = -28681.467
Iteration 99: (EM) log likelihood = -28680.463
Iteration 100: (EM) log likelihood = -28679.618
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.088
Iteration 1: (class) log likelihood = -7877.088
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30062.506
Iteration 1: (outcome) log likelihood = -29114.603
Iteration 2: (outcome) log likelihood = -28842.392
Iteration 3: (outcome) log likelihood = -28804.536
Iteration 4: (outcome) log likelihood = -28791.125
Iteration 5: (outcome) log likelihood = -28789.745
Iteration 6: (outcome) log likelihood = -28789.443
Iteration 7: (outcome) log likelihood = -28789.387
Iteration 8: (outcome) log likelihood = -28789.375
Iteration 9: (outcome) log likelihood = -28789.373 (not concave)
Iteration 10: (outcome) log likelihood = -28789.373 (not concave)
Iteration 11: (outcome) log likelihood = -28789.373 (not concave)
Iteration 12: (outcome) log likelihood = -28789.373 (not concave)
Iteration 13: (outcome) log likelihood = -28789.373 (not concave)
Iteration 14: (outcome) log likelihood = -28789.373 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36593.016
Iteration 1: (EM) log likelihood = -36346.15
Iteration 2: (EM) log likelihood = -35674.208
Iteration 3: (EM) log likelihood = -34469.999
Iteration 4: (EM) log likelihood = -33364.79
Iteration 5: (EM) log likelihood = -32612.043
Iteration 6: (EM) log likelihood = -32068.432
Iteration 7: (EM) log likelihood = -31650.27
Iteration 8: (EM) log likelihood = -31325.28
Iteration 9: (EM) log likelihood = -31045.714
Iteration 10: (EM) log likelihood = -30773.726
Iteration 11: (EM) log likelihood = -30487.24
Iteration 12: (EM) log likelihood = -30199.641
Iteration 13: (EM) log likelihood = -29939.302
Iteration 14: (EM) log likelihood = -29727.931
Iteration 15: (EM) log likelihood = -29561.325
Iteration 16: (EM) log likelihood = -29428.413
Iteration 17: (EM) log likelihood = -29315.822
Iteration 18: (EM) log likelihood = -29215.458
Iteration 19: (EM) log likelihood = -29131.474
Iteration 20: (EM) log likelihood = -29059.341
Iteration 21: (EM) log likelihood = -28993.635
Iteration 22: (EM) log likelihood = -28929.029
Iteration 23: (EM) log likelihood = -28873.516
Iteration 24: (EM) log likelihood = -28833.713
Iteration 25: (EM) log likelihood = -28807.752
Iteration 26: (EM) log likelihood = -28788.65
Iteration 27: (EM) log likelihood = -28770.588
Iteration 28: (EM) log likelihood = -28751.53
Iteration 29: (EM) log likelihood = -28738.316
Iteration 30: (EM) log likelihood = -28726.752
Iteration 31: (EM) log likelihood = -28716.284
Iteration 32: (EM) log likelihood = -28706.002
Iteration 33: (EM) log likelihood = -28694.58
Iteration 34: (EM) log likelihood = -28684.565
Iteration 35: (EM) log likelihood = -28675.529
Iteration 36: (EM) log likelihood = -28667.904
Iteration 37: (EM) log likelihood = -28660.141
Iteration 38: (EM) log likelihood = -28652.864
Iteration 39: (EM) log likelihood = -28645.333
Iteration 40: (EM) log likelihood = -28637.497
Iteration 41: (EM) log likelihood = -28629.238
Iteration 42: (EM) log likelihood = -28623.181
Iteration 43: (EM) log likelihood = -28617.605
Iteration 44: (EM) log likelihood = -28613.219
Iteration 45: (EM) log likelihood = -28609.099
Iteration 46: (EM) log likelihood = -28605.789
Iteration 47: (EM) log likelihood = -28601.494
Iteration 48: (EM) log likelihood = -28598.342
Iteration 49: (EM) log likelihood = -28595.539
Iteration 50: (EM) log likelihood = -28591.017
Iteration 51: (EM) log likelihood = -28587.97
Iteration 52: (EM) log likelihood = -28585.311
Iteration 53: (EM) log likelihood = -28582.832
Iteration 54: (EM) log likelihood = -28580.338
Iteration 55: (EM) log likelihood = -28578.086
Iteration 56: (EM) log likelihood = -28575.191
Iteration 57: (EM) log likelihood = -28572.942
Iteration 58: (EM) log likelihood = -28570.8
Iteration 59: (EM) log likelihood = -28569.006
Iteration 60: (EM) log likelihood = -28567.282
Iteration 61: (EM) log likelihood = -28565.595
Iteration 62: (EM) log likelihood = -28563.769
Iteration 63: (EM) log likelihood = -28561.174
Iteration 64: (EM) log likelihood = -28559.315
Iteration 65: (EM) log likelihood = -28555.25
Iteration 66: (EM) log likelihood = -28552.784
Iteration 67: (EM) log likelihood = -28550.452
Iteration 68: (EM) log likelihood = -28547.491
Iteration 69: (EM) log likelihood = -28545.283
Iteration 70: (EM) log likelihood = -28542.895
Iteration 71: (EM) log likelihood = -28540.305
Iteration 72: (EM) log likelihood = -28537.739
Iteration 73: (EM) log likelihood = -28535.227
Iteration 74: (EM) log likelihood = -28531.415
Iteration 75: (EM) log likelihood = -28528.645
Iteration 76: (EM) log likelihood = -28526.213
Iteration 77: (EM) log likelihood = -28523.336
Iteration 78: (EM) log likelihood = -28520.149
Iteration 79: (EM) log likelihood = -28516.78
Iteration 80: (EM) log likelihood = -28513.004
Iteration 81: (EM) log likelihood = -28509.145
Iteration 82: (EM) log likelihood = -28505.533
Iteration 83: (EM) log likelihood = -28502.119
Iteration 84: (EM) log likelihood = -28498.672
Iteration 85: (EM) log likelihood = -28495.02
Iteration 86: (EM) log likelihood = -28490.102
Iteration 87: (EM) log likelihood = -28487.163
Iteration 88: (EM) log likelihood = -28483.996
Iteration 89: (EM) log likelihood = -28479.464
Iteration 90: (EM) log likelihood = -28476.862
Iteration 91: (EM) log likelihood = -28474.377
Iteration 92: (EM) log likelihood = -28471.562
Iteration 93: (EM) log likelihood = -28468.128
Iteration 94: (EM) log likelihood = -28465.615
Iteration 95: (EM) log likelihood = -28462.591
Iteration 96: (EM) log likelihood = -28460.305
Iteration 97: (EM) log likelihood = -28457.64
Iteration 98: (EM) log likelihood = -28455.195
Iteration 99: (EM) log likelihood = -28453.137
Iteration 100: (EM) log likelihood = -28449.94
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.7071
Iteration 1: (class) log likelihood = -7876.7071
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29958.377
Iteration 1: (outcome) log likelihood = -29042.345
Iteration 2: (outcome) log likelihood = -28834.237
Iteration 3: (outcome) log likelihood = -28799.415
Iteration 4: (outcome) log likelihood = -28792.915
Iteration 5: (outcome) log likelihood = -28791.419
Iteration 6: (outcome) log likelihood = -28791.159
Iteration 7: (outcome) log likelihood = -28791.099
Iteration 8: (outcome) log likelihood = -28791.084
Iteration 9: (outcome) log likelihood = -28791.081
Iteration 10: (outcome) log likelihood = -28791.081 (not concave)
Iteration 11: (outcome) log likelihood = -28791.081 (not concave)
Iteration 12: (outcome) log likelihood = -28791.081 (not concave)
Iteration 13: (outcome) log likelihood = -28791.081 (not concave)
Iteration 14: (outcome) log likelihood = -28791.081 (not concave)
Iteration 15: (outcome) log likelihood = -28791.081 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36579.471
Iteration 1: (EM) log likelihood = -36312.081
Iteration 2: (EM) log likelihood = -35685.185
Iteration 3: (EM) log likelihood = -34685.713
Iteration 4: (EM) log likelihood = -33650.146
Iteration 5: (EM) log likelihood = -32795.961
Iteration 6: (EM) log likelihood = -32113.96
Iteration 7: (EM) log likelihood = -31572.108
Iteration 8: (EM) log likelihood = -31139.638
Iteration 9: (EM) log likelihood = -30800.158
Iteration 10: (EM) log likelihood = -30529.092
Iteration 11: (EM) log likelihood = -30307.146
Iteration 12: (EM) log likelihood = -30114.059
Iteration 13: (EM) log likelihood = -29944.181
Iteration 14: (EM) log likelihood = -29805.757
Iteration 15: (EM) log likelihood = -29686.556
Iteration 16: (EM) log likelihood = -29577.547
Iteration 17: (EM) log likelihood = -29489.934
Iteration 18: (EM) log likelihood = -29417.326
Iteration 19: (EM) log likelihood = -29348.652
Iteration 20: (EM) log likelihood = -29287.243
Iteration 21: (EM) log likelihood = -29226.6
Iteration 22: (EM) log likelihood = -29168.845
Iteration 23: (EM) log likelihood = -29114.433
Iteration 24: (EM) log likelihood = -29061.463
Iteration 25: (EM) log likelihood = -29010.057
Iteration 26: (EM) log likelihood = -28965.432
Iteration 27: (EM) log likelihood = -28927.505
Iteration 28: (EM) log likelihood = -28894.566
Iteration 29: (EM) log likelihood = -28866.985
Iteration 30: (EM) log likelihood = -28842.338
Iteration 31: (EM) log likelihood = -28820.323
Iteration 32: (EM) log likelihood = -28801.764
Iteration 33: (EM) log likelihood = -28785.932
Iteration 34: (EM) log likelihood = -28769.345
Iteration 35: (EM) log likelihood = -28757.393
Iteration 36: (EM) log likelihood = -28744.457
Iteration 37: (EM) log likelihood = -28730.296
Iteration 38: (EM) log likelihood = -28717.377
Iteration 39: (EM) log likelihood = -28706.037
Iteration 40: (EM) log likelihood = -28693.287
Iteration 41: (EM) log likelihood = -28685.082
Iteration 42: (EM) log likelihood = -28678.157
Iteration 43: (EM) log likelihood = -28670.798
Iteration 44: (EM) log likelihood = -28663.915
Iteration 45: (EM) log likelihood = -28654.891
Iteration 46: (EM) log likelihood = -28648.01
Iteration 47: (EM) log likelihood = -28640.543
Iteration 48: (EM) log likelihood = -28634.66
Iteration 49: (EM) log likelihood = -28628.665
Iteration 50: (EM) log likelihood = -28623.646
Iteration 51: (EM) log likelihood = -28618.093
Iteration 52: (EM) log likelihood = -28612.97
Iteration 53: (EM) log likelihood = -28608.183
Iteration 54: (EM) log likelihood = -28604.057
Iteration 55: (EM) log likelihood = -28598.63
Iteration 56: (EM) log likelihood = -28594.666
Iteration 57: (EM) log likelihood = -28590.288
Iteration 58: (EM) log likelihood = -28585.746
Iteration 59: (EM) log likelihood = -28582.373
Iteration 60: (EM) log likelihood = -28579.057
Iteration 61: (EM) log likelihood = -28575.797
Iteration 62: (EM) log likelihood = -28573.28
Iteration 63: (EM) log likelihood = -28568.631
Iteration 64: (EM) log likelihood = -28564.084
Iteration 65: (EM) log likelihood = -28561.512
Iteration 66: (EM) log likelihood = -28559.23
Iteration 67: (EM) log likelihood = -28556.699
Iteration 68: (EM) log likelihood = -28553.951
Iteration 69: (EM) log likelihood = -28550.35
Iteration 70: (EM) log likelihood = -28544.978
Iteration 71: (EM) log likelihood = -28542.56
Iteration 72: (EM) log likelihood = -28539.224
Iteration 73: (EM) log likelihood = -28536.071
Iteration 74: (EM) log likelihood = -28533.922
Iteration 75: (EM) log likelihood = -28531.154
Iteration 76: (EM) log likelihood = -28529.152
Iteration 77: (EM) log likelihood = -28527.244
Iteration 78: (EM) log likelihood = -28524.886
Iteration 79: (EM) log likelihood = -28522.55
Iteration 80: (EM) log likelihood = -28520.753
Iteration 81: (EM) log likelihood = -28519.064
Iteration 82: (EM) log likelihood = -28517.806
Iteration 83: (EM) log likelihood = -28516.321
Iteration 84: (EM) log likelihood = -28514.463
Iteration 85: (EM) log likelihood = -28512.972
Iteration 86: (EM) log likelihood = -28510.788
Iteration 87: (EM) log likelihood = -28508.944
Iteration 88: (EM) log likelihood = -28506.748
Iteration 89: (EM) log likelihood = -28504.844
Iteration 90: (EM) log likelihood = -28503.237
Iteration 91: (EM) log likelihood = -28502.014
Iteration 92: (EM) log likelihood = -28500.762
Iteration 93: (EM) log likelihood = -28499.487
Iteration 94: (EM) log likelihood = -28498.293
Iteration 95: (EM) log likelihood = -28496.988
Iteration 96: (EM) log likelihood = -28493.94
Iteration 97: (EM) log likelihood = -28492.638
Iteration 98: (EM) log likelihood = -28491.25
Iteration 99: (EM) log likelihood = -28490.047
Iteration 100: (EM) log likelihood = -28488.989
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.8384
Iteration 1: (class) log likelihood = -7876.8384
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30075.047
Iteration 1: (outcome) log likelihood = -29118.995
Iteration 2: (outcome) log likelihood = -28843.697
Iteration 3: (outcome) log likelihood = -28802.986
Iteration 4: (outcome) log likelihood = -28794.643
Iteration 5: (outcome) log likelihood = -28792.718
Iteration 6: (outcome) log likelihood = -28792.33
Iteration 7: (outcome) log likelihood = -28792.266
Iteration 8: (outcome) log likelihood = -28792.251
Iteration 9: (outcome) log likelihood = -28792.248
Iteration 10: (outcome) log likelihood = -28792.247 (not concave)
Iteration 11: (outcome) log likelihood = -28792.247 (not concave)
Iteration 12: (outcome) log likelihood = -28792.247 (not concave)
Iteration 13: (outcome) log likelihood = -28792.247 (not concave)
Iteration 14: (outcome) log likelihood = -28792.247 (not concave)
Iteration 15: (outcome) log likelihood = -28792.247 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36610.478
Iteration 1: (EM) log likelihood = -36448.59
Iteration 2: (EM) log likelihood = -36066.472
Iteration 3: (EM) log likelihood = -35244.656
Iteration 4: (EM) log likelihood = -34037.907
Iteration 5: (EM) log likelihood = -33072.871
Iteration 6: (EM) log likelihood = -32418.738
Iteration 7: (EM) log likelihood = -31897.214
Iteration 8: (EM) log likelihood = -31457.982
Iteration 9: (EM) log likelihood = -31086.503
Iteration 10: (EM) log likelihood = -30761.46
Iteration 11: (EM) log likelihood = -30474.988
Iteration 12: (EM) log likelihood = -30231.546
Iteration 13: (EM) log likelihood = -30027.694
Iteration 14: (EM) log likelihood = -29857.585
Iteration 15: (EM) log likelihood = -29712.98
Iteration 16: (EM) log likelihood = -29587.651
Iteration 17: (EM) log likelihood = -29483.412
Iteration 18: (EM) log likelihood = -29390.654
Iteration 19: (EM) log likelihood = -29310.132
Iteration 20: (EM) log likelihood = -29236.928
Iteration 21: (EM) log likelihood = -29169.756
Iteration 22: (EM) log likelihood = -29100.281
Iteration 23: (EM) log likelihood = -29045.758
Iteration 24: (EM) log likelihood = -28995.873
Iteration 25: (EM) log likelihood = -28947.138
Iteration 26: (EM) log likelihood = -28908.221
Iteration 27: (EM) log likelihood = -28872.583
Iteration 28: (EM) log likelihood = -28840.071
Iteration 29: (EM) log likelihood = -28810.902
Iteration 30: (EM) log likelihood = -28783.497
Iteration 31: (EM) log likelihood = -28755.448
Iteration 32: (EM) log likelihood = -28729.573
Iteration 33: (EM) log likelihood = -28709.361
Iteration 34: (EM) log likelihood = -28690.192
Iteration 35: (EM) log likelihood = -28675.469
Iteration 36: (EM) log likelihood = -28661.52
Iteration 37: (EM) log likelihood = -28648.697
Iteration 38: (EM) log likelihood = -28638.503
Iteration 39: (EM) log likelihood = -28626.298
Iteration 40: (EM) log likelihood = -28617.552
Iteration 41: (EM) log likelihood = -28608.007
Iteration 42: (EM) log likelihood = -28599.357
Iteration 43: (EM) log likelihood = -28592.822
Iteration 44: (EM) log likelihood = -28586.572
Iteration 45: (EM) log likelihood = -28580.289
Iteration 46: (EM) log likelihood = -28574.803
Iteration 47: (EM) log likelihood = -28570.104
Iteration 48: (EM) log likelihood = -28564.942
Iteration 49: (EM) log likelihood = -28560.515
Iteration 50: (EM) log likelihood = -28555.615
Iteration 51: (EM) log likelihood = -28550.912
Iteration 52: (EM) log likelihood = -28544.94
Iteration 53: (EM) log likelihood = -28540.493
Iteration 54: (EM) log likelihood = -28536.54
Iteration 55: (EM) log likelihood = -28531.933
Iteration 56: (EM) log likelihood = -28526.127
Iteration 57: (EM) log likelihood = -28522.308
Iteration 58: (EM) log likelihood = -28519.016
Iteration 59: (EM) log likelihood = -28515.557
Iteration 60: (EM) log likelihood = -28511.887
Iteration 61: (EM) log likelihood = -28508.242
Iteration 62: (EM) log likelihood = -28504.119
Iteration 63: (EM) log likelihood = -28500.809
Iteration 64: (EM) log likelihood = -28498.186
Iteration 65: (EM) log likelihood = -28494.678
Iteration 66: (EM) log likelihood = -28491.398
Iteration 67: (EM) log likelihood = -28487.862
Iteration 68: (EM) log likelihood = -28484.642
Iteration 69: (EM) log likelihood = -28481.253
Iteration 70: (EM) log likelihood = -28478.796
Iteration 71: (EM) log likelihood = -28475.929
Iteration 72: (EM) log likelihood = -28472.404
Iteration 73: (EM) log likelihood = -28469.275
Iteration 74: (EM) log likelihood = -28466.606
Iteration 75: (EM) log likelihood = -28463.274
Iteration 76: (EM) log likelihood = -28460.034
Iteration 77: (EM) log likelihood = -28456.648
Iteration 78: (EM) log likelihood = -28452.957
Iteration 79: (EM) log likelihood = -28450.189
Iteration 80: (EM) log likelihood = -28446.775
Iteration 81: (EM) log likelihood = -28443.271
Iteration 82: (EM) log likelihood = -28440.48
Iteration 83: (EM) log likelihood = -28436.508
Iteration 84: (EM) log likelihood = -28432.977
Iteration 85: (EM) log likelihood = -28429.265
Iteration 86: (EM) log likelihood = -28423.807
Iteration 87: (EM) log likelihood = -28419.521
Iteration 88: (EM) log likelihood = -28415.056
Iteration 89: (EM) log likelihood = -28410.994
Iteration 90: (EM) log likelihood = -28406.942
Iteration 91: (EM) log likelihood = -28403.011
Iteration 92: (EM) log likelihood = -28399.108
Iteration 93: (EM) log likelihood = -28393.969
Iteration 94: (EM) log likelihood = -28391.268
Iteration 95: (EM) log likelihood = -28388.77
Iteration 96: (EM) log likelihood = -28386.295
Iteration 97: (EM) log likelihood = -28383.762
Iteration 98: (EM) log likelihood = -28381.033
Iteration 99: (EM) log likelihood = -28378.221
Iteration 100: (EM) log likelihood = -28374.879
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.9375
Iteration 1: (class) log likelihood = -7875.9375
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29788.576
Iteration 1: (outcome) log likelihood = -29047.718
Iteration 2: (outcome) log likelihood = -28850.081
Iteration 3: (outcome) log likelihood = -28816.979
Iteration 4: (outcome) log likelihood = -28811.334
Iteration 5: (outcome) log likelihood = -28810.048
Iteration 6: (outcome) log likelihood = -28809.799
Iteration 7: (outcome) log likelihood = -28809.756
Iteration 8: (outcome) log likelihood = -28809.746
Iteration 9: (outcome) log likelihood = -28809.744
Iteration 10: (outcome) log likelihood = -28809.744 (not concave)
Iteration 11: (outcome) log likelihood = -28809.744 (not concave)
Iteration 12: (outcome) log likelihood = -28809.744 (not concave)
Iteration 13: (outcome) log likelihood = -28809.744 (not concave)
Iteration 14: (outcome) log likelihood = -28809.744 (not concave)
Iteration 15: (outcome) log likelihood = -28809.744 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36640.984
Iteration 1: (EM) log likelihood = -36489.418
Iteration 2: (EM) log likelihood = -36063.222
Iteration 3: (EM) log likelihood = -35106.359
Iteration 4: (EM) log likelihood = -33808.162
Iteration 5: (EM) log likelihood = -32764.641
Iteration 6: (EM) log likelihood = -32070.579
Iteration 7: (EM) log likelihood = -31603.438
Iteration 8: (EM) log likelihood = -31259.105
Iteration 9: (EM) log likelihood = -30999.67
Iteration 10: (EM) log likelihood = -30768.749
Iteration 11: (EM) log likelihood = -30546.385
Iteration 12: (EM) log likelihood = -30343.547
Iteration 13: (EM) log likelihood = -30159.182
Iteration 14: (EM) log likelihood = -30000.422
Iteration 15: (EM) log likelihood = -29858.468
Iteration 16: (EM) log likelihood = -29732.996
Iteration 17: (EM) log likelihood = -29617.185
Iteration 18: (EM) log likelihood = -29510.901
Iteration 19: (EM) log likelihood = -29409.64
Iteration 20: (EM) log likelihood = -29311.695
Iteration 21: (EM) log likelihood = -29218.067
Iteration 22: (EM) log likelihood = -29130.109
Iteration 23: (EM) log likelihood = -29045.154
Iteration 24: (EM) log likelihood = -28968.048
Iteration 25: (EM) log likelihood = -28887.618
Iteration 26: (EM) log likelihood = -28816.592
Iteration 27: (EM) log likelihood = -28750.581
Iteration 28: (EM) log likelihood = -28690.561
Iteration 29: (EM) log likelihood = -28635.573
Iteration 30: (EM) log likelihood = -28586.206
Iteration 31: (EM) log likelihood = -28544.491
Iteration 32: (EM) log likelihood = -28505.106
Iteration 33: (EM) log likelihood = -28469.006
Iteration 34: (EM) log likelihood = -28438.616
Iteration 35: (EM) log likelihood = -28410.929
Iteration 36: (EM) log likelihood = -28377.575
Iteration 37: (EM) log likelihood = -28357.249
Iteration 38: (EM) log likelihood = -28339.107
Iteration 39: (EM) log likelihood = -28323.966
Iteration 40: (EM) log likelihood = -28309.188
Iteration 41: (EM) log likelihood = -28299.52
Iteration 42: (EM) log likelihood = -28287.566
Iteration 43: (EM) log likelihood = -28280.074
Iteration 44: (EM) log likelihood = -28271.197
Iteration 45: (EM) log likelihood = -28262.088
Iteration 46: (EM) log likelihood = -28253.787
Iteration 47: (EM) log likelihood = -28248.33
Iteration 48: (EM) log likelihood = -28240.555
Iteration 49: (EM) log likelihood = -28234.414
Iteration 50: (EM) log likelihood = -28226.648
Iteration 51: (EM) log likelihood = -28218.346
Iteration 52: (EM) log likelihood = -28213.808
Iteration 53: (EM) log likelihood = -28203.998
Iteration 54: (EM) log likelihood = -28197.855
Iteration 55: (EM) log likelihood = -28190.817
Iteration 56: (EM) log likelihood = -28185.712
Iteration 57: (EM) log likelihood = -28181.596
Iteration 58: (EM) log likelihood = -28177.531
Iteration 59: (EM) log likelihood = -28173.019
Iteration 60: (EM) log likelihood = -28168.501
Iteration 61: (EM) log likelihood = -28161.961
Iteration 62: (EM) log likelihood = -28156.93
Iteration 63: (EM) log likelihood = -28150.903
Iteration 64: (EM) log likelihood = -28147.92
Iteration 65: (EM) log likelihood = -28139.892
Iteration 66: (EM) log likelihood = -28134.122
Iteration 67: (EM) log likelihood = -28130.519
Iteration 68: (EM) log likelihood = -28127.357
Iteration 69: (EM) log likelihood = -28122.092
Iteration 70: (EM) log likelihood = -28109.193
Iteration 71: (EM) log likelihood = -28105.194
Iteration 72: (EM) log likelihood = -28102.008
Iteration 73: (EM) log likelihood = -28099.209
Iteration 74: (EM) log likelihood = -28096.87
Iteration 75: (EM) log likelihood = -28093.693
Iteration 76: (EM) log likelihood = -28085.755
Iteration 77: (EM) log likelihood = -28083.037
Iteration 78: (EM) log likelihood = -28081.969
Iteration 79: (EM) log likelihood = -28080.209
Iteration 80: (EM) log likelihood = -28075.554
Iteration 81: (EM) log likelihood = -28073.642
Iteration 82: (EM) log likelihood = -28070.348
Iteration 83: (EM) log likelihood = -28067.853
Iteration 84: (EM) log likelihood = -28065.444
Iteration 85: (EM) log likelihood = -28060.933
Iteration 86: (EM) log likelihood = -28058.453
Iteration 87: (EM) log likelihood = -28054.272
Iteration 88: (EM) log likelihood = -28045.54
Iteration 89: (EM) log likelihood = -28043.292
Iteration 90: (EM) log likelihood = -28039.956
Iteration 91: (EM) log likelihood = -28036.39
Iteration 92: (EM) log likelihood = -28032.352
Iteration 93: (EM) log likelihood = -28030.983
Iteration 94: (EM) log likelihood = -28028.369
Iteration 95: (EM) log likelihood = -28025.518
Iteration 96: (EM) log likelihood = -28022.696
Iteration 97: (EM) log likelihood = -28019.684
Iteration 98: (EM) log likelihood = -28016.795
Iteration 99: (EM) log likelihood = -28012.061
Iteration 100: (EM) log likelihood = -28007.524
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.2189
Iteration 1: (class) log likelihood = -7872.2189
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29989.276
Iteration 1: (outcome) log likelihood = -29036.383
Iteration 2: (outcome) log likelihood = -28870.49
Iteration 3: (outcome) log likelihood = -28836.465
Iteration 4: (outcome) log likelihood = -28829.774
Iteration 5: (outcome) log likelihood = -28828.141
Iteration 6: (outcome) log likelihood = -28827.804
Iteration 7: (outcome) log likelihood = -28827.732
Iteration 8: (outcome) log likelihood = -28827.715
Iteration 9: (outcome) log likelihood = -28827.711
Iteration 10: (outcome) log likelihood = -28827.711 (not concave)
Iteration 11: (outcome) log likelihood = -28827.711 (not concave)
Iteration 12: (outcome) log likelihood = -28827.711 (not concave)
Iteration 13: (outcome) log likelihood = -28827.711 (not concave)
Iteration 14: (outcome) log likelihood = -28827.711 (not concave)
Iteration 15: (outcome) log likelihood = -28827.711 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36642.672
Iteration 1: (EM) log likelihood = -36424.794
Iteration 2: (EM) log likelihood = -35806.908
Iteration 3: (EM) log likelihood = -34634.983
Iteration 4: (EM) log likelihood = -33523.059
Iteration 5: (EM) log likelihood = -32745.628
Iteration 6: (EM) log likelihood = -32100.044
Iteration 7: (EM) log likelihood = -31548.499
Iteration 8: (EM) log likelihood = -31108.876
Iteration 9: (EM) log likelihood = -30752.403
Iteration 10: (EM) log likelihood = -30445.818
Iteration 11: (EM) log likelihood = -30184.337
Iteration 12: (EM) log likelihood = -29959.239
Iteration 13: (EM) log likelihood = -29772.549
Iteration 14: (EM) log likelihood = -29614.866
Iteration 15: (EM) log likelihood = -29479.734
Iteration 16: (EM) log likelihood = -29360.5
Iteration 17: (EM) log likelihood = -29258.254
Iteration 18: (EM) log likelihood = -29169.371
Iteration 19: (EM) log likelihood = -29091.961
Iteration 20: (EM) log likelihood = -29027.467
Iteration 21: (EM) log likelihood = -28967.733
Iteration 22: (EM) log likelihood = -28916.46
Iteration 23: (EM) log likelihood = -28870.159
Iteration 24: (EM) log likelihood = -28825.068
Iteration 25: (EM) log likelihood = -28784.814
Iteration 26: (EM) log likelihood = -28749.656
Iteration 27: (EM) log likelihood = -28715.884
Iteration 28: (EM) log likelihood = -28690.686
Iteration 29: (EM) log likelihood = -28663.473
Iteration 30: (EM) log likelihood = -28643.884
Iteration 31: (EM) log likelihood = -28626.901
Iteration 32: (EM) log likelihood = -28611.789
Iteration 33: (EM) log likelihood = -28597.455
Iteration 34: (EM) log likelihood = -28583.173
Iteration 35: (EM) log likelihood = -28567.24
Iteration 36: (EM) log likelihood = -28553.435
Iteration 37: (EM) log likelihood = -28538.39
Iteration 38: (EM) log likelihood = -28527.049
Iteration 39: (EM) log likelihood = -28519.126
Iteration 40: (EM) log likelihood = -28510.945
Iteration 41: (EM) log likelihood = -28503.487
Iteration 42: (EM) log likelihood = -28497.053
Iteration 43: (EM) log likelihood = -28491.003
Iteration 44: (EM) log likelihood = -28485.228
Iteration 45: (EM) log likelihood = -28480.253
Iteration 46: (EM) log likelihood = -28475.147
Iteration 47: (EM) log likelihood = -28469.706
Iteration 48: (EM) log likelihood = -28464.876
Iteration 49: (EM) log likelihood = -28459.178
Iteration 50: (EM) log likelihood = -28455.247
Iteration 51: (EM) log likelihood = -28450.688
Iteration 52: (EM) log likelihood = -28445.557
Iteration 53: (EM) log likelihood = -28441.445
Iteration 54: (EM) log likelihood = -28437.233
Iteration 55: (EM) log likelihood = -28433.258
Iteration 56: (EM) log likelihood = -28429.853
Iteration 57: (EM) log likelihood = -28425.82
Iteration 58: (EM) log likelihood = -28421.024
Iteration 59: (EM) log likelihood = -28417.563
Iteration 60: (EM) log likelihood = -28413.984
Iteration 61: (EM) log likelihood = -28411.436
Iteration 62: (EM) log likelihood = -28408.782
Iteration 63: (EM) log likelihood = -28406.409
Iteration 64: (EM) log likelihood = -28403.822
Iteration 65: (EM) log likelihood = -28401.184
Iteration 66: (EM) log likelihood = -28398.585
Iteration 67: (EM) log likelihood = -28395.762
Iteration 68: (EM) log likelihood = -28394.013
Iteration 69: (EM) log likelihood = -28392.17
Iteration 70: (EM) log likelihood = -28390.061
Iteration 71: (EM) log likelihood = -28388.032
Iteration 72: (EM) log likelihood = -28385.979
Iteration 73: (EM) log likelihood = -28384.349
Iteration 74: (EM) log likelihood = -28382.553
Iteration 75: (EM) log likelihood = -28380.804
Iteration 76: (EM) log likelihood = -28379.283
Iteration 77: (EM) log likelihood = -28377.743
Iteration 78: (EM) log likelihood = -28376.403
Iteration 79: (EM) log likelihood = -28374.531
Iteration 80: (EM) log likelihood = -28373.469
Iteration 81: (EM) log likelihood = -28371.907
Iteration 82: (EM) log likelihood = -28370.726
Iteration 83: (EM) log likelihood = -28369.433
Iteration 84: (EM) log likelihood = -28368.18
Iteration 85: (EM) log likelihood = -28367.18
Iteration 86: (EM) log likelihood = -28365.919
Iteration 87: (EM) log likelihood = -28364.182
Iteration 88: (EM) log likelihood = -28362.071
Iteration 89: (EM) log likelihood = -28357.734
Iteration 90: (EM) log likelihood = -28354.784
Iteration 91: (EM) log likelihood = -28352.997
Iteration 92: (EM) log likelihood = -28351.051
Iteration 93: (EM) log likelihood = -28349.061
Iteration 94: (EM) log likelihood = -28345.431
Iteration 95: (EM) log likelihood = -28342.588
Iteration 96: (EM) log likelihood = -28340.245
Iteration 97: (EM) log likelihood = -28338.115
Iteration 98: (EM) log likelihood = -28335.947
Iteration 99: (EM) log likelihood = -28333.904
Iteration 100: (EM) log likelihood = -28332.032
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.83
Iteration 1: (class) log likelihood = -7873.83
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29662.504
Iteration 1: (outcome) log likelihood = -29080.699
Iteration 2: (outcome) log likelihood = -28832.267
Iteration 3: (outcome) log likelihood = -28801.83
Iteration 4: (outcome) log likelihood = -28795.682
Iteration 5: (outcome) log likelihood = -28794.625
Iteration 6: (outcome) log likelihood = -28794.368
Iteration 7: (outcome) log likelihood = -28794.325
Iteration 8: (outcome) log likelihood = -28794.315
Iteration 9: (outcome) log likelihood = -28794.312
Iteration 10: (outcome) log likelihood = -28794.312 (not concave)
Iteration 11: (outcome) log likelihood = -28794.312 (not concave)
Iteration 12: (outcome) log likelihood = -28794.312 (not concave)
Iteration 13: (outcome) log likelihood = -28794.312 (not concave)
Iteration 14: (outcome) log likelihood = -28794.312 (not concave)
Iteration 15: (outcome) log likelihood = -28794.312 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36567.179
Iteration 1: (EM) log likelihood = -36294.986
Iteration 2: (EM) log likelihood = -35811.186
Iteration 3: (EM) log likelihood = -35084.635
Iteration 4: (EM) log likelihood = -34173.052
Iteration 5: (EM) log likelihood = -33322.126
Iteration 6: (EM) log likelihood = -32648.538
Iteration 7: (EM) log likelihood = -32128.553
Iteration 8: (EM) log likelihood = -31711.721
Iteration 9: (EM) log likelihood = -31369.023
Iteration 10: (EM) log likelihood = -31082.29
Iteration 11: (EM) log likelihood = -30838.166
Iteration 12: (EM) log likelihood = -30630.752
Iteration 13: (EM) log likelihood = -30465.017
Iteration 14: (EM) log likelihood = -30332.259
Iteration 15: (EM) log likelihood = -30225.179
Iteration 16: (EM) log likelihood = -30143.151
Iteration 17: (EM) log likelihood = -30070.975
Iteration 18: (EM) log likelihood = -30005.154
Iteration 19: (EM) log likelihood = -29941.277
Iteration 20: (EM) log likelihood = -29880.4
Iteration 21: (EM) log likelihood = -29822.311
Iteration 22: (EM) log likelihood = -29765.857
Iteration 23: (EM) log likelihood = -29712.244
Iteration 24: (EM) log likelihood = -29662.078
Iteration 25: (EM) log likelihood = -29615.382
Iteration 26: (EM) log likelihood = -29573.257
Iteration 27: (EM) log likelihood = -29532.999
Iteration 28: (EM) log likelihood = -29498.027
Iteration 29: (EM) log likelihood = -29467.076
Iteration 30: (EM) log likelihood = -29437.896
Iteration 31: (EM) log likelihood = -29412.651
Iteration 32: (EM) log likelihood = -29386.676
Iteration 33: (EM) log likelihood = -29363.51
Iteration 34: (EM) log likelihood = -29342.161
Iteration 35: (EM) log likelihood = -29322.975
Iteration 36: (EM) log likelihood = -29303.959
Iteration 37: (EM) log likelihood = -29277.757
Iteration 38: (EM) log likelihood = -29254.912
Iteration 39: (EM) log likelihood = -29235.743
Iteration 40: (EM) log likelihood = -29214.922
Iteration 41: (EM) log likelihood = -29193.538
Iteration 42: (EM) log likelihood = -29171.673
Iteration 43: (EM) log likelihood = -29151.372
Iteration 44: (EM) log likelihood = -29131.213
Iteration 45: (EM) log likelihood = -29111.106
Iteration 46: (EM) log likelihood = -29092.768
Iteration 47: (EM) log likelihood = -29074.842
Iteration 48: (EM) log likelihood = -29057.485
Iteration 49: (EM) log likelihood = -29040.841
Iteration 50: (EM) log likelihood = -29025.464
Iteration 51: (EM) log likelihood = -29010.775
Iteration 52: (EM) log likelihood = -28996.234
Iteration 53: (EM) log likelihood = -28982.321
Iteration 54: (EM) log likelihood = -28966.902
Iteration 55: (EM) log likelihood = -28952.827
Iteration 56: (EM) log likelihood = -28938.455
Iteration 57: (EM) log likelihood = -28926.241
Iteration 58: (EM) log likelihood = -28913.178
Iteration 59: (EM) log likelihood = -28901.457
Iteration 60: (EM) log likelihood = -28889.798
Iteration 61: (EM) log likelihood = -28878.891
Iteration 62: (EM) log likelihood = -28867.964
Iteration 63: (EM) log likelihood = -28856.563
Iteration 64: (EM) log likelihood = -28843.492
Iteration 65: (EM) log likelihood = -28833.463
Iteration 66: (EM) log likelihood = -28819.703
Iteration 67: (EM) log likelihood = -28806.035
Iteration 68: (EM) log likelihood = -28795.92
Iteration 69: (EM) log likelihood = -28786.277
Iteration 70: (EM) log likelihood = -28777.768
Iteration 71: (EM) log likelihood = -28768.747
Iteration 72: (EM) log likelihood = -28757.664
Iteration 73: (EM) log likelihood = -28741.48
Iteration 74: (EM) log likelihood = -28726.456
Iteration 75: (EM) log likelihood = -28711.755
Iteration 76: (EM) log likelihood = -28698.899
Iteration 77: (EM) log likelihood = -28687.315
Iteration 78: (EM) log likelihood = -28671.437
Iteration 79: (EM) log likelihood = -28662.546
Iteration 80: (EM) log likelihood = -28655.286
Iteration 81: (EM) log likelihood = -28648.151
Iteration 82: (EM) log likelihood = -28642.655
Iteration 83: (EM) log likelihood = -28637.787
Iteration 84: (EM) log likelihood = -28633.13
Iteration 85: (EM) log likelihood = -28626.851
Iteration 86: (EM) log likelihood = -28622.917
Iteration 87: (EM) log likelihood = -28619.288
Iteration 88: (EM) log likelihood = -28615.586
Iteration 89: (EM) log likelihood = -28610.547
Iteration 90: (EM) log likelihood = -28604.337
Iteration 91: (EM) log likelihood = -28600.332
Iteration 92: (EM) log likelihood = -28597.168
Iteration 93: (EM) log likelihood = -28592.837
Iteration 94: (EM) log likelihood = -28589.694
Iteration 95: (EM) log likelihood = -28586.682
Iteration 96: (EM) log likelihood = -28584.089
Iteration 97: (EM) log likelihood = -28581.438
Iteration 98: (EM) log likelihood = -28577.971
Iteration 99: (EM) log likelihood = -28574.119
Iteration 100: (EM) log likelihood = -28571.431
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.6019
Iteration 1: (class) log likelihood = -7877.6019
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30348.775
Iteration 1: (outcome) log likelihood = -29070.477
Iteration 2: (outcome) log likelihood = -28850.653
Iteration 3: (outcome) log likelihood = -28806.836
Iteration 4: (outcome) log likelihood = -28798.085
Iteration 5: (outcome) log likelihood = -28795.987
Iteration 6: (outcome) log likelihood = -28795.577
Iteration 7: (outcome) log likelihood = -28795.51
Iteration 8: (outcome) log likelihood = -28795.494
Iteration 9: (outcome) log likelihood = -28795.491
Iteration 10: (outcome) log likelihood = -28795.49 (not concave)
Iteration 11: (outcome) log likelihood = -28795.49 (not concave)
Iteration 12: (outcome) log likelihood = -28795.49 (not concave)
Iteration 13: (outcome) log likelihood = -28795.49 (not concave)
Iteration 14: (outcome) log likelihood = -28795.49 (not concave)
Iteration 15: (outcome) log likelihood = -28795.49 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36598.931
Iteration 1: (EM) log likelihood = -36330.004
Iteration 2: (EM) log likelihood = -35615.504
Iteration 3: (EM) log likelihood = -34361.494
Iteration 4: (EM) log likelihood = -33218.314
Iteration 5: (EM) log likelihood = -32416.821
Iteration 6: (EM) log likelihood = -31823.734
Iteration 7: (EM) log likelihood = -31350.293
Iteration 8: (EM) log likelihood = -30959.608
Iteration 9: (EM) log likelihood = -30655.312
Iteration 10: (EM) log likelihood = -30430.773
Iteration 11: (EM) log likelihood = -30268.615
Iteration 12: (EM) log likelihood = -30145.086
Iteration 13: (EM) log likelihood = -30046.123
Iteration 14: (EM) log likelihood = -29961.727
Iteration 15: (EM) log likelihood = -29884.074
Iteration 16: (EM) log likelihood = -29813.357
Iteration 17: (EM) log likelihood = -29749.929
Iteration 18: (EM) log likelihood = -29690.177
Iteration 19: (EM) log likelihood = -29634.074
Iteration 20: (EM) log likelihood = -29572.639
Iteration 21: (EM) log likelihood = -29527.869
Iteration 22: (EM) log likelihood = -29485.802
Iteration 23: (EM) log likelihood = -29444.487
Iteration 24: (EM) log likelihood = -29411.41
Iteration 25: (EM) log likelihood = -29378.483
Iteration 26: (EM) log likelihood = -29348.032
Iteration 27: (EM) log likelihood = -29323.007
Iteration 28: (EM) log likelihood = -29296.821
Iteration 29: (EM) log likelihood = -29274.343
Iteration 30: (EM) log likelihood = -29250.869
Iteration 31: (EM) log likelihood = -29227.21
Iteration 32: (EM) log likelihood = -29203.628
Iteration 33: (EM) log likelihood = -29182.024
Iteration 34: (EM) log likelihood = -29161.385
Iteration 35: (EM) log likelihood = -29139.089
Iteration 36: (EM) log likelihood = -29116.858
Iteration 37: (EM) log likelihood = -29094.098
Iteration 38: (EM) log likelihood = -29068.886
Iteration 39: (EM) log likelihood = -29043.965
Iteration 40: (EM) log likelihood = -29023.181
Iteration 41: (EM) log likelihood = -29002.902
Iteration 42: (EM) log likelihood = -28982.383
Iteration 43: (EM) log likelihood = -28962.438
Iteration 44: (EM) log likelihood = -28942.061
Iteration 45: (EM) log likelihood = -28924.949
Iteration 46: (EM) log likelihood = -28909.469
Iteration 47: (EM) log likelihood = -28895.731
Iteration 48: (EM) log likelihood = -28883.143
Iteration 49: (EM) log likelihood = -28871.61
Iteration 50: (EM) log likelihood = -28862.114
Iteration 51: (EM) log likelihood = -28852.4
Iteration 52: (EM) log likelihood = -28835.893
Iteration 53: (EM) log likelihood = -28826.234
Iteration 54: (EM) log likelihood = -28818.462
Iteration 55: (EM) log likelihood = -28802.082
Iteration 56: (EM) log likelihood = -28795.208
Iteration 57: (EM) log likelihood = -28788.463
Iteration 58: (EM) log likelihood = -28779.052
Iteration 59: (EM) log likelihood = -28771.682
Iteration 60: (EM) log likelihood = -28764.165
Iteration 61: (EM) log likelihood = -28757.102
Iteration 62: (EM) log likelihood = -28749.658
Iteration 63: (EM) log likelihood = -28742.002
Iteration 64: (EM) log likelihood = -28734.054
Iteration 65: (EM) log likelihood = -28726.975
Iteration 66: (EM) log likelihood = -28718.098
Iteration 67: (EM) log likelihood = -28711.225
Iteration 68: (EM) log likelihood = -28702.634
Iteration 69: (EM) log likelihood = -28693.763
Iteration 70: (EM) log likelihood = -28685.873
Iteration 71: (EM) log likelihood = -28674.805
Iteration 72: (EM) log likelihood = -28665.349
Iteration 73: (EM) log likelihood = -28655.19
Iteration 74: (EM) log likelihood = -28645.269
Iteration 75: (EM) log likelihood = -28637.599
Iteration 76: (EM) log likelihood = -28630.181
Iteration 77: (EM) log likelihood = -28622.98
Iteration 78: (EM) log likelihood = -28616.82
Iteration 79: (EM) log likelihood = -28611.369
Iteration 80: (EM) log likelihood = -28606.476
Iteration 81: (EM) log likelihood = -28602.054
Iteration 82: (EM) log likelihood = -28595.434
Iteration 83: (EM) log likelihood = -28591.241
Iteration 84: (EM) log likelihood = -28588.026
Iteration 85: (EM) log likelihood = -28584.919
Iteration 86: (EM) log likelihood = -28582.637
Iteration 87: (EM) log likelihood = -28580.56
Iteration 88: (EM) log likelihood = -28578.649
Iteration 89: (EM) log likelihood = -28577.112
Iteration 90: (EM) log likelihood = -28575.546
Iteration 91: (EM) log likelihood = -28574.415
Iteration 92: (EM) log likelihood = -28573.196
Iteration 93: (EM) log likelihood = -28571.825
Iteration 94: (EM) log likelihood = -28570.801
Iteration 95: (EM) log likelihood = -28569.757
Iteration 96: (EM) log likelihood = -28568.964
Iteration 97: (EM) log likelihood = -28568.301
Iteration 98: (EM) log likelihood = -28567.578
Iteration 99: (EM) log likelihood = -28566.779
Iteration 100: (EM) log likelihood = -28566.016
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.2622
Iteration 1: (class) log likelihood = -7876.2622
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30544.235
Iteration 1: (outcome) log likelihood = -29168.099
Iteration 2: (outcome) log likelihood = -28877.566
Iteration 3: (outcome) log likelihood = -28817.916
Iteration 4: (outcome) log likelihood = -28806.801
Iteration 5: (outcome) log likelihood = -28804.451
Iteration 6: (outcome) log likelihood = -28804.06
Iteration 7: (outcome) log likelihood = -28803.966
Iteration 8: (outcome) log likelihood = -28803.943
Iteration 9: (outcome) log likelihood = -28803.938
Iteration 10: (outcome) log likelihood = -28803.937 (not concave)
Iteration 11: (outcome) log likelihood = -28803.937 (not concave)
Iteration 12: (outcome) log likelihood = -28803.937 (not concave)
Iteration 13: (outcome) log likelihood = -28803.937 (not concave)
Iteration 14: (outcome) log likelihood = -28803.937 (not concave)
Iteration 15: (outcome) log likelihood = -28803.937 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36604.723
Iteration 1: (EM) log likelihood = -36380.174
Iteration 2: (EM) log likelihood = -35818.711
Iteration 3: (EM) log likelihood = -34734.294
Iteration 4: (EM) log likelihood = -33530.986
Iteration 5: (EM) log likelihood = -32608.182
Iteration 6: (EM) log likelihood = -31937.991
Iteration 7: (EM) log likelihood = -31441.13
Iteration 8: (EM) log likelihood = -31063.434
Iteration 9: (EM) log likelihood = -30761.371
Iteration 10: (EM) log likelihood = -30503.243
Iteration 11: (EM) log likelihood = -30293.699
Iteration 12: (EM) log likelihood = -30117.753
Iteration 13: (EM) log likelihood = -29966.104
Iteration 14: (EM) log likelihood = -29833.483
Iteration 15: (EM) log likelihood = -29716.528
Iteration 16: (EM) log likelihood = -29610.825
Iteration 17: (EM) log likelihood = -29513.656
Iteration 18: (EM) log likelihood = -29420.068
Iteration 19: (EM) log likelihood = -29323.079
Iteration 20: (EM) log likelihood = -29242.157
Iteration 21: (EM) log likelihood = -29157.029
Iteration 22: (EM) log likelihood = -29081.988
Iteration 23: (EM) log likelihood = -29024.811
Iteration 24: (EM) log likelihood = -28974.536
Iteration 25: (EM) log likelihood = -28930.49
Iteration 26: (EM) log likelihood = -28889.08
Iteration 27: (EM) log likelihood = -28849.389
Iteration 28: (EM) log likelihood = -28793.216
Iteration 29: (EM) log likelihood = -28756.461
Iteration 30: (EM) log likelihood = -28732.381
Iteration 31: (EM) log likelihood = -28715.716
Iteration 32: (EM) log likelihood = -28701.549
Iteration 33: (EM) log likelihood = -28690.892
Iteration 34: (EM) log likelihood = -28679.778
Iteration 35: (EM) log likelihood = -28670.259
Iteration 36: (EM) log likelihood = -28658.771
Iteration 37: (EM) log likelihood = -28648.936
Iteration 38: (EM) log likelihood = -28643.435
Iteration 39: (EM) log likelihood = -28638.033
Iteration 40: (EM) log likelihood = -28634.588
Iteration 41: (EM) log likelihood = -28630.794
Iteration 42: (EM) log likelihood = -28627.04
Iteration 43: (EM) log likelihood = -28621.625
Iteration 44: (EM) log likelihood = -28615.997
Iteration 45: (EM) log likelihood = -28612.027
Iteration 46: (EM) log likelihood = -28607.981
Iteration 47: (EM) log likelihood = -28603.115
Iteration 48: (EM) log likelihood = -28600.17
Iteration 49: (EM) log likelihood = -28597.08
Iteration 50: (EM) log likelihood = -28593.666
Iteration 51: (EM) log likelihood = -28589.733
Iteration 52: (EM) log likelihood = -28587.545
Iteration 53: (EM) log likelihood = -28585.253
Iteration 54: (EM) log likelihood = -28581.733
Iteration 55: (EM) log likelihood = -28577.719
Iteration 56: (EM) log likelihood = -28573.783
Iteration 57: (EM) log likelihood = -28569.526
Iteration 58: (EM) log likelihood = -28564.301
Iteration 59: (EM) log likelihood = -28560.747
Iteration 60: (EM) log likelihood = -28554.784
Iteration 61: (EM) log likelihood = -28549.372
Iteration 62: (EM) log likelihood = -28545.321
Iteration 63: (EM) log likelihood = -28541.889
Iteration 64: (EM) log likelihood = -28536.731
Iteration 65: (EM) log likelihood = -28528.958
Iteration 66: (EM) log likelihood = -28524.33
Iteration 67: (EM) log likelihood = -28521.417
Iteration 68: (EM) log likelihood = -28518.499
Iteration 69: (EM) log likelihood = -28515.87
Iteration 70: (EM) log likelihood = -28511.061
Iteration 71: (EM) log likelihood = -28507.035
Iteration 72: (EM) log likelihood = -28503.054
Iteration 73: (EM) log likelihood = -28499.332
Iteration 74: (EM) log likelihood = -28496.207
Iteration 75: (EM) log likelihood = -28492.575
Iteration 76: (EM) log likelihood = -28489.754
Iteration 77: (EM) log likelihood = -28486.538
Iteration 78: (EM) log likelihood = -28484.007
Iteration 79: (EM) log likelihood = -28480.986
Iteration 80: (EM) log likelihood = -28479.112
Iteration 81: (EM) log likelihood = -28476.886
Iteration 82: (EM) log likelihood = -28474.86
Iteration 83: (EM) log likelihood = -28472.928
Iteration 84: (EM) log likelihood = -28471.091
Iteration 85: (EM) log likelihood = -28467.591
Iteration 86: (EM) log likelihood = -28466.285
Iteration 87: (EM) log likelihood = -28464.718
Iteration 88: (EM) log likelihood = -28463.276
Iteration 89: (EM) log likelihood = -28461.912
Iteration 90: (EM) log likelihood = -28460.538
Iteration 91: (EM) log likelihood = -28459.437
Iteration 92: (EM) log likelihood = -28458.414
Iteration 93: (EM) log likelihood = -28457.045
Iteration 94: (EM) log likelihood = -28455.864
Iteration 95: (EM) log likelihood = -28454.615
Iteration 96: (EM) log likelihood = -28452.445
Iteration 97: (EM) log likelihood = -28451.227
Iteration 98: (EM) log likelihood = -28445.701
Iteration 99: (EM) log likelihood = -28444.33
Iteration 100: (EM) log likelihood = -28442.754
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7878.0004
Iteration 1: (class) log likelihood = -7878.0004
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30302.861
Iteration 1: (outcome) log likelihood = -29145.725
Iteration 2: (outcome) log likelihood = -28847.966
Iteration 3: (outcome) log likelihood = -28800.311
Iteration 4: (outcome) log likelihood = -28791.142
Iteration 5: (outcome) log likelihood = -28789.352
Iteration 6: (outcome) log likelihood = -28789.035
Iteration 7: (outcome) log likelihood = -28788.963
Iteration 8: (outcome) log likelihood = -28788.946
Iteration 9: (outcome) log likelihood = -28788.942
Iteration 10: (outcome) log likelihood = -28788.941 (not concave)
Iteration 11: (outcome) log likelihood = -28788.941 (not concave)
Iteration 12: (outcome) log likelihood = -28788.941 (not concave)
Iteration 13: (outcome) log likelihood = -28788.941 (not concave)
Iteration 14: (outcome) log likelihood = -28788.941 (not concave)
Iteration 15: (outcome) log likelihood = -28788.941 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36597.55
Iteration 1: (EM) log likelihood = -36399.088
Iteration 2: (EM) log likelihood = -35916.22
Iteration 3: (EM) log likelihood = -34953.687
Iteration 4: (EM) log likelihood = -33714.864
Iteration 5: (EM) log likelihood = -32756.831
Iteration 6: (EM) log likelihood = -32078.42
Iteration 7: (EM) log likelihood = -31605.279
Iteration 8: (EM) log likelihood = -31273.555
Iteration 9: (EM) log likelihood = -31016.229
Iteration 10: (EM) log likelihood = -30774.854
Iteration 11: (EM) log likelihood = -30554.48
Iteration 12: (EM) log likelihood = -30370.489
Iteration 13: (EM) log likelihood = -30224.405
Iteration 14: (EM) log likelihood = -30114.148
Iteration 15: (EM) log likelihood = -30028.918
Iteration 16: (EM) log likelihood = -29956.196
Iteration 17: (EM) log likelihood = -29892.06
Iteration 18: (EM) log likelihood = -29836.181
Iteration 19: (EM) log likelihood = -29783.974
Iteration 20: (EM) log likelihood = -29733.874
Iteration 21: (EM) log likelihood = -29686.799
Iteration 22: (EM) log likelihood = -29639.949
Iteration 23: (EM) log likelihood = -29590.156
Iteration 24: (EM) log likelihood = -29541.647
Iteration 25: (EM) log likelihood = -29497.231
Iteration 26: (EM) log likelihood = -29454.816
Iteration 27: (EM) log likelihood = -29413.631
Iteration 28: (EM) log likelihood = -29373.885
Iteration 29: (EM) log likelihood = -29335.584
Iteration 30: (EM) log likelihood = -29298.349
Iteration 31: (EM) log likelihood = -29260.602
Iteration 32: (EM) log likelihood = -29224.732
Iteration 33: (EM) log likelihood = -29195.032
Iteration 34: (EM) log likelihood = -29169.346
Iteration 35: (EM) log likelihood = -29149.292
Iteration 36: (EM) log likelihood = -29133.351
Iteration 37: (EM) log likelihood = -29118.314
Iteration 38: (EM) log likelihood = -29103.208
Iteration 39: (EM) log likelihood = -29087.767
Iteration 40: (EM) log likelihood = -29071.776
Iteration 41: (EM) log likelihood = -29054.4
Iteration 42: (EM) log likelihood = -29033.663
Iteration 43: (EM) log likelihood = -29014.428
Iteration 44: (EM) log likelihood = -28993.58
Iteration 45: (EM) log likelihood = -28973.965
Iteration 46: (EM) log likelihood = -28952.456
Iteration 47: (EM) log likelihood = -28930.021
Iteration 48: (EM) log likelihood = -28906.999
Iteration 49: (EM) log likelihood = -28883.322
Iteration 50: (EM) log likelihood = -28860.484
Iteration 51: (EM) log likelihood = -28838.057
Iteration 52: (EM) log likelihood = -28817.551
Iteration 53: (EM) log likelihood = -28797.316
Iteration 54: (EM) log likelihood = -28778.404
Iteration 55: (EM) log likelihood = -28756.977
Iteration 56: (EM) log likelihood = -28738.583
Iteration 57: (EM) log likelihood = -28723.951
Iteration 58: (EM) log likelihood = -28711.295
Iteration 59: (EM) log likelihood = -28700.561
Iteration 60: (EM) log likelihood = -28688.819
Iteration 61: (EM) log likelihood = -28679.6
Iteration 62: (EM) log likelihood = -28671.99
Iteration 63: (EM) log likelihood = -28663.843
Iteration 64: (EM) log likelihood = -28656.809
Iteration 65: (EM) log likelihood = -28650.243
Iteration 66: (EM) log likelihood = -28645.607
Iteration 67: (EM) log likelihood = -28636.901
Iteration 68: (EM) log likelihood = -28629.464
Iteration 69: (EM) log likelihood = -28623.141
Iteration 70: (EM) log likelihood = -28618.177
Iteration 71: (EM) log likelihood = -28609.202
Iteration 72: (EM) log likelihood = -28599.403
Iteration 73: (EM) log likelihood = -28594.128
Iteration 74: (EM) log likelihood = -28588.233
Iteration 75: (EM) log likelihood = -28580.795
Iteration 76: (EM) log likelihood = -28576.841
Iteration 77: (EM) log likelihood = -28570.79
Iteration 78: (EM) log likelihood = -28565.93
Iteration 79: (EM) log likelihood = -28563.109
Iteration 80: (EM) log likelihood = -28560.755
Iteration 81: (EM) log likelihood = -28557.008
Iteration 82: (EM) log likelihood = -28554.108
Iteration 83: (EM) log likelihood = -28545.489
Iteration 84: (EM) log likelihood = -28541.96
Iteration 85: (EM) log likelihood = -28538.243
Iteration 86: (EM) log likelihood = -28535.388
Iteration 87: (EM) log likelihood = -28532.563
Iteration 88: (EM) log likelihood = -28530.302
Iteration 89: (EM) log likelihood = -28528.409
Iteration 90: (EM) log likelihood = -28523.138
Iteration 91: (EM) log likelihood = -28519.677
Iteration 92: (EM) log likelihood = -28517.875
Iteration 93: (EM) log likelihood = -28513.465
Iteration 94: (EM) log likelihood = -28511.181
Iteration 95: (EM) log likelihood = -28508.205
Iteration 96: (EM) log likelihood = -28504.59
Iteration 97: (EM) log likelihood = -28502.394
Iteration 98: (EM) log likelihood = -28500.403
Iteration 99: (EM) log likelihood = -28498.482
Iteration 100: (EM) log likelihood = -28496.919
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.7865
Iteration 1: (class) log likelihood = -7874.7865
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30239.657
Iteration 1: (outcome) log likelihood = -29099.959
Iteration 2: (outcome) log likelihood = -28858.436
Iteration 3: (outcome) log likelihood = -28815.122
Iteration 4: (outcome) log likelihood = -28806.205
Iteration 5: (outcome) log likelihood = -28804.061
Iteration 6: (outcome) log likelihood = -28803.631
Iteration 7: (outcome) log likelihood = -28803.538
Iteration 8: (outcome) log likelihood = -28803.517
Iteration 9: (outcome) log likelihood = -28803.512
Iteration 10: (outcome) log likelihood = -28803.511 (not concave)
Iteration 11: (outcome) log likelihood = -28803.51 (not concave)
Iteration 12: (outcome) log likelihood = -28803.51 (not concave)
Iteration 13: (outcome) log likelihood = -28803.51 (not concave)
Iteration 14: (outcome) log likelihood = -28803.51 (not concave)
Iteration 15: (outcome) log likelihood = -28803.51 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36575.372
Iteration 1: (EM) log likelihood = -36302.861
Iteration 2: (EM) log likelihood = -35592.178
Iteration 3: (EM) log likelihood = -34289.637
Iteration 4: (EM) log likelihood = -33197.633
Iteration 5: (EM) log likelihood = -32522.786
Iteration 6: (EM) log likelihood = -32059.472
Iteration 7: (EM) log likelihood = -31703.895
Iteration 8: (EM) log likelihood = -31402.748
Iteration 9: (EM) log likelihood = -31120.816
Iteration 10: (EM) log likelihood = -30839.553
Iteration 11: (EM) log likelihood = -30552.458
Iteration 12: (EM) log likelihood = -30278.998
Iteration 13: (EM) log likelihood = -30033.763
Iteration 14: (EM) log likelihood = -29823.168
Iteration 15: (EM) log likelihood = -29649.025
Iteration 16: (EM) log likelihood = -29498.347
Iteration 17: (EM) log likelihood = -29377.579
Iteration 18: (EM) log likelihood = -29276.077
Iteration 19: (EM) log likelihood = -29192.665
Iteration 20: (EM) log likelihood = -29126.306
Iteration 21: (EM) log likelihood = -29073.044
Iteration 22: (EM) log likelihood = -29031.154
Iteration 23: (EM) log likelihood = -28999.15
Iteration 24: (EM) log likelihood = -28968.854
Iteration 25: (EM) log likelihood = -28944.961
Iteration 26: (EM) log likelihood = -28924.502
Iteration 27: (EM) log likelihood = -28907.492
Iteration 28: (EM) log likelihood = -28891.002
Iteration 29: (EM) log likelihood = -28877.901
Iteration 30: (EM) log likelihood = -28865.77
Iteration 31: (EM) log likelihood = -28854.568
Iteration 32: (EM) log likelihood = -28844.137
Iteration 33: (EM) log likelihood = -28831.947
Iteration 34: (EM) log likelihood = -28820.701
Iteration 35: (EM) log likelihood = -28811.178
Iteration 36: (EM) log likelihood = -28800.059
Iteration 37: (EM) log likelihood = -28790.161
Iteration 38: (EM) log likelihood = -28782.811
Iteration 39: (EM) log likelihood = -28774.986
Iteration 40: (EM) log likelihood = -28768.555
Iteration 41: (EM) log likelihood = -28763.036
Iteration 42: (EM) log likelihood = -28757.749
Iteration 43: (EM) log likelihood = -28752.181
Iteration 44: (EM) log likelihood = -28746.69
Iteration 45: (EM) log likelihood = -28740.471
Iteration 46: (EM) log likelihood = -28734.767
Iteration 47: (EM) log likelihood = -28728.676
Iteration 48: (EM) log likelihood = -28721.643
Iteration 49: (EM) log likelihood = -28715.882
Iteration 50: (EM) log likelihood = -28709.509
Iteration 51: (EM) log likelihood = -28702.774
Iteration 52: (EM) log likelihood = -28696.451
Iteration 53: (EM) log likelihood = -28690.891
Iteration 54: (EM) log likelihood = -28684.963
Iteration 55: (EM) log likelihood = -28679.527
Iteration 56: (EM) log likelihood = -28674.096
Iteration 57: (EM) log likelihood = -28668.349
Iteration 58: (EM) log likelihood = -28661.741
Iteration 59: (EM) log likelihood = -28655.871
Iteration 60: (EM) log likelihood = -28650.334
Iteration 61: (EM) log likelihood = -28644.197
Iteration 62: (EM) log likelihood = -28639.064
Iteration 63: (EM) log likelihood = -28633.813
Iteration 64: (EM) log likelihood = -28628.796
Iteration 65: (EM) log likelihood = -28623.227
Iteration 66: (EM) log likelihood = -28617.021
Iteration 67: (EM) log likelihood = -28611.228
Iteration 68: (EM) log likelihood = -28605.825
Iteration 69: (EM) log likelihood = -28600.515
Iteration 70: (EM) log likelihood = -28595.614
Iteration 71: (EM) log likelihood = -28590.628
Iteration 72: (EM) log likelihood = -28585.68
Iteration 73: (EM) log likelihood = -28580.53
Iteration 74: (EM) log likelihood = -28575.647
Iteration 75: (EM) log likelihood = -28570.838
Iteration 76: (EM) log likelihood = -28566.141
Iteration 77: (EM) log likelihood = -28561.663
Iteration 78: (EM) log likelihood = -28557.115
Iteration 79: (EM) log likelihood = -28552.51
Iteration 80: (EM) log likelihood = -28546.17
Iteration 81: (EM) log likelihood = -28541.516
Iteration 82: (EM) log likelihood = -28536.801
Iteration 83: (EM) log likelihood = -28532.692
Iteration 84: (EM) log likelihood = -28528.208
Iteration 85: (EM) log likelihood = -28522.714
Iteration 86: (EM) log likelihood = -28517.612
Iteration 87: (EM) log likelihood = -28513.235
Iteration 88: (EM) log likelihood = -28508.969
Iteration 89: (EM) log likelihood = -28504.968
Iteration 90: (EM) log likelihood = -28501.064
Iteration 91: (EM) log likelihood = -28497.335
Iteration 92: (EM) log likelihood = -28493.44
Iteration 93: (EM) log likelihood = -28489.603
Iteration 94: (EM) log likelihood = -28486.13
Iteration 95: (EM) log likelihood = -28482.8
Iteration 96: (EM) log likelihood = -28479.308
Iteration 97: (EM) log likelihood = -28474.609
Iteration 98: (EM) log likelihood = -28471.257
Iteration 99: (EM) log likelihood = -28468.047
Iteration 100: (EM) log likelihood = -28464.785
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.022
Iteration 1: (class) log likelihood = -7874.022
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30562.909
Iteration 1: (outcome) log likelihood = -29203.416
Iteration 2: (outcome) log likelihood = -28868.174
Iteration 3: (outcome) log likelihood = -28804.998
Iteration 4: (outcome) log likelihood = -28793.101
Iteration 5: (outcome) log likelihood = -28790.576
Iteration 6: (outcome) log likelihood = -28790.017
Iteration 7: (outcome) log likelihood = -28789.93
Iteration 8: (outcome) log likelihood = -28789.92
Iteration 9: (outcome) log likelihood = -28789.918 (not concave)
Iteration 10: (outcome) log likelihood = -28789.918 (not concave)
Iteration 11: (outcome) log likelihood = -28789.918 (not concave)
Iteration 12: (outcome) log likelihood = -28789.918 (not concave)
Iteration 13: (outcome) log likelihood = -28789.918 (not concave)
Iteration 14: (outcome) log likelihood = -28789.918 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36597.808
Iteration 1: (EM) log likelihood = -36348.332
Iteration 2: (EM) log likelihood = -35627.204
Iteration 3: (EM) log likelihood = -34430.628
Iteration 4: (EM) log likelihood = -33424.3
Iteration 5: (EM) log likelihood = -32731.186
Iteration 6: (EM) log likelihood = -32182.287
Iteration 7: (EM) log likelihood = -31715.298
Iteration 8: (EM) log likelihood = -31304.81
Iteration 9: (EM) log likelihood = -30919.944
Iteration 10: (EM) log likelihood = -30571.425
Iteration 11: (EM) log likelihood = -30283.478
Iteration 12: (EM) log likelihood = -30068.38
Iteration 13: (EM) log likelihood = -29910.549
Iteration 14: (EM) log likelihood = -29791.478
Iteration 15: (EM) log likelihood = -29691.713
Iteration 16: (EM) log likelihood = -29608.141
Iteration 17: (EM) log likelihood = -29537.675
Iteration 18: (EM) log likelihood = -29475.957
Iteration 19: (EM) log likelihood = -29420.403
Iteration 20: (EM) log likelihood = -29362.788
Iteration 21: (EM) log likelihood = -29297.631
Iteration 22: (EM) log likelihood = -29247.423
Iteration 23: (EM) log likelihood = -29206.394
Iteration 24: (EM) log likelihood = -29170.562
Iteration 25: (EM) log likelihood = -29136.866
Iteration 26: (EM) log likelihood = -29103.751
Iteration 27: (EM) log likelihood = -29077.251
Iteration 28: (EM) log likelihood = -29052.272
Iteration 29: (EM) log likelihood = -29029.041
Iteration 30: (EM) log likelihood = -29005.33
Iteration 31: (EM) log likelihood = -28985.467
Iteration 32: (EM) log likelihood = -28966.884
Iteration 33: (EM) log likelihood = -28949.795
Iteration 34: (EM) log likelihood = -28933.813
Iteration 35: (EM) log likelihood = -28918.892
Iteration 36: (EM) log likelihood = -28904.444
Iteration 37: (EM) log likelihood = -28891.527
Iteration 38: (EM) log likelihood = -28879.621
Iteration 39: (EM) log likelihood = -28868.388
Iteration 40: (EM) log likelihood = -28859.328
Iteration 41: (EM) log likelihood = -28851.111
Iteration 42: (EM) log likelihood = -28844.226
Iteration 43: (EM) log likelihood = -28838.326
Iteration 44: (EM) log likelihood = -28829.636
Iteration 45: (EM) log likelihood = -28821.501
Iteration 46: (EM) log likelihood = -28813.488
Iteration 47: (EM) log likelihood = -28806.447
Iteration 48: (EM) log likelihood = -28799.147
Iteration 49: (EM) log likelihood = -28793.339
Iteration 50: (EM) log likelihood = -28788.609
Iteration 51: (EM) log likelihood = -28785.115
Iteration 52: (EM) log likelihood = -28781.639
Iteration 53: (EM) log likelihood = -28778.156
Iteration 54: (EM) log likelihood = -28774.025
Iteration 55: (EM) log likelihood = -28769.102
Iteration 56: (EM) log likelihood = -28764.522
Iteration 57: (EM) log likelihood = -28762.092
Iteration 58: (EM) log likelihood = -28758.793
Iteration 59: (EM) log likelihood = -28755.671
Iteration 60: (EM) log likelihood = -28752.468
Iteration 61: (EM) log likelihood = -28750.797
Iteration 62: (EM) log likelihood = -28749.285
Iteration 63: (EM) log likelihood = -28747.783
Iteration 64: (EM) log likelihood = -28746.24
Iteration 65: (EM) log likelihood = -28744.94
Iteration 66: (EM) log likelihood = -28743.704
Iteration 67: (EM) log likelihood = -28742.422
Iteration 68: (EM) log likelihood = -28741.299
Iteration 69: (EM) log likelihood = -28740.266
Iteration 70: (EM) log likelihood = -28738.996
Iteration 71: (EM) log likelihood = -28738.029
Iteration 72: (EM) log likelihood = -28737.082
Iteration 73: (EM) log likelihood = -28736.108
Iteration 74: (EM) log likelihood = -28734.651
Iteration 75: (EM) log likelihood = -28733.547
Iteration 76: (EM) log likelihood = -28732.119
Iteration 77: (EM) log likelihood = -28730.923
Iteration 78: (EM) log likelihood = -28729.821
Iteration 79: (EM) log likelihood = -28729.346
Iteration 80: (EM) log likelihood = -28728.01
Iteration 81: (EM) log likelihood = -28727.185
Iteration 82: (EM) log likelihood = -28726.312
Iteration 83: (EM) log likelihood = -28726.168
Iteration 84: (EM) log likelihood = -28725.371
Iteration 85: (EM) log likelihood = -28724.777
Iteration 86: (EM) log likelihood = -28722.946
Iteration 87: (EM) log likelihood = -28721.426
Iteration 88: (EM) log likelihood = -28720.676
Iteration 89: (EM) log likelihood = -28720.031
Iteration 90: (EM) log likelihood = -28719.509
Iteration 91: (EM) log likelihood = -28718.978
Iteration 92: (EM) log likelihood = -28718.314
Iteration 93: (EM) log likelihood = -28717.857
Iteration 94: (EM) log likelihood = -28717.383
Iteration 95: (EM) log likelihood = -28717.206
Iteration 96: (EM) log likelihood = -28716.521
Iteration 97: (EM) log likelihood = -28716.073
Iteration 98: (EM) log likelihood = -28715.848
Iteration 99: (EM) log likelihood = -28715.567
Iteration 100: (EM) log likelihood = -28715.192
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.2924
Iteration 1: (class) log likelihood = -7874.2924
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31211.365
Iteration 1: (outcome) log likelihood = -29223.27
Iteration 2: (outcome) log likelihood = -28905.079
Iteration 3: (outcome) log likelihood = -28826.366
Iteration 4: (outcome) log likelihood = -28812.889
Iteration 5: (outcome) log likelihood = -28809.436
Iteration 6: (outcome) log likelihood = -28808.715
Iteration 7: (outcome) log likelihood = -28808.552
Iteration 8: (outcome) log likelihood = -28808.524
Iteration 9: (outcome) log likelihood = -28808.517
Iteration 10: (outcome) log likelihood = -28808.516 (not concave)
Iteration 11: (outcome) log likelihood = -28808.516 (not concave)
Iteration 12: (outcome) log likelihood = -28808.516 (not concave)
Iteration 13: (outcome) log likelihood = -28808.516 (not concave)
Iteration 14: (outcome) log likelihood = -28808.516 (not concave)
Iteration 15: (outcome) log likelihood = -28808.516 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36616.739
Iteration 1: (EM) log likelihood = -36404.171
Iteration 2: (EM) log likelihood = -35919.865
Iteration 3: (EM) log likelihood = -35133.05
Iteration 4: (EM) log likelihood = -34077.722
Iteration 5: (EM) log likelihood = -32959.436
Iteration 6: (EM) log likelihood = -32062.834
Iteration 7: (EM) log likelihood = -31485.211
Iteration 8: (EM) log likelihood = -31114.501
Iteration 9: (EM) log likelihood = -30844.735
Iteration 10: (EM) log likelihood = -30628.359
Iteration 11: (EM) log likelihood = -30469.96
Iteration 12: (EM) log likelihood = -30346.245
Iteration 13: (EM) log likelihood = -30244.727
Iteration 14: (EM) log likelihood = -30154.601
Iteration 15: (EM) log likelihood = -30069.178
Iteration 16: (EM) log likelihood = -29990.066
Iteration 17: (EM) log likelihood = -29918.262
Iteration 18: (EM) log likelihood = -29850.065
Iteration 19: (EM) log likelihood = -29785.943
Iteration 20: (EM) log likelihood = -29729.384
Iteration 21: (EM) log likelihood = -29678.592
Iteration 22: (EM) log likelihood = -29632.139
Iteration 23: (EM) log likelihood = -29588.962
Iteration 24: (EM) log likelihood = -29552.224
Iteration 25: (EM) log likelihood = -29515.612
Iteration 26: (EM) log likelihood = -29480.587
Iteration 27: (EM) log likelihood = -29450.781
Iteration 28: (EM) log likelihood = -29423.916
Iteration 29: (EM) log likelihood = -29396.526
Iteration 30: (EM) log likelihood = -29373.649
Iteration 31: (EM) log likelihood = -29354.508
Iteration 32: (EM) log likelihood = -29336.27
Iteration 33: (EM) log likelihood = -29317.913
Iteration 34: (EM) log likelihood = -29300.685
Iteration 35: (EM) log likelihood = -29283.282
Iteration 36: (EM) log likelihood = -29265.886
Iteration 37: (EM) log likelihood = -29250.193
Iteration 38: (EM) log likelihood = -29233.084
Iteration 39: (EM) log likelihood = -29215.98
Iteration 40: (EM) log likelihood = -29200.054
Iteration 41: (EM) log likelihood = -29182.111
Iteration 42: (EM) log likelihood = -29165.678
Iteration 43: (EM) log likelihood = -29148.036
Iteration 44: (EM) log likelihood = -29130.607
Iteration 45: (EM) log likelihood = -29112.607
Iteration 46: (EM) log likelihood = -29092.537
Iteration 47: (EM) log likelihood = -29072.921
Iteration 48: (EM) log likelihood = -29053.578
Iteration 49: (EM) log likelihood = -29034.452
Iteration 50: (EM) log likelihood = -29015.945
Iteration 51: (EM) log likelihood = -28994.665
Iteration 52: (EM) log likelihood = -28975.8
Iteration 53: (EM) log likelihood = -28956.982
Iteration 54: (EM) log likelihood = -28940.469
Iteration 55: (EM) log likelihood = -28924.25
Iteration 56: (EM) log likelihood = -28908.368
Iteration 57: (EM) log likelihood = -28891.344
Iteration 58: (EM) log likelihood = -28874.962
Iteration 59: (EM) log likelihood = -28861.668
Iteration 60: (EM) log likelihood = -28846.941
Iteration 61: (EM) log likelihood = -28835.117
Iteration 62: (EM) log likelihood = -28821.033
Iteration 63: (EM) log likelihood = -28811.177
Iteration 64: (EM) log likelihood = -28800.65
Iteration 65: (EM) log likelihood = -28789.604
Iteration 66: (EM) log likelihood = -28781.015
Iteration 67: (EM) log likelihood = -28774.665
Iteration 68: (EM) log likelihood = -28768.367
Iteration 69: (EM) log likelihood = -28761.62
Iteration 70: (EM) log likelihood = -28753.586
Iteration 71: (EM) log likelihood = -28745.178
Iteration 72: (EM) log likelihood = -28733.436
Iteration 73: (EM) log likelihood = -28723.41
Iteration 74: (EM) log likelihood = -28713.064
Iteration 75: (EM) log likelihood = -28700.58
Iteration 76: (EM) log likelihood = -28691.47
Iteration 77: (EM) log likelihood = -28684.317
Iteration 78: (EM) log likelihood = -28677.739
Iteration 79: (EM) log likelihood = -28672.576
Iteration 80: (EM) log likelihood = -28666.677
Iteration 81: (EM) log likelihood = -28660.019
Iteration 82: (EM) log likelihood = -28653.99
Iteration 83: (EM) log likelihood = -28647.048
Iteration 84: (EM) log likelihood = -28640.105
Iteration 85: (EM) log likelihood = -28634.584
Iteration 86: (EM) log likelihood = -28629.518
Iteration 87: (EM) log likelihood = -28624.697
Iteration 88: (EM) log likelihood = -28620.33
Iteration 89: (EM) log likelihood = -28615.631
Iteration 90: (EM) log likelihood = -28608.747
Iteration 91: (EM) log likelihood = -28604.442
Iteration 92: (EM) log likelihood = -28600.452
Iteration 93: (EM) log likelihood = -28596.897
Iteration 94: (EM) log likelihood = -28591.258
Iteration 95: (EM) log likelihood = -28586.515
Iteration 96: (EM) log likelihood = -28582.391
Iteration 97: (EM) log likelihood = -28576.947
Iteration 98: (EM) log likelihood = -28573.892
Iteration 99: (EM) log likelihood = -28571.01
Iteration 100: (EM) log likelihood = -28567.919
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.7401
Iteration 1: (class) log likelihood = -7875.7401
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30182.468
Iteration 1: (outcome) log likelihood = -29084.612
Iteration 2: (outcome) log likelihood = -28868.169
Iteration 3: (outcome) log likelihood = -28822.53
Iteration 4: (outcome) log likelihood = -28814.526
Iteration 5: (outcome) log likelihood = -28812.627
Iteration 6: (outcome) log likelihood = -28812.251
Iteration 7: (outcome) log likelihood = -28812.169
Iteration 8: (outcome) log likelihood = -28812.151
Iteration 9: (outcome) log likelihood = -28812.146
Iteration 10: (outcome) log likelihood = -28812.145 (not concave)
Iteration 11: (outcome) log likelihood = -28812.145 (not concave)
Iteration 12: (outcome) log likelihood = -28812.145 (not concave)
Iteration 13: (outcome) log likelihood = -28812.145 (not concave)
Iteration 14: (outcome) log likelihood = -28812.145 (not concave)
Iteration 15: (outcome) log likelihood = -28812.145 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36625.695
Iteration 1: (EM) log likelihood = -36391.632
Iteration 2: (EM) log likelihood = -35804.093
Iteration 3: (EM) log likelihood = -34817.941
Iteration 4: (EM) log likelihood = -33799.593
Iteration 5: (EM) log likelihood = -32988.525
Iteration 6: (EM) log likelihood = -32314.114
Iteration 7: (EM) log likelihood = -31768.796
Iteration 8: (EM) log likelihood = -31350.066
Iteration 9: (EM) log likelihood = -31030.42
Iteration 10: (EM) log likelihood = -30788.763
Iteration 11: (EM) log likelihood = -30588.411
Iteration 12: (EM) log likelihood = -30418.224
Iteration 13: (EM) log likelihood = -30267.394
Iteration 14: (EM) log likelihood = -30133.426
Iteration 15: (EM) log likelihood = -30008.403
Iteration 16: (EM) log likelihood = -29884.581
Iteration 17: (EM) log likelihood = -29767.929
Iteration 18: (EM) log likelihood = -29653.973
Iteration 19: (EM) log likelihood = -29545.998
Iteration 20: (EM) log likelihood = -29453.31
Iteration 21: (EM) log likelihood = -29373.276
Iteration 22: (EM) log likelihood = -29305.821
Iteration 23: (EM) log likelihood = -29250.762
Iteration 24: (EM) log likelihood = -29201.329
Iteration 25: (EM) log likelihood = -29158.219
Iteration 26: (EM) log likelihood = -29118.785
Iteration 27: (EM) log likelihood = -29084.041
Iteration 28: (EM) log likelihood = -29049.555
Iteration 29: (EM) log likelihood = -29019.314
Iteration 30: (EM) log likelihood = -28991.134
Iteration 31: (EM) log likelihood = -28961.056
Iteration 32: (EM) log likelihood = -28937.637
Iteration 33: (EM) log likelihood = -28910.545
Iteration 34: (EM) log likelihood = -28877.873
Iteration 35: (EM) log likelihood = -28842.769
Iteration 36: (EM) log likelihood = -28814.447
Iteration 37: (EM) log likelihood = -28788.683
Iteration 38: (EM) log likelihood = -28765.21
Iteration 39: (EM) log likelihood = -28743.891
Iteration 40: (EM) log likelihood = -28726.329
Iteration 41: (EM) log likelihood = -28710.523
Iteration 42: (EM) log likelihood = -28695.37
Iteration 43: (EM) log likelihood = -28681.618
Iteration 44: (EM) log likelihood = -28668.954
Iteration 45: (EM) log likelihood = -28658.868
Iteration 46: (EM) log likelihood = -28650.317
Iteration 47: (EM) log likelihood = -28641.411
Iteration 48: (EM) log likelihood = -28631.09
Iteration 49: (EM) log likelihood = -28619.908
Iteration 50: (EM) log likelihood = -28612.561
Iteration 51: (EM) log likelihood = -28604.551
Iteration 52: (EM) log likelihood = -28595.175
Iteration 53: (EM) log likelihood = -28586.743
Iteration 54: (EM) log likelihood = -28576.048
Iteration 55: (EM) log likelihood = -28569.678
Iteration 56: (EM) log likelihood = -28559.035
Iteration 57: (EM) log likelihood = -28549.044
Iteration 58: (EM) log likelihood = -28540.723
Iteration 59: (EM) log likelihood = -28532.486
Iteration 60: (EM) log likelihood = -28523.632
Iteration 61: (EM) log likelihood = -28515.631
Iteration 62: (EM) log likelihood = -28506.347
Iteration 63: (EM) log likelihood = -28491.677
Iteration 64: (EM) log likelihood = -28485.11
Iteration 65: (EM) log likelihood = -28478.509
Iteration 66: (EM) log likelihood = -28471.967
Iteration 67: (EM) log likelihood = -28465.008
Iteration 68: (EM) log likelihood = -28458.374
Iteration 69: (EM) log likelihood = -28452.401
Iteration 70: (EM) log likelihood = -28445.025
Iteration 71: (EM) log likelihood = -28437.765
Iteration 72: (EM) log likelihood = -28432.342
Iteration 73: (EM) log likelihood = -28427.006
Iteration 74: (EM) log likelihood = -28421.918
Iteration 75: (EM) log likelihood = -28416.341
Iteration 76: (EM) log likelihood = -28407.937
Iteration 77: (EM) log likelihood = -28402.243
Iteration 78: (EM) log likelihood = -28397.112
Iteration 79: (EM) log likelihood = -28392.402
Iteration 80: (EM) log likelihood = -28386.959
Iteration 81: (EM) log likelihood = -28378.752
Iteration 82: (EM) log likelihood = -28376.575
Iteration 83: (EM) log likelihood = -28370.901
Iteration 84: (EM) log likelihood = -28367.104
Iteration 85: (EM) log likelihood = -28355.519
Iteration 86: (EM) log likelihood = -28351.189
Iteration 87: (EM) log likelihood = -28347.139
Iteration 88: (EM) log likelihood = -28343.919
Iteration 89: (EM) log likelihood = -28340.108
Iteration 90: (EM) log likelihood = -28337.194
Iteration 91: (EM) log likelihood = -28333.956
Iteration 92: (EM) log likelihood = -28331.455
Iteration 93: (EM) log likelihood = -28320.908
Iteration 94: (EM) log likelihood = -28317.598
Iteration 95: (EM) log likelihood = -28313.11
Iteration 96: (EM) log likelihood = -28310.736
Iteration 97: (EM) log likelihood = -28307.948
Iteration 98: (EM) log likelihood = -28305.436
Iteration 99: (EM) log likelihood = -28303.333
Iteration 100: (EM) log likelihood = -28301.136
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.9995
Iteration 1: (class) log likelihood = -7874.9995
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30327.514
Iteration 1: (outcome) log likelihood = -29110.527
Iteration 2: (outcome) log likelihood = -28879.781
Iteration 3: (outcome) log likelihood = -28834.601
Iteration 4: (outcome) log likelihood = -28825.21
Iteration 5: (outcome) log likelihood = -28823.169
Iteration 6: (outcome) log likelihood = -28822.761
Iteration 7: (outcome) log likelihood = -28822.667
Iteration 8: (outcome) log likelihood = -28822.644
Iteration 9: (outcome) log likelihood = -28822.64
Iteration 10: (outcome) log likelihood = -28822.639 (not concave)
Iteration 11: (outcome) log likelihood = -28822.639 (not concave)
Iteration 12: (outcome) log likelihood = -28822.639 (not concave)
Iteration 13: (outcome) log likelihood = -28822.639 (not concave)
Iteration 14: (outcome) log likelihood = -28822.639 (not concave)
Iteration 15: (outcome) log likelihood = -28822.639 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36660.09
Iteration 1: (EM) log likelihood = -36550.896
Iteration 2: (EM) log likelihood = -36266.043
Iteration 3: (EM) log likelihood = -35526.717
Iteration 4: (EM) log likelihood = -34224.729
Iteration 5: (EM) log likelihood = -33035.891
Iteration 6: (EM) log likelihood = -32288.661
Iteration 7: (EM) log likelihood = -31824.126
Iteration 8: (EM) log likelihood = -31486.347
Iteration 9: (EM) log likelihood = -31197.498
Iteration 10: (EM) log likelihood = -30930.546
Iteration 11: (EM) log likelihood = -30680.743
Iteration 12: (EM) log likelihood = -30457.012
Iteration 13: (EM) log likelihood = -30267.323
Iteration 14: (EM) log likelihood = -30110.768
Iteration 15: (EM) log likelihood = -29984.043
Iteration 16: (EM) log likelihood = -29876.785
Iteration 17: (EM) log likelihood = -29792.829
Iteration 18: (EM) log likelihood = -29721.649
Iteration 19: (EM) log likelihood = -29661.288
Iteration 20: (EM) log likelihood = -29607.64
Iteration 21: (EM) log likelihood = -29558.485
Iteration 22: (EM) log likelihood = -29510.34
Iteration 23: (EM) log likelihood = -29467.802
Iteration 24: (EM) log likelihood = -29426.044
Iteration 25: (EM) log likelihood = -29388.357
Iteration 26: (EM) log likelihood = -29347.708
Iteration 27: (EM) log likelihood = -29314.411
Iteration 28: (EM) log likelihood = -29282.857
Iteration 29: (EM) log likelihood = -29253.799
Iteration 30: (EM) log likelihood = -29227.174
Iteration 31: (EM) log likelihood = -29203.201
Iteration 32: (EM) log likelihood = -29181.051
Iteration 33: (EM) log likelihood = -29161.962
Iteration 34: (EM) log likelihood = -29143.541
Iteration 35: (EM) log likelihood = -29127.387
Iteration 36: (EM) log likelihood = -29111.956
Iteration 37: (EM) log likelihood = -29099.867
Iteration 38: (EM) log likelihood = -29088.16
Iteration 39: (EM) log likelihood = -29075.938
Iteration 40: (EM) log likelihood = -29068.056
Iteration 41: (EM) log likelihood = -29058.961
Iteration 42: (EM) log likelihood = -29052.46
Iteration 43: (EM) log likelihood = -29044.347
Iteration 44: (EM) log likelihood = -29036.895
Iteration 45: (EM) log likelihood = -29031.617
Iteration 46: (EM) log likelihood = -29025.228
Iteration 47: (EM) log likelihood = -29018.414
Iteration 48: (EM) log likelihood = -29014.839
Iteration 49: (EM) log likelihood = -29009.742
Iteration 50: (EM) log likelihood = -29004.294
Iteration 51: (EM) log likelihood = -28998.467
Iteration 52: (EM) log likelihood = -28994.962
Iteration 53: (EM) log likelihood = -28989.029
Iteration 54: (EM) log likelihood = -28984.041
Iteration 55: (EM) log likelihood = -28980.205
Iteration 56: (EM) log likelihood = -28976.075
Iteration 57: (EM) log likelihood = -28972.008
Iteration 58: (EM) log likelihood = -28967.736
Iteration 59: (EM) log likelihood = -28965.002
Iteration 60: (EM) log likelihood = -28962.921
Iteration 61: (EM) log likelihood = -28958.794
Iteration 62: (EM) log likelihood = -28955.178
Iteration 63: (EM) log likelihood = -28952.73
Iteration 64: (EM) log likelihood = -28950.857
Iteration 65: (EM) log likelihood = -28948.547
Iteration 66: (EM) log likelihood = -28946.507
Iteration 67: (EM) log likelihood = -28942.835
Iteration 68: (EM) log likelihood = -28938.493
Iteration 69: (EM) log likelihood = -28935.224
Iteration 70: (EM) log likelihood = -28932.518
Iteration 71: (EM) log likelihood = -28929.424
Iteration 72: (EM) log likelihood = -28927.808
Iteration 73: (EM) log likelihood = -28926.283
Iteration 74: (EM) log likelihood = -28925.429
Iteration 75: (EM) log likelihood = -28925.335
Iteration 76: (EM) log likelihood = -28923.603
Iteration 77: (EM) log likelihood = -28920.445
Iteration 78: (EM) log likelihood = -28916.538
Iteration 79: (EM) log likelihood = -28915.329
Iteration 80: (EM) log likelihood = -28913.112
Iteration 81: (EM) log likelihood = -28912.981
Iteration 82: (EM) log likelihood = -28911.294
Iteration 83: (EM) log likelihood = -28909.305
Iteration 84: (EM) log likelihood = -28909.148
Iteration 85: (EM) log likelihood = -28907.211
Iteration 86: (EM) log likelihood = -28906.452
Iteration 87: (EM) log likelihood = -28905.318
Iteration 88: (EM) log likelihood = -28904.329
Iteration 89: (EM) log likelihood = -28903.445
Iteration 90: (EM) log likelihood = -28902.883
Iteration 91: (EM) log likelihood = -28902.511
Iteration 92: (EM) log likelihood = -28900.763
Iteration 93: (EM) log likelihood = -28900.504
Iteration 94: (EM) log likelihood = -28899.787
Iteration 95: (EM) log likelihood = -28899.481
Iteration 96: (EM) log likelihood = -28899.192
Iteration 97: (EM) log likelihood = -28898.031
Iteration 98: (EM) log likelihood = -28898.287
Iteration 99: (EM) log likelihood = -28896.967
Iteration 100: (EM) log likelihood = -28895.769
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.7645
Iteration 1: (class) log likelihood = -7876.7645
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30090.669
Iteration 1: (outcome) log likelihood = -29124.75
Iteration 2: (outcome) log likelihood = -28863.085
Iteration 3: (outcome) log likelihood = -28814.572
Iteration 4: (outcome) log likelihood = -28806.952
Iteration 5: (outcome) log likelihood = -28805.154
Iteration 6: (outcome) log likelihood = -28804.8
Iteration 7: (outcome) log likelihood = -28804.714
Iteration 8: (outcome) log likelihood = -28804.7
Iteration 9: (outcome) log likelihood = -28804.696
Iteration 10: (outcome) log likelihood = -28804.696 (not concave)
Iteration 11: (outcome) log likelihood = -28804.696 (not concave)
Iteration 12: (outcome) log likelihood = -28804.696 (not concave)
Iteration 13: (outcome) log likelihood = -28804.696 (not concave)
Iteration 14: (outcome) log likelihood = -28804.696 (not concave)
Iteration 15: (outcome) log likelihood = -28804.696 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36621.996
Iteration 1: (EM) log likelihood = -36409.055
Iteration 2: (EM) log likelihood = -35814.154
Iteration 3: (EM) log likelihood = -34758.105
Iteration 4: (EM) log likelihood = -33656.617
Iteration 5: (EM) log likelihood = -32797.225
Iteration 6: (EM) log likelihood = -32150.307
Iteration 7: (EM) log likelihood = -31662.604
Iteration 8: (EM) log likelihood = -31265.877
Iteration 9: (EM) log likelihood = -30918.951
Iteration 10: (EM) log likelihood = -30613.342
Iteration 11: (EM) log likelihood = -30359.768
Iteration 12: (EM) log likelihood = -30141.912
Iteration 13: (EM) log likelihood = -29959.606
Iteration 14: (EM) log likelihood = -29804.617
Iteration 15: (EM) log likelihood = -29675.466
Iteration 16: (EM) log likelihood = -29565.327
Iteration 17: (EM) log likelihood = -29468.31
Iteration 18: (EM) log likelihood = -29386.216
Iteration 19: (EM) log likelihood = -29309.122
Iteration 20: (EM) log likelihood = -29241.781
Iteration 21: (EM) log likelihood = -29172.296
Iteration 22: (EM) log likelihood = -29113.272
Iteration 23: (EM) log likelihood = -29064.732
Iteration 24: (EM) log likelihood = -29026.449
Iteration 25: (EM) log likelihood = -28995.844
Iteration 26: (EM) log likelihood = -28968.905
Iteration 27: (EM) log likelihood = -28945.153
Iteration 28: (EM) log likelihood = -28914.351
Iteration 29: (EM) log likelihood = -28895.636
Iteration 30: (EM) log likelihood = -28882.543
Iteration 31: (EM) log likelihood = -28870.027
Iteration 32: (EM) log likelihood = -28859.003
Iteration 33: (EM) log likelihood = -28848.007
Iteration 34: (EM) log likelihood = -28827.834
Iteration 35: (EM) log likelihood = -28818.197
Iteration 36: (EM) log likelihood = -28808.584
Iteration 37: (EM) log likelihood = -28798.887
Iteration 38: (EM) log likelihood = -28791.984
Iteration 39: (EM) log likelihood = -28786.026
Iteration 40: (EM) log likelihood = -28775.863
Iteration 41: (EM) log likelihood = -28769.282
Iteration 42: (EM) log likelihood = -28763.672
Iteration 43: (EM) log likelihood = -28758.997
Iteration 44: (EM) log likelihood = -28752.309
Iteration 45: (EM) log likelihood = -28746.767
Iteration 46: (EM) log likelihood = -28735.032
Iteration 47: (EM) log likelihood = -28729.791
Iteration 48: (EM) log likelihood = -28723.818
Iteration 49: (EM) log likelihood = -28718.418
Iteration 50: (EM) log likelihood = -28714.346
Iteration 51: (EM) log likelihood = -28710.726
Iteration 52: (EM) log likelihood = -28703.233
Iteration 53: (EM) log likelihood = -28698.994
Iteration 54: (EM) log likelihood = -28694.275
Iteration 55: (EM) log likelihood = -28689.633
Iteration 56: (EM) log likelihood = -28686.482
Iteration 57: (EM) log likelihood = -28681.439
Iteration 58: (EM) log likelihood = -28676.704
Iteration 59: (EM) log likelihood = -28671.425
Iteration 60: (EM) log likelihood = -28665.191
Iteration 61: (EM) log likelihood = -28661.768
Iteration 62: (EM) log likelihood = -28656.661
Iteration 63: (EM) log likelihood = -28653.45
Iteration 64: (EM) log likelihood = -28648.694
Iteration 65: (EM) log likelihood = -28644.942
Iteration 66: (EM) log likelihood = -28640.912
Iteration 67: (EM) log likelihood = -28637.815
Iteration 68: (EM) log likelihood = -28634.616
Iteration 69: (EM) log likelihood = -28629.189
Iteration 70: (EM) log likelihood = -28625.847
Iteration 71: (EM) log likelihood = -28622.786
Iteration 72: (EM) log likelihood = -28619.749
Iteration 73: (EM) log likelihood = -28616.721
Iteration 74: (EM) log likelihood = -28613.574
Iteration 75: (EM) log likelihood = -28610.006
Iteration 76: (EM) log likelihood = -28605.717
Iteration 77: (EM) log likelihood = -28602.566
Iteration 78: (EM) log likelihood = -28597.609
Iteration 79: (EM) log likelihood = -28592.617
Iteration 80: (EM) log likelihood = -28588.123
Iteration 81: (EM) log likelihood = -28583.588
Iteration 82: (EM) log likelihood = -28578.51
Iteration 83: (EM) log likelihood = -28573.696
Iteration 84: (EM) log likelihood = -28568.501
Iteration 85: (EM) log likelihood = -28562.492
Iteration 86: (EM) log likelihood = -28556.443
Iteration 87: (EM) log likelihood = -28552.018
Iteration 88: (EM) log likelihood = -28545.981
Iteration 89: (EM) log likelihood = -28540.209
Iteration 90: (EM) log likelihood = -28534.301
Iteration 91: (EM) log likelihood = -28527.606
Iteration 92: (EM) log likelihood = -28515.727
Iteration 93: (EM) log likelihood = -28510.152
Iteration 94: (EM) log likelihood = -28503.826
Iteration 95: (EM) log likelihood = -28493.441
Iteration 96: (EM) log likelihood = -28484.038
Iteration 97: (EM) log likelihood = -28479.967
Iteration 98: (EM) log likelihood = -28476
Iteration 99: (EM) log likelihood = -28470.518
Iteration 100: (EM) log likelihood = -28465.539
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.4979
Iteration 1: (class) log likelihood = -7876.4979
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29548.027
Iteration 1: (outcome) log likelihood = -29076.246
Iteration 2: (outcome) log likelihood = -28844.767
Iteration 3: (outcome) log likelihood = -28817.397
Iteration 4: (outcome) log likelihood = -28813.048
Iteration 5: (outcome) log likelihood = -28812.306
Iteration 6: (outcome) log likelihood = -28812.124
Iteration 7: (outcome) log likelihood = -28812.087
Iteration 8: (outcome) log likelihood = -28812.079
Iteration 9: (outcome) log likelihood = -28812.077 (not concave)
Iteration 10: (outcome) log likelihood = -28812.077 (not concave)
Iteration 11: (outcome) log likelihood = -28812.077 (not concave)
Iteration 12: (outcome) log likelihood = -28812.077 (not concave)
Iteration 13: (outcome) log likelihood = -28812.077 (not concave)
Iteration 14: (outcome) log likelihood = -28812.077 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36630.518
Iteration 1: (EM) log likelihood = -36463.061
Iteration 2: (EM) log likelihood = -36003.974
Iteration 3: (EM) log likelihood = -34950.23
Iteration 4: (EM) log likelihood = -33647.79
Iteration 5: (EM) log likelihood = -32781.903
Iteration 6: (EM) log likelihood = -32254.399
Iteration 7: (EM) log likelihood = -31873.7
Iteration 8: (EM) log likelihood = -31581.1
Iteration 9: (EM) log likelihood = -31334.746
Iteration 10: (EM) log likelihood = -31098.106
Iteration 11: (EM) log likelihood = -30859.73
Iteration 12: (EM) log likelihood = -30613.792
Iteration 13: (EM) log likelihood = -30376.413
Iteration 14: (EM) log likelihood = -30165.633
Iteration 15: (EM) log likelihood = -29986.174
Iteration 16: (EM) log likelihood = -29840.392
Iteration 17: (EM) log likelihood = -29730.032
Iteration 18: (EM) log likelihood = -29646.236
Iteration 19: (EM) log likelihood = -29579.547
Iteration 20: (EM) log likelihood = -29527.644
Iteration 21: (EM) log likelihood = -29485.9
Iteration 22: (EM) log likelihood = -29450.446
Iteration 23: (EM) log likelihood = -29421.093
Iteration 24: (EM) log likelihood = -29394.735
Iteration 25: (EM) log likelihood = -29369.611
Iteration 26: (EM) log likelihood = -29347.562
Iteration 27: (EM) log likelihood = -29326.2
Iteration 28: (EM) log likelihood = -29305.741
Iteration 29: (EM) log likelihood = -29285.036
Iteration 30: (EM) log likelihood = -29262.345
Iteration 31: (EM) log likelihood = -29238.014
Iteration 32: (EM) log likelihood = -29211.935
Iteration 33: (EM) log likelihood = -29186.549
Iteration 34: (EM) log likelihood = -29159.617
Iteration 35: (EM) log likelihood = -29132.432
Iteration 36: (EM) log likelihood = -29110.363
Iteration 37: (EM) log likelihood = -29090.992
Iteration 38: (EM) log likelihood = -29073.701
Iteration 39: (EM) log likelihood = -29057.784
Iteration 40: (EM) log likelihood = -29043.788
Iteration 41: (EM) log likelihood = -29029.727
Iteration 42: (EM) log likelihood = -29015.624
Iteration 43: (EM) log likelihood = -29003.923
Iteration 44: (EM) log likelihood = -28993.026
Iteration 45: (EM) log likelihood = -28981.277
Iteration 46: (EM) log likelihood = -28971.584
Iteration 47: (EM) log likelihood = -28961.238
Iteration 48: (EM) log likelihood = -28948.959
Iteration 49: (EM) log likelihood = -28938.448
Iteration 50: (EM) log likelihood = -28928.351
Iteration 51: (EM) log likelihood = -28918.674
Iteration 52: (EM) log likelihood = -28909.517
Iteration 53: (EM) log likelihood = -28900.24
Iteration 54: (EM) log likelihood = -28889.903
Iteration 55: (EM) log likelihood = -28880.315
Iteration 56: (EM) log likelihood = -28869.193
Iteration 57: (EM) log likelihood = -28857.171
Iteration 58: (EM) log likelihood = -28845.867
Iteration 59: (EM) log likelihood = -28834.588
Iteration 60: (EM) log likelihood = -28824.233
Iteration 61: (EM) log likelihood = -28813.696
Iteration 62: (EM) log likelihood = -28802.609
Iteration 63: (EM) log likelihood = -28792.733
Iteration 64: (EM) log likelihood = -28781.991
Iteration 65: (EM) log likelihood = -28772.593
Iteration 66: (EM) log likelihood = -28763.699
Iteration 67: (EM) log likelihood = -28755.447
Iteration 68: (EM) log likelihood = -28748.491
Iteration 69: (EM) log likelihood = -28740.983
Iteration 70: (EM) log likelihood = -28733.956
Iteration 71: (EM) log likelihood = -28726.887
Iteration 72: (EM) log likelihood = -28720.091
Iteration 73: (EM) log likelihood = -28714.571
Iteration 74: (EM) log likelihood = -28708.735
Iteration 75: (EM) log likelihood = -28702.569
Iteration 76: (EM) log likelihood = -28696.118
Iteration 77: (EM) log likelihood = -28689.551
Iteration 78: (EM) log likelihood = -28683.62
Iteration 79: (EM) log likelihood = -28677.944
Iteration 80: (EM) log likelihood = -28672.115
Iteration 81: (EM) log likelihood = -28666.644
Iteration 82: (EM) log likelihood = -28661.46
Iteration 83: (EM) log likelihood = -28657.776
Iteration 84: (EM) log likelihood = -28653.014
Iteration 85: (EM) log likelihood = -28648.593
Iteration 86: (EM) log likelihood = -28643.633
Iteration 87: (EM) log likelihood = -28639.36
Iteration 88: (EM) log likelihood = -28635.498
Iteration 89: (EM) log likelihood = -28631.239
Iteration 90: (EM) log likelihood = -28628.219
Iteration 91: (EM) log likelihood = -28625.554
Iteration 92: (EM) log likelihood = -28622.057
Iteration 93: (EM) log likelihood = -28618.755
Iteration 94: (EM) log likelihood = -28615.14
Iteration 95: (EM) log likelihood = -28612.356
Iteration 96: (EM) log likelihood = -28609.632
Iteration 97: (EM) log likelihood = -28608.744
Iteration 98: (EM) log likelihood = -28606.075
Iteration 99: (EM) log likelihood = -28602.965
Iteration 100: (EM) log likelihood = -28599.663
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.6876
Iteration 1: (class) log likelihood = -7874.6876
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30684.167
Iteration 1: (outcome) log likelihood = -29249.777
Iteration 2: (outcome) log likelihood = -28860.61
Iteration 3: (outcome) log likelihood = -28792.785
Iteration 4: (outcome) log likelihood = -28779.667
Iteration 5: (outcome) log likelihood = -28777.029
Iteration 6: (outcome) log likelihood = -28776.472
Iteration 7: (outcome) log likelihood = -28776.347
Iteration 8: (outcome) log likelihood = -28776.317
Iteration 9: (outcome) log likelihood = -28776.311 (not concave)
Iteration 10: (outcome) log likelihood = -28776.311 (not concave)
Iteration 11: (outcome) log likelihood = -28776.311 (not concave)
Iteration 12: (outcome) log likelihood = -28776.311 (not concave)
Iteration 13: (outcome) log likelihood = -28776.311 (not concave)
Iteration 14: (outcome) log likelihood = -28776.311 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36581.13
Iteration 1: (EM) log likelihood = -36363.272
Iteration 2: (EM) log likelihood = -35895.218
Iteration 3: (EM) log likelihood = -34976.884
Iteration 4: (EM) log likelihood = -33740.948
Iteration 5: (EM) log likelihood = -32752.305
Iteration 6: (EM) log likelihood = -32112.357
Iteration 7: (EM) log likelihood = -31675.412
Iteration 8: (EM) log likelihood = -31317.957
Iteration 9: (EM) log likelihood = -30997.002
Iteration 10: (EM) log likelihood = -30712.752
Iteration 11: (EM) log likelihood = -30464.954
Iteration 12: (EM) log likelihood = -30262.492
Iteration 13: (EM) log likelihood = -30094.137
Iteration 14: (EM) log likelihood = -29956.019
Iteration 15: (EM) log likelihood = -29847.134
Iteration 16: (EM) log likelihood = -29763.091
Iteration 17: (EM) log likelihood = -29690.415
Iteration 18: (EM) log likelihood = -29625.596
Iteration 19: (EM) log likelihood = -29568.376
Iteration 20: (EM) log likelihood = -29510.436
Iteration 21: (EM) log likelihood = -29452.248
Iteration 22: (EM) log likelihood = -29402.477
Iteration 23: (EM) log likelihood = -29353.993
Iteration 24: (EM) log likelihood = -29312.395
Iteration 25: (EM) log likelihood = -29273.99
Iteration 26: (EM) log likelihood = -29242.306
Iteration 27: (EM) log likelihood = -29212.037
Iteration 28: (EM) log likelihood = -29188.496
Iteration 29: (EM) log likelihood = -29168.144
Iteration 30: (EM) log likelihood = -29151.116
Iteration 31: (EM) log likelihood = -29134.314
Iteration 32: (EM) log likelihood = -29120.794
Iteration 33: (EM) log likelihood = -29108.595
Iteration 34: (EM) log likelihood = -29096.068
Iteration 35: (EM) log likelihood = -29082.867
Iteration 36: (EM) log likelihood = -29067.046
Iteration 37: (EM) log likelihood = -29052.646
Iteration 38: (EM) log likelihood = -29031.782
Iteration 39: (EM) log likelihood = -29013.557
Iteration 40: (EM) log likelihood = -28992.895
Iteration 41: (EM) log likelihood = -28968.689
Iteration 42: (EM) log likelihood = -28942.458
Iteration 43: (EM) log likelihood = -28914.63
Iteration 44: (EM) log likelihood = -28886.715
Iteration 45: (EM) log likelihood = -28857.376
Iteration 46: (EM) log likelihood = -28829.204
Iteration 47: (EM) log likelihood = -28805.841
Iteration 48: (EM) log likelihood = -28777.341
Iteration 49: (EM) log likelihood = -28750.842
Iteration 50: (EM) log likelihood = -28726.726
Iteration 51: (EM) log likelihood = -28702.121
Iteration 52: (EM) log likelihood = -28681.52
Iteration 53: (EM) log likelihood = -28663.749
Iteration 54: (EM) log likelihood = -28644.239
Iteration 55: (EM) log likelihood = -28630.739
Iteration 56: (EM) log likelihood = -28619.103
Iteration 57: (EM) log likelihood = -28608.747
Iteration 58: (EM) log likelihood = -28598.723
Iteration 59: (EM) log likelihood = -28589.056
Iteration 60: (EM) log likelihood = -28580.273
Iteration 61: (EM) log likelihood = -28567.69
Iteration 62: (EM) log likelihood = -28552.707
Iteration 63: (EM) log likelihood = -28534.657
Iteration 64: (EM) log likelihood = -28516.225
Iteration 65: (EM) log likelihood = -28497.087
Iteration 66: (EM) log likelihood = -28478.793
Iteration 67: (EM) log likelihood = -28462.286
Iteration 68: (EM) log likelihood = -28448.38
Iteration 69: (EM) log likelihood = -28436.305
Iteration 70: (EM) log likelihood = -28426.928
Iteration 71: (EM) log likelihood = -28416.903
Iteration 72: (EM) log likelihood = -28407.923
Iteration 73: (EM) log likelihood = -28400.48
Iteration 74: (EM) log likelihood = -28393.476
Iteration 75: (EM) log likelihood = -28382.862
Iteration 76: (EM) log likelihood = -28375.898
Iteration 77: (EM) log likelihood = -28368.485
Iteration 78: (EM) log likelihood = -28362.668
Iteration 79: (EM) log likelihood = -28355.099
Iteration 80: (EM) log likelihood = -28347.25
Iteration 81: (EM) log likelihood = -28342.333
Iteration 82: (EM) log likelihood = -28335.1
Iteration 83: (EM) log likelihood = -28327.477
Iteration 84: (EM) log likelihood = -28320.75
Iteration 85: (EM) log likelihood = -28314.766
Iteration 86: (EM) log likelihood = -28304.538
Iteration 87: (EM) log likelihood = -28299.992
Iteration 88: (EM) log likelihood = -28292.92
Iteration 89: (EM) log likelihood = -28283.527
Iteration 90: (EM) log likelihood = -28275.291
Iteration 91: (EM) log likelihood = -28270.574
Iteration 92: (EM) log likelihood = -28264.422
Iteration 93: (EM) log likelihood = -28256.678
Iteration 94: (EM) log likelihood = -28250.614
Iteration 95: (EM) log likelihood = -28244.693
Iteration 96: (EM) log likelihood = -28239.411
Iteration 97: (EM) log likelihood = -28233.566
Iteration 98: (EM) log likelihood = -28227.851
Iteration 99: (EM) log likelihood = -28221.994
Iteration 100: (EM) log likelihood = -28217.087
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7877.6231
Iteration 1: (class) log likelihood = -7877.6231
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29501.781
Iteration 1: (outcome) log likelihood = -29016.32
Iteration 2: (outcome) log likelihood = -28828.277
Iteration 3: (outcome) log likelihood = -28791.113
Iteration 4: (outcome) log likelihood = -28786.496
Iteration 5: (outcome) log likelihood = -28785.632
Iteration 6: (outcome) log likelihood = -28785.459
Iteration 7: (outcome) log likelihood = -28785.421
Iteration 8: (outcome) log likelihood = -28785.412
Iteration 9: (outcome) log likelihood = -28785.41
Iteration 10: (outcome) log likelihood = -28785.41 (not concave)
Iteration 11: (outcome) log likelihood = -28785.41 (not concave)
Iteration 12: (outcome) log likelihood = -28785.41 (not concave)
Iteration 13: (outcome) log likelihood = -28785.41 (not concave)
Iteration 14: (outcome) log likelihood = -28785.41 (not concave)
Iteration 15: (outcome) log likelihood = -28785.41 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36585.286
Iteration 1: (EM) log likelihood = -36296.413
Iteration 2: (EM) log likelihood = -35531.916
Iteration 3: (EM) log likelihood = -34292.49
Iteration 4: (EM) log likelihood = -33216.221
Iteration 5: (EM) log likelihood = -32530.938
Iteration 6: (EM) log likelihood = -32075.485
Iteration 7: (EM) log likelihood = -31728.078
Iteration 8: (EM) log likelihood = -31437.853
Iteration 9: (EM) log likelihood = -31180.449
Iteration 10: (EM) log likelihood = -30943.704
Iteration 11: (EM) log likelihood = -30737.917
Iteration 12: (EM) log likelihood = -30558.765
Iteration 13: (EM) log likelihood = -30402.149
Iteration 14: (EM) log likelihood = -30262.146
Iteration 15: (EM) log likelihood = -30128.028
Iteration 16: (EM) log likelihood = -30001.53
Iteration 17: (EM) log likelihood = -29878.823
Iteration 18: (EM) log likelihood = -29758.206
Iteration 19: (EM) log likelihood = -29651.332
Iteration 20: (EM) log likelihood = -29556.588
Iteration 21: (EM) log likelihood = -29474.831
Iteration 22: (EM) log likelihood = -29402.537
Iteration 23: (EM) log likelihood = -29342.237
Iteration 24: (EM) log likelihood = -29297.73
Iteration 25: (EM) log likelihood = -29262.416
Iteration 26: (EM) log likelihood = -29232.979
Iteration 27: (EM) log likelihood = -29211.426
Iteration 28: (EM) log likelihood = -29194.329
Iteration 29: (EM) log likelihood = -29178.926
Iteration 30: (EM) log likelihood = -29165.786
Iteration 31: (EM) log likelihood = -29153.417
Iteration 32: (EM) log likelihood = -29139.099
Iteration 33: (EM) log likelihood = -29128.165
Iteration 34: (EM) log likelihood = -29117.888
Iteration 35: (EM) log likelihood = -29108.408
Iteration 36: (EM) log likelihood = -29099.378
Iteration 37: (EM) log likelihood = -29088.717
Iteration 38: (EM) log likelihood = -29078.353
Iteration 39: (EM) log likelihood = -29069.637
Iteration 40: (EM) log likelihood = -29062.297
Iteration 41: (EM) log likelihood = -29054.147
Iteration 42: (EM) log likelihood = -29046.227
Iteration 43: (EM) log likelihood = -29039.378
Iteration 44: (EM) log likelihood = -29032.91
Iteration 45: (EM) log likelihood = -29025.562
Iteration 46: (EM) log likelihood = -29019.55
Iteration 47: (EM) log likelihood = -29012.662
Iteration 48: (EM) log likelihood = -29006.655
Iteration 49: (EM) log likelihood = -28999.124
Iteration 50: (EM) log likelihood = -28992.434
Iteration 51: (EM) log likelihood = -28985.687
Iteration 52: (EM) log likelihood = -28979.725
Iteration 53: (EM) log likelihood = -28973.088
Iteration 54: (EM) log likelihood = -28966.097
Iteration 55: (EM) log likelihood = -28960.397
Iteration 56: (EM) log likelihood = -28954.196
Iteration 57: (EM) log likelihood = -28947.633
Iteration 58: (EM) log likelihood = -28941.91
Iteration 59: (EM) log likelihood = -28936.158
Iteration 60: (EM) log likelihood = -28930.1
Iteration 61: (EM) log likelihood = -28923.945
Iteration 62: (EM) log likelihood = -28916.49
Iteration 63: (EM) log likelihood = -28909.218
Iteration 64: (EM) log likelihood = -28899.428
Iteration 65: (EM) log likelihood = -28887.627
Iteration 66: (EM) log likelihood = -28874.508
Iteration 67: (EM) log likelihood = -28860.64
Iteration 68: (EM) log likelihood = -28847.836
Iteration 69: (EM) log likelihood = -28835.857
Iteration 70: (EM) log likelihood = -28826.976
Iteration 71: (EM) log likelihood = -28819.444
Iteration 72: (EM) log likelihood = -28813.419
Iteration 73: (EM) log likelihood = -28807.1
Iteration 74: (EM) log likelihood = -28803.554
Iteration 75: (EM) log likelihood = -28798.946
Iteration 76: (EM) log likelihood = -28795.079
Iteration 77: (EM) log likelihood = -28791.762
Iteration 78: (EM) log likelihood = -28789.278
Iteration 79: (EM) log likelihood = -28786.377
Iteration 80: (EM) log likelihood = -28782.607
Iteration 81: (EM) log likelihood = -28779.542
Iteration 82: (EM) log likelihood = -28775.004
Iteration 83: (EM) log likelihood = -28770.579
Iteration 84: (EM) log likelihood = -28766.787
Iteration 85: (EM) log likelihood = -28763.761
Iteration 86: (EM) log likelihood = -28758.8
Iteration 87: (EM) log likelihood = -28755.228
Iteration 88: (EM) log likelihood = -28751.691
Iteration 89: (EM) log likelihood = -28746.515
Iteration 90: (EM) log likelihood = -28742.319
Iteration 91: (EM) log likelihood = -28737.807
Iteration 92: (EM) log likelihood = -28732.116
Iteration 93: (EM) log likelihood = -28726.671
Iteration 94: (EM) log likelihood = -28720.307
Iteration 95: (EM) log likelihood = -28713.374
Iteration 96: (EM) log likelihood = -28706.982
Iteration 97: (EM) log likelihood = -28700.973
Iteration 98: (EM) log likelihood = -28696.585
Iteration 99: (EM) log likelihood = -28691.939
Iteration 100: (EM) log likelihood = -28686.712
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7874.3344
Iteration 1: (class) log likelihood = -7874.3344
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30390.24
Iteration 1: (outcome) log likelihood = -29120.186
Iteration 2: (outcome) log likelihood = -28857.26
Iteration 3: (outcome) log likelihood = -28802.77
Iteration 4: (outcome) log likelihood = -28793.39
Iteration 5: (outcome) log likelihood = -28791.325
Iteration 6: (outcome) log likelihood = -28790.946
Iteration 7: (outcome) log likelihood = -28790.86
Iteration 8: (outcome) log likelihood = -28790.839
Iteration 9: (outcome) log likelihood = -28790.835
Iteration 10: (outcome) log likelihood = -28790.834 (not concave)
Iteration 11: (outcome) log likelihood = -28790.834 (not concave)
Iteration 12: (outcome) log likelihood = -28790.834 (not concave)
Iteration 13: (outcome) log likelihood = -28790.834 (not concave)
Iteration 14: (outcome) log likelihood = -28790.834 (not concave)
Iteration 15: (outcome) log likelihood = -28790.834 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36576.838
Iteration 1: (EM) log likelihood = -36329.743
Iteration 2: (EM) log likelihood = -35722.389
Iteration 3: (EM) log likelihood = -34625.915
Iteration 4: (EM) log likelihood = -33386.337
Iteration 5: (EM) log likelihood = -32407.907
Iteration 6: (EM) log likelihood = -31711.586
Iteration 7: (EM) log likelihood = -31211.09
Iteration 8: (EM) log likelihood = -30818.653
Iteration 9: (EM) log likelihood = -30493.309
Iteration 10: (EM) log likelihood = -30225.228
Iteration 11: (EM) log likelihood = -30006.531
Iteration 12: (EM) log likelihood = -29836.979
Iteration 13: (EM) log likelihood = -29694.269
Iteration 14: (EM) log likelihood = -29571.071
Iteration 15: (EM) log likelihood = -29462.406
Iteration 16: (EM) log likelihood = -29358.861
Iteration 17: (EM) log likelihood = -29263.84
Iteration 18: (EM) log likelihood = -29175.64
Iteration 19: (EM) log likelihood = -29094.09
Iteration 20: (EM) log likelihood = -29024.706
Iteration 21: (EM) log likelihood = -28962.407
Iteration 22: (EM) log likelihood = -28909.454
Iteration 23: (EM) log likelihood = -28864.399
Iteration 24: (EM) log likelihood = -28822.401
Iteration 25: (EM) log likelihood = -28783.818
Iteration 26: (EM) log likelihood = -28751.133
Iteration 27: (EM) log likelihood = -28721.354
Iteration 28: (EM) log likelihood = -28693.154
Iteration 29: (EM) log likelihood = -28667.854
Iteration 30: (EM) log likelihood = -28642.887
Iteration 31: (EM) log likelihood = -28621.274
Iteration 32: (EM) log likelihood = -28603.276
Iteration 33: (EM) log likelihood = -28587.199
Iteration 34: (EM) log likelihood = -28572.242
Iteration 35: (EM) log likelihood = -28556.537
Iteration 36: (EM) log likelihood = -28543.9
Iteration 37: (EM) log likelihood = -28529.9
Iteration 38: (EM) log likelihood = -28517.282
Iteration 39: (EM) log likelihood = -28504.837
Iteration 40: (EM) log likelihood = -28494.462
Iteration 41: (EM) log likelihood = -28486.266
Iteration 42: (EM) log likelihood = -28477.376
Iteration 43: (EM) log likelihood = -28467.839
Iteration 44: (EM) log likelihood = -28458.671
Iteration 45: (EM) log likelihood = -28450.387
Iteration 46: (EM) log likelihood = -28441.523
Iteration 47: (EM) log likelihood = -28431.592
Iteration 48: (EM) log likelihood = -28423.416
Iteration 49: (EM) log likelihood = -28417.006
Iteration 50: (EM) log likelihood = -28408.067
Iteration 51: (EM) log likelihood = -28398.733
Iteration 52: (EM) log likelihood = -28390.17
Iteration 53: (EM) log likelihood = -28382.681
Iteration 54: (EM) log likelihood = -28375.386
Iteration 55: (EM) log likelihood = -28367.667
Iteration 56: (EM) log likelihood = -28360.552
Iteration 57: (EM) log likelihood = -28353.164
Iteration 58: (EM) log likelihood = -28346.835
Iteration 59: (EM) log likelihood = -28340.253
Iteration 60: (EM) log likelihood = -28333.074
Iteration 61: (EM) log likelihood = -28326.821
Iteration 62: (EM) log likelihood = -28320.027
Iteration 63: (EM) log likelihood = -28314.33
Iteration 64: (EM) log likelihood = -28307.206
Iteration 65: (EM) log likelihood = -28300.81
Iteration 66: (EM) log likelihood = -28295.069
Iteration 67: (EM) log likelihood = -28289.712
Iteration 68: (EM) log likelihood = -28283.666
Iteration 69: (EM) log likelihood = -28278.177
Iteration 70: (EM) log likelihood = -28272.817
Iteration 71: (EM) log likelihood = -28268.016
Iteration 72: (EM) log likelihood = -28262.83
Iteration 73: (EM) log likelihood = -28257.828
Iteration 74: (EM) log likelihood = -28252.945
Iteration 75: (EM) log likelihood = -28247.987
Iteration 76: (EM) log likelihood = -28243.404
Iteration 77: (EM) log likelihood = -28240
Iteration 78: (EM) log likelihood = -28236.742
Iteration 79: (EM) log likelihood = -28233.309
Iteration 80: (EM) log likelihood = -28227.49
Iteration 81: (EM) log likelihood = -28223.572
Iteration 82: (EM) log likelihood = -28219.88
Iteration 83: (EM) log likelihood = -28216.904
Iteration 84: (EM) log likelihood = -28213.914
Iteration 85: (EM) log likelihood = -28210.56
Iteration 86: (EM) log likelihood = -28207.914
Iteration 87: (EM) log likelihood = -28205.428
Iteration 88: (EM) log likelihood = -28202.839
Iteration 89: (EM) log likelihood = -28199.017
Iteration 90: (EM) log likelihood = -28196.639
Iteration 91: (EM) log likelihood = -28194.592
Iteration 92: (EM) log likelihood = -28191.28
Iteration 93: (EM) log likelihood = -28187.696
Iteration 94: (EM) log likelihood = -28184.594
Iteration 95: (EM) log likelihood = -28181.392
Iteration 96: (EM) log likelihood = -28179.113
Iteration 97: (EM) log likelihood = -28175.908
Iteration 98: (EM) log likelihood = -28172.141
Iteration 99: (EM) log likelihood = -28169.803
Iteration 100: (EM) log likelihood = -28167.667
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.6801
Iteration 1: (class) log likelihood = -7875.6801
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30526.444
Iteration 1: (outcome) log likelihood = -29177.051
Iteration 2: (outcome) log likelihood = -28846.783
Iteration 3: (outcome) log likelihood = -28787.009
Iteration 4: (outcome) log likelihood = -28776.038
Iteration 5: (outcome) log likelihood = -28773.831
Iteration 6: (outcome) log likelihood = -28773.339
Iteration 7: (outcome) log likelihood = -28773.235
Iteration 8: (outcome) log likelihood = -28773.217
Iteration 9: (outcome) log likelihood = -28773.213
Iteration 10: (outcome) log likelihood = -28773.212 (not concave)
Iteration 11: (outcome) log likelihood = -28773.212 (not concave)
Iteration 12: (outcome) log likelihood = -28773.212 (not concave)
Iteration 13: (outcome) log likelihood = -28773.212 (not concave)
Iteration 14: (outcome) log likelihood = -28773.212 (not concave)
Iteration 15: (outcome) log likelihood = -28773.212 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36553.894
Iteration 1: (EM) log likelihood = -36317.641
Iteration 2: (EM) log likelihood = -35821.537
Iteration 3: (EM) log likelihood = -34948.184
Iteration 4: (EM) log likelihood = -33713.729
Iteration 5: (EM) log likelihood = -32546.832
Iteration 6: (EM) log likelihood = -31687.244
Iteration 7: (EM) log likelihood = -31063.68
Iteration 8: (EM) log likelihood = -30593.923
Iteration 9: (EM) log likelihood = -30274.375
Iteration 10: (EM) log likelihood = -30056.53
Iteration 11: (EM) log likelihood = -29916.433
Iteration 12: (EM) log likelihood = -29816.48
Iteration 13: (EM) log likelihood = -29741.911
Iteration 14: (EM) log likelihood = -29680.942
Iteration 15: (EM) log likelihood = -29626.142
Iteration 16: (EM) log likelihood = -29580.58
Iteration 17: (EM) log likelihood = -29533.174
Iteration 18: (EM) log likelihood = -29496.184
Iteration 19: (EM) log likelihood = -29462.347
Iteration 20: (EM) log likelihood = -29434.834
Iteration 21: (EM) log likelihood = -29406.824
Iteration 22: (EM) log likelihood = -29381.804
Iteration 23: (EM) log likelihood = -29355.049
Iteration 24: (EM) log likelihood = -29327.407
Iteration 25: (EM) log likelihood = -29298.761
Iteration 26: (EM) log likelihood = -29266.651
Iteration 27: (EM) log likelihood = -29229.788
Iteration 28: (EM) log likelihood = -29186.362
Iteration 29: (EM) log likelihood = -29141.142
Iteration 30: (EM) log likelihood = -29094.852
Iteration 31: (EM) log likelihood = -29054.688
Iteration 32: (EM) log likelihood = -29023.809
Iteration 33: (EM) log likelihood = -28991.731
Iteration 34: (EM) log likelihood = -28970.892
Iteration 35: (EM) log likelihood = -28954.336
Iteration 36: (EM) log likelihood = -28939.546
Iteration 37: (EM) log likelihood = -28928.145
Iteration 38: (EM) log likelihood = -28916.421
Iteration 39: (EM) log likelihood = -28905.312
Iteration 40: (EM) log likelihood = -28895.59
Iteration 41: (EM) log likelihood = -28886.144
Iteration 42: (EM) log likelihood = -28877.361
Iteration 43: (EM) log likelihood = -28871.191
Iteration 44: (EM) log likelihood = -28864.547
Iteration 45: (EM) log likelihood = -28856.941
Iteration 46: (EM) log likelihood = -28848.528
Iteration 47: (EM) log likelihood = -28842.731
Iteration 48: (EM) log likelihood = -28837.915
Iteration 49: (EM) log likelihood = -28832.778
Iteration 50: (EM) log likelihood = -28828.796
Iteration 51: (EM) log likelihood = -28823.836
Iteration 52: (EM) log likelihood = -28818.422
Iteration 53: (EM) log likelihood = -28814.654
Iteration 54: (EM) log likelihood = -28810.375
Iteration 55: (EM) log likelihood = -28805.803
Iteration 56: (EM) log likelihood = -28796.653
Iteration 57: (EM) log likelihood = -28793.294
Iteration 58: (EM) log likelihood = -28788.587
Iteration 59: (EM) log likelihood = -28784.022
Iteration 60: (EM) log likelihood = -28779.362
Iteration 61: (EM) log likelihood = -28775.242
Iteration 62: (EM) log likelihood = -28771.712
Iteration 63: (EM) log likelihood = -28768.172
Iteration 64: (EM) log likelihood = -28764.873
Iteration 65: (EM) log likelihood = -28761.215
Iteration 66: (EM) log likelihood = -28757.773
Iteration 67: (EM) log likelihood = -28754.81
Iteration 68: (EM) log likelihood = -28751.809
Iteration 69: (EM) log likelihood = -28748.494
Iteration 70: (EM) log likelihood = -28742.83
Iteration 71: (EM) log likelihood = -28741.127
Iteration 72: (EM) log likelihood = -28738.272
Iteration 73: (EM) log likelihood = -28735.73
Iteration 74: (EM) log likelihood = -28733.331
Iteration 75: (EM) log likelihood = -28731.473
Iteration 76: (EM) log likelihood = -28728.285
Iteration 77: (EM) log likelihood = -28726.034
Iteration 78: (EM) log likelihood = -28723.377
Iteration 79: (EM) log likelihood = -28721.187
Iteration 80: (EM) log likelihood = -28717.841
Iteration 81: (EM) log likelihood = -28712.948
Iteration 82: (EM) log likelihood = -28706.866
Iteration 83: (EM) log likelihood = -28698.572
Iteration 84: (EM) log likelihood = -28689.217
Iteration 85: (EM) log likelihood = -28679.256
Iteration 86: (EM) log likelihood = -28668.02
Iteration 87: (EM) log likelihood = -28655.639
Iteration 88: (EM) log likelihood = -28644.679
Iteration 89: (EM) log likelihood = -28633.476
Iteration 90: (EM) log likelihood = -28622.159
Iteration 91: (EM) log likelihood = -28611.928
Iteration 92: (EM) log likelihood = -28602.426
Iteration 93: (EM) log likelihood = -28592.636
Iteration 94: (EM) log likelihood = -28584.431
Iteration 95: (EM) log likelihood = -28576.491
Iteration 96: (EM) log likelihood = -28567.963
Iteration 97: (EM) log likelihood = -28561.168
Iteration 98: (EM) log likelihood = -28554.361
Iteration 99: (EM) log likelihood = -28547.905
Iteration 100: (EM) log likelihood = -28542.148
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.2753
Iteration 1: (class) log likelihood = -7872.2753
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30307.204
Iteration 1: (outcome) log likelihood = -29142.743
Iteration 2: (outcome) log likelihood = -28876.806
Iteration 3: (outcome) log likelihood = -28830.275
Iteration 4: (outcome) log likelihood = -28821.702
Iteration 5: (outcome) log likelihood = -28819.748
Iteration 6: (outcome) log likelihood = -28819.394
Iteration 7: (outcome) log likelihood = -28819.357
Iteration 8: (outcome) log likelihood = -28819.35
Iteration 9: (outcome) log likelihood = -28819.348 (not concave)
Iteration 10: (outcome) log likelihood = -28819.348 (not concave)
Iteration 11: (outcome) log likelihood = -28819.348 (not concave)
Iteration 12: (outcome) log likelihood = -28819.348 (not concave)
Iteration 13: (outcome) log likelihood = -28819.348 (not concave)
Iteration 14: (outcome) log likelihood = -28819.348 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36612.165
Iteration 1: (EM) log likelihood = -36398.011
Iteration 2: (EM) log likelihood = -35942.318
Iteration 3: (EM) log likelihood = -35066.556
Iteration 4: (EM) log likelihood = -33750.827
Iteration 5: (EM) log likelihood = -32583.057
Iteration 6: (EM) log likelihood = -31821.86
Iteration 7: (EM) log likelihood = -31277.398
Iteration 8: (EM) log likelihood = -30813.813
Iteration 9: (EM) log likelihood = -30415.068
Iteration 10: (EM) log likelihood = -30113.426
Iteration 11: (EM) log likelihood = -29883.257
Iteration 12: (EM) log likelihood = -29704.724
Iteration 13: (EM) log likelihood = -29562.31
Iteration 14: (EM) log likelihood = -29451.294
Iteration 15: (EM) log likelihood = -29358.692
Iteration 16: (EM) log likelihood = -29286.093
Iteration 17: (EM) log likelihood = -29224.409
Iteration 18: (EM) log likelihood = -29173.342
Iteration 19: (EM) log likelihood = -29129.199
Iteration 20: (EM) log likelihood = -29092.496
Iteration 21: (EM) log likelihood = -29061.147
Iteration 22: (EM) log likelihood = -29030.924
Iteration 23: (EM) log likelihood = -29009.592
Iteration 24: (EM) log likelihood = -28989.049
Iteration 25: (EM) log likelihood = -28972.397
Iteration 26: (EM) log likelihood = -28956.317
Iteration 27: (EM) log likelihood = -28942.837
Iteration 28: (EM) log likelihood = -28931.68
Iteration 29: (EM) log likelihood = -28920.593
Iteration 30: (EM) log likelihood = -28910.497
Iteration 31: (EM) log likelihood = -28898.769
Iteration 32: (EM) log likelihood = -28885.536
Iteration 33: (EM) log likelihood = -28874.657
Iteration 34: (EM) log likelihood = -28862.283
Iteration 35: (EM) log likelihood = -28851.678
Iteration 36: (EM) log likelihood = -28842.178
Iteration 37: (EM) log likelihood = -28834.061
Iteration 38: (EM) log likelihood = -28826.914
Iteration 39: (EM) log likelihood = -28819.728
Iteration 40: (EM) log likelihood = -28812.519
Iteration 41: (EM) log likelihood = -28805.987
Iteration 42: (EM) log likelihood = -28799.408
Iteration 43: (EM) log likelihood = -28793.822
Iteration 44: (EM) log likelihood = -28787.499
Iteration 45: (EM) log likelihood = -28781.426
Iteration 46: (EM) log likelihood = -28775.964
Iteration 47: (EM) log likelihood = -28770.882
Iteration 48: (EM) log likelihood = -28766.155
Iteration 49: (EM) log likelihood = -28761.741
Iteration 50: (EM) log likelihood = -28757.769
Iteration 51: (EM) log likelihood = -28753.9
Iteration 52: (EM) log likelihood = -28750.242
Iteration 53: (EM) log likelihood = -28746.701
Iteration 54: (EM) log likelihood = -28743.269
Iteration 55: (EM) log likelihood = -28739.989
Iteration 56: (EM) log likelihood = -28736.485
Iteration 57: (EM) log likelihood = -28733.49
Iteration 58: (EM) log likelihood = -28730.499
Iteration 59: (EM) log likelihood = -28727.389
Iteration 60: (EM) log likelihood = -28724.524
Iteration 61: (EM) log likelihood = -28722.227
Iteration 62: (EM) log likelihood = -28719.192
Iteration 63: (EM) log likelihood = -28715.535
Iteration 64: (EM) log likelihood = -28712.685
Iteration 65: (EM) log likelihood = -28709.274
Iteration 66: (EM) log likelihood = -28706.553
Iteration 67: (EM) log likelihood = -28703.447
Iteration 68: (EM) log likelihood = -28700.376
Iteration 69: (EM) log likelihood = -28697.441
Iteration 70: (EM) log likelihood = -28694.623
Iteration 71: (EM) log likelihood = -28691.905
Iteration 72: (EM) log likelihood = -28689.507
Iteration 73: (EM) log likelihood = -28686.737
Iteration 74: (EM) log likelihood = -28684.084
Iteration 75: (EM) log likelihood = -28681.535
Iteration 76: (EM) log likelihood = -28678.561
Iteration 77: (EM) log likelihood = -28675.659
Iteration 78: (EM) log likelihood = -28672.918
Iteration 79: (EM) log likelihood = -28669.961
Iteration 80: (EM) log likelihood = -28666.967
Iteration 81: (EM) log likelihood = -28664.168
Iteration 82: (EM) log likelihood = -28661.21
Iteration 83: (EM) log likelihood = -28658.369
Iteration 84: (EM) log likelihood = -28655.288
Iteration 85: (EM) log likelihood = -28651.899
Iteration 86: (EM) log likelihood = -28648.226
Iteration 87: (EM) log likelihood = -28643.738
Iteration 88: (EM) log likelihood = -28638.804
Iteration 89: (EM) log likelihood = -28634.074
Iteration 90: (EM) log likelihood = -28629.627
Iteration 91: (EM) log likelihood = -28625.251
Iteration 92: (EM) log likelihood = -28620.893
Iteration 93: (EM) log likelihood = -28616.624
Iteration 94: (EM) log likelihood = -28613.291
Iteration 95: (EM) log likelihood = -28609.703
Iteration 96: (EM) log likelihood = -28606.842
Iteration 97: (EM) log likelihood = -28603.776
Iteration 98: (EM) log likelihood = -28600.349
Iteration 99: (EM) log likelihood = -28597.913
Iteration 100: (EM) log likelihood = -28595.529
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.6944
Iteration 1: (class) log likelihood = -7876.6944
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29981.726
Iteration 1: (outcome) log likelihood = -29073.658
Iteration 2: (outcome) log likelihood = -28884.808
Iteration 3: (outcome) log likelihood = -28823.334
Iteration 4: (outcome) log likelihood = -28815.341
Iteration 5: (outcome) log likelihood = -28813.062
Iteration 6: (outcome) log likelihood = -28812.6
Iteration 7: (outcome) log likelihood = -28812.503
Iteration 8: (outcome) log likelihood = -28812.484
Iteration 9: (outcome) log likelihood = -28812.479
Iteration 10: (outcome) log likelihood = -28812.478 (not concave)
Iteration 11: (outcome) log likelihood = -28812.478 (not concave)
Iteration 12: (outcome) log likelihood = -28812.478 (not concave)
Iteration 13: (outcome) log likelihood = -28812.478 (not concave)
Iteration 14: (outcome) log likelihood = -28812.478 (not concave)
Iteration 15: (outcome) log likelihood = -28812.478 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36619.164
Iteration 1: (EM) log likelihood = -36462.597
Iteration 2: (EM) log likelihood = -36205.962
Iteration 3: (EM) log likelihood = -35744.147
Iteration 4: (EM) log likelihood = -34883.461
Iteration 5: (EM) log likelihood = -33828.781
Iteration 6: (EM) log likelihood = -32923.226
Iteration 7: (EM) log likelihood = -32173.548
Iteration 8: (EM) log likelihood = -31556.983
Iteration 9: (EM) log likelihood = -31062.418
Iteration 10: (EM) log likelihood = -30682.365
Iteration 11: (EM) log likelihood = -30400.369
Iteration 12: (EM) log likelihood = -30192.904
Iteration 13: (EM) log likelihood = -30031.095
Iteration 14: (EM) log likelihood = -29905.361
Iteration 15: (EM) log likelihood = -29797.444
Iteration 16: (EM) log likelihood = -29706.876
Iteration 17: (EM) log likelihood = -29624.366
Iteration 18: (EM) log likelihood = -29551.478
Iteration 19: (EM) log likelihood = -29484.343
Iteration 20: (EM) log likelihood = -29419.424
Iteration 21: (EM) log likelihood = -29355.742
Iteration 22: (EM) log likelihood = -29298.848
Iteration 23: (EM) log likelihood = -29238.958
Iteration 24: (EM) log likelihood = -29187.184
Iteration 25: (EM) log likelihood = -29135.813
Iteration 26: (EM) log likelihood = -29088.83
Iteration 27: (EM) log likelihood = -29045.952
Iteration 28: (EM) log likelihood = -29006.673
Iteration 29: (EM) log likelihood = -28971.082
Iteration 30: (EM) log likelihood = -28937.994
Iteration 31: (EM) log likelihood = -28907.579
Iteration 32: (EM) log likelihood = -28879.857
Iteration 33: (EM) log likelihood = -28856.545
Iteration 34: (EM) log likelihood = -28831.907
Iteration 35: (EM) log likelihood = -28811.626
Iteration 36: (EM) log likelihood = -28791.336
Iteration 37: (EM) log likelihood = -28772.062
Iteration 38: (EM) log likelihood = -28752.025
Iteration 39: (EM) log likelihood = -28733.086
Iteration 40: (EM) log likelihood = -28713.346
Iteration 41: (EM) log likelihood = -28694.936
Iteration 42: (EM) log likelihood = -28677.462
Iteration 43: (EM) log likelihood = -28661.273
Iteration 44: (EM) log likelihood = -28646.871
Iteration 45: (EM) log likelihood = -28632.259
Iteration 46: (EM) log likelihood = -28617.741
Iteration 47: (EM) log likelihood = -28603.963
Iteration 48: (EM) log likelihood = -28589.557
Iteration 49: (EM) log likelihood = -28575.689
Iteration 50: (EM) log likelihood = -28563.225
Iteration 51: (EM) log likelihood = -28549.66
Iteration 52: (EM) log likelihood = -28537.387
Iteration 53: (EM) log likelihood = -28524.653
Iteration 54: (EM) log likelihood = -28510.948
Iteration 55: (EM) log likelihood = -28498.539
Iteration 56: (EM) log likelihood = -28486.179
Iteration 57: (EM) log likelihood = -28473.524
Iteration 58: (EM) log likelihood = -28461.922
Iteration 59: (EM) log likelihood = -28451.586
Iteration 60: (EM) log likelihood = -28440.804
Iteration 61: (EM) log likelihood = -28430.912
Iteration 62: (EM) log likelihood = -28420.946
Iteration 63: (EM) log likelihood = -28412.105
Iteration 64: (EM) log likelihood = -28402.815
Iteration 65: (EM) log likelihood = -28394.852
Iteration 66: (EM) log likelihood = -28386.059
Iteration 67: (EM) log likelihood = -28377.479
Iteration 68: (EM) log likelihood = -28369.956
Iteration 69: (EM) log likelihood = -28363.494
Iteration 70: (EM) log likelihood = -28354.89
Iteration 71: (EM) log likelihood = -28348.807
Iteration 72: (EM) log likelihood = -28342.01
Iteration 73: (EM) log likelihood = -28334.883
Iteration 74: (EM) log likelihood = -28329.074
Iteration 75: (EM) log likelihood = -28324.453
Iteration 76: (EM) log likelihood = -28319.253
Iteration 77: (EM) log likelihood = -28315.54
Iteration 78: (EM) log likelihood = -28310.067
Iteration 79: (EM) log likelihood = -28305.248
Iteration 80: (EM) log likelihood = -28300.445
Iteration 81: (EM) log likelihood = -28292.897
Iteration 82: (EM) log likelihood = -28288.41
Iteration 83: (EM) log likelihood = -28284.344
Iteration 84: (EM) log likelihood = -28281.053
Iteration 85: (EM) log likelihood = -28275.244
Iteration 86: (EM) log likelihood = -28271.473
Iteration 87: (EM) log likelihood = -28268.598
Iteration 88: (EM) log likelihood = -28265.229
Iteration 89: (EM) log likelihood = -28262.089
Iteration 90: (EM) log likelihood = -28258.876
Iteration 91: (EM) log likelihood = -28255.361
Iteration 92: (EM) log likelihood = -28252.693
Iteration 93: (EM) log likelihood = -28249.668
Iteration 94: (EM) log likelihood = -28245.108
Iteration 95: (EM) log likelihood = -28238.581
Iteration 96: (EM) log likelihood = -28236.159
Iteration 97: (EM) log likelihood = -28233.23
Iteration 98: (EM) log likelihood = -28229.446
Iteration 99: (EM) log likelihood = -28227.639
Iteration 100: (EM) log likelihood = -28225.797
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.9155
Iteration 1: (class) log likelihood = -7876.9155
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29719.753
Iteration 1: (outcome) log likelihood = -29006.694
Iteration 2: (outcome) log likelihood = -28835.797
Iteration 3: (outcome) log likelihood = -28806.88
Iteration 4: (outcome) log likelihood = -28801.671
Iteration 5: (outcome) log likelihood = -28800.66
Iteration 6: (outcome) log likelihood = -28800.488
Iteration 7: (outcome) log likelihood = -28800.448
Iteration 8: (outcome) log likelihood = -28800.439
Iteration 9: (outcome) log likelihood = -28800.437 (not concave)
Iteration 10: (outcome) log likelihood = -28800.437 (not concave)
Iteration 11: (outcome) log likelihood = -28800.437 (not concave)
Iteration 12: (outcome) log likelihood = -28800.437 (not concave)
Iteration 13: (outcome) log likelihood = -28800.437 (not concave)
Iteration 14: (outcome) log likelihood = -28800.437 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36606.45
Iteration 1: (EM) log likelihood = -36387.459
Iteration 2: (EM) log likelihood = -35928.292
Iteration 3: (EM) log likelihood = -35033.105
Iteration 4: (EM) log likelihood = -33841.798
Iteration 5: (EM) log likelihood = -32924.895
Iteration 6: (EM) log likelihood = -32295.385
Iteration 7: (EM) log likelihood = -31868.809
Iteration 8: (EM) log likelihood = -31564.832
Iteration 9: (EM) log likelihood = -31325.664
Iteration 10: (EM) log likelihood = -31118.423
Iteration 11: (EM) log likelihood = -30923.708
Iteration 12: (EM) log likelihood = -30739.382
Iteration 13: (EM) log likelihood = -30563.491
Iteration 14: (EM) log likelihood = -30391.44
Iteration 15: (EM) log likelihood = -30223.747
Iteration 16: (EM) log likelihood = -30067.445
Iteration 17: (EM) log likelihood = -29913.907
Iteration 18: (EM) log likelihood = -29771.011
Iteration 19: (EM) log likelihood = -29638.377
Iteration 20: (EM) log likelihood = -29520.141
Iteration 21: (EM) log likelihood = -29417.466
Iteration 22: (EM) log likelihood = -29329.504
Iteration 23: (EM) log likelihood = -29251.357
Iteration 24: (EM) log likelihood = -29185.708
Iteration 25: (EM) log likelihood = -29128.252
Iteration 26: (EM) log likelihood = -29075.576
Iteration 27: (EM) log likelihood = -29029.469
Iteration 28: (EM) log likelihood = -28984.402
Iteration 29: (EM) log likelihood = -28946.908
Iteration 30: (EM) log likelihood = -28907.826
Iteration 31: (EM) log likelihood = -28876.672
Iteration 32: (EM) log likelihood = -28845.125
Iteration 33: (EM) log likelihood = -28814.578
Iteration 34: (EM) log likelihood = -28789.192
Iteration 35: (EM) log likelihood = -28763.105
Iteration 36: (EM) log likelihood = -28740.533
Iteration 37: (EM) log likelihood = -28722.775
Iteration 38: (EM) log likelihood = -28707.399
Iteration 39: (EM) log likelihood = -28693.394
Iteration 40: (EM) log likelihood = -28680.187
Iteration 41: (EM) log likelihood = -28667.668
Iteration 42: (EM) log likelihood = -28656.027
Iteration 43: (EM) log likelihood = -28643.622
Iteration 44: (EM) log likelihood = -28631.467
Iteration 45: (EM) log likelihood = -28619.885
Iteration 46: (EM) log likelihood = -28606.647
Iteration 47: (EM) log likelihood = -28593.114
Iteration 48: (EM) log likelihood = -28578.676
Iteration 49: (EM) log likelihood = -28563.613
Iteration 50: (EM) log likelihood = -28549.976
Iteration 51: (EM) log likelihood = -28535.902
Iteration 52: (EM) log likelihood = -28522.945
Iteration 53: (EM) log likelihood = -28511.568
Iteration 54: (EM) log likelihood = -28499.945
Iteration 55: (EM) log likelihood = -28489.195
Iteration 56: (EM) log likelihood = -28479.279
Iteration 57: (EM) log likelihood = -28467.043
Iteration 58: (EM) log likelihood = -28455.944
Iteration 59: (EM) log likelihood = -28442.274
Iteration 60: (EM) log likelihood = -28427.616
Iteration 61: (EM) log likelihood = -28414.465
Iteration 62: (EM) log likelihood = -28402.546
Iteration 63: (EM) log likelihood = -28392.917
Iteration 64: (EM) log likelihood = -28382.675
Iteration 65: (EM) log likelihood = -28374.818
Iteration 66: (EM) log likelihood = -28367.547
Iteration 67: (EM) log likelihood = -28359.052
Iteration 68: (EM) log likelihood = -28351.44
Iteration 69: (EM) log likelihood = -28344.43
Iteration 70: (EM) log likelihood = -28338.493
Iteration 71: (EM) log likelihood = -28332.326
Iteration 72: (EM) log likelihood = -28323.451
Iteration 73: (EM) log likelihood = -28315.484
Iteration 74: (EM) log likelihood = -28309.124
Iteration 75: (EM) log likelihood = -28303.809
Iteration 76: (EM) log likelihood = -28297.207
Iteration 77: (EM) log likelihood = -28292.408
Iteration 78: (EM) log likelihood = -28287.659
Iteration 79: (EM) log likelihood = -28282.497
Iteration 80: (EM) log likelihood = -28274.797
Iteration 81: (EM) log likelihood = -28269.23
Iteration 82: (EM) log likelihood = -28265.153
Iteration 83: (EM) log likelihood = -28260.757
Iteration 84: (EM) log likelihood = -28257.315
Iteration 85: (EM) log likelihood = -28253.788
Iteration 86: (EM) log likelihood = -28250.258
Iteration 87: (EM) log likelihood = -28247.48
Iteration 88: (EM) log likelihood = -28244.576
Iteration 89: (EM) log likelihood = -28241.847
Iteration 90: (EM) log likelihood = -28239.125
Iteration 91: (EM) log likelihood = -28234.406
Iteration 92: (EM) log likelihood = -28231.476
Iteration 93: (EM) log likelihood = -28228.055
Iteration 94: (EM) log likelihood = -28225.194
Iteration 95: (EM) log likelihood = -28222.573
Iteration 96: (EM) log likelihood = -28220.219
Iteration 97: (EM) log likelihood = -28217.744
Iteration 98: (EM) log likelihood = -28215.558
Iteration 99: (EM) log likelihood = -28205.937
Iteration 100: (EM) log likelihood = -28202.359
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7872.8706
Iteration 1: (class) log likelihood = -7872.8706
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29527.431
Iteration 1: (outcome) log likelihood = -29009.026
Iteration 2: (outcome) log likelihood = -28831.672
Iteration 3: (outcome) log likelihood = -28806.476
Iteration 4: (outcome) log likelihood = -28802.355
Iteration 5: (outcome) log likelihood = -28801.523
Iteration 6: (outcome) log likelihood = -28801.344
Iteration 7: (outcome) log likelihood = -28801.307
Iteration 8: (outcome) log likelihood = -28801.299
Iteration 9: (outcome) log likelihood = -28801.296
Iteration 10: (outcome) log likelihood = -28801.296 (not concave)
Iteration 11: (outcome) log likelihood = -28801.296 (not concave)
Iteration 12: (outcome) log likelihood = -28801.296 (not concave)
Iteration 13: (outcome) log likelihood = -28801.296 (not concave)
Iteration 14: (outcome) log likelihood = -28801.296 (not concave)
Iteration 15: (outcome) log likelihood = -28801.296 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36583
Iteration 1: (EM) log likelihood = -36280.779
Iteration 2: (EM) log likelihood = -35486.803
Iteration 3: (EM) log likelihood = -34191.684
Iteration 4: (EM) log likelihood = -33135.596
Iteration 5: (EM) log likelihood = -32415.835
Iteration 6: (EM) log likelihood = -31888.921
Iteration 7: (EM) log likelihood = -31478.976
Iteration 8: (EM) log likelihood = -31129.541
Iteration 9: (EM) log likelihood = -30828.729
Iteration 10: (EM) log likelihood = -30557.361
Iteration 11: (EM) log likelihood = -30321.156
Iteration 12: (EM) log likelihood = -30122.986
Iteration 13: (EM) log likelihood = -29950.287
Iteration 14: (EM) log likelihood = -29806.3
Iteration 15: (EM) log likelihood = -29685.267
Iteration 16: (EM) log likelihood = -29584.482
Iteration 17: (EM) log likelihood = -29501.834
Iteration 18: (EM) log likelihood = -29427.636
Iteration 19: (EM) log likelihood = -29364.913
Iteration 20: (EM) log likelihood = -29312.811
Iteration 21: (EM) log likelihood = -29264.656
Iteration 22: (EM) log likelihood = -29218.939
Iteration 23: (EM) log likelihood = -29174.789
Iteration 24: (EM) log likelihood = -29132.251
Iteration 25: (EM) log likelihood = -29090.759
Iteration 26: (EM) log likelihood = -29043.396
Iteration 27: (EM) log likelihood = -28997.323
Iteration 28: (EM) log likelihood = -28957.423
Iteration 29: (EM) log likelihood = -28920.82
Iteration 30: (EM) log likelihood = -28888.017
Iteration 31: (EM) log likelihood = -28856.159
Iteration 32: (EM) log likelihood = -28825.551
Iteration 33: (EM) log likelihood = -28794.514
Iteration 34: (EM) log likelihood = -28767.244
Iteration 35: (EM) log likelihood = -28746.29
Iteration 36: (EM) log likelihood = -28726.796
Iteration 37: (EM) log likelihood = -28708.786
Iteration 38: (EM) log likelihood = -28688.815
Iteration 39: (EM) log likelihood = -28670.832
Iteration 40: (EM) log likelihood = -28649.303
Iteration 41: (EM) log likelihood = -28632.62
Iteration 42: (EM) log likelihood = -28616.772
Iteration 43: (EM) log likelihood = -28597.178
Iteration 44: (EM) log likelihood = -28580.552
Iteration 45: (EM) log likelihood = -28565.128
Iteration 46: (EM) log likelihood = -28553.377
Iteration 47: (EM) log likelihood = -28540.852
Iteration 48: (EM) log likelihood = -28531.233
Iteration 49: (EM) log likelihood = -28521.573
Iteration 50: (EM) log likelihood = -28513.93
Iteration 51: (EM) log likelihood = -28506.916
Iteration 52: (EM) log likelihood = -28498.667
Iteration 53: (EM) log likelihood = -28492.963
Iteration 54: (EM) log likelihood = -28484.674
Iteration 55: (EM) log likelihood = -28478.34
Iteration 56: (EM) log likelihood = -28471.555
Iteration 57: (EM) log likelihood = -28466.443
Iteration 58: (EM) log likelihood = -28461.657
Iteration 59: (EM) log likelihood = -28455.675
Iteration 60: (EM) log likelihood = -28449.45
Iteration 61: (EM) log likelihood = -28442.78
Iteration 62: (EM) log likelihood = -28434.999
Iteration 63: (EM) log likelihood = -28428.495
Iteration 64: (EM) log likelihood = -28421.561
Iteration 65: (EM) log likelihood = -28413.6
Iteration 66: (EM) log likelihood = -28403.208
Iteration 67: (EM) log likelihood = -28394.012
Iteration 68: (EM) log likelihood = -28385.988
Iteration 69: (EM) log likelihood = -28379.522
Iteration 70: (EM) log likelihood = -28372.781
Iteration 71: (EM) log likelihood = -28367.468
Iteration 72: (EM) log likelihood = -28362.737
Iteration 73: (EM) log likelihood = -28357.819
Iteration 74: (EM) log likelihood = -28353.785
Iteration 75: (EM) log likelihood = -28346.113
Iteration 76: (EM) log likelihood = -28341.982
Iteration 77: (EM) log likelihood = -28337.716
Iteration 78: (EM) log likelihood = -28333.965
Iteration 79: (EM) log likelihood = -28329.725
Iteration 80: (EM) log likelihood = -28326.526
Iteration 81: (EM) log likelihood = -28323.387
Iteration 82: (EM) log likelihood = -28319.495
Iteration 83: (EM) log likelihood = -28314.763
Iteration 84: (EM) log likelihood = -28311.738
Iteration 85: (EM) log likelihood = -28309.734
Iteration 86: (EM) log likelihood = -28306.01
Iteration 87: (EM) log likelihood = -28303.559
Iteration 88: (EM) log likelihood = -28300.667
Iteration 89: (EM) log likelihood = -28298.69
Iteration 90: (EM) log likelihood = -28296.342
Iteration 91: (EM) log likelihood = -28294.934
Iteration 92: (EM) log likelihood = -28292.59
Iteration 93: (EM) log likelihood = -28290.499
Iteration 94: (EM) log likelihood = -28288.92
Iteration 95: (EM) log likelihood = -28286.878
Iteration 96: (EM) log likelihood = -28284.838
Iteration 97: (EM) log likelihood = -28283.25
Iteration 98: (EM) log likelihood = -28281.97
Iteration 99: (EM) log likelihood = -28280.534
Iteration 100: (EM) log likelihood = -28276.864
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7873.2811
Iteration 1: (class) log likelihood = -7873.2811
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29507.625
Iteration 1: (outcome) log likelihood = -28976.126
Iteration 2: (outcome) log likelihood = -28833.21
Iteration 3: (outcome) log likelihood = -28809.333
Iteration 4: (outcome) log likelihood = -28805.604
Iteration 5: (outcome) log likelihood = -28804.909
Iteration 6: (outcome) log likelihood = -28804.786
Iteration 7: (outcome) log likelihood = -28804.758
Iteration 8: (outcome) log likelihood = -28804.751
Iteration 9: (outcome) log likelihood = -28804.75
Iteration 10: (outcome) log likelihood = -28804.75 (not concave)
Iteration 11: (outcome) log likelihood = -28804.75 (not concave)
Iteration 12: (outcome) log likelihood = -28804.75 (not concave)
Iteration 13: (outcome) log likelihood = -28804.75 (not concave)
Iteration 14: (outcome) log likelihood = -28804.75 (not concave)
Iteration 15: (outcome) log likelihood = -28804.75 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36634.669
Iteration 1: (EM) log likelihood = -36479.798
Iteration 2: (EM) log likelihood = -36070.781
Iteration 3: (EM) log likelihood = -35261.946
Iteration 4: (EM) log likelihood = -34301.429
Iteration 5: (EM) log likelihood = -33466.81
Iteration 6: (EM) log likelihood = -32733.22
Iteration 7: (EM) log likelihood = -32085.078
Iteration 8: (EM) log likelihood = -31549.044
Iteration 9: (EM) log likelihood = -31117.015
Iteration 10: (EM) log likelihood = -30769.789
Iteration 11: (EM) log likelihood = -30494.326
Iteration 12: (EM) log likelihood = -30275.509
Iteration 13: (EM) log likelihood = -30098.254
Iteration 14: (EM) log likelihood = -29955.844
Iteration 15: (EM) log likelihood = -29836.376
Iteration 16: (EM) log likelihood = -29733.098
Iteration 17: (EM) log likelihood = -29639.431
Iteration 18: (EM) log likelihood = -29553.607
Iteration 19: (EM) log likelihood = -29472.49
Iteration 20: (EM) log likelihood = -29387.886
Iteration 21: (EM) log likelihood = -29299.191
Iteration 22: (EM) log likelihood = -29208.224
Iteration 23: (EM) log likelihood = -29124.821
Iteration 24: (EM) log likelihood = -29058.757
Iteration 25: (EM) log likelihood = -29009.899
Iteration 26: (EM) log likelihood = -28975.023
Iteration 27: (EM) log likelihood = -28948.564
Iteration 28: (EM) log likelihood = -28926.252
Iteration 29: (EM) log likelihood = -28906.978
Iteration 30: (EM) log likelihood = -28890.996
Iteration 31: (EM) log likelihood = -28877.509
Iteration 32: (EM) log likelihood = -28866.969
Iteration 33: (EM) log likelihood = -28856.699
Iteration 34: (EM) log likelihood = -28845.899
Iteration 35: (EM) log likelihood = -28835.123
Iteration 36: (EM) log likelihood = -28823.818
Iteration 37: (EM) log likelihood = -28813.094
Iteration 38: (EM) log likelihood = -28802.882
Iteration 39: (EM) log likelihood = -28794.192
Iteration 40: (EM) log likelihood = -28784.522
Iteration 41: (EM) log likelihood = -28775.283
Iteration 42: (EM) log likelihood = -28765.55
Iteration 43: (EM) log likelihood = -28756.561
Iteration 44: (EM) log likelihood = -28747.937
Iteration 45: (EM) log likelihood = -28739.339
Iteration 46: (EM) log likelihood = -28730.15
Iteration 47: (EM) log likelihood = -28722.309
Iteration 48: (EM) log likelihood = -28714.014
Iteration 49: (EM) log likelihood = -28705.157
Iteration 50: (EM) log likelihood = -28697.163
Iteration 51: (EM) log likelihood = -28689.561
Iteration 52: (EM) log likelihood = -28681.617
Iteration 53: (EM) log likelihood = -28672.061
Iteration 54: (EM) log likelihood = -28664.423
Iteration 55: (EM) log likelihood = -28656.709
Iteration 56: (EM) log likelihood = -28648.352
Iteration 57: (EM) log likelihood = -28640.842
Iteration 58: (EM) log likelihood = -28633.778
Iteration 59: (EM) log likelihood = -28627.472
Iteration 60: (EM) log likelihood = -28620.167
Iteration 61: (EM) log likelihood = -28613.083
Iteration 62: (EM) log likelihood = -28604.574
Iteration 63: (EM) log likelihood = -28598.459
Iteration 64: (EM) log likelihood = -28592.339
Iteration 65: (EM) log likelihood = -28585.544
Iteration 66: (EM) log likelihood = -28580.109
Iteration 67: (EM) log likelihood = -28573.36
Iteration 68: (EM) log likelihood = -28566.809
Iteration 69: (EM) log likelihood = -28560.58
Iteration 70: (EM) log likelihood = -28554.002
Iteration 71: (EM) log likelihood = -28548.574
Iteration 72: (EM) log likelihood = -28543.294
Iteration 73: (EM) log likelihood = -28537.432
Iteration 74: (EM) log likelihood = -28531.895
Iteration 75: (EM) log likelihood = -28527.878
Iteration 76: (EM) log likelihood = -28524.372
Iteration 77: (EM) log likelihood = -28520.7
Iteration 78: (EM) log likelihood = -28517.243
Iteration 79: (EM) log likelihood = -28513.778
Iteration 80: (EM) log likelihood = -28510.813
Iteration 81: (EM) log likelihood = -28507.493
Iteration 82: (EM) log likelihood = -28504.318
Iteration 83: (EM) log likelihood = -28501.653
Iteration 84: (EM) log likelihood = -28498.916
Iteration 85: (EM) log likelihood = -28495.457
Iteration 86: (EM) log likelihood = -28491.508
Iteration 87: (EM) log likelihood = -28488.679
Iteration 88: (EM) log likelihood = -28485.778
Iteration 89: (EM) log likelihood = -28482.39
Iteration 90: (EM) log likelihood = -28477.831
Iteration 91: (EM) log likelihood = -28474.602
Iteration 92: (EM) log likelihood = -28471.267
Iteration 93: (EM) log likelihood = -28467.746
Iteration 94: (EM) log likelihood = -28464.49
Iteration 95: (EM) log likelihood = -28461.258
Iteration 96: (EM) log likelihood = -28457.815
Iteration 97: (EM) log likelihood = -28454.361
Iteration 98: (EM) log likelihood = -28451.32
Iteration 99: (EM) log likelihood = -28448.245
Iteration 100: (EM) log likelihood = -28445.189
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7876.4677
Iteration 1: (class) log likelihood = -7876.4677
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30206.943
Iteration 1: (outcome) log likelihood = -29097.78
Iteration 2: (outcome) log likelihood = -28867.606
Iteration 3: (outcome) log likelihood = -28821.655
Iteration 4: (outcome) log likelihood = -28813.63
Iteration 5: (outcome) log likelihood = -28811.896
Iteration 6: (outcome) log likelihood = -28811.563
Iteration 7: (outcome) log likelihood = -28811.488
Iteration 8: (outcome) log likelihood = -28811.471
Iteration 9: (outcome) log likelihood = -28811.467
Iteration 10: (outcome) log likelihood = -28811.466 (not concave)
Iteration 11: (outcome) log likelihood = -28811.466 (not concave)
Iteration 12: (outcome) log likelihood = -28811.466 (not concave)
Iteration 13: (outcome) log likelihood = -28811.466 (not concave)
Iteration 14: (outcome) log likelihood = -28811.466 (not concave)
Iteration 15: (outcome) log likelihood = -28811.466 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36615.407
Iteration 1: (EM) log likelihood = -36410.422
Iteration 2: (EM) log likelihood = -35943.115
Iteration 3: (EM) log likelihood = -35058.792
Iteration 4: (EM) log likelihood = -33909.311
Iteration 5: (EM) log likelihood = -32972.706
Iteration 6: (EM) log likelihood = -32290.975
Iteration 7: (EM) log likelihood = -31755.835
Iteration 8: (EM) log likelihood = -31309.624
Iteration 9: (EM) log likelihood = -30939.779
Iteration 10: (EM) log likelihood = -30640.198
Iteration 11: (EM) log likelihood = -30401.882
Iteration 12: (EM) log likelihood = -30214.671
Iteration 13: (EM) log likelihood = -30063.528
Iteration 14: (EM) log likelihood = -29943.424
Iteration 15: (EM) log likelihood = -29846.921
Iteration 16: (EM) log likelihood = -29764.875
Iteration 17: (EM) log likelihood = -29695.058
Iteration 18: (EM) log likelihood = -29628.166
Iteration 19: (EM) log likelihood = -29568.761
Iteration 20: (EM) log likelihood = -29510.021
Iteration 21: (EM) log likelihood = -29450.271
Iteration 22: (EM) log likelihood = -29385.441
Iteration 23: (EM) log likelihood = -29321.8
Iteration 24: (EM) log likelihood = -29253.462
Iteration 25: (EM) log likelihood = -29182.778
Iteration 26: (EM) log likelihood = -29114.221
Iteration 27: (EM) log likelihood = -29048.832
Iteration 28: (EM) log likelihood = -28989.395
Iteration 29: (EM) log likelihood = -28936.504
Iteration 30: (EM) log likelihood = -28888.666
Iteration 31: (EM) log likelihood = -28848.513
Iteration 32: (EM) log likelihood = -28815.301
Iteration 33: (EM) log likelihood = -28787.147
Iteration 34: (EM) log likelihood = -28766.183
Iteration 35: (EM) log likelihood = -28747.853
Iteration 36: (EM) log likelihood = -28730.778
Iteration 37: (EM) log likelihood = -28716.918
Iteration 38: (EM) log likelihood = -28706.296
Iteration 39: (EM) log likelihood = -28697.371
Iteration 40: (EM) log likelihood = -28689.822
Iteration 41: (EM) log likelihood = -28681.663
Iteration 42: (EM) log likelihood = -28675.572
Iteration 43: (EM) log likelihood = -28670.376
Iteration 44: (EM) log likelihood = -28665.741
Iteration 45: (EM) log likelihood = -28661.663
Iteration 46: (EM) log likelihood = -28657.91
Iteration 47: (EM) log likelihood = -28655.243
Iteration 48: (EM) log likelihood = -28652.367
Iteration 49: (EM) log likelihood = -28649.532
Iteration 50: (EM) log likelihood = -28646.853
Iteration 51: (EM) log likelihood = -28644.737
Iteration 52: (EM) log likelihood = -28642.907
Iteration 53: (EM) log likelihood = -28641.202
Iteration 54: (EM) log likelihood = -28637.747
Iteration 55: (EM) log likelihood = -28628.551
Iteration 56: (EM) log likelihood = -28626.075
Iteration 57: (EM) log likelihood = -28624.04
Iteration 58: (EM) log likelihood = -28621.653
Iteration 59: (EM) log likelihood = -28619.592
Iteration 60: (EM) log likelihood = -28618.005
Iteration 61: (EM) log likelihood = -28616.495
Iteration 62: (EM) log likelihood = -28614.933
Iteration 63: (EM) log likelihood = -28613.579
Iteration 64: (EM) log likelihood = -28612.375
Iteration 65: (EM) log likelihood = -28611.316
Iteration 66: (EM) log likelihood = -28610.774
Iteration 67: (EM) log likelihood = -28609.904
Iteration 68: (EM) log likelihood = -28609.207
Iteration 69: (EM) log likelihood = -28608.426
Iteration 70: (EM) log likelihood = -28607.465
Iteration 71: (EM) log likelihood = -28606.656
Iteration 72: (EM) log likelihood = -28605.795
Iteration 73: (EM) log likelihood = -28604.464
Iteration 74: (EM) log likelihood = -28603.639
Iteration 75: (EM) log likelihood = -28602.547
Iteration 76: (EM) log likelihood = -28601.289
Iteration 77: (EM) log likelihood = -28600.601
Iteration 78: (EM) log likelihood = -28600.069
Iteration 79: (EM) log likelihood = -28599.521
Iteration 80: (EM) log likelihood = -28599.188
Iteration 81: (EM) log likelihood = -28598.543
Iteration 82: (EM) log likelihood = -28598.082
Iteration 83: (EM) log likelihood = -28597.468
Iteration 84: (EM) log likelihood = -28597.222
Iteration 85: (EM) log likelihood = -28596.399
Iteration 86: (EM) log likelihood = -28595.828
Iteration 87: (EM) log likelihood = -28595.336
Iteration 88: (EM) log likelihood = -28594.91
Iteration 89: (EM) log likelihood = -28594.422
Iteration 90: (EM) log likelihood = -28593.994
Iteration 91: (EM) log likelihood = -28593.483
Iteration 92: (EM) log likelihood = -28592.713
Iteration 93: (EM) log likelihood = -28592.27
Iteration 94: (EM) log likelihood = -28591.709
Iteration 95: (EM) log likelihood = -28591.023
Iteration 96: (EM) log likelihood = -28590.529
Iteration 97: (EM) log likelihood = -28590.125
Iteration 98: (EM) log likelihood = -28589.713
Iteration 99: (EM) log likelihood = -28589.346
Iteration 100: (EM) log likelihood = -28588.815
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.1106
Iteration 1: (class) log likelihood = -7875.1106
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30059.906
Iteration 1: (outcome) log likelihood = -29054.721
Iteration 2: (outcome) log likelihood = -28832.061
Iteration 3: (outcome) log likelihood = -28788.824
Iteration 4: (outcome) log likelihood = -28781.468
Iteration 5: (outcome) log likelihood = -28779.647
Iteration 6: (outcome) log likelihood = -28779.286
Iteration 7: (outcome) log likelihood = -28779.206
Iteration 8: (outcome) log likelihood = -28779.188
Iteration 9: (outcome) log likelihood = -28779.184
Iteration 10: (outcome) log likelihood = -28779.183 (not concave)
Iteration 11: (outcome) log likelihood = -28779.183 (not concave)
Iteration 12: (outcome) log likelihood = -28779.183 (not concave)
Iteration 13: (outcome) log likelihood = -28779.183 (not concave)
Iteration 14: (outcome) log likelihood = -28779.183 (not concave)
Iteration 15: (outcome) log likelihood = -28779.183 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36591.241
Iteration 1: (EM) log likelihood = -36384.448
Iteration 2: (EM) log likelihood = -35863.322
Iteration 3: (EM) log likelihood = -34901.98
Iteration 4: (EM) log likelihood = -33856.582
Iteration 5: (EM) log likelihood = -33040.734
Iteration 6: (EM) log likelihood = -32396.699
Iteration 7: (EM) log likelihood = -31829.463
Iteration 8: (EM) log likelihood = -31326.308
Iteration 9: (EM) log likelihood = -30904.646
Iteration 10: (EM) log likelihood = -30571.398
Iteration 11: (EM) log likelihood = -30314.383
Iteration 12: (EM) log likelihood = -30117.807
Iteration 13: (EM) log likelihood = -29958.116
Iteration 14: (EM) log likelihood = -29835.812
Iteration 15: (EM) log likelihood = -29733.763
Iteration 16: (EM) log likelihood = -29640.759
Iteration 17: (EM) log likelihood = -29556.142
Iteration 18: (EM) log likelihood = -29478.197
Iteration 19: (EM) log likelihood = -29405.793
Iteration 20: (EM) log likelihood = -29338.445
Iteration 21: (EM) log likelihood = -29277.524
Iteration 22: (EM) log likelihood = -29215.818
Iteration 23: (EM) log likelihood = -29163.794
Iteration 24: (EM) log likelihood = -29112.292
Iteration 25: (EM) log likelihood = -29067.505
Iteration 26: (EM) log likelihood = -29024.575
Iteration 27: (EM) log likelihood = -28984.004
Iteration 28: (EM) log likelihood = -28947.508
Iteration 29: (EM) log likelihood = -28913.459
Iteration 30: (EM) log likelihood = -28883.924
Iteration 31: (EM) log likelihood = -28854.544
Iteration 32: (EM) log likelihood = -28827.339
Iteration 33: (EM) log likelihood = -28801.536
Iteration 34: (EM) log likelihood = -28779.766
Iteration 35: (EM) log likelihood = -28757.71
Iteration 36: (EM) log likelihood = -28736.581
Iteration 37: (EM) log likelihood = -28718.205
Iteration 38: (EM) log likelihood = -28695.096
Iteration 39: (EM) log likelihood = -28677.402
Iteration 40: (EM) log likelihood = -28658.499
Iteration 41: (EM) log likelihood = -28643.001
Iteration 42: (EM) log likelihood = -28628.726
Iteration 43: (EM) log likelihood = -28615.357
Iteration 44: (EM) log likelihood = -28605.558
Iteration 45: (EM) log likelihood = -28592.453
Iteration 46: (EM) log likelihood = -28582.295
Iteration 47: (EM) log likelihood = -28571.221
Iteration 48: (EM) log likelihood = -28560.115
Iteration 49: (EM) log likelihood = -28549.615
Iteration 50: (EM) log likelihood = -28540.855
Iteration 51: (EM) log likelihood = -28532.353
Iteration 52: (EM) log likelihood = -28523.732
Iteration 53: (EM) log likelihood = -28515.184
Iteration 54: (EM) log likelihood = -28505.994
Iteration 55: (EM) log likelihood = -28499.037
Iteration 56: (EM) log likelihood = -28492.044
Iteration 57: (EM) log likelihood = -28485.595
Iteration 58: (EM) log likelihood = -28480.014
Iteration 59: (EM) log likelihood = -28475.277
Iteration 60: (EM) log likelihood = -28470.948
Iteration 61: (EM) log likelihood = -28467.391
Iteration 62: (EM) log likelihood = -28464.504
Iteration 63: (EM) log likelihood = -28462.481
Iteration 64: (EM) log likelihood = -28460.568
Iteration 65: (EM) log likelihood = -28458.887
Iteration 66: (EM) log likelihood = -28457.371
Iteration 67: (EM) log likelihood = -28455.967
Iteration 68: (EM) log likelihood = -28454.136
Iteration 69: (EM) log likelihood = -28451.092
Iteration 70: (EM) log likelihood = -28449.14
Iteration 71: (EM) log likelihood = -28445.788
Iteration 72: (EM) log likelihood = -28444.022
Iteration 73: (EM) log likelihood = -28440.825
Iteration 74: (EM) log likelihood = -28439.253
Iteration 75: (EM) log likelihood = -28437.94
Iteration 76: (EM) log likelihood = -28435.478
Iteration 77: (EM) log likelihood = -28434.408
Iteration 78: (EM) log likelihood = -28432.888
Iteration 79: (EM) log likelihood = -28430.252
Iteration 80: (EM) log likelihood = -28428.154
Iteration 81: (EM) log likelihood = -28427.663
Iteration 82: (EM) log likelihood = -28427.489
Iteration 83: (EM) log likelihood = -28427.443
Iteration 84: (EM) log likelihood = -28427.228
Iteration 85: (EM) log likelihood = -28424.913
Iteration 86: (EM) log likelihood = -28424.894
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -7875.7219
Iteration 1: (class) log likelihood = -7875.7219
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29379.592
Iteration 1: (outcome) log likelihood = -29113.283
Iteration 2: (outcome) log likelihood = -28840.697
Iteration 3: (outcome) log likelihood = -28820.375
Iteration 4: (outcome) log likelihood = -28805.592
Iteration 5: (outcome) log likelihood = -28803.382
Iteration 6: (outcome) log likelihood = -28802.899
Iteration 7: (outcome) log likelihood = -28802.789
Iteration 8: (outcome) log likelihood = -28802.763
Iteration 9: (outcome) log likelihood = -28802.758
Iteration 10: (outcome) log likelihood = -28802.757 (not concave)
Iteration 11: (outcome) log likelihood = -28802.757 (not concave)
Iteration 12: (outcome) log likelihood = -28802.757 (not concave)
Iteration 13: (outcome) log likelihood = -28802.757 (not concave)
Iteration 14: (outcome) log likelihood = -28802.757 (not concave)
Iteration 15: (outcome) log likelihood = -28802.757 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36638.456
Iteration 1: (EM) log likelihood = -36475.514
Iteration 2: (EM) log likelihood = -36004.554
Iteration 3: (EM) log likelihood = -35081.593
Iteration 4: (EM) log likelihood = -34010.059
Iteration 5: (EM) log likelihood = -33124.434
Iteration 6: (EM) log likelihood = -32435.525
Iteration 7: (EM) log likelihood = -31912.805
Iteration 8: (EM) log likelihood = -31532.576
Iteration 9: (EM) log likelihood = -31263.384
Iteration 10: (EM) log likelihood = -31062.144
Iteration 11: (EM) log likelihood = -30891.279
Iteration 12: (EM) log likelihood = -30733.487
Iteration 13: (EM) log likelihood = -30588.726
Iteration 14: (EM) log likelihood = -30443.504
Iteration 15: (EM) log likelihood = -30302.163
Iteration 16: (EM) log likelihood = -30169.854
Iteration 17: (EM) log likelihood = -30051.736
Iteration 18: (EM) log likelihood = -29942.723
Iteration 19: (EM) log likelihood = -29846.404
Iteration 20: (EM) log likelihood = -29755.89
Iteration 21: (EM) log likelihood = -29677.096
Iteration 22: (EM) log likelihood = -29607.544
Iteration 23: (EM) log likelihood = -29550.87
Iteration 24: (EM) log likelihood = -29500.592
Iteration 25: (EM) log likelihood = -29460.866
Iteration 26: (EM) log likelihood = -29430.444
Iteration 27: (EM) log likelihood = -29403.389
Iteration 28: (EM) log likelihood = -29377.002
Iteration 29: (EM) log likelihood = -29354.905
Iteration 30: (EM) log likelihood = -29335.814
Iteration 31: (EM) log likelihood = -29319.205
Iteration 32: (EM) log likelihood = -29304.896
Iteration 33: (EM) log likelihood = -29285.896
Iteration 34: (EM) log likelihood = -29267.772
Iteration 35: (EM) log likelihood = -29253.587
Iteration 36: (EM) log likelihood = -29240.296
Iteration 37: (EM) log likelihood = -29227.86
Iteration 38: (EM) log likelihood = -29218.907
Iteration 39: (EM) log likelihood = -29208.484
Iteration 40: (EM) log likelihood = -29198.32
Iteration 41: (EM) log likelihood = -29184.672
Iteration 42: (EM) log likelihood = -29174.005
Iteration 43: (EM) log likelihood = -29164.316
Iteration 44: (EM) log likelihood = -29154.96
Iteration 45: (EM) log likelihood = -29144.858
Iteration 46: (EM) log likelihood = -29134.57
Iteration 47: (EM) log likelihood = -29116.273
Iteration 48: (EM) log likelihood = -29108.101
Iteration 49: (EM) log likelihood = -29098.379
Iteration 50: (EM) log likelihood = -29088.647
Iteration 51: (EM) log likelihood = -29078.582
Iteration 52: (EM) log likelihood = -29068.202
Iteration 53: (EM) log likelihood = -29052.504
Iteration 54: (EM) log likelihood = -29037.113
Iteration 55: (EM) log likelihood = -29026.057
Iteration 56: (EM) log likelihood = -29013.74
Iteration 57: (EM) log likelihood = -28999.545
Iteration 58: (EM) log likelihood = -28986.176
Iteration 59: (EM) log likelihood = -28971.952
Iteration 60: (EM) log likelihood = -28956.693
Iteration 61: (EM) log likelihood = -28938.195
Iteration 62: (EM) log likelihood = -28922.789
Iteration 63: (EM) log likelihood = -28905.666
Iteration 64: (EM) log likelihood = -28888.19
Iteration 65: (EM) log likelihood = -28871.819
Iteration 66: (EM) log likelihood = -28852.189
Iteration 67: (EM) log likelihood = -28829.943
Iteration 68: (EM) log likelihood = -28811.482
Iteration 69: (EM) log likelihood = -28790.27
Iteration 70: (EM) log likelihood = -28768.876
Iteration 71: (EM) log likelihood = -28748.503
Iteration 72: (EM) log likelihood = -28728.194
Iteration 73: (EM) log likelihood = -28705.819
Iteration 74: (EM) log likelihood = -28684.229
Iteration 75: (EM) log likelihood = -28666.003
Iteration 76: (EM) log likelihood = -28645.769
Iteration 77: (EM) log likelihood = -28626.578
Iteration 78: (EM) log likelihood = -28608.453
Iteration 79: (EM) log likelihood = -28589.401
Iteration 80: (EM) log likelihood = -28571.404
Iteration 81: (EM) log likelihood = -28556.254
Iteration 82: (EM) log likelihood = -28542.236
Iteration 83: (EM) log likelihood = -28527.818
Iteration 84: (EM) log likelihood = -28515.171
Iteration 85: (EM) log likelihood = -28504.418
Iteration 86: (EM) log likelihood = -28494.394
Iteration 87: (EM) log likelihood = -28483.555
Iteration 88: (EM) log likelihood = -28476.724
Iteration 89: (EM) log likelihood = -28464.57
Iteration 90: (EM) log likelihood = -28455.637
Iteration 91: (EM) log likelihood = -28450.989
Iteration 92: (EM) log likelihood = -28444.796
Iteration 93: (EM) log likelihood = -28439.021
Iteration 94: (EM) log likelihood = -28434.29
Iteration 95: (EM) log likelihood = -28427.779
Iteration 96: (EM) log likelihood = -28422.988
Iteration 97: (EM) log likelihood = -28419.445
Iteration 98: (EM) log likelihood = -28416.154
Iteration 99: (EM) log likelihood = -28411.08
Iteration 100: (EM) log likelihood = -28405.913
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -26508.213 (not concave)
Iteration 1: log likelihood = -26505.856 (not concave)
Iteration 2: log likelihood = -26505.275 (not concave)
Iteration 3: log likelihood = -26504.771 (not concave)
Iteration 4: log likelihood = -26504.114 (not concave)
Iteration 5: log likelihood = -26503.563 (not concave)
Iteration 6: log likelihood = -26503.04 (not concave)
Iteration 7: log likelihood = -26502.797 (not concave)
Iteration 8: log likelihood = -26502.529 (not concave)
Iteration 9: log likelihood = -26502.26 (not concave)
Iteration 10: log likelihood = -26502.138 (not concave)
Iteration 11: log likelihood = -26502.052 (not concave)
Iteration 12: log likelihood = -26501.977 (not concave)
Iteration 13: log likelihood = -26501.908 (not concave)
Iteration 14: log likelihood = -26501.853 (not concave)
Iteration 15: log likelihood = -26501.802 (not concave)
Iteration 16: log likelihood = -26501.757 (not concave)
Iteration 17: log likelihood = -26501.711 (not concave)
Iteration 18: log likelihood = -26501.667 (not concave)
Iteration 19: log likelihood = -26501.625 (not concave)
Iteration 20: log likelihood = -26501.584 (not concave)
Iteration 21: log likelihood = -26501.543 (not concave)
Iteration 22: log likelihood = -26501.503 (not concave)
Iteration 23: log likelihood = -26501.463 (not concave)
Iteration 24: log likelihood = -26501.425 (not concave)
Iteration 25: log likelihood = -26501.386 (not concave)
Iteration 26: log likelihood = -26501.349 (not concave)
Iteration 27: log likelihood = -26501.312 (not concave)
Iteration 28: log likelihood = -26501.276 (not concave)
Iteration 29: log likelihood = -26501.24 (not concave)
Iteration 30: log likelihood = -26501.205 (not concave)
Iteration 31: log likelihood = -26501.171 (not concave)
Iteration 32: log likelihood = -26501.136 (not concave)
Iteration 33: log likelihood = -26501.103 (not concave)
Iteration 34: log likelihood = -26501.069 (not concave)
Iteration 35: log likelihood = -26501.036 (not concave)
Iteration 36: log likelihood = -26501.004 (not concave)
Iteration 37: log likelihood = -26500.972 (not concave)
Iteration 38: log likelihood = -26500.94 (not concave)
Iteration 39: log likelihood = -26500.909 (not concave)
Iteration 40: log likelihood = -26500.878 (not concave)
Iteration 41: log likelihood = -26500.847 (not concave)
Iteration 42: log likelihood = -26500.817 (not concave)
Iteration 43: log likelihood = -26500.787 (not concave)
Iteration 44: log likelihood = -26500.757 (not concave)
Iteration 45: log likelihood = -26500.727 (not concave)
Iteration 46: log likelihood = -26500.698 (not concave)
Iteration 47: log likelihood = -26500.669 (not concave)
Iteration 48: log likelihood = -26500.64 (not concave)
Iteration 49: log likelihood = -26500.611 (not concave)
Iteration 50: log likelihood = -26500.583 (not concave)
Iteration 51: log likelihood = -26500.554 (not concave)
Iteration 52: log likelihood = -26500.526 (not concave)
Iteration 53: log likelihood = -26500.498 (not concave)
Iteration 54: log likelihood = -26500.469 (not concave)
Iteration 55: log likelihood = -26500.441 (not concave)
Iteration 56: log likelihood = -26500.413 (not concave)
Iteration 57: log likelihood = -26500.384 (not concave)
Iteration 58: log likelihood = -26500.356 (not concave)
Iteration 59: log likelihood = -26500.327 (not concave)
Iteration 60: log likelihood = -26500.298 (not concave)
Iteration 61: log likelihood = -26500.269 (not concave)
Iteration 62: log likelihood = -26500.239 (not concave)
Iteration 63: log likelihood = -26500.209 (not concave)
Iteration 64: log likelihood = -26500.177 (not concave)
Iteration 65: log likelihood = -26500.145 (not concave)
Iteration 66: log likelihood = -26500.111 (not concave)
Iteration 67: log likelihood = -26500.076 (not concave)
Iteration 68: log likelihood = -26500.038 (not concave)
Iteration 69: log likelihood = -26499.997 (not concave)
Iteration 70: log likelihood = -26499.924 (not concave)
Iteration 71: log likelihood = -26499.616 (not concave)
Iteration 72: log likelihood = -26499.338 (not concave)
Iteration 73: log likelihood = -26499.058 (not concave)
Iteration 74: log likelihood = -26498.916 (not concave)
Iteration 75: log likelihood = -26498.767 (not concave)
Iteration 76: log likelihood = -26498.745 (not concave)
Iteration 77: log likelihood = -26498.64 (not concave)
Iteration 78: log likelihood = -26498.605 (not concave)
Iteration 79: log likelihood = -26498.499 (not concave)
Iteration 80: log likelihood = -26498.445 (not concave)
Iteration 81: log likelihood = -26498.384 (not concave)
Iteration 82: log likelihood = -26498.291 (not concave)
Iteration 83: log likelihood = -26498.221 (not concave)
Iteration 84: log likelihood = -26498.181 (not concave)
Iteration 85: log likelihood = -26498.142 (not concave)
Iteration 86: log likelihood = -26498.074 (not concave)
Iteration 87: log likelihood = -26498.017 (not concave)
Iteration 88: log likelihood = -26497.929 (not concave)
Iteration 89: log likelihood = -26497.842 (not concave)
Iteration 90: log likelihood = -26497.773 (not concave)
Iteration 91: log likelihood = -26497.708 (not concave)
Iteration 92: log likelihood = -26497.315 (not concave)
Iteration 93: log likelihood = -26496.941 (not concave)
Iteration 94: log likelihood = -26496.887 (not concave)
Iteration 95: log likelihood = -26496.842 (not concave)
Iteration 96: log likelihood = -26496.801 (not concave)
Iteration 97: log likelihood = -26496.766 (not concave)
Iteration 98: log likelihood = -26496.725 (not concave)
Iteration 99: log likelihood = -26496.659 (not concave)
Iteration 100: log likelihood = -26496.597 (not concave)
Iteration 101: log likelihood = -26496.55 (not concave)
Iteration 102: log likelihood = -26496.513 (not concave)
Iteration 103: log likelihood = -26496.477 (not concave)
Iteration 104: log likelihood = -26496.339 (not concave)
Iteration 105: log likelihood = -26496.249 (not concave)
Iteration 106: log likelihood = -26496.22 (not concave)
Iteration 107: log likelihood = -26496.189 (not concave)
Iteration 108: log likelihood = -26495.782 (not concave)
Iteration 109: log likelihood = -26495.464 (not concave)
Iteration 110: log likelihood = -26495.406 (not concave)
Iteration 111: log likelihood = -26495.387 (not concave)
Iteration 112: log likelihood = -26495.348 (not concave)
Iteration 113: log likelihood = -26495.307 (not concave)
Iteration 114: log likelihood = -26495.284 (not concave)
Iteration 115: log likelihood = -26495.261 (not concave)
Iteration 116: log likelihood = -26495.17 (not concave)
Iteration 117: log likelihood = -26495.118 (not concave)
Iteration 118: log likelihood = -26495.097 (not concave)
Iteration 119: log likelihood = -26495.077 (not concave)
Iteration 120: log likelihood = -26495.058 (not concave)
Iteration 121: log likelihood = -26495.038 (not concave)
Iteration 122: log likelihood = -26495.019 (not concave)
Iteration 123: log likelihood = -26495 (not concave)
Iteration 124: log likelihood = -26494.981 (not concave)
Iteration 125: log likelihood = -26494.963 (not concave)
Iteration 126: log likelihood = -26494.944 (not concave)
Iteration 127: log likelihood = -26494.926 (not concave)
Iteration 128: log likelihood = -26494.908 (not concave)
Iteration 129: log likelihood = -26494.89 (not concave)
Iteration 130: log likelihood = -26494.872 (not concave)
Iteration 131: log likelihood = -26494.855 (not concave)
Iteration 132: log likelihood = -26494.837 (not concave)
Iteration 133: log likelihood = -26494.82 (not concave)
Iteration 134: log likelihood = -26494.803 (not concave)
Iteration 135: log likelihood = -26494.786 (not concave)
Iteration 136: log likelihood = -26494.769 (not concave)
Iteration 137: log likelihood = -26494.752 (not concave)
Iteration 138: log likelihood = -26494.736 (not concave)
Iteration 139: log likelihood = -26494.719 (not concave)
Iteration 140: log likelihood = -26494.703 (not concave)
Iteration 141: log likelihood = -26494.687 (not concave)
Iteration 142: log likelihood = -26494.67 (not concave)
Iteration 143: log likelihood = -26494.655 (not concave)
Iteration 144: log likelihood = -26494.639 (not concave)
Iteration 145: log likelihood = -26494.623 (not concave)
Iteration 146: log likelihood = -26494.607 (not concave)
Iteration 147: log likelihood = -26494.592 (not concave)
Iteration 148: log likelihood = -26494.577 (not concave)
Iteration 149: log likelihood = -26494.561 (not concave)
Iteration 150: log likelihood = -26494.546 (not concave)
Iteration 151: log likelihood = -26494.531 (not concave)
Iteration 152: log likelihood = -26494.516 (not concave)
Iteration 153: log likelihood = -26494.501 (not concave)
Iteration 154: log likelihood = -26494.487 (not concave)
Iteration 155: log likelihood = -26494.472 (not concave)
Iteration 156: log likelihood = -26494.458 (not concave)
Iteration 157: log likelihood = -26494.443 (not concave)
Iteration 158: log likelihood = -26494.429 (not concave)
Iteration 159: log likelihood = -26494.415 (not concave)
Iteration 160: log likelihood = -26494.401 (not concave)
Iteration 161: log likelihood = -26494.387 (not concave)
Iteration 162: log likelihood = -26494.373 (not concave)
Iteration 163: log likelihood = -26494.359 (not concave)
Iteration 164: log likelihood = -26494.345 (not concave)
Iteration 165: log likelihood = -26494.332 (not concave)
Iteration 166: log likelihood = -26494.318 (not concave)
Iteration 167: log likelihood = -26494.305 (not concave)
Iteration 168: log likelihood = -26494.291 (not concave)
Iteration 169: log likelihood = -26494.278 (not concave)
Iteration 170: log likelihood = -26494.265 (not concave)
Iteration 171: log likelihood = -26494.252 (not concave)
Iteration 172: log likelihood = -26494.238 (not concave)
Iteration 173: log likelihood = -26494.226 (not concave)
Iteration 174: log likelihood = -26494.213 (not concave)
Iteration 175: log likelihood = -26494.2 (not concave)
Iteration 176: log likelihood = -26494.187 (not concave)
Iteration 177: log likelihood = -26494.174 (not concave)
Iteration 178: log likelihood = -26494.162 (not concave)
Iteration 179: log likelihood = -26494.149 (not concave)
Iteration 180: log likelihood = -26494.137 (not concave)
Iteration 181: log likelihood = -26494.125 (not concave)
Iteration 182: log likelihood = -26494.112 (not concave)
Iteration 183: log likelihood = -26494.1 (not concave)
Iteration 184: log likelihood = -26494.088 (not concave)
Iteration 185: log likelihood = -26494.076 (not concave)
Iteration 186: log likelihood = -26494.064 (not concave)
Iteration 187: log likelihood = -26494.052 (not concave)
Iteration 188: log likelihood = -26494.04 (not concave)
Iteration 189: log likelihood = -26494.028 (not concave)
Iteration 190: log likelihood = -26494.016 (not concave)
Iteration 191: log likelihood = -26494.005 (not concave)
Iteration 192: log likelihood = -26493.993 (not concave)
Iteration 193: log likelihood = -26493.981 (not concave)
Iteration 194: log likelihood = -26493.97 (not concave)
Iteration 195: log likelihood = -26493.958 (not concave)
Iteration 196: log likelihood = -26493.947 (not concave)
Iteration 197: log likelihood = -26493.936 (not concave)
Iteration 198: log likelihood = -26493.924 (not concave)
Iteration 199: log likelihood = -26493.913 (not concave)
Iteration 200: log likelihood = -26493.902 (not concave)
Iteration 201: log likelihood = -26493.891 (not concave)
Iteration 202: log likelihood = -26493.88 (not concave)
Iteration 203: log likelihood = -26493.869 (not concave)
Iteration 204: log likelihood = -26493.858 (not concave)
Iteration 205: log likelihood = -26493.847 (not concave)
Iteration 206: log likelihood = -26493.836 (not concave)
Iteration 207: log likelihood = -26493.825 (not concave)
Iteration 208: log likelihood = -26493.815 (not concave)
Iteration 209: log likelihood = -26493.804 (not concave)
Iteration 210: log likelihood = -26493.793 (not concave)
Iteration 211: log likelihood = -26493.783 (not concave)
Iteration 212: log likelihood = -26493.772 (not concave)
Iteration 213: log likelihood = -26493.762 (not concave)
Iteration 214: log likelihood = -26493.751 (not concave)
Iteration 215: log likelihood = -26493.741 (not concave)
Iteration 216: log likelihood = -26493.73 (not concave)
Iteration 217: log likelihood = -26493.72 (not concave)
Iteration 218: log likelihood = -26493.71 (not concave)
Iteration 219: log likelihood = -26493.7 (not concave)
Iteration 220: log likelihood = -26493.689 (not concave)
Iteration 221: log likelihood = -26493.679 (not concave)
Iteration 222: log likelihood = -26493.669 (not concave)
Iteration 223: log likelihood = -26493.659 (not concave)
Iteration 224: log likelihood = -26493.649 (not concave)
Iteration 225: log likelihood = -26493.639 (not concave)
Iteration 226: log likelihood = -26493.629 (not concave)
Iteration 227: log likelihood = -26493.619 (not concave)
Iteration 228: log likelihood = -26493.609 (not concave)
Iteration 229: log likelihood = -26493.6 (not concave)
Iteration 230: log likelihood = -26493.59 (not concave)
Iteration 231: log likelihood = -26493.58 (not concave)
Iteration 232: log likelihood = -26493.57 (not concave)
Iteration 233: log likelihood = -26493.561 (not concave)
Iteration 234: log likelihood = -26493.551 (not concave)
Iteration 235: log likelihood = -26493.542 (not concave)
Iteration 236: log likelihood = -26493.532 (not concave)
Iteration 237: log likelihood = -26493.523 (not concave)
Iteration 238: log likelihood = -26493.513 (not concave)
Iteration 239: log likelihood = -26493.504 (not concave)
Iteration 240: log likelihood = -26493.494 (not concave)
Iteration 241: log likelihood = -26493.485 (not concave)
Iteration 242: log likelihood = -26493.476 (not concave)
Iteration 243: log likelihood = -26493.466 (not concave)
Iteration 244: log likelihood = -26493.457 (not concave)
Iteration 245: log likelihood = -26493.448 (not concave)
Iteration 246: log likelihood = -26493.439 (not concave)
Iteration 247: log likelihood = -26493.43 (not concave)
Iteration 248: log likelihood = -26493.42 (not concave)
Iteration 249: log likelihood = -26493.411 (not concave)
Iteration 250: log likelihood = -26493.402 (not concave)
Iteration 251: log likelihood = -26493.393 (not concave)
Iteration 252: log likelihood = -26493.384 (not concave)
Iteration 253: log likelihood = -26493.375 (not concave)
Iteration 254: log likelihood = -26493.366 (not concave)
Iteration 255: log likelihood = -26493.357 (not concave)
Iteration 256: log likelihood = -26493.349 (not concave)
Iteration 257: log likelihood = -26493.34 (not concave)
Iteration 258: log likelihood = -26493.331 (not concave)
Iteration 259: log likelihood = -26493.322 (not concave)
Iteration 260: log likelihood = -26493.313 (not concave)
Iteration 261: log likelihood = -26493.305 (not concave)
Iteration 262: log likelihood = -26493.296 (not concave)
Iteration 263: log likelihood = -26493.287 (not concave)
Iteration 264: log likelihood = -26493.279 (not concave)
Iteration 265: log likelihood = -26493.27 (not concave)
Iteration 266: log likelihood = -26493.261 (not concave)
Iteration 267: log likelihood = -26493.253 (not concave)
Iteration 268: log likelihood = -26493.244 (not concave)
Iteration 269: log likelihood = -26493.236 (not concave)
Iteration 270: log likelihood = -26493.227 (not concave)
Iteration 271: log likelihood = -26493.219 (not concave)
Iteration 272: log likelihood = -26493.21 (not concave)
Iteration 273: log likelihood = -26493.202 (not concave)
Iteration 274: log likelihood = -26493.194 (not concave)
Iteration 275: log likelihood = -26493.185 (not concave)
Iteration 276: log likelihood = -26493.177 (not concave)
Iteration 277: log likelihood = -26493.169 (not concave)
Iteration 278: log likelihood = -26493.16 (not concave)
Iteration 279: log likelihood = -26493.152 (not concave)
Iteration 280: log likelihood = -26493.144 (not concave)
Iteration 281: log likelihood = -26493.136 (not concave)
Iteration 282: log likelihood = -26493.128 (not concave)
Iteration 283: log likelihood = -26493.12 (not concave)
Iteration 284: log likelihood = -26493.111 (not concave)
Iteration 285: log likelihood = -26493.103 (not concave)
Iteration 286: log likelihood = -26493.095 (not concave)
Iteration 287: log likelihood = -26493.087 (not concave)
Iteration 288: log likelihood = -26493.079 (not concave)
Iteration 289: log likelihood = -26493.071 (not concave)
Iteration 290: log likelihood = -26493.063 (not concave)
Iteration 291: log likelihood = -26493.055 (not concave)
Iteration 292: log likelihood = -26493.047 (not concave)
Iteration 293: log likelihood = -26493.039 (not concave)
Iteration 294: log likelihood = -26493.031 (not concave)
Iteration 295: log likelihood = -26493.023 (not concave)
Iteration 296: log likelihood = -26493.016 (not concave)
Iteration 297: log likelihood = -26493.008 (not concave)
Iteration 298: log likelihood = -26493 (not concave)
Iteration 299: log likelihood = -26492.992 (not concave)
Iteration 300: log likelihood = -26492.984 (not concave)
Iteration 301: log likelihood = -26492.977 (not concave)
Iteration 302: log likelihood = -26492.969 (not concave)
Iteration 303: log likelihood = -26492.961 (not concave)
Iteration 304: log likelihood = -26492.953 (not concave)
Iteration 305: log likelihood = -26492.946 (not concave)
Iteration 306: log likelihood = -26492.938 (not concave)
Iteration 307: log likelihood = -26492.93 (not concave)
Iteration 308: log likelihood = -26492.923 (not concave)
Iteration 309: log likelihood = -26492.915 (not concave)
Iteration 310: log likelihood = -26492.908 (not concave)
Iteration 311: log likelihood = -26492.9 (not concave)
Iteration 312: log likelihood = -26492.893 (not concave)
Iteration 313: log likelihood = -26492.885 (not concave)
Iteration 314: log likelihood = -26492.878 (not concave)
Iteration 315: log likelihood = -26492.87 (not concave)
Iteration 316: log likelihood = -26492.863 (not concave)
Iteration 317: log likelihood = -26492.855 (not concave)
Iteration 318: log likelihood = -26492.848 (not concave)
Iteration 319: log likelihood = -26492.84 (not concave)
Iteration 320: log likelihood = -26492.833 (not concave)
Iteration 321: log likelihood = -26492.825 (not concave)
Iteration 322: log likelihood = -26492.818 (not concave)
Iteration 323: log likelihood = -26492.811 (not concave)
Iteration 324: log likelihood = -26492.803 (not concave)
Iteration 325: log likelihood = -26492.796 (not concave)
Iteration 326: log likelihood = -26492.789 (not concave)
Iteration 327: log likelihood = -26492.781 (not concave)
Iteration 328: log likelihood = -26492.774 (not concave)
Iteration 329: log likelihood = -26492.767 (not concave)
Iteration 330: log likelihood = -26492.76 (not concave)
Iteration 331: log likelihood = -26492.752 (not concave)
Iteration 332: log likelihood = -26492.745 (not concave)
Iteration 333: log likelihood = -26492.738 (not concave)
Iteration 334: log likelihood = -26492.731 (not concave)
Iteration 335: log likelihood = -26492.724 (not concave)
Iteration 336: log likelihood = -26492.716 (not concave)
Iteration 337: log likelihood = -26492.709 (not concave)
Iteration 338: log likelihood = -26492.702 (not concave)
Iteration 339: log likelihood = -26492.695 (not concave)
Iteration 340: log likelihood = -26492.688 (not concave)
Iteration 341: log likelihood = -26492.681 (not concave)
Iteration 342: log likelihood = -26492.674 (not concave)
Iteration 343: log likelihood = -26492.667 (not concave)
Iteration 344: log likelihood = -26492.66 (not concave)
Iteration 345: log likelihood = -26492.653 (not concave)
Iteration 346: log likelihood = -26492.646 (not concave)
Iteration 347: log likelihood = -26492.639 (not concave)
Iteration 348: log likelihood = -26492.632 (not concave)
Iteration 349: log likelihood = -26492.625 (not concave)
Iteration 350: log likelihood = -26492.618 (not concave)
Iteration 351: log likelihood = -26492.611 (not concave)
Iteration 352: log likelihood = -26492.604 (not concave)
Iteration 353: log likelihood = -26492.597 (not concave)
Iteration 354: log likelihood = -26492.59 (not concave)
Iteration 355: log likelihood = -26492.583 (not concave)
Iteration 356: log likelihood = -26492.576 (not concave)
Iteration 357: log likelihood = -26492.569 (not concave)
Iteration 358: log likelihood = -26492.562 (not concave)
Iteration 359: log likelihood = -26492.555 (not concave)
Iteration 360: log likelihood = -26492.549 (not concave)
Iteration 361: log likelihood = -26492.542 (not concave)
Iteration 362: log likelihood = -26492.535 (not concave)
Iteration 363: log likelihood = -26492.528 (not concave)
Iteration 364: log likelihood = -26492.521 (not concave)
Iteration 365: log likelihood = -26492.514 (not concave)
Iteration 366: log likelihood = -26492.508 (not concave)
Iteration 367: log likelihood = -26492.501 (not concave)
Iteration 368: log likelihood = -26492.494 (not concave)
Iteration 369: log likelihood = -26492.487 (not concave)
Iteration 370: log likelihood = -26492.481 (not concave)
Iteration 371: log likelihood = -26492.474 (not concave)
Iteration 372: log likelihood = -26492.467 (not concave)
Iteration 373: log likelihood = -26492.46 (not concave)
Iteration 374: log likelihood = -26492.454 (not concave)
Iteration 375: log likelihood = -26492.447 (not concave)
Iteration 376: log likelihood = -26492.44 (not concave)
Iteration 377: log likelihood = -26492.433 (not concave)
Iteration 378: log likelihood = -26492.427 (not concave)
Iteration 379: log likelihood = -26492.42 (not concave)
Iteration 380: log likelihood = -26492.413 (not concave)
Iteration 381: log likelihood = -26492.407 (not concave)
Iteration 382: log likelihood = -26492.4 (not concave)
Iteration 383: log likelihood = -26492.393 (not concave)
Iteration 384: log likelihood = -26492.387 (not concave)
Iteration 385: log likelihood = -26492.38 (not concave)
Iteration 386: log likelihood = -26492.374 (not concave)
Iteration 387: log likelihood = -26492.367 (not concave)
Iteration 388: log likelihood = -26492.36 (not concave)
Iteration 389: log likelihood = -26492.354 (not concave)
Iteration 390: log likelihood = -26492.347 (not concave)
Iteration 391: log likelihood = -26492.341 (not concave)
Iteration 392: log likelihood = -26492.334 (not concave)
Iteration 393: log likelihood = -26492.327 (not concave)
Iteration 394: log likelihood = -26492.321 (not concave)
Iteration 395: log likelihood = -26492.314 (not concave)
Iteration 396: log likelihood = -26492.308 (not concave)
Iteration 397: log likelihood = -26492.301 (not concave)
Iteration 398: log likelihood = -26492.294 (not concave)
Iteration 399: log likelihood = -26492.288 (not concave)
Iteration 400: log likelihood = -26492.281 (not concave)
Iteration 401: log likelihood = -26492.275 (not concave)
Iteration 402: log likelihood = -26492.268 (not concave)
Iteration 403: log likelihood = -26492.262 (not concave)
Iteration 404: log likelihood = -26492.255 (not concave)
Iteration 405: log likelihood = -26492.249 (not concave)
Iteration 406: log likelihood = -26492.242 (not concave)
Iteration 407: log likelihood = -26492.236 (not concave)
Iteration 408: log likelihood = -26492.229 (not concave)
Iteration 409: log likelihood = -26492.222 (not concave)
Iteration 410: log likelihood = -26492.216 (not concave)
Iteration 411: log likelihood = -26492.209 (not concave)
Iteration 412: log likelihood = -26492.203 (not concave)
Iteration 413: log likelihood = -26492.196 (not concave)
Iteration 414: log likelihood = -26492.19 (not concave)
Iteration 415: log likelihood = -26492.183 (not concave)
Iteration 416: log likelihood = -26492.177 (not concave)
Iteration 417: log likelihood = -26492.17 (not concave)
Iteration 418: log likelihood = -26492.164 (not concave)
Iteration 419: log likelihood = -26492.157 (not concave)
Iteration 420: log likelihood = -26492.151 (not concave)
Iteration 421: log likelihood = -26492.144 (not concave)
Iteration 422: log likelihood = -26492.138 (not concave)
Iteration 423: log likelihood = -26492.131 (not concave)
Iteration 424: log likelihood = -26492.125 (not concave)
Iteration 425: log likelihood = -26492.118 (not concave)
Iteration 426: log likelihood = -26492.111 (not concave)
Iteration 427: log likelihood = -26492.105 (not concave)
Iteration 428: log likelihood = -26492.098 (not concave)
Iteration 429: log likelihood = -26492.092 (not concave)
Iteration 430: log likelihood = -26492.085 (not concave)
Iteration 431: log likelihood = -26492.079 (not concave)
Iteration 432: log likelihood = -26492.072 (not concave)
Iteration 433: log likelihood = -26492.066 (not concave)
Iteration 434: log likelihood = -26492.059 (not concave)
Iteration 435: log likelihood = -26492.052 (not concave)
Iteration 436: log likelihood = -26492.046 (not concave)
Iteration 437: log likelihood = -26492.039 (not concave)
Iteration 438: log likelihood = -26492.033 (not concave)
Iteration 439: log likelihood = -26492.026 (not concave)
Iteration 440: log likelihood = -26492.019 (not concave)
Iteration 441: log likelihood = -26492.013 (not concave)
Iteration 442: log likelihood = -26492.006 (not concave)
Iteration 443: log likelihood = -26491.999 (not concave)
Iteration 444: log likelihood = -26491.993 (not concave)
Iteration 445: log likelihood = -26491.986 (not concave)
Iteration 446: log likelihood = -26491.979 (not concave)
Iteration 447: log likelihood = -26491.973 (not concave)
Iteration 448: log likelihood = -26491.966 (not concave)
Iteration 449: log likelihood = -26491.959 (not concave)
Iteration 450: log likelihood = -26491.952 (not concave)
Iteration 451: log likelihood = -26491.946 (not concave)
Iteration 452: log likelihood = -26491.939 (not concave)
Iteration 453: log likelihood = -26491.932 (not concave)
Iteration 454: log likelihood = -26491.925 (not concave)
Iteration 455: log likelihood = -26491.918 (not concave)
Iteration 456: log likelihood = -26491.911 (not concave)
Iteration 457: log likelihood = -26491.904 (not concave)
Iteration 458: log likelihood = -26491.898 (not concave)
Iteration 459: log likelihood = -26491.891 (not concave)
Iteration 460: log likelihood = -26491.884 (not concave)
Iteration 461: log likelihood = -26491.877 (not concave)
Iteration 462: log likelihood = -26491.87 (not concave)
Iteration 463: log likelihood = -26491.862 (not concave)
Iteration 464: log likelihood = -26491.855 (not concave)
Iteration 465: log likelihood = -26491.848 (not concave)
Iteration 466: log likelihood = -26491.841 (not concave)
Iteration 467: log likelihood = -26491.834 (not concave)
Iteration 468: log likelihood = -26491.827 (not concave)
Iteration 469: log likelihood = -26491.819 (not concave)
Iteration 470: log likelihood = -26491.812 (not concave)
Iteration 471: log likelihood = -26491.805 (not concave)
Iteration 472: log likelihood = -26491.797 (not concave)
Iteration 473: log likelihood = -26491.79 (not concave)
Iteration 474: log likelihood = -26491.782 (not concave)
Iteration 475: log likelihood = -26491.775 (not concave)
Iteration 476: log likelihood = -26491.767 (not concave)
Iteration 477: log likelihood = -26491.76 (not concave)
Iteration 478: log likelihood = -26491.752 (not concave)
Iteration 479: log likelihood = -26491.744 (not concave)
Iteration 480: log likelihood = -26491.736 (not concave)
Iteration 481: log likelihood = -26491.728 (not concave)
Iteration 482: log likelihood = -26491.72 (not concave)
Iteration 483: log likelihood = -26491.712 (not concave)
Iteration 484: log likelihood = -26491.704 (not concave)
Iteration 485: log likelihood = -26491.696 (not concave)
Iteration 486: log likelihood = -26491.687 (not concave)
Iteration 487: log likelihood = -26491.679 (not concave)
Iteration 488: log likelihood = -26491.67 (not concave)
Iteration 489: log likelihood = -26491.662 (not concave)
Iteration 490: log likelihood = -26491.653 (not concave)
Iteration 491: log likelihood = -26491.644 (not concave)
Iteration 492: log likelihood = -26491.635 (not concave)
Iteration 493: log likelihood = -26491.626 (not concave)
Iteration 494: log likelihood = -26491.617 (not concave)
Iteration 495: log likelihood = -26491.607 (not concave)
Iteration 496: log likelihood = -26491.598 (not concave)
Iteration 497: log likelihood = -26491.588 (not concave)
Iteration 498: log likelihood = -26491.578 (not concave)
Iteration 499: log likelihood = -26491.568 (not concave)
Iteration 500: log likelihood = -26491.558 (not concave)
convergence not achieved
Generalized structural equation model Number of obs = 3,789
Log likelihood = -26491.558
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | -.5951345 .2118649 -2.81 0.005 -1.010382 -.1798869
-------------+----------------------------------------------------------------
3.C |
_cons | .4638495 .0979944 4.73 0.000 .2717841 .6559149
-------------+----------------------------------------------------------------
4.C |
_cons | .4554166 .1435671 3.17 0.002 .1740303 .736803
-------------+----------------------------------------------------------------
5.C |
_cons | -1.320203 .1458904 -9.05 0.000 -1.606143 -1.034263
-------------+----------------------------------------------------------------
6.C |
_cons | -.4981698 .1317101 -3.78 0.000 -.7563169 -.2400228
-------------+----------------------------------------------------------------
7.C |
_cons | 1.05942 .0922348 11.49 0.000 .8786429 1.240197
-------------+----------------------------------------------------------------
8.C |
_cons | .6970593 .1056301 6.60 0.000 .4900282 .9040905
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -1.211876 .5394122 -2.25 0.025 -2.269105 -.1546479
_cons | 2.945968 1.043188 2.82 0.005 .901356 4.990579
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -227.3809 . . . . .
_cons | -331.8901 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -14.87885 2.76708 -5.38 0.000 -20.30222 -9.455471
_cons | 34.41941 2.297136 14.98 0.000 29.9171 38.92171
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.50253 2.560928 -5.27 0.000 -18.52186 -8.483204
_cons | 34.74333 1.276004 27.23 0.000 32.24241 37.24425
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.16839 2.479015 -5.31 0.000 -18.02717 -8.309614
_cons | 34.13424 . . . . .
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.81097 2.539083 -5.83 0.000 -19.78749 -9.834462
_cons | 37.31967 1.087328 34.32 0.000 35.18855 39.4508
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.98443 2.563 -6.24 0.000 -21.00782 -10.96104
_cons | 37.59174 1.179411 31.87 0.000 35.28014 39.90334
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.8755872 1.110107 -0.79 0.430 -3.051358 1.300183
_cons | 3.760048 2.189458 1.72 0.086 -.5312116 8.051307
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -5.988106 3.594693 -1.67 0.096 -13.03358 1.057362
_cons | 6.875973 4.227223 1.63 0.104 -1.409231 15.16118
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -.5153943 . . . . .
_cons | 7.44953 7.114278 1.05 0.295 -6.494198 21.39326
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 4.806961 5.396577 0.89 0.373 -5.770136 15.38406
_cons | 2.772625 8.789975 0.32 0.752 -14.45541 20.00066
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -278.4246 . . . . .
_cons | -225.0666 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -11.56465 .4557276 -25.38 0.000 -12.45785 -10.67144
_cons | 26.87432 . . . . .
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -15.30684 2.516346 -6.08 0.000 -20.23879 -10.37489
_cons | 34.43911 4.946027 6.96 0.000 24.74508 44.13315
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -16.57884 2.541112 -6.52 0.000 -21.55933 -11.59835
_cons | 36.28493 4.988893 7.27 0.000 26.50688 46.06298
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -17.7086 2.56354 -6.91 0.000 -22.73305 -12.68416
_cons | 36.94105 5.01174 7.37 0.000 27.11821 46.76388
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 17.91061 5.030898 3.56 0.000 8.050231 27.77099
_cons | -11.90112 1.560998 -7.62 0.000 -14.96062 -8.841623
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 16.81998 4.870395 3.45 0.001 7.274179 26.36578
_cons | -11.7107 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 15.65728 5.028772 3.11 0.002 5.801072 25.5135
_cons | -10.50154 1.565262 -6.71 0.000 -13.5694 -7.433684
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 16.22312 5.016305 3.23 0.001 6.391342 26.0549
_cons | -9.797801 1.425131 -6.88 0.000 -12.59101 -7.004597
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 16.32567 5.05782 3.23 0.001 6.412523 26.23881
_cons | -11.74951 2.047835 -5.74 0.000 -15.76319 -7.735827
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -2.091382 64.74428 -0.03 0.974 -128.9878 124.8051
_cons | 4.119157 64.82453 0.06 0.949 -122.9346 131.1729
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 3.765712 7.813391 0.48 0.630 -11.54825 19.07968
_cons | 1.13234 8.494785 0.13 0.894 -15.51713 17.78181
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 3.89136 7.819483 0.50 0.619 -11.43454 19.21726
_cons | .2479951 8.514625 0.03 0.977 -16.44036 16.93635
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 4.661758 7.833371 0.60 0.552 -10.69137 20.01488
_cons | -2.346249 8.564886 -0.27 0.784 -19.13312 14.44062
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -4.232649 .537489 -7.87 0.000 -5.286108 -3.17919
_cons | 3.441 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 8.662393 4.34298 1.99 0.046 .1503082 17.17448
_cons | -14.51912 8.628304 -1.68 0.092 -31.43029 2.392044
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -10.48964 8.338978 -1.26 0.208 -26.83373 5.854456
_cons | 28.31357 14.84457 1.91 0.056 -.7812591 57.4084
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.7109 6.560897 -2.24 0.025 -27.57002 -1.851781
_cons | 37.59284 10.70927 3.51 0.000 16.60305 58.58262
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -16.28388 6.561622 -2.48 0.013 -29.14442 -3.423339
_cons | 40.32197 10.7068 3.77 0.000 19.33702 61.30691
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -12.03522 8.354973 -1.44 0.150 -28.41067 4.340227
_cons | 31.5045 14.87729 2.12 0.034 2.345545 60.66345
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -13.16542 3.793525 -3.47 0.001 -20.6006 -5.730251
_cons | 32.03691 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.5507816 .8443871 -0.65 0.514 -2.20575 1.104187
_cons | 2.880779 1.637502 1.76 0.079 -.328665 6.090223
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 3.66647 7.962614 0.46 0.645 -11.93997 19.27291
_cons | -8.573512 15.89586 -0.54 0.590 -39.72883 22.5818
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -14.70692 9.351922 -1.57 0.116 -33.03635 3.622514
_cons | 37.02203 3.080955 12.02 0.000 30.98347 43.06059
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -12.19013 8.773419 -1.39 0.165 -29.38572 5.005453
_cons | 35.1407 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 5.169218 2.933228 1.76 0.078 -.5798042 10.91824
_cons | -6.725371 5.779351 -1.16 0.245 -18.05269 4.601949
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.848974 1.4822 -0.57 0.567 -3.754033 2.056086
_cons | 3.733721 2.775476 1.35 0.179 -1.706113 9.173554
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -8.370506 9.913286 -0.84 0.398 -27.80019 11.05918
_cons | 11.03668 10.19192 1.08 0.279 -8.939123 31.01248
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -256.1165 . . . . .
_cons | -240.5762 . . . . .
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -272.502 . . . . .
_cons | -258.2383 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -15.06404 4238.859 -0.00 0.997 -8323.076 8292.947
_cons | 34.65959 8477.718 0.00 0.997 -16581.36 16650.68
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -15.09983 4238.859 -0.00 0.997 -8323.111 8292.912
_cons | 32.63818 8477.718 0.00 0.997 -16583.38 16648.66
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -17.76127 4238.859 -0.00 0.997 -8325.773 8290.25
_cons | 36.60674 8477.718 0.00 0.997 -16579.42 16652.63
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.25726 4238.859 -0.00 0.997 -8322.269 8293.754
_cons | 32.34632 8477.718 0.00 0.997 -16583.68 16648.37
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.93842 4238.859 -0.00 0.997 -8322.95 8293.073
_cons | 31.95058 8477.719 0.00 0.997 -16584.07 16647.97
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -2.993547 3.762487 -0.80 0.426 -10.36789 4.380793
_cons | 4.809285 5.661455 0.85 0.396 -6.286963 15.90553
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -2.108286 2.301707 -0.92 0.360 -6.619549 2.402977
_cons | 7.053406 4.531825 1.56 0.120 -1.828808 15.93562
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -1.350814 2.39848 -0.56 0.573 -6.051748 3.35012
_cons | 4.507441 4.727111 0.95 0.340 -4.757526 13.77241
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 16.21052 2513.854 0.01 0.995 -4910.852 4943.273
_cons | -30.15016 5027.707 -0.01 0.995 -9884.275 9823.975
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -6.000222 615.8479 -0.01 0.992 -1213.04 1201.039
_cons | 13.16687 636.5191 0.02 0.983 -1234.388 1260.721
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 3.583689 608.3707 0.01 0.995 -1188.801 1195.968
_cons | 8.852646 629.182 0.01 0.989 -1224.321 1242.027
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -16.07677 7.943277 -2.02 0.043 -31.64531 -.5082374
_cons | 37.28401 15.85463 2.35 0.019 6.209509 68.35852
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.93834 7.954393 -1.75 0.080 -29.52866 1.651988
_cons | 32.96771 15.87687 2.08 0.038 1.849627 64.0858
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.7457 7.963409 -1.73 0.084 -29.3537 1.862291
_cons | 32.25317 15.89469 2.03 0.042 1.100142 63.40619
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.76111 7.958637 -1.85 0.064 -30.35976 .8375278
_cons | 33.56923 15.88336 2.11 0.035 2.438421 64.70004
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -10.9084 .5257739 -20.75 0.000 -11.9389 -9.8779
_cons | 24.18737 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.4267493 .4523509 -0.94 0.345 -1.313341 .4598422
_cons | 2.514228 .8790597 2.86 0.004 .7913022 4.237153
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -.1660266 .8566102 -0.19 0.846 -1.844952 1.512898
_cons | -.9285976 1.654091 -0.56 0.575 -4.170556 2.31336
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.115024 614.4466 0.00 0.997 -1202.178 1206.408
_cons | 14.00552 1013.656 0.01 0.989 -1972.723 2000.734
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -1.98059 614.4757 -0.00 0.997 -1206.331 1202.37
_cons | 16.56864 1013.673 0.02 0.987 -1970.195 2003.332
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.508226 1.049323 1.44 0.151 -.5484099 3.564863
_cons | 1.705579 1.881029 0.91 0.365 -1.98117 5.392327
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .4240893 1.062958 0.40 0.690 -1.659271 2.507449
_cons | 2.470021 1.903212 1.30 0.194 -1.260206 6.200249
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -258.5204 . . . . .
_cons | -254.7106 . . . . .
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -263.8005 . . . . .
_cons | -259.8971 . . . . .
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -250.8688 . . . . .
_cons | -242.4421 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.09289 .672652 -20.95 0.000 -15.41127 -12.77452
_cons | 33.54064 .8755305 38.31 0.000 31.82463 35.25665
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -15.25323 .6557021 -23.26 0.000 -16.53838 -13.96808
_cons | 34.99299 .8099215 43.21 0.000 33.40557 36.5804
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.23988 .6705001 -22.73 0.000 -16.55403 -13.92572
_cons | 34.7579 .8509853 40.84 0.000 33.09 36.4258
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -15.15753 .7291496 -20.79 0.000 -16.58664 -13.72843
_cons | 34.13771 .9931495 34.37 0.000 32.19117 36.08425
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.76637 .5097862 -28.97 0.000 -15.76553 -13.76721
_cons | 34.20141 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -13.26938 4785.715 -0.00 0.998 -9393.099 9366.56
_cons | 30.21095 9571.43 0.00 0.997 -18729.45 18789.87
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -14.88715 4785.715 -0.00 0.998 -9394.717 9364.942
_cons | 35.71055 9571.43 0.00 0.997 -18723.95 18795.37
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -14.05034 4785.715 -0.00 0.998 -9393.88 9365.779
_cons | 32.78997 9571.43 0.00 0.997 -18726.87 18792.45
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -16.51366 4785.717 -0.00 0.997 -9396.346 9363.318
_cons | 33.46336 9571.431 0.00 0.997 -18726.2 18793.12
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -2.857252 4.04058 -0.71 0.479 -10.77664 5.062139
_cons | 8.767057 8.026612 1.09 0.275 -6.964814 24.49893
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -229.3984 . . . . .
_cons | -343.6062 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -6.345715 10.07654 -0.63 0.529 -26.09538 13.40395
_cons | 9.41084 10.82648 0.87 0.385 -11.80867 30.63035
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.9408229 3.044141 -0.31 0.757 -6.907229 5.025583
_cons | 6.284802 4.908446 1.28 0.200 -3.335575 15.90518
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.005608 3.067136 0.33 0.743 -5.005868 7.017085
_cons | 3.638085 4.949882 0.73 0.462 -6.063505 13.33968
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 1.734441 3.124011 0.56 0.579 -4.388508 7.857389
_cons | 2.792636 5.080156 0.55 0.583 -7.164287 12.74956
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | 3.106748 3.774614 0.82 0.410 -4.291359 10.50485
_cons | -2.077003 6.605001 -0.31 0.753 -15.02257 10.86856
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.0325177 .4749988 -0.07 0.945 -.9634982 .8984627
_cons | 1.861233 .9081273 2.05 0.040 .0813358 3.641129
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.512056 25.52698 -0.37 0.709 -59.54402 40.51991
_cons | 8.675912 25.58046 0.34 0.734 -41.46088 58.8127
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -15.57205 7.352521 -2.12 0.034 -29.98273 -1.161374
_cons | 40.27769 11.06471 3.64 0.000 18.59126 61.96413
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -11.97938 4.80578 -2.49 0.013 -21.39853 -2.560223
_cons | 30.55308 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.954921 51.63877 0.06 0.954 -98.25521 104.165
_cons | -8.981898 102.5235 -0.09 0.930 -209.9242 191.9604
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.864895 3.424943 0.54 0.586 -4.847871 8.57766
_cons | .1988689 6.754398 0.03 0.977 -13.03951 13.43725
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.75671 2.600897 -1.06 0.289 -7.854375 2.340954
_cons | 8.490156 5.085205 1.67 0.095 -1.476662 18.45697
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -3.320784 2.61436 -1.27 0.204 -8.444835 1.803266
_cons | 8.574287 5.105959 1.68 0.093 -1.433209 18.58178
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.853706 2.686681 -1.81 0.071 -10.1195 .4120907
_cons | 9.746154 5.183847 1.88 0.060 -.4139996 19.90631
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -13.68454 4.960777 -2.76 0.006 -23.40748 -3.961591
_cons | 36.41762 8.353867 4.36 0.000 20.04434 52.7909
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -14.3323 4.914509 -2.92 0.004 -23.96456 -4.700037
_cons | 35.78527 8.240553 4.34 0.000 19.63408 51.93646
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -16.36711 4.911572 -3.33 0.001 -25.99361 -6.740607
_cons | 39.44473 8.228591 4.79 0.000 23.31699 55.57247
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -10.74979 2.676472 -4.02 0.000 -15.99558 -5.503999
_cons | 28.26277 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.13101 5.032925 -2.81 0.005 -23.99536 -4.266655
_cons | 35.12586 8.525511 4.12 0.000 18.41617 51.83556
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -10.84294 4142.542 -0.00 0.998 -8130.076 8108.391
_cons | 27.48501 8285.084 0.00 0.997 -16210.98 16265.95
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -17.18456 4142.537 -0.00 0.997 -8136.409 8102.039
_cons | 38.18315 8285.074 0.00 0.996 -16200.26 16276.63
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -15.38174 4142.537 -0.00 0.997 -8134.606 8103.842
_cons | 35.24563 8285.074 0.00 0.997 -16203.2 16273.69
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -9.547147 4142.574 -0.00 0.998 -8128.843 8109.748
_cons | 20.49258 8285.147 0.00 0.998 -16218.1 16259.08
--------------------------------------------------------------------------------------------
Class : 5
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -1.101098 .8687688 -1.27 0.205 -2.803853 .6016577
_cons | 2.490136 1.686601 1.48 0.140 -.8155398 5.795813
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -9.096735 32.28436 -0.28 0.778 -72.37291 54.17944
_cons | 8.152025 32.35848 0.25 0.801 -55.26942 71.57347
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -14.18574 4.988412 -2.84 0.004 -23.96285 -4.408629
_cons | 34.55139 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.10452 5.121893 -2.75 0.006 -24.14324 -4.06579
_cons | 35.83056 2.329485 15.38 0.000 31.26485 40.39626
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -12.76897 5.197135 -2.46 0.014 -22.95517 -2.582775
_cons | 33.46777 2.932167 11.41 0.000 27.72083 39.21471
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.0292 5.123275 -2.74 0.006 -24.07063 -3.987763
_cons | 35.88014 2.353645 15.24 0.000 31.26708 40.4932
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.13308 5.172887 -2.93 0.003 -25.27176 -4.994411
_cons | 36.22687 2.631176 13.77 0.000 31.06986 41.38388
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -211.6571 . . . . .
_cons | -232.0023 . . . . .
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 20.10595 124.2111 0.16 0.871 -223.3434 263.5553
_cons | -30.933 186.4507 -0.17 0.868 -396.3696 334.5036
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 7.569791 4.804049 1.58 0.115 -1.845971 16.98555
_cons | -7.789081 5.013144 -1.55 0.120 -17.61466 2.0365
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 5.62249 4.796717 1.17 0.241 -3.778903 15.02388
_cons | -5.588012 4.965283 -1.13 0.260 -15.31979 4.143764
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -2.688718 5.133808 -0.52 0.600 -12.7508 7.373361
_cons | 5.924813 10.1818 0.58 0.561 -14.03116 25.88078
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.561771 6.44003 0.24 0.808 -11.06046 14.184
_cons | -.8287184 12.8312 -0.06 0.949 -25.97741 24.31997
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.856107 5.062551 -0.37 0.714 -11.77852 8.066311
_cons | 6.145225 10.06355 0.61 0.541 -13.57898 25.86943
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -3.908571 5.038451 -0.78 0.438 -13.78375 5.966612
_cons | 9.231549 10.00722 0.92 0.356 -10.38225 28.84535
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -3.728179 5.164229 -0.72 0.470 -13.84988 6.393524
_cons | 7.441157 10.2172 0.73 0.466 -12.58419 27.46651
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .6790918 1.310272 0.52 0.604 -1.888994 3.247177
_cons | .2102596 1.951615 0.11 0.914 -3.614835 4.035354
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -.0367742 2.932702 -0.01 0.990 -5.784765 5.711217
_cons | -.7016823 3.582355 -0.20 0.845 -7.722969 6.319604
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 4.20756 3.4236 1.23 0.219 -2.502572 10.91769
_cons | -7.170298 6.629509 -1.08 0.279 -20.1639 5.8233
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 2.413248 1.239412 1.95 0.052 -.015955 4.842451
_cons | -1.977374 1.962626 -1.01 0.314 -5.82405 1.869302
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 5.508865 2.283195 2.41 0.016 1.033885 9.983845
_cons | -7.543387 4.315027 -1.75 0.080 -16.00069 .913911
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -209.1918 . . . . .
_cons | -262.0212 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 15.87694 440.7607 0.04 0.971 -847.9981 879.752
_cons | -15.57205 440.7628 -0.04 0.972 -879.4513 848.3072
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 15.33999 440.7606 0.03 0.972 -848.5349 879.2149
_cons | -15.18628 440.7624 -0.03 0.973 -879.0648 848.6922
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -200.1916 . . . . .
_cons | -312.6254 . . . . .
--------------------------------------------------------------------------------------------
Class : 6
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -1.661607 .9220999 -1.80 0.072 -3.468889 .1456755
_cons | 2.204537 1.811562 1.22 0.224 -1.34606 5.755134
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -249.7756 . . . . .
_cons | -265.9042 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -16.92236 1646.462 -0.01 0.992 -3243.929 3210.084
_cons | 33.42045 3292.924 0.01 0.992 -6420.592 6487.433
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -16.04298 1646.462 -0.01 0.992 -3243.049 3210.963
_cons | 33.64301 3292.924 0.01 0.992 -6420.369 6487.655
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -15.04477 1646.462 -0.01 0.993 -3242.051 3211.962
_cons | 31.78894 3292.924 0.01 0.992 -6422.224 6485.802
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.94975 1646.462 -0.01 0.993 -3241.957 3212.057
_cons | 31.24676 3292.925 0.01 0.992 -6422.767 6485.26
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -13.67281 1646.466 -0.01 0.993 -3240.688 3213.342
_cons | 26.79346 3292.933 0.01 0.994 -6427.236 6480.823
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -6.721409 4.002853 -1.68 0.093 -14.56686 1.124039
_cons | 8.358121 4.223065 1.98 0.048 .0810658 16.63518
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.809476 8.343538 -1.18 0.240 -26.16251 6.543558
_cons | 11.16361 8.462788 1.32 0.187 -5.423147 27.75037
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -3.993394 4.323235 -0.92 0.356 -12.46678 4.479991
_cons | 10.53914 8.63028 1.22 0.222 -6.375902 27.45417
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | .3518108 9.980555 0.04 0.972 -19.20972 19.91334
_cons | -.2692128 19.94856 -0.01 0.989 -39.36767 38.82925
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -242.8898 . . . . .
_cons | -225.8606 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.047674 .9727816 -1.08 0.281 -2.954291 .8589431
_cons | 2.585213 1.669442 1.55 0.121 -.6868327 5.857259
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | .2339825 1.035454 0.23 0.821 -1.795469 2.263434
_cons | 1.025405 1.891646 0.54 0.588 -2.682152 4.732963
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.001404 .2032414 9.85 0.000 1.603058 2.39975
_cons | -2.514023 . . . . .
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 1.990237 2.046095 0.97 0.331 -2.020036 6.000511
_cons | -2.321418 4.0871 -0.57 0.570 -10.33199 5.68915
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -13.61509 .2873222 -47.39 0.000 -14.17824 -13.05195
_cons | 29.42534 . . . . .
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -12.49595 6.77807 -1.84 0.065 -25.78072 .7888233
_cons | 27.76746 13.54448 2.05 0.040 1.220756 54.31416
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -14.75717 5.720494 -2.58 0.010 -25.96913 -3.545206
_cons | 31.61759 11.42383 2.77 0.006 9.22729 54.00788
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -18.66105 4.912972 -3.80 0.000 -28.2903 -9.0318
_cons | 38.80183 9.798961 3.96 0.000 19.59622 58.00744
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -18.7139 4.924737 -3.80 0.000 -28.36621 -9.061597
_cons | 39.5813 9.830286 4.03 0.000 20.3143 58.84831
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -12.97275 2934.658 -0.00 0.996 -5764.797 5738.851
_cons | 26.64492 5869.316 0.00 0.996 -11477 11530.29
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -15.54136 2934.653 -0.01 0.996 -5767.355 5736.272
_cons | 34.80501 5869.305 0.01 0.995 -11468.82 11538.43
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -15.74642 2934.653 -0.01 0.996 -5767.56 5736.067
_cons | 34.07912 5869.305 0.01 0.995 -11469.55 11537.71
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -10.39683 2934.665 -0.00 0.997 -5762.235 5741.442
_cons | 22.04548 5869.331 0.00 0.997 -11481.63 11525.72
--------------------------------------------------------------------------------------------
Class : 7
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | .5301959 .4583709 1.16 0.247 -.3681946 1.428586
_cons | 1.02436 .8139528 1.26 0.208 -.5709582 2.619678
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -226.4129 . . . . .
_cons | -335.7648 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | 2.398609 1.908078 1.26 0.209 -1.341156 6.138373
_cons | -2.102994 3.167183 -0.66 0.507 -8.310559 4.104571
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 3.004206 1.977086 1.52 0.129 -.8708109 6.879223
_cons | -1.308871 3.309495 -0.40 0.692 -7.795363 5.177621
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.271795 1.417212 0.90 0.370 -1.505889 4.04948
_cons | 2.217347 1.904805 1.16 0.244 -1.516003 5.950696
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 1.039915 1.423592 0.73 0.465 -1.750275 3.830104
_cons | 2.445191 1.927038 1.27 0.204 -1.331735 6.222116
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .6579466 1.429277 0.46 0.645 -2.143385 3.459278
_cons | 1.846394 1.924251 0.96 0.337 -1.925068 5.617857
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .8446108 .2833512 2.98 0.003 .2892528 1.399969
_cons | .2909503 .4994958 0.58 0.560 -.6880435 1.269944
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 4.307772 .3945031 10.92 0.000 3.53456 5.080984
_cons | -11.09599 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -8.914854 6090309 -0.00 1.000 -1.19e+07 1.19e+07
_cons | 53.62014 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -238.5986 . . . . .
_cons | -199.7746 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -226.4271 . . . . .
_cons | -299.7839 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .6193362 .3485361 1.78 0.076 -.0637821 1.302454
_cons | 5.035131 . . . . .
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | .3180708 .4046662 0.79 0.432 -.4750604 1.111202
_cons | 5.63726 .6534925 8.63 0.000 4.356438 6.918082
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -.4735389 . . . . .
_cons | 6.632453 .6605501 10.04 0.000 5.337799 7.927108
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -.7069625 .4493835 -1.57 0.116 -1.587738 .173813
_cons | 5.812527 1.064485 5.46 0.000 3.726174 7.898879
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -14.7122 4.236336 -3.47 0.001 -23.01527 -6.409135
_cons | 35.15379 8.399072 4.19 0.000 18.69192 51.61567
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.82401 4.27888 -3.23 0.001 -22.21046 -5.437562
_cons | 32.98629 8.480636 3.89 0.000 16.36455 49.60803
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.08985 4.278813 -3.53 0.000 -23.47617 -6.703534
_cons | 35.29453 8.480256 4.16 0.000 18.67353 51.91553
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -11.65631 .5700044 -20.45 0.000 -12.7735 -10.53912
_cons | 27.79634 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.88906 4.24504 -3.51 0.000 -23.20918 -6.568929
_cons | 34.86194 8.412143 4.14 0.000 18.37444 51.34944
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -4.782394 5.720272 -0.84 0.403 -15.99392 6.429134
_cons | 19.69468 5.765546 3.42 0.001 8.39442 30.99495
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | .7808049 . . . . .
_cons | 15.03681 . . . . .
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | .2257576 .2777869 0.81 0.416 -.3186948 .77021
_cons | 15.60066 .527848 29.56 0.000 14.56609 16.63522
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -224.092 . . . . .
_cons | -278.7395 . . . . .
--------------------------------------------------------------------------------------------
Class : 8
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 3.150738 2.842329 1.11 0.268 -2.420124 8.721601
_cons | -8.834178 5.644669 -1.57 0.118 -19.89753 2.22917
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -226.0606 . . . . .
_cons | -308.7659 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -10.14514 5670.884 -0.00 0.999 -11124.87 11104.58
_cons | 23.86483 11341.76 0.00 0.998 -22205.58 22253.31
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.30195 5670.881 -0.00 0.998 -11129.02 11100.42
_cons | 35.02342 11341.76 0.00 0.998 -22194.41 22264.46
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.98369 5670.881 -0.00 0.998 -11128.71 11100.74
_cons | 34.95328 11341.76 0.00 0.998 -22194.48 22264.39
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.61677 5670.881 -0.00 0.998 -11129.34 11100.11
_cons | 35.82524 11341.76 0.00 0.997 -22193.61 22265.26
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -13.10819 5670.881 -0.00 0.998 -11127.83 11101.61
_cons | 30.8642 11341.76 0.00 0.998 -22198.57 22260.3
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .3643377 .4470738 0.81 0.415 -.5119108 1.240586
_cons | 1.760962 .7962158 2.21 0.027 .2004077 3.321516
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -4.198782 . . . . .
_cons | 3.415332 .6669358 5.12 0.000 2.108162 4.722502
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -15.19965 .9920368 -15.32 0.000 -17.14401 -13.2553
_cons | 36.57944 1.701354 21.50 0.000 33.24484 39.91403
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -13.81033 .5191688 -26.60 0.000 -14.82788 -12.79277
_cons | 31.83144 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -.1735453 .5129161 -0.34 0.735 -1.178842 .8317519
_cons | 1.391174 .9703955 1.43 0.152 -.5107659 3.293115
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .0686124 .5707044 0.12 0.904 -1.049948 1.187172
_cons | 1.034706 1.081757 0.96 0.339 -1.085498 3.15491
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -.1514909 .4957467 -0.31 0.760 -1.123137 .8201548
_cons | 2.187613 .9390827 2.33 0.020 .3470452 4.028182
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -6.223254 6.057904 -1.03 0.304 -18.09653 5.65002
_cons | 6.380834 6.200084 1.03 0.303 -5.771107 18.53277
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.197173 1.178178 -1.02 0.310 -3.50636 1.112014
_cons | .5531896 2.072374 0.27 0.790 -3.508589 4.614968
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .3404971 466.0473 0.00 0.999 -913.0954 913.7764
_cons | 15.51449 856.8928 0.02 0.986 -1663.964 1694.993
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .2442441 466.0474 0.00 1.000 -913.1918 913.6803
_cons | 14.8185 856.893 0.02 0.986 -1664.661 1694.298
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.0428431 466.0473 -0.00 1.000 -913.4788 913.3931
_cons | 15.27982 856.8928 0.02 0.986 -1664.199 1694.759
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -.1173108 466.0474 -0.00 1.000 -913.5534 913.3188
_cons | 14.91928 856.893 0.02 0.986 -1664.56 1694.399
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | .0286316 466.0474 0.00 1.000 -913.4074 913.4647
_cons | 14.95291 856.8929 0.02 0.986 -1664.526 1694.432
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -12.11496 3.233828 -3.75 0.000 -18.45315 -5.776776
_cons | 31.20875 1.911577 16.33 0.000 27.46213 34.95537
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -14.40226 3.100634 -4.64 0.000 -20.47939 -8.325131
_cons | 37.22039 .5080646 73.26 0.000 36.2246 38.21618
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -13.95989 3.089219 -4.52 0.000 -20.01465 -7.905132
_cons | 35.94493 . . . . .
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -238.3682 . . . . .
_cons | -255.4877 . . . . .
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 53655.115 Akaike's information criterion
BIC | 55751.707 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.83758574
(results lca_prueba_c7 are active now)
(results lca_prueba_c8 are active now)
LMR LT test statistic:
176.90725
P value Lo-Mendel:
0.00000000000000000
__00000B = 176.90725
__00000A = 184.06382
__00000D = 20
__00000C = 23
__000009 = 8
__000005 = 336
__000003 = -26491.558
__000008 = 7
__000004 = 310
__000002 = -26583.59
__000001 = 3789
scalars:
r(lmrt_p) = 2.12706812690e-24
r(lmrt) = 176.907253057981
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.4704
Iteration 1: (class) log likelihood = -8318.4704
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30144.107
Iteration 1: (outcome) log likelihood = -29060.503
Iteration 2: (outcome) log likelihood = -28826.02
Iteration 3: (outcome) log likelihood = -28777.084
Iteration 4: (outcome) log likelihood = -28768.616
Iteration 5: (outcome) log likelihood = -28766.739
Iteration 6: (outcome) log likelihood = -28766.438
Iteration 7: (outcome) log likelihood = -28766.364
Iteration 8: (outcome) log likelihood = -28766.348
Iteration 9: (outcome) log likelihood = -28766.344 (not concave)
Iteration 10: (outcome) log likelihood = -28766.344 (not concave)
Iteration 11: (outcome) log likelihood = -28766.344 (not concave)
Iteration 12: (outcome) log likelihood = -28766.344 (not concave)
Iteration 13: (outcome) log likelihood = -28766.344 (not concave)
Iteration 14: (outcome) log likelihood = -28766.344 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36996.609
Iteration 1: (EM) log likelihood = -36724.553
Iteration 2: (EM) log likelihood = -36061.478
Iteration 3: (EM) log likelihood = -34969.129
Iteration 4: (EM) log likelihood = -33850.425
Iteration 5: (EM) log likelihood = -32938.255
Iteration 6: (EM) log likelihood = -32238.235
Iteration 7: (EM) log likelihood = -31696.97
Iteration 8: (EM) log likelihood = -31259.526
Iteration 9: (EM) log likelihood = -30911.001
Iteration 10: (EM) log likelihood = -30629.291
Iteration 11: (EM) log likelihood = -30396.233
Iteration 12: (EM) log likelihood = -30199.911
Iteration 13: (EM) log likelihood = -30029.841
Iteration 14: (EM) log likelihood = -29893.178
Iteration 15: (EM) log likelihood = -29775.45
Iteration 16: (EM) log likelihood = -29681.924
Iteration 17: (EM) log likelihood = -29604.004
Iteration 18: (EM) log likelihood = -29533.654
Iteration 19: (EM) log likelihood = -29471.049
Iteration 20: (EM) log likelihood = -29420.935
Iteration 21: (EM) log likelihood = -29377.613
Iteration 22: (EM) log likelihood = -29338.934
Iteration 23: (EM) log likelihood = -29303.824
Iteration 24: (EM) log likelihood = -29270.88
Iteration 25: (EM) log likelihood = -29239.618
Iteration 26: (EM) log likelihood = -29206.327
Iteration 27: (EM) log likelihood = -29179.853
Iteration 28: (EM) log likelihood = -29152.852
Iteration 29: (EM) log likelihood = -29128.119
Iteration 30: (EM) log likelihood = -29102.824
Iteration 31: (EM) log likelihood = -29080.897
Iteration 32: (EM) log likelihood = -29057.328
Iteration 33: (EM) log likelihood = -29037.984
Iteration 34: (EM) log likelihood = -29020.043
Iteration 35: (EM) log likelihood = -29006.704
Iteration 36: (EM) log likelihood = -28995.87
Iteration 37: (EM) log likelihood = -28985.126
Iteration 38: (EM) log likelihood = -28975.181
Iteration 39: (EM) log likelihood = -28965.812
Iteration 40: (EM) log likelihood = -28956.851
Iteration 41: (EM) log likelihood = -28946.709
Iteration 42: (EM) log likelihood = -28936.181
Iteration 43: (EM) log likelihood = -28923.526
Iteration 44: (EM) log likelihood = -28914.711
Iteration 45: (EM) log likelihood = -28904.642
Iteration 46: (EM) log likelihood = -28896.914
Iteration 47: (EM) log likelihood = -28887.905
Iteration 48: (EM) log likelihood = -28879.684
Iteration 49: (EM) log likelihood = -28871.99
Iteration 50: (EM) log likelihood = -28861.313
Iteration 51: (EM) log likelihood = -28854.245
Iteration 52: (EM) log likelihood = -28846.806
Iteration 53: (EM) log likelihood = -28840.157
Iteration 54: (EM) log likelihood = -28832.7
Iteration 55: (EM) log likelihood = -28827.353
Iteration 56: (EM) log likelihood = -28818.72
Iteration 57: (EM) log likelihood = -28812.206
Iteration 58: (EM) log likelihood = -28805.296
Iteration 59: (EM) log likelihood = -28800.213
Iteration 60: (EM) log likelihood = -28793.859
Iteration 61: (EM) log likelihood = -28788.555
Iteration 62: (EM) log likelihood = -28777.802
Iteration 63: (EM) log likelihood = -28771.706
Iteration 64: (EM) log likelihood = -28762.883
Iteration 65: (EM) log likelihood = -28758.197
Iteration 66: (EM) log likelihood = -28752.267
Iteration 67: (EM) log likelihood = -28746.879
Iteration 68: (EM) log likelihood = -28741.177
Iteration 69: (EM) log likelihood = -28735.211
Iteration 70: (EM) log likelihood = -28729.798
Iteration 71: (EM) log likelihood = -28724.737
Iteration 72: (EM) log likelihood = -28720.532
Iteration 73: (EM) log likelihood = -28716.666
Iteration 74: (EM) log likelihood = -28713.111
Iteration 75: (EM) log likelihood = -28709.437
Iteration 76: (EM) log likelihood = -28705.561
Iteration 77: (EM) log likelihood = -28701.027
Iteration 78: (EM) log likelihood = -28696.482
Iteration 79: (EM) log likelihood = -28689.301
Iteration 80: (EM) log likelihood = -28682.267
Iteration 81: (EM) log likelihood = -28675.906
Iteration 82: (EM) log likelihood = -28670.543
Iteration 83: (EM) log likelihood = -28665.85
Iteration 84: (EM) log likelihood = -28662.137
Iteration 85: (EM) log likelihood = -28657.998
Iteration 86: (EM) log likelihood = -28655.032
Iteration 87: (EM) log likelihood = -28651.499
Iteration 88: (EM) log likelihood = -28648.812
Iteration 89: (EM) log likelihood = -28646.131
Iteration 90: (EM) log likelihood = -28643.918
Iteration 91: (EM) log likelihood = -28641.32
Iteration 92: (EM) log likelihood = -28638.862
Iteration 93: (EM) log likelihood = -28636.4
Iteration 94: (EM) log likelihood = -28634.005
Iteration 95: (EM) log likelihood = -28630.804
Iteration 96: (EM) log likelihood = -28627.907
Iteration 97: (EM) log likelihood = -28624.851
Iteration 98: (EM) log likelihood = -28621.972
Iteration 99: (EM) log likelihood = -28618.984
Iteration 100: (EM) log likelihood = -28616.002
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.6325
Iteration 1: (class) log likelihood = -8322.6325
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30090.081
Iteration 1: (outcome) log likelihood = -29074.394
Iteration 2: (outcome) log likelihood = -28820.302
Iteration 3: (outcome) log likelihood = -28781.317
Iteration 4: (outcome) log likelihood = -28773.825
Iteration 5: (outcome) log likelihood = -28772.07
Iteration 6: (outcome) log likelihood = -28771.725
Iteration 7: (outcome) log likelihood = -28771.667
Iteration 8: (outcome) log likelihood = -28771.653
Iteration 9: (outcome) log likelihood = -28771.65
Iteration 10: (outcome) log likelihood = -28771.649 (not concave)
Iteration 11: (outcome) log likelihood = -28771.649 (not concave)
Iteration 12: (outcome) log likelihood = -28771.649 (not concave)
Iteration 13: (outcome) log likelihood = -28771.649 (not concave)
Iteration 14: (outcome) log likelihood = -28771.649 (not concave)
Iteration 15: (outcome) log likelihood = -28771.649 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37009.908
Iteration 1: (EM) log likelihood = -36766.214
Iteration 2: (EM) log likelihood = -36217.766
Iteration 3: (EM) log likelihood = -35265.216
Iteration 4: (EM) log likelihood = -34235.608
Iteration 5: (EM) log likelihood = -33417.707
Iteration 6: (EM) log likelihood = -32738.64
Iteration 7: (EM) log likelihood = -32149.162
Iteration 8: (EM) log likelihood = -31653.764
Iteration 9: (EM) log likelihood = -31249.085
Iteration 10: (EM) log likelihood = -30923.839
Iteration 11: (EM) log likelihood = -30666.45
Iteration 12: (EM) log likelihood = -30461.31
Iteration 13: (EM) log likelihood = -30294.802
Iteration 14: (EM) log likelihood = -30144.803
Iteration 15: (EM) log likelihood = -30018.067
Iteration 16: (EM) log likelihood = -29898.189
Iteration 17: (EM) log likelihood = -29782.633
Iteration 18: (EM) log likelihood = -29670.869
Iteration 19: (EM) log likelihood = -29563.118
Iteration 20: (EM) log likelihood = -29457.087
Iteration 21: (EM) log likelihood = -29356.501
Iteration 22: (EM) log likelihood = -29264.602
Iteration 23: (EM) log likelihood = -29179.509
Iteration 24: (EM) log likelihood = -29102.982
Iteration 25: (EM) log likelihood = -29034.237
Iteration 26: (EM) log likelihood = -28974.435
Iteration 27: (EM) log likelihood = -28920.394
Iteration 28: (EM) log likelihood = -28874.203
Iteration 29: (EM) log likelihood = -28827.535
Iteration 30: (EM) log likelihood = -28790.75
Iteration 31: (EM) log likelihood = -28760.117
Iteration 32: (EM) log likelihood = -28733.232
Iteration 33: (EM) log likelihood = -28710.162
Iteration 34: (EM) log likelihood = -28688.938
Iteration 35: (EM) log likelihood = -28671.415
Iteration 36: (EM) log likelihood = -28652.282
Iteration 37: (EM) log likelihood = -28632.176
Iteration 38: (EM) log likelihood = -28616.058
Iteration 39: (EM) log likelihood = -28601.306
Iteration 40: (EM) log likelihood = -28587.329
Iteration 41: (EM) log likelihood = -28574.561
Iteration 42: (EM) log likelihood = -28562.662
Iteration 43: (EM) log likelihood = -28550.459
Iteration 44: (EM) log likelihood = -28539.837
Iteration 45: (EM) log likelihood = -28528.402
Iteration 46: (EM) log likelihood = -28517.916
Iteration 47: (EM) log likelihood = -28506.816
Iteration 48: (EM) log likelihood = -28497.212
Iteration 49: (EM) log likelihood = -28488.026
Iteration 50: (EM) log likelihood = -28479.285
Iteration 51: (EM) log likelihood = -28471.83
Iteration 52: (EM) log likelihood = -28465.974
Iteration 53: (EM) log likelihood = -28460.515
Iteration 54: (EM) log likelihood = -28456.926
Iteration 55: (EM) log likelihood = -28452.579
Iteration 56: (EM) log likelihood = -28448.26
Iteration 57: (EM) log likelihood = -28445.524
Iteration 58: (EM) log likelihood = -28440.948
Iteration 59: (EM) log likelihood = -28437.646
Iteration 60: (EM) log likelihood = -28434.473
Iteration 61: (EM) log likelihood = -28431.228
Iteration 62: (EM) log likelihood = -28428.813
Iteration 63: (EM) log likelihood = -28426.513
Iteration 64: (EM) log likelihood = -28425.058
Iteration 65: (EM) log likelihood = -28423.092
Iteration 66: (EM) log likelihood = -28420.695
Iteration 67: (EM) log likelihood = -28417.796
Iteration 68: (EM) log likelihood = -28415.588
Iteration 69: (EM) log likelihood = -28413.1
Iteration 70: (EM) log likelihood = -28411.247
Iteration 71: (EM) log likelihood = -28409.526
Iteration 72: (EM) log likelihood = -28407.371
Iteration 73: (EM) log likelihood = -28405.522
Iteration 74: (EM) log likelihood = -28404.025
Iteration 75: (EM) log likelihood = -28402.229
Iteration 76: (EM) log likelihood = -28400.291
Iteration 77: (EM) log likelihood = -28396.696
Iteration 78: (EM) log likelihood = -28394.958
Iteration 79: (EM) log likelihood = -28392.683
Iteration 80: (EM) log likelihood = -28391.294
Iteration 81: (EM) log likelihood = -28388.88
Iteration 82: (EM) log likelihood = -28387.238
Iteration 83: (EM) log likelihood = -28385.65
Iteration 84: (EM) log likelihood = -28384.123
Iteration 85: (EM) log likelihood = -28382.693
Iteration 86: (EM) log likelihood = -28379.768
Iteration 87: (EM) log likelihood = -28378.449
Iteration 88: (EM) log likelihood = -28377.532
Iteration 89: (EM) log likelihood = -28376.332
Iteration 90: (EM) log likelihood = -28374.154
Iteration 91: (EM) log likelihood = -28371.926
Iteration 92: (EM) log likelihood = -28367.745
Iteration 93: (EM) log likelihood = -28366.996
Iteration 94: (EM) log likelihood = -28365.567
Iteration 95: (EM) log likelihood = -28364.357
Iteration 96: (EM) log likelihood = -28362.66
Iteration 97: (EM) log likelihood = -28361.606
Iteration 98: (EM) log likelihood = -28360.513
Iteration 99: (EM) log likelihood = -28359.512
Iteration 100: (EM) log likelihood = -28358.277
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.0036
Iteration 1: (class) log likelihood = -8318.0036
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30333.178
Iteration 1: (outcome) log likelihood = -29147.119
Iteration 2: (outcome) log likelihood = -28834.797
Iteration 3: (outcome) log likelihood = -28786.935
Iteration 4: (outcome) log likelihood = -28777.52
Iteration 5: (outcome) log likelihood = -28775.459
Iteration 6: (outcome) log likelihood = -28775.045
Iteration 7: (outcome) log likelihood = -28774.952
Iteration 8: (outcome) log likelihood = -28774.929
Iteration 9: (outcome) log likelihood = -28774.924
Iteration 10: (outcome) log likelihood = -28774.923 (not concave)
Iteration 11: (outcome) log likelihood = -28774.923 (not concave)
Iteration 12: (outcome) log likelihood = -28774.923 (not concave)
Iteration 13: (outcome) log likelihood = -28774.923 (not concave)
Iteration 14: (outcome) log likelihood = -28774.923 (not concave)
Iteration 15: (outcome) log likelihood = -28774.923 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36996.5
Iteration 1: (EM) log likelihood = -36714.918
Iteration 2: (EM) log likelihood = -36062.467
Iteration 3: (EM) log likelihood = -34918.288
Iteration 4: (EM) log likelihood = -33757.989
Iteration 5: (EM) log likelihood = -32915.672
Iteration 6: (EM) log likelihood = -32289.959
Iteration 7: (EM) log likelihood = -31822.945
Iteration 8: (EM) log likelihood = -31442.986
Iteration 9: (EM) log likelihood = -31110.779
Iteration 10: (EM) log likelihood = -30810.495
Iteration 11: (EM) log likelihood = -30556.242
Iteration 12: (EM) log likelihood = -30335.252
Iteration 13: (EM) log likelihood = -30147.406
Iteration 14: (EM) log likelihood = -29988.708
Iteration 15: (EM) log likelihood = -29850.616
Iteration 16: (EM) log likelihood = -29725.925
Iteration 17: (EM) log likelihood = -29616.487
Iteration 18: (EM) log likelihood = -29518.195
Iteration 19: (EM) log likelihood = -29432.009
Iteration 20: (EM) log likelihood = -29357.288
Iteration 21: (EM) log likelihood = -29296.937
Iteration 22: (EM) log likelihood = -29244.403
Iteration 23: (EM) log likelihood = -29199.216
Iteration 24: (EM) log likelihood = -29159.011
Iteration 25: (EM) log likelihood = -29122.561
Iteration 26: (EM) log likelihood = -29087.481
Iteration 27: (EM) log likelihood = -29061.521
Iteration 28: (EM) log likelihood = -29036.97
Iteration 29: (EM) log likelihood = -29015.891
Iteration 30: (EM) log likelihood = -28994.218
Iteration 31: (EM) log likelihood = -28973.292
Iteration 32: (EM) log likelihood = -28951.775
Iteration 33: (EM) log likelihood = -28934.888
Iteration 34: (EM) log likelihood = -28917.904
Iteration 35: (EM) log likelihood = -28901.74
Iteration 36: (EM) log likelihood = -28885.863
Iteration 37: (EM) log likelihood = -28871.119
Iteration 38: (EM) log likelihood = -28859.203
Iteration 39: (EM) log likelihood = -28848.041
Iteration 40: (EM) log likelihood = -28835.765
Iteration 41: (EM) log likelihood = -28824.468
Iteration 42: (EM) log likelihood = -28813.87
Iteration 43: (EM) log likelihood = -28803.763
Iteration 44: (EM) log likelihood = -28794.482
Iteration 45: (EM) log likelihood = -28783.768
Iteration 46: (EM) log likelihood = -28775.008
Iteration 47: (EM) log likelihood = -28766.001
Iteration 48: (EM) log likelihood = -28754.454
Iteration 49: (EM) log likelihood = -28738.851
Iteration 50: (EM) log likelihood = -28722.741
Iteration 51: (EM) log likelihood = -28704.804
Iteration 52: (EM) log likelihood = -28686.954
Iteration 53: (EM) log likelihood = -28668.019
Iteration 54: (EM) log likelihood = -28647.329
Iteration 55: (EM) log likelihood = -28632.646
Iteration 56: (EM) log likelihood = -28620.26
Iteration 57: (EM) log likelihood = -28607.931
Iteration 58: (EM) log likelihood = -28597.328
Iteration 59: (EM) log likelihood = -28586.367
Iteration 60: (EM) log likelihood = -28577.958
Iteration 61: (EM) log likelihood = -28570.725
Iteration 62: (EM) log likelihood = -28563.234
Iteration 63: (EM) log likelihood = -28555.183
Iteration 64: (EM) log likelihood = -28549.674
Iteration 65: (EM) log likelihood = -28544.206
Iteration 66: (EM) log likelihood = -28538.941
Iteration 67: (EM) log likelihood = -28533.284
Iteration 68: (EM) log likelihood = -28517.636
Iteration 69: (EM) log likelihood = -28514.452
Iteration 70: (EM) log likelihood = -28511.159
Iteration 71: (EM) log likelihood = -28501.806
Iteration 72: (EM) log likelihood = -28498.046
Iteration 73: (EM) log likelihood = -28494.559
Iteration 74: (EM) log likelihood = -28491.449
Iteration 75: (EM) log likelihood = -28488.333
Iteration 76: (EM) log likelihood = -28485.338
Iteration 77: (EM) log likelihood = -28482.357
Iteration 78: (EM) log likelihood = -28478.586
Iteration 79: (EM) log likelihood = -28473.501
Iteration 80: (EM) log likelihood = -28470.927
Iteration 81: (EM) log likelihood = -28468.941
Iteration 82: (EM) log likelihood = -28466.386
Iteration 83: (EM) log likelihood = -28460.988
Iteration 84: (EM) log likelihood = -28458.946
Iteration 85: (EM) log likelihood = -28456.995
Iteration 86: (EM) log likelihood = -28455.036
Iteration 87: (EM) log likelihood = -28452.351
Iteration 88: (EM) log likelihood = -28450.481
Iteration 89: (EM) log likelihood = -28448.327
Iteration 90: (EM) log likelihood = -28441.947
Iteration 91: (EM) log likelihood = -28439.617
Iteration 92: (EM) log likelihood = -28437.218
Iteration 93: (EM) log likelihood = -28433.834
Iteration 94: (EM) log likelihood = -28431.526
Iteration 95: (EM) log likelihood = -28429.315
Iteration 96: (EM) log likelihood = -28427.196
Iteration 97: (EM) log likelihood = -28425.436
Iteration 98: (EM) log likelihood = -28422.831
Iteration 99: (EM) log likelihood = -28420.947
Iteration 100: (EM) log likelihood = -28419.065
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.3532
Iteration 1: (class) log likelihood = -8321.3532
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30509.842
Iteration 1: (outcome) log likelihood = -29196.381
Iteration 2: (outcome) log likelihood = -28855.108
Iteration 3: (outcome) log likelihood = -28795.073
Iteration 4: (outcome) log likelihood = -28784.835
Iteration 5: (outcome) log likelihood = -28782.501
Iteration 6: (outcome) log likelihood = -28782.076
Iteration 7: (outcome) log likelihood = -28781.979
Iteration 8: (outcome) log likelihood = -28781.956
Iteration 9: (outcome) log likelihood = -28781.951
Iteration 10: (outcome) log likelihood = -28781.95 (not concave)
Iteration 11: (outcome) log likelihood = -28781.95 (not concave)
Iteration 12: (outcome) log likelihood = -28781.95 (not concave)
Iteration 13: (outcome) log likelihood = -28781.95 (not concave)
Iteration 14: (outcome) log likelihood = -28781.95 (not concave)
Iteration 15: (outcome) log likelihood = -28781.95 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37041.467
Iteration 1: (EM) log likelihood = -36847.778
Iteration 2: (EM) log likelihood = -36307.559
Iteration 3: (EM) log likelihood = -35156.378
Iteration 4: (EM) log likelihood = -33797.86
Iteration 5: (EM) log likelihood = -32805.751
Iteration 6: (EM) log likelihood = -32167.874
Iteration 7: (EM) log likelihood = -31735.675
Iteration 8: (EM) log likelihood = -31395.169
Iteration 9: (EM) log likelihood = -31094.682
Iteration 10: (EM) log likelihood = -30815.849
Iteration 11: (EM) log likelihood = -30563.453
Iteration 12: (EM) log likelihood = -30345.597
Iteration 13: (EM) log likelihood = -30160.921
Iteration 14: (EM) log likelihood = -29998.186
Iteration 15: (EM) log likelihood = -29877.357
Iteration 16: (EM) log likelihood = -29772.543
Iteration 17: (EM) log likelihood = -29682.74
Iteration 18: (EM) log likelihood = -29604.124
Iteration 19: (EM) log likelihood = -29532.938
Iteration 20: (EM) log likelihood = -29466.237
Iteration 21: (EM) log likelihood = -29401.433
Iteration 22: (EM) log likelihood = -29337.531
Iteration 23: (EM) log likelihood = -29275.581
Iteration 24: (EM) log likelihood = -29221.943
Iteration 25: (EM) log likelihood = -29170.8
Iteration 26: (EM) log likelihood = -29122.876
Iteration 27: (EM) log likelihood = -29078.087
Iteration 28: (EM) log likelihood = -29035.557
Iteration 29: (EM) log likelihood = -28989.401
Iteration 30: (EM) log likelihood = -28951.803
Iteration 31: (EM) log likelihood = -28919.709
Iteration 32: (EM) log likelihood = -28892.896
Iteration 33: (EM) log likelihood = -28868.362
Iteration 34: (EM) log likelihood = -28846.63
Iteration 35: (EM) log likelihood = -28825.875
Iteration 36: (EM) log likelihood = -28804.961
Iteration 37: (EM) log likelihood = -28786.247
Iteration 38: (EM) log likelihood = -28768.577
Iteration 39: (EM) log likelihood = -28752.591
Iteration 40: (EM) log likelihood = -28737.451
Iteration 41: (EM) log likelihood = -28723.046
Iteration 42: (EM) log likelihood = -28709.246
Iteration 43: (EM) log likelihood = -28695.326
Iteration 44: (EM) log likelihood = -28681.225
Iteration 45: (EM) log likelihood = -28665.746
Iteration 46: (EM) log likelihood = -28651.787
Iteration 47: (EM) log likelihood = -28638.462
Iteration 48: (EM) log likelihood = -28622.417
Iteration 49: (EM) log likelihood = -28608.217
Iteration 50: (EM) log likelihood = -28592.923
Iteration 51: (EM) log likelihood = -28579.308
Iteration 52: (EM) log likelihood = -28564.005
Iteration 53: (EM) log likelihood = -28549.011
Iteration 54: (EM) log likelihood = -28535.703
Iteration 55: (EM) log likelihood = -28524.172
Iteration 56: (EM) log likelihood = -28513.634
Iteration 57: (EM) log likelihood = -28503.137
Iteration 58: (EM) log likelihood = -28493.705
Iteration 59: (EM) log likelihood = -28484.275
Iteration 60: (EM) log likelihood = -28474.811
Iteration 61: (EM) log likelihood = -28466.002
Iteration 62: (EM) log likelihood = -28456.327
Iteration 63: (EM) log likelihood = -28447.368
Iteration 64: (EM) log likelihood = -28439.372
Iteration 65: (EM) log likelihood = -28432.286
Iteration 66: (EM) log likelihood = -28425.606
Iteration 67: (EM) log likelihood = -28418.932
Iteration 68: (EM) log likelihood = -28412.125
Iteration 69: (EM) log likelihood = -28406.105
Iteration 70: (EM) log likelihood = -28400.327
Iteration 71: (EM) log likelihood = -28395.005
Iteration 72: (EM) log likelihood = -28389.694
Iteration 73: (EM) log likelihood = -28383.855
Iteration 74: (EM) log likelihood = -28377.634
Iteration 75: (EM) log likelihood = -28369.398
Iteration 76: (EM) log likelihood = -28363.545
Iteration 77: (EM) log likelihood = -28358.578
Iteration 78: (EM) log likelihood = -28353.908
Iteration 79: (EM) log likelihood = -28348.936
Iteration 80: (EM) log likelihood = -28344.413
Iteration 81: (EM) log likelihood = -28340.651
Iteration 82: (EM) log likelihood = -28337.117
Iteration 83: (EM) log likelihood = -28333.75
Iteration 84: (EM) log likelihood = -28330.035
Iteration 85: (EM) log likelihood = -28326.89
Iteration 86: (EM) log likelihood = -28323.238
Iteration 87: (EM) log likelihood = -28319.781
Iteration 88: (EM) log likelihood = -28316.299
Iteration 89: (EM) log likelihood = -28313.229
Iteration 90: (EM) log likelihood = -28309.371
Iteration 91: (EM) log likelihood = -28305.911
Iteration 92: (EM) log likelihood = -28301.618
Iteration 93: (EM) log likelihood = -28298.483
Iteration 94: (EM) log likelihood = -28295.193
Iteration 95: (EM) log likelihood = -28289.389
Iteration 96: (EM) log likelihood = -28285.394
Iteration 97: (EM) log likelihood = -28281.913
Iteration 98: (EM) log likelihood = -28278.219
Iteration 99: (EM) log likelihood = -28274.375
Iteration 100: (EM) log likelihood = -28271.121
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.0245
Iteration 1: (class) log likelihood = -8323.0245
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30088.489
Iteration 1: (outcome) log likelihood = -29026.597
Iteration 2: (outcome) log likelihood = -28835.996
Iteration 3: (outcome) log likelihood = -28799.151
Iteration 4: (outcome) log likelihood = -28791.605
Iteration 5: (outcome) log likelihood = -28789.907
Iteration 6: (outcome) log likelihood = -28789.551
Iteration 7: (outcome) log likelihood = -28789.494
Iteration 8: (outcome) log likelihood = -28789.48
Iteration 9: (outcome) log likelihood = -28789.477
Iteration 10: (outcome) log likelihood = -28789.477 (not concave)
Iteration 11: (outcome) log likelihood = -28789.477 (not concave)
Iteration 12: (outcome) log likelihood = -28789.477 (not concave)
Iteration 13: (outcome) log likelihood = -28789.477 (not concave)
Iteration 14: (outcome) log likelihood = -28789.477 (not concave)
Iteration 15: (outcome) log likelihood = -28789.477 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37040.241
Iteration 1: (EM) log likelihood = -36778.76
Iteration 2: (EM) log likelihood = -36073.688
Iteration 3: (EM) log likelihood = -34885.362
Iteration 4: (EM) log likelihood = -33850.532
Iteration 5: (EM) log likelihood = -33119.997
Iteration 6: (EM) log likelihood = -32539.178
Iteration 7: (EM) log likelihood = -32020.489
Iteration 8: (EM) log likelihood = -31554.554
Iteration 9: (EM) log likelihood = -31167.803
Iteration 10: (EM) log likelihood = -30883.288
Iteration 11: (EM) log likelihood = -30675.94
Iteration 12: (EM) log likelihood = -30520.732
Iteration 13: (EM) log likelihood = -30397.275
Iteration 14: (EM) log likelihood = -30301.622
Iteration 15: (EM) log likelihood = -30220.142
Iteration 16: (EM) log likelihood = -30144.756
Iteration 17: (EM) log likelihood = -30075.097
Iteration 18: (EM) log likelihood = -30002.754
Iteration 19: (EM) log likelihood = -29939.36
Iteration 20: (EM) log likelihood = -29876.952
Iteration 21: (EM) log likelihood = -29821.442
Iteration 22: (EM) log likelihood = -29770.23
Iteration 23: (EM) log likelihood = -29722.136
Iteration 24: (EM) log likelihood = -29675.683
Iteration 25: (EM) log likelihood = -29628.336
Iteration 26: (EM) log likelihood = -29581.324
Iteration 27: (EM) log likelihood = -29531.451
Iteration 28: (EM) log likelihood = -29484.923
Iteration 29: (EM) log likelihood = -29438.246
Iteration 30: (EM) log likelihood = -29391.803
Iteration 31: (EM) log likelihood = -29346.534
Iteration 32: (EM) log likelihood = -29304.144
Iteration 33: (EM) log likelihood = -29266.094
Iteration 34: (EM) log likelihood = -29230.087
Iteration 35: (EM) log likelihood = -29198.262
Iteration 36: (EM) log likelihood = -29170.681
Iteration 37: (EM) log likelihood = -29146.226
Iteration 38: (EM) log likelihood = -29124.729
Iteration 39: (EM) log likelihood = -29109.316
Iteration 40: (EM) log likelihood = -29096.152
Iteration 41: (EM) log likelihood = -29084.07
Iteration 42: (EM) log likelihood = -29070.652
Iteration 43: (EM) log likelihood = -29054.875
Iteration 44: (EM) log likelihood = -29045.326
Iteration 45: (EM) log likelihood = -29036.323
Iteration 46: (EM) log likelihood = -29029.521
Iteration 47: (EM) log likelihood = -29023.658
Iteration 48: (EM) log likelihood = -29018.538
Iteration 49: (EM) log likelihood = -29014.608
Iteration 50: (EM) log likelihood = -29010.173
Iteration 51: (EM) log likelihood = -29004.579
Iteration 52: (EM) log likelihood = -29000.837
Iteration 53: (EM) log likelihood = -28998.225
Iteration 54: (EM) log likelihood = -28995.263
Iteration 55: (EM) log likelihood = -28992.53
Iteration 56: (EM) log likelihood = -28989.927
Iteration 57: (EM) log likelihood = -28985.997
Iteration 58: (EM) log likelihood = -28984.359
Iteration 59: (EM) log likelihood = -28982.353
Iteration 60: (EM) log likelihood = -28980.76
Iteration 61: (EM) log likelihood = -28978.254
Iteration 62: (EM) log likelihood = -28976.754
Iteration 63: (EM) log likelihood = -28975.356
Iteration 64: (EM) log likelihood = -28973.594
Iteration 65: (EM) log likelihood = -28969.006
Iteration 66: (EM) log likelihood = -28967.426
Iteration 67: (EM) log likelihood = -28965.789
Iteration 68: (EM) log likelihood = -28963.801
Iteration 69: (EM) log likelihood = -28961.08
Iteration 70: (EM) log likelihood = -28958.623
Iteration 71: (EM) log likelihood = -28956.6
Iteration 72: (EM) log likelihood = -28954.274
Iteration 73: (EM) log likelihood = -28952.002
Iteration 74: (EM) log likelihood = -28948.909
Iteration 75: (EM) log likelihood = -28946.201
Iteration 76: (EM) log likelihood = -28943.076
Iteration 77: (EM) log likelihood = -28940.71
Iteration 78: (EM) log likelihood = -28938.615
Iteration 79: (EM) log likelihood = -28936.35
Iteration 80: (EM) log likelihood = -28933.549
Iteration 81: (EM) log likelihood = -28931.117
Iteration 82: (EM) log likelihood = -28928.172
Iteration 83: (EM) log likelihood = -28923.676
Iteration 84: (EM) log likelihood = -28920.612
Iteration 85: (EM) log likelihood = -28918.324
Iteration 86: (EM) log likelihood = -28915.971
Iteration 87: (EM) log likelihood = -28913.702
Iteration 88: (EM) log likelihood = -28911.494
Iteration 89: (EM) log likelihood = -28909.161
Iteration 90: (EM) log likelihood = -28906.595
Iteration 91: (EM) log likelihood = -28903.34
Iteration 92: (EM) log likelihood = -28900.864
Iteration 93: (EM) log likelihood = -28898.018
Iteration 94: (EM) log likelihood = -28893.744
Iteration 95: (EM) log likelihood = -28891.474
Iteration 96: (EM) log likelihood = -28889.062
Iteration 97: (EM) log likelihood = -28886.802
Iteration 98: (EM) log likelihood = -28883.436
Iteration 99: (EM) log likelihood = -28881.286
Iteration 100: (EM) log likelihood = -28879.069
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.5098
Iteration 1: (class) log likelihood = -8322.5098
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30302.419
Iteration 1: (outcome) log likelihood = -29155.61
Iteration 2: (outcome) log likelihood = -28875.495
Iteration 3: (outcome) log likelihood = -28824.205
Iteration 4: (outcome) log likelihood = -28814.634
Iteration 5: (outcome) log likelihood = -28812.878
Iteration 6: (outcome) log likelihood = -28812.549
Iteration 7: (outcome) log likelihood = -28812.475
Iteration 8: (outcome) log likelihood = -28812.458
Iteration 9: (outcome) log likelihood = -28812.454
Iteration 10: (outcome) log likelihood = -28812.453 (not concave)
Iteration 11: (outcome) log likelihood = -28812.453 (not concave)
Iteration 12: (outcome) log likelihood = -28812.453 (not concave)
Iteration 13: (outcome) log likelihood = -28812.453 (not concave)
Iteration 14: (outcome) log likelihood = -28812.453 (not concave)
Iteration 15: (outcome) log likelihood = -28812.453 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37093.087
Iteration 1: (EM) log likelihood = -36954.706
Iteration 2: (EM) log likelihood = -36588.76
Iteration 3: (EM) log likelihood = -35765.984
Iteration 4: (EM) log likelihood = -34588.668
Iteration 5: (EM) log likelihood = -33621.766
Iteration 6: (EM) log likelihood = -32935.278
Iteration 7: (EM) log likelihood = -32377.644
Iteration 8: (EM) log likelihood = -31885.326
Iteration 9: (EM) log likelihood = -31471.667
Iteration 10: (EM) log likelihood = -31141.813
Iteration 11: (EM) log likelihood = -30884.688
Iteration 12: (EM) log likelihood = -30674.104
Iteration 13: (EM) log likelihood = -30485.644
Iteration 14: (EM) log likelihood = -30302.23
Iteration 15: (EM) log likelihood = -30120.656
Iteration 16: (EM) log likelihood = -29933.42
Iteration 17: (EM) log likelihood = -29750.858
Iteration 18: (EM) log likelihood = -29577.581
Iteration 19: (EM) log likelihood = -29431.673
Iteration 20: (EM) log likelihood = -29314.502
Iteration 21: (EM) log likelihood = -29224.547
Iteration 22: (EM) log likelihood = -29151.328
Iteration 23: (EM) log likelihood = -29098.533
Iteration 24: (EM) log likelihood = -29053.788
Iteration 25: (EM) log likelihood = -29011.87
Iteration 26: (EM) log likelihood = -28974.434
Iteration 27: (EM) log likelihood = -28938.559
Iteration 28: (EM) log likelihood = -28910.334
Iteration 29: (EM) log likelihood = -28881.504
Iteration 30: (EM) log likelihood = -28857.66
Iteration 31: (EM) log likelihood = -28835.483
Iteration 32: (EM) log likelihood = -28812.578
Iteration 33: (EM) log likelihood = -28790.334
Iteration 34: (EM) log likelihood = -28772.108
Iteration 35: (EM) log likelihood = -28756.416
Iteration 36: (EM) log likelihood = -28743.01
Iteration 37: (EM) log likelihood = -28730.832
Iteration 38: (EM) log likelihood = -28717.63
Iteration 39: (EM) log likelihood = -28706.54
Iteration 40: (EM) log likelihood = -28695.323
Iteration 41: (EM) log likelihood = -28684.124
Iteration 42: (EM) log likelihood = -28674.654
Iteration 43: (EM) log likelihood = -28665.467
Iteration 44: (EM) log likelihood = -28657.443
Iteration 45: (EM) log likelihood = -28650.255
Iteration 46: (EM) log likelihood = -28642.456
Iteration 47: (EM) log likelihood = -28636.568
Iteration 48: (EM) log likelihood = -28630.644
Iteration 49: (EM) log likelihood = -28623.015
Iteration 50: (EM) log likelihood = -28613.963
Iteration 51: (EM) log likelihood = -28605.866
Iteration 52: (EM) log likelihood = -28598.059
Iteration 53: (EM) log likelihood = -28590.923
Iteration 54: (EM) log likelihood = -28585.547
Iteration 55: (EM) log likelihood = -28578.11
Iteration 56: (EM) log likelihood = -28570.656
Iteration 57: (EM) log likelihood = -28565.264
Iteration 58: (EM) log likelihood = -28560.129
Iteration 59: (EM) log likelihood = -28555.293
Iteration 60: (EM) log likelihood = -28551.073
Iteration 61: (EM) log likelihood = -28546.353
Iteration 62: (EM) log likelihood = -28542.269
Iteration 63: (EM) log likelihood = -28538.319
Iteration 64: (EM) log likelihood = -28532.984
Iteration 65: (EM) log likelihood = -28529.23
Iteration 66: (EM) log likelihood = -28523.629
Iteration 67: (EM) log likelihood = -28519.033
Iteration 68: (EM) log likelihood = -28513.688
Iteration 69: (EM) log likelihood = -28506.903
Iteration 70: (EM) log likelihood = -28501.472
Iteration 71: (EM) log likelihood = -28496.747
Iteration 72: (EM) log likelihood = -28493.632
Iteration 73: (EM) log likelihood = -28488.541
Iteration 74: (EM) log likelihood = -28482.6
Iteration 75: (EM) log likelihood = -28478.403
Iteration 76: (EM) log likelihood = -28473.67
Iteration 77: (EM) log likelihood = -28470.531
Iteration 78: (EM) log likelihood = -28466.918
Iteration 79: (EM) log likelihood = -28463.193
Iteration 80: (EM) log likelihood = -28459.776
Iteration 81: (EM) log likelihood = -28456.764
Iteration 82: (EM) log likelihood = -28453.314
Iteration 83: (EM) log likelihood = -28449.531
Iteration 84: (EM) log likelihood = -28447.582
Iteration 85: (EM) log likelihood = -28445.106
Iteration 86: (EM) log likelihood = -28442.079
Iteration 87: (EM) log likelihood = -28438.354
Iteration 88: (EM) log likelihood = -28435.454
Iteration 89: (EM) log likelihood = -28432.411
Iteration 90: (EM) log likelihood = -28429.572
Iteration 91: (EM) log likelihood = -28427.649
Iteration 92: (EM) log likelihood = -28425.147
Iteration 93: (EM) log likelihood = -28422.095
Iteration 94: (EM) log likelihood = -28419.02
Iteration 95: (EM) log likelihood = -28419.339
Iteration 96: (EM) log likelihood = -28415.526
Iteration 97: (EM) log likelihood = -28412.226
Iteration 98: (EM) log likelihood = -28409.129
Iteration 99: (EM) log likelihood = -28406.609
Iteration 100: (EM) log likelihood = -28404.152
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.143
Iteration 1: (class) log likelihood = -8321.143
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30427.681
Iteration 1: (outcome) log likelihood = -29082.526
Iteration 2: (outcome) log likelihood = -28827.323
Iteration 3: (outcome) log likelihood = -28778.357
Iteration 4: (outcome) log likelihood = -28768.264
Iteration 5: (outcome) log likelihood = -28765.827
Iteration 6: (outcome) log likelihood = -28765.345
Iteration 7: (outcome) log likelihood = -28765.268
Iteration 8: (outcome) log likelihood = -28765.249
Iteration 9: (outcome) log likelihood = -28765.245
Iteration 10: (outcome) log likelihood = -28765.244 (not concave)
Iteration 11: (outcome) log likelihood = -28765.244 (not concave)
Iteration 12: (outcome) log likelihood = -28765.244 (not concave)
Iteration 13: (outcome) log likelihood = -28765.244 (not concave)
Iteration 14: (outcome) log likelihood = -28765.244 (not concave)
Iteration 15: (outcome) log likelihood = -28765.244 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37023.123
Iteration 1: (EM) log likelihood = -36816.744
Iteration 2: (EM) log likelihood = -36260.414
Iteration 3: (EM) log likelihood = -35220.803
Iteration 4: (EM) log likelihood = -34028.643
Iteration 5: (EM) log likelihood = -33079.923
Iteration 6: (EM) log likelihood = -32394.355
Iteration 7: (EM) log likelihood = -31895.922
Iteration 8: (EM) log likelihood = -31524.709
Iteration 9: (EM) log likelihood = -31233.812
Iteration 10: (EM) log likelihood = -30979.865
Iteration 11: (EM) log likelihood = -30749.537
Iteration 12: (EM) log likelihood = -30540.809
Iteration 13: (EM) log likelihood = -30353.968
Iteration 14: (EM) log likelihood = -30185.156
Iteration 15: (EM) log likelihood = -30030.3
Iteration 16: (EM) log likelihood = -29884.159
Iteration 17: (EM) log likelihood = -29758.276
Iteration 18: (EM) log likelihood = -29646.447
Iteration 19: (EM) log likelihood = -29548.55
Iteration 20: (EM) log likelihood = -29462.183
Iteration 21: (EM) log likelihood = -29388.23
Iteration 22: (EM) log likelihood = -29323.085
Iteration 23: (EM) log likelihood = -29267.251
Iteration 24: (EM) log likelihood = -29217.241
Iteration 25: (EM) log likelihood = -29170.366
Iteration 26: (EM) log likelihood = -29126.336
Iteration 27: (EM) log likelihood = -29094.927
Iteration 28: (EM) log likelihood = -29066.901
Iteration 29: (EM) log likelihood = -29042.87
Iteration 30: (EM) log likelihood = -29019.682
Iteration 31: (EM) log likelihood = -29001.265
Iteration 32: (EM) log likelihood = -28983.573
Iteration 33: (EM) log likelihood = -28969.792
Iteration 34: (EM) log likelihood = -28957.936
Iteration 35: (EM) log likelihood = -28947.17
Iteration 36: (EM) log likelihood = -28937.516
Iteration 37: (EM) log likelihood = -28928.132
Iteration 38: (EM) log likelihood = -28916.707
Iteration 39: (EM) log likelihood = -28907.08
Iteration 40: (EM) log likelihood = -28898.192
Iteration 41: (EM) log likelihood = -28888.505
Iteration 42: (EM) log likelihood = -28880.068
Iteration 43: (EM) log likelihood = -28870.817
Iteration 44: (EM) log likelihood = -28862.077
Iteration 45: (EM) log likelihood = -28853.729
Iteration 46: (EM) log likelihood = -28846.08
Iteration 47: (EM) log likelihood = -28837.533
Iteration 48: (EM) log likelihood = -28829.298
Iteration 49: (EM) log likelihood = -28822.152
Iteration 50: (EM) log likelihood = -28814.826
Iteration 51: (EM) log likelihood = -28806.993
Iteration 52: (EM) log likelihood = -28797.993
Iteration 53: (EM) log likelihood = -28791.366
Iteration 54: (EM) log likelihood = -28785.043
Iteration 55: (EM) log likelihood = -28776.756
Iteration 56: (EM) log likelihood = -28769.294
Iteration 57: (EM) log likelihood = -28760.798
Iteration 58: (EM) log likelihood = -28752.471
Iteration 59: (EM) log likelihood = -28744.729
Iteration 60: (EM) log likelihood = -28736.922
Iteration 61: (EM) log likelihood = -28729.726
Iteration 62: (EM) log likelihood = -28721.822
Iteration 63: (EM) log likelihood = -28714.833
Iteration 64: (EM) log likelihood = -28708.074
Iteration 65: (EM) log likelihood = -28702.146
Iteration 66: (EM) log likelihood = -28698.339
Iteration 67: (EM) log likelihood = -28693.595
Iteration 68: (EM) log likelihood = -28687.922
Iteration 69: (EM) log likelihood = -28683.21
Iteration 70: (EM) log likelihood = -28678.971
Iteration 71: (EM) log likelihood = -28676.685
Iteration 72: (EM) log likelihood = -28673.227
Iteration 73: (EM) log likelihood = -28671.077
Iteration 74: (EM) log likelihood = -28669.069
Iteration 75: (EM) log likelihood = -28666.44
Iteration 76: (EM) log likelihood = -28664.414
Iteration 77: (EM) log likelihood = -28661.845
Iteration 78: (EM) log likelihood = -28661.307
Iteration 79: (EM) log likelihood = -28658.059
Iteration 80: (EM) log likelihood = -28655.811
Iteration 81: (EM) log likelihood = -28653.371
Iteration 82: (EM) log likelihood = -28652.495
Iteration 83: (EM) log likelihood = -28651.124
Iteration 84: (EM) log likelihood = -28648.908
Iteration 85: (EM) log likelihood = -28648.163
Iteration 86: (EM) log likelihood = -28646.959
Iteration 87: (EM) log likelihood = -28644.922
Iteration 88: (EM) log likelihood = -28642.633
Iteration 89: (EM) log likelihood = -28641.348
Iteration 90: (EM) log likelihood = -28639.964
Iteration 91: (EM) log likelihood = -28638.572
Iteration 92: (EM) log likelihood = -28637.263
Iteration 93: (EM) log likelihood = -28634.896
Iteration 94: (EM) log likelihood = -28631.978
Iteration 95: (EM) log likelihood = -28628.726
Iteration 96: (EM) log likelihood = -28625.248
Iteration 97: (EM) log likelihood = -28622.113
Iteration 98: (EM) log likelihood = -28619.577
Iteration 99: (EM) log likelihood = -28616.118
Iteration 100: (EM) log likelihood = -28612.868
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8317.2334
Iteration 1: (class) log likelihood = -8317.2334
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29728.814
Iteration 1: (outcome) log likelihood = -29062.224
Iteration 2: (outcome) log likelihood = -28848.787
Iteration 3: (outcome) log likelihood = -28818.756
Iteration 4: (outcome) log likelihood = -28813.316
Iteration 5: (outcome) log likelihood = -28812.312
Iteration 6: (outcome) log likelihood = -28812.069
Iteration 7: (outcome) log likelihood = -28812.021
Iteration 8: (outcome) log likelihood = -28812.013
Iteration 9: (outcome) log likelihood = -28812.011
Iteration 10: (outcome) log likelihood = -28812.011 (not concave)
Iteration 11: (outcome) log likelihood = -28812.011 (not concave)
Iteration 12: (outcome) log likelihood = -28812.011 (not concave)
Iteration 13: (outcome) log likelihood = -28812.011 (not concave)
Iteration 14: (outcome) log likelihood = -28812.011 (not concave)
Iteration 15: (outcome) log likelihood = -28812.011 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37066.811
Iteration 1: (EM) log likelihood = -36823.281
Iteration 2: (EM) log likelihood = -36129.106
Iteration 3: (EM) log likelihood = -34922.932
Iteration 4: (EM) log likelihood = -33763.198
Iteration 5: (EM) log likelihood = -32935.299
Iteration 6: (EM) log likelihood = -32355.833
Iteration 7: (EM) log likelihood = -31888.914
Iteration 8: (EM) log likelihood = -31475.646
Iteration 9: (EM) log likelihood = -31118.215
Iteration 10: (EM) log likelihood = -30818.21
Iteration 11: (EM) log likelihood = -30573.409
Iteration 12: (EM) log likelihood = -30369.441
Iteration 13: (EM) log likelihood = -30198.503
Iteration 14: (EM) log likelihood = -30053.87
Iteration 15: (EM) log likelihood = -29928.296
Iteration 16: (EM) log likelihood = -29821.446
Iteration 17: (EM) log likelihood = -29725.979
Iteration 18: (EM) log likelihood = -29644.258
Iteration 19: (EM) log likelihood = -29570.674
Iteration 20: (EM) log likelihood = -29503.814
Iteration 21: (EM) log likelihood = -29442.524
Iteration 22: (EM) log likelihood = -29386.033
Iteration 23: (EM) log likelihood = -29332.937
Iteration 24: (EM) log likelihood = -29282.02
Iteration 25: (EM) log likelihood = -29232.584
Iteration 26: (EM) log likelihood = -29180.488
Iteration 27: (EM) log likelihood = -29133.403
Iteration 28: (EM) log likelihood = -29088.363
Iteration 29: (EM) log likelihood = -29046.05
Iteration 30: (EM) log likelihood = -29007.223
Iteration 31: (EM) log likelihood = -28971.81
Iteration 32: (EM) log likelihood = -28938.696
Iteration 33: (EM) log likelihood = -28907.918
Iteration 34: (EM) log likelihood = -28880.532
Iteration 35: (EM) log likelihood = -28854.646
Iteration 36: (EM) log likelihood = -28830.45
Iteration 37: (EM) log likelihood = -28809.743
Iteration 38: (EM) log likelihood = -28791.108
Iteration 39: (EM) log likelihood = -28771.6
Iteration 40: (EM) log likelihood = -28755.353
Iteration 41: (EM) log likelihood = -28737.352
Iteration 42: (EM) log likelihood = -28721.86
Iteration 43: (EM) log likelihood = -28705.728
Iteration 44: (EM) log likelihood = -28688.079
Iteration 45: (EM) log likelihood = -28669.743
Iteration 46: (EM) log likelihood = -28649.422
Iteration 47: (EM) log likelihood = -28629.013
Iteration 48: (EM) log likelihood = -28610.106
Iteration 49: (EM) log likelihood = -28589.222
Iteration 50: (EM) log likelihood = -28570.582
Iteration 51: (EM) log likelihood = -28552.291
Iteration 52: (EM) log likelihood = -28535.174
Iteration 53: (EM) log likelihood = -28518.518
Iteration 54: (EM) log likelihood = -28502.296
Iteration 55: (EM) log likelihood = -28486.597
Iteration 56: (EM) log likelihood = -28472.853
Iteration 57: (EM) log likelihood = -28460.56
Iteration 58: (EM) log likelihood = -28448.518
Iteration 59: (EM) log likelihood = -28437.612
Iteration 60: (EM) log likelihood = -28427.838
Iteration 61: (EM) log likelihood = -28419.808
Iteration 62: (EM) log likelihood = -28412.755
Iteration 63: (EM) log likelihood = -28408.071
Iteration 64: (EM) log likelihood = -28403.601
Iteration 65: (EM) log likelihood = -28398.071
Iteration 66: (EM) log likelihood = -28392.901
Iteration 67: (EM) log likelihood = -28388.793
Iteration 68: (EM) log likelihood = -28384.877
Iteration 69: (EM) log likelihood = -28380.522
Iteration 70: (EM) log likelihood = -28375.713
Iteration 71: (EM) log likelihood = -28372.885
Iteration 72: (EM) log likelihood = -28369.681
Iteration 73: (EM) log likelihood = -28367.756
Iteration 74: (EM) log likelihood = -28366.143
Iteration 75: (EM) log likelihood = -28363.624
Iteration 76: (EM) log likelihood = -28362.3
Iteration 77: (EM) log likelihood = -28360.17
Iteration 78: (EM) log likelihood = -28358.285
Iteration 79: (EM) log likelihood = -28355.895
Iteration 80: (EM) log likelihood = -28352.875
Iteration 81: (EM) log likelihood = -28351.054
Iteration 82: (EM) log likelihood = -28349.418
Iteration 83: (EM) log likelihood = -28349.054
Iteration 84: (EM) log likelihood = -28346.615
Iteration 85: (EM) log likelihood = -28344.633
Iteration 86: (EM) log likelihood = -28343.565
Iteration 87: (EM) log likelihood = -28342.311
Iteration 88: (EM) log likelihood = -28340.402
Iteration 89: (EM) log likelihood = -28339.514
Iteration 90: (EM) log likelihood = -28338.701
Iteration 91: (EM) log likelihood = -28337.797
Iteration 92: (EM) log likelihood = -28336.495
Iteration 93: (EM) log likelihood = -28335.455
Iteration 94: (EM) log likelihood = -28334.905
Iteration 95: (EM) log likelihood = -28334.286
Iteration 96: (EM) log likelihood = -28333.806
Iteration 97: (EM) log likelihood = -28333.287
Iteration 98: (EM) log likelihood = -28332.818
Iteration 99: (EM) log likelihood = -28332.414
Iteration 100: (EM) log likelihood = -28331.953
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8324.0056
Iteration 1: (class) log likelihood = -8324.0056
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30298.973
Iteration 1: (outcome) log likelihood = -29101.32
Iteration 2: (outcome) log likelihood = -28824.023
Iteration 3: (outcome) log likelihood = -28782.408
Iteration 4: (outcome) log likelihood = -28771.56
Iteration 5: (outcome) log likelihood = -28769.459
Iteration 6: (outcome) log likelihood = -28769.047
Iteration 7: (outcome) log likelihood = -28768.979
Iteration 8: (outcome) log likelihood = -28768.963
Iteration 9: (outcome) log likelihood = -28768.959
Iteration 10: (outcome) log likelihood = -28768.959 (not concave)
Iteration 11: (outcome) log likelihood = -28768.958 (not concave)
Iteration 12: (outcome) log likelihood = -28768.958 (not concave)
Iteration 13: (outcome) log likelihood = -28768.958 (not concave)
Iteration 14: (outcome) log likelihood = -28768.958 (not concave)
Iteration 15: (outcome) log likelihood = -28768.958 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37038.657
Iteration 1: (EM) log likelihood = -36860.256
Iteration 2: (EM) log likelihood = -36410.906
Iteration 3: (EM) log likelihood = -35453.982
Iteration 4: (EM) log likelihood = -34146.366
Iteration 5: (EM) log likelihood = -33127.333
Iteration 6: (EM) log likelihood = -32451.071
Iteration 7: (EM) log likelihood = -31961.901
Iteration 8: (EM) log likelihood = -31576.347
Iteration 9: (EM) log likelihood = -31250.303
Iteration 10: (EM) log likelihood = -30961.245
Iteration 11: (EM) log likelihood = -30711.498
Iteration 12: (EM) log likelihood = -30496.314
Iteration 13: (EM) log likelihood = -30311.812
Iteration 14: (EM) log likelihood = -30147.417
Iteration 15: (EM) log likelihood = -29998.014
Iteration 16: (EM) log likelihood = -29855.376
Iteration 17: (EM) log likelihood = -29731.671
Iteration 18: (EM) log likelihood = -29615.048
Iteration 19: (EM) log likelihood = -29516.537
Iteration 20: (EM) log likelihood = -29427.029
Iteration 21: (EM) log likelihood = -29349.716
Iteration 22: (EM) log likelihood = -29283.592
Iteration 23: (EM) log likelihood = -29229.435
Iteration 24: (EM) log likelihood = -29181.248
Iteration 25: (EM) log likelihood = -29137.676
Iteration 26: (EM) log likelihood = -29096.412
Iteration 27: (EM) log likelihood = -29061.379
Iteration 28: (EM) log likelihood = -29028.931
Iteration 29: (EM) log likelihood = -29000.377
Iteration 30: (EM) log likelihood = -28977.689
Iteration 31: (EM) log likelihood = -28955.736
Iteration 32: (EM) log likelihood = -28935.396
Iteration 33: (EM) log likelihood = -28918.145
Iteration 34: (EM) log likelihood = -28900.736
Iteration 35: (EM) log likelihood = -28886.326
Iteration 36: (EM) log likelihood = -28872.514
Iteration 37: (EM) log likelihood = -28858.534
Iteration 38: (EM) log likelihood = -28845.92
Iteration 39: (EM) log likelihood = -28836.229
Iteration 40: (EM) log likelihood = -28827.769
Iteration 41: (EM) log likelihood = -28820.221
Iteration 42: (EM) log likelihood = -28812.479
Iteration 43: (EM) log likelihood = -28807.667
Iteration 44: (EM) log likelihood = -28803.227
Iteration 45: (EM) log likelihood = -28799.245
Iteration 46: (EM) log likelihood = -28793.827
Iteration 47: (EM) log likelihood = -28789.607
Iteration 48: (EM) log likelihood = -28785.885
Iteration 49: (EM) log likelihood = -28783.283
Iteration 50: (EM) log likelihood = -28780.234
Iteration 51: (EM) log likelihood = -28777.679
Iteration 52: (EM) log likelihood = -28775.286
Iteration 53: (EM) log likelihood = -28772.889
Iteration 54: (EM) log likelihood = -28770.696
Iteration 55: (EM) log likelihood = -28768.549
Iteration 56: (EM) log likelihood = -28766.092
Iteration 57: (EM) log likelihood = -28763.508
Iteration 58: (EM) log likelihood = -28761.275
Iteration 59: (EM) log likelihood = -28759.069
Iteration 60: (EM) log likelihood = -28756.694
Iteration 61: (EM) log likelihood = -28753.879
Iteration 62: (EM) log likelihood = -28751.635
Iteration 63: (EM) log likelihood = -28749.133
Iteration 64: (EM) log likelihood = -28742.105
Iteration 65: (EM) log likelihood = -28740.124
Iteration 66: (EM) log likelihood = -28737.845
Iteration 67: (EM) log likelihood = -28735.101
Iteration 68: (EM) log likelihood = -28732.587
Iteration 69: (EM) log likelihood = -28729.842
Iteration 70: (EM) log likelihood = -28726.625
Iteration 71: (EM) log likelihood = -28723.319
Iteration 72: (EM) log likelihood = -28720.467
Iteration 73: (EM) log likelihood = -28717.154
Iteration 74: (EM) log likelihood = -28712.87
Iteration 75: (EM) log likelihood = -28710.021
Iteration 76: (EM) log likelihood = -28706.705
Iteration 77: (EM) log likelihood = -28702.879
Iteration 78: (EM) log likelihood = -28699.338
Iteration 79: (EM) log likelihood = -28696.066
Iteration 80: (EM) log likelihood = -28692.751
Iteration 81: (EM) log likelihood = -28689.253
Iteration 82: (EM) log likelihood = -28685.376
Iteration 83: (EM) log likelihood = -28681.42
Iteration 84: (EM) log likelihood = -28677.537
Iteration 85: (EM) log likelihood = -28674.264
Iteration 86: (EM) log likelihood = -28670.971
Iteration 87: (EM) log likelihood = -28667.479
Iteration 88: (EM) log likelihood = -28663.623
Iteration 89: (EM) log likelihood = -28659.877
Iteration 90: (EM) log likelihood = -28656.933
Iteration 91: (EM) log likelihood = -28653.716
Iteration 92: (EM) log likelihood = -28649.448
Iteration 93: (EM) log likelihood = -28646.043
Iteration 94: (EM) log likelihood = -28642.428
Iteration 95: (EM) log likelihood = -28638.989
Iteration 96: (EM) log likelihood = -28635.359
Iteration 97: (EM) log likelihood = -28631.646
Iteration 98: (EM) log likelihood = -28627.639
Iteration 99: (EM) log likelihood = -28623.202
Iteration 100: (EM) log likelihood = -28617.186
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.5638
Iteration 1: (class) log likelihood = -8322.5638
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30273.74
Iteration 1: (outcome) log likelihood = -29056.155
Iteration 2: (outcome) log likelihood = -28855.688
Iteration 3: (outcome) log likelihood = -28812.627
Iteration 4: (outcome) log likelihood = -28803.506
Iteration 5: (outcome) log likelihood = -28801.595
Iteration 6: (outcome) log likelihood = -28801.271
Iteration 7: (outcome) log likelihood = -28801.195
Iteration 8: (outcome) log likelihood = -28801.177
Iteration 9: (outcome) log likelihood = -28801.174 (not concave)
Iteration 10: (outcome) log likelihood = -28801.173 (not concave)
Iteration 11: (outcome) log likelihood = -28801.173 (not concave)
Iteration 12: (outcome) log likelihood = -28801.173 (not concave)
Iteration 13: (outcome) log likelihood = -28801.173 (not concave)
Iteration 14: (outcome) log likelihood = -28801.173 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37072.914
Iteration 1: (EM) log likelihood = -36888.571
Iteration 2: (EM) log likelihood = -36349.561
Iteration 3: (EM) log likelihood = -35302.028
Iteration 4: (EM) log likelihood = -34147.022
Iteration 5: (EM) log likelihood = -33214.996
Iteration 6: (EM) log likelihood = -32494.132
Iteration 7: (EM) log likelihood = -31966.102
Iteration 8: (EM) log likelihood = -31584.821
Iteration 9: (EM) log likelihood = -31301.213
Iteration 10: (EM) log likelihood = -31081.048
Iteration 11: (EM) log likelihood = -30896.184
Iteration 12: (EM) log likelihood = -30726.141
Iteration 13: (EM) log likelihood = -30558.401
Iteration 14: (EM) log likelihood = -30386.4
Iteration 15: (EM) log likelihood = -30214.851
Iteration 16: (EM) log likelihood = -30057.884
Iteration 17: (EM) log likelihood = -29918.546
Iteration 18: (EM) log likelihood = -29793.782
Iteration 19: (EM) log likelihood = -29685.272
Iteration 20: (EM) log likelihood = -29591.694
Iteration 21: (EM) log likelihood = -29509.088
Iteration 22: (EM) log likelihood = -29434.943
Iteration 23: (EM) log likelihood = -29367.16
Iteration 24: (EM) log likelihood = -29304.516
Iteration 25: (EM) log likelihood = -29248.306
Iteration 26: (EM) log likelihood = -29196.459
Iteration 27: (EM) log likelihood = -29143.914
Iteration 28: (EM) log likelihood = -29098.577
Iteration 29: (EM) log likelihood = -29056.715
Iteration 30: (EM) log likelihood = -29018.693
Iteration 31: (EM) log likelihood = -28988.405
Iteration 32: (EM) log likelihood = -28958.491
Iteration 33: (EM) log likelihood = -28931.493
Iteration 34: (EM) log likelihood = -28907.19
Iteration 35: (EM) log likelihood = -28884.384
Iteration 36: (EM) log likelihood = -28863.15
Iteration 37: (EM) log likelihood = -28842.289
Iteration 38: (EM) log likelihood = -28823.615
Iteration 39: (EM) log likelihood = -28806.947
Iteration 40: (EM) log likelihood = -28788.152
Iteration 41: (EM) log likelihood = -28771.827
Iteration 42: (EM) log likelihood = -28754.552
Iteration 43: (EM) log likelihood = -28735.655
Iteration 44: (EM) log likelihood = -28720.712
Iteration 45: (EM) log likelihood = -28708.044
Iteration 46: (EM) log likelihood = -28694.213
Iteration 47: (EM) log likelihood = -28682.356
Iteration 48: (EM) log likelihood = -28669.204
Iteration 49: (EM) log likelihood = -28654.828
Iteration 50: (EM) log likelihood = -28642.179
Iteration 51: (EM) log likelihood = -28632.088
Iteration 52: (EM) log likelihood = -28624.549
Iteration 53: (EM) log likelihood = -28617.931
Iteration 54: (EM) log likelihood = -28608.283
Iteration 55: (EM) log likelihood = -28600.785
Iteration 56: (EM) log likelihood = -28595.704
Iteration 57: (EM) log likelihood = -28589.236
Iteration 58: (EM) log likelihood = -28580.95
Iteration 59: (EM) log likelihood = -28566.242
Iteration 60: (EM) log likelihood = -28561.98
Iteration 61: (EM) log likelihood = -28556.763
Iteration 62: (EM) log likelihood = -28553.478
Iteration 63: (EM) log likelihood = -28550.5
Iteration 64: (EM) log likelihood = -28547.264
Iteration 65: (EM) log likelihood = -28544.57
Iteration 66: (EM) log likelihood = -28542.8
Iteration 67: (EM) log likelihood = -28535.015
Iteration 68: (EM) log likelihood = -28532.293
Iteration 69: (EM) log likelihood = -28527.513
Iteration 70: (EM) log likelihood = -28523.16
Iteration 71: (EM) log likelihood = -28518.587
Iteration 72: (EM) log likelihood = -28516.332
Iteration 73: (EM) log likelihood = -28511.764
Iteration 74: (EM) log likelihood = -28509.894
Iteration 75: (EM) log likelihood = -28506.732
Iteration 76: (EM) log likelihood = -28503.539
Iteration 77: (EM) log likelihood = -28501.991
Iteration 78: (EM) log likelihood = -28500.89
Iteration 79: (EM) log likelihood = -28499.501
Iteration 80: (EM) log likelihood = -28498.594
Iteration 81: (EM) log likelihood = -28497.251
Iteration 82: (EM) log likelihood = -28496.052
Iteration 83: (EM) log likelihood = -28494.939
Iteration 84: (EM) log likelihood = -28494.261
Iteration 85: (EM) log likelihood = -28493.464
Iteration 86: (EM) log likelihood = -28490.51
Iteration 87: (EM) log likelihood = -28487.334
Iteration 88: (EM) log likelihood = -28484.735
Iteration 89: (EM) log likelihood = -28483.314
Iteration 90: (EM) log likelihood = -28482.149
Iteration 91: (EM) log likelihood = -28481.18
Iteration 92: (EM) log likelihood = -28480.33
Iteration 93: (EM) log likelihood = -28479.127
Iteration 94: (EM) log likelihood = -28478.672
Iteration 95: (EM) log likelihood = -28477.63
Iteration 96: (EM) log likelihood = -28476.774
Iteration 97: (EM) log likelihood = -28476.162
Iteration 98: (EM) log likelihood = -28475.478
Iteration 99: (EM) log likelihood = -28474.863
Iteration 100: (EM) log likelihood = -28474.177
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.6322
Iteration 1: (class) log likelihood = -8320.6322
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30186.26
Iteration 1: (outcome) log likelihood = -29172.731
Iteration 2: (outcome) log likelihood = -28839.811
Iteration 3: (outcome) log likelihood = -28788.949
Iteration 4: (outcome) log likelihood = -28780.216
Iteration 5: (outcome) log likelihood = -28778.083
Iteration 6: (outcome) log likelihood = -28777.63
Iteration 7: (outcome) log likelihood = -28777.526
Iteration 8: (outcome) log likelihood = -28777.508
Iteration 9: (outcome) log likelihood = -28777.506 (not concave)
Iteration 10: (outcome) log likelihood = -28777.506 (not concave)
Iteration 11: (outcome) log likelihood = -28777.506 (not concave)
Iteration 12: (outcome) log likelihood = -28777.506 (not concave)
Iteration 13: (outcome) log likelihood = -28777.506 (not concave)
Iteration 14: (outcome) log likelihood = -28777.506 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37024.487
Iteration 1: (EM) log likelihood = -36749.072
Iteration 2: (EM) log likelihood = -36036.996
Iteration 3: (EM) log likelihood = -34916.188
Iteration 4: (EM) log likelihood = -33829.687
Iteration 5: (EM) log likelihood = -32964.013
Iteration 6: (EM) log likelihood = -32305.607
Iteration 7: (EM) log likelihood = -31784.904
Iteration 8: (EM) log likelihood = -31357.311
Iteration 9: (EM) log likelihood = -31007.453
Iteration 10: (EM) log likelihood = -30716.959
Iteration 11: (EM) log likelihood = -30474.025
Iteration 12: (EM) log likelihood = -30274.658
Iteration 13: (EM) log likelihood = -30118.617
Iteration 14: (EM) log likelihood = -29997.256
Iteration 15: (EM) log likelihood = -29901.753
Iteration 16: (EM) log likelihood = -29820.28
Iteration 17: (EM) log likelihood = -29746.933
Iteration 18: (EM) log likelihood = -29680.762
Iteration 19: (EM) log likelihood = -29623.045
Iteration 20: (EM) log likelihood = -29569.564
Iteration 21: (EM) log likelihood = -29519.533
Iteration 22: (EM) log likelihood = -29474.667
Iteration 23: (EM) log likelihood = -29437.065
Iteration 24: (EM) log likelihood = -29402.344
Iteration 25: (EM) log likelihood = -29363.47
Iteration 26: (EM) log likelihood = -29335.277
Iteration 27: (EM) log likelihood = -29307.553
Iteration 28: (EM) log likelihood = -29282.721
Iteration 29: (EM) log likelihood = -29258.087
Iteration 30: (EM) log likelihood = -29233.991
Iteration 31: (EM) log likelihood = -29212.63
Iteration 32: (EM) log likelihood = -29186.918
Iteration 33: (EM) log likelihood = -29161.702
Iteration 34: (EM) log likelihood = -29145.619
Iteration 35: (EM) log likelihood = -29130.356
Iteration 36: (EM) log likelihood = -29115.961
Iteration 37: (EM) log likelihood = -29100.585
Iteration 38: (EM) log likelihood = -29087.776
Iteration 39: (EM) log likelihood = -29075.506
Iteration 40: (EM) log likelihood = -29064.419
Iteration 41: (EM) log likelihood = -29051.765
Iteration 42: (EM) log likelihood = -29042.306
Iteration 43: (EM) log likelihood = -29028.307
Iteration 44: (EM) log likelihood = -29019.66
Iteration 45: (EM) log likelihood = -29011.931
Iteration 46: (EM) log likelihood = -29003.969
Iteration 47: (EM) log likelihood = -28996.834
Iteration 48: (EM) log likelihood = -28988.179
Iteration 49: (EM) log likelihood = -28981.55
Iteration 50: (EM) log likelihood = -28975.066
Iteration 51: (EM) log likelihood = -28969.294
Iteration 52: (EM) log likelihood = -28961.995
Iteration 53: (EM) log likelihood = -28948.579
Iteration 54: (EM) log likelihood = -28942.483
Iteration 55: (EM) log likelihood = -28935.221
Iteration 56: (EM) log likelihood = -28927.827
Iteration 57: (EM) log likelihood = -28922.128
Iteration 58: (EM) log likelihood = -28915.776
Iteration 59: (EM) log likelihood = -28910.92
Iteration 60: (EM) log likelihood = -28905.403
Iteration 61: (EM) log likelihood = -28900.609
Iteration 62: (EM) log likelihood = -28895.443
Iteration 63: (EM) log likelihood = -28889.328
Iteration 64: (EM) log likelihood = -28884.223
Iteration 65: (EM) log likelihood = -28879.368
Iteration 66: (EM) log likelihood = -28874.542
Iteration 67: (EM) log likelihood = -28868.916
Iteration 68: (EM) log likelihood = -28862.538
Iteration 69: (EM) log likelihood = -28857.271
Iteration 70: (EM) log likelihood = -28850.873
Iteration 71: (EM) log likelihood = -28842.709
Iteration 72: (EM) log likelihood = -28838.222
Iteration 73: (EM) log likelihood = -28832.751
Iteration 74: (EM) log likelihood = -28827.653
Iteration 75: (EM) log likelihood = -28817.278
Iteration 76: (EM) log likelihood = -28813.049
Iteration 77: (EM) log likelihood = -28808.785
Iteration 78: (EM) log likelihood = -28804.433
Iteration 79: (EM) log likelihood = -28800.994
Iteration 80: (EM) log likelihood = -28797.548
Iteration 81: (EM) log likelihood = -28794.683
Iteration 82: (EM) log likelihood = -28791.008
Iteration 83: (EM) log likelihood = -28788.148
Iteration 84: (EM) log likelihood = -28784.453
Iteration 85: (EM) log likelihood = -28780.537
Iteration 86: (EM) log likelihood = -28777.534
Iteration 87: (EM) log likelihood = -28774.461
Iteration 88: (EM) log likelihood = -28770.64
Iteration 89: (EM) log likelihood = -28767.642
Iteration 90: (EM) log likelihood = -28763.806
Iteration 91: (EM) log likelihood = -28758.646
Iteration 92: (EM) log likelihood = -28755.907
Iteration 93: (EM) log likelihood = -28752.333
Iteration 94: (EM) log likelihood = -28748.992
Iteration 95: (EM) log likelihood = -28746.396
Iteration 96: (EM) log likelihood = -28743.528
Iteration 97: (EM) log likelihood = -28739.443
Iteration 98: (EM) log likelihood = -28736.864
Iteration 99: (EM) log likelihood = -28734.787
Iteration 100: (EM) log likelihood = -28732.688
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.4027
Iteration 1: (class) log likelihood = -8321.4027
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30414.346
Iteration 1: (outcome) log likelihood = -29071.702
Iteration 2: (outcome) log likelihood = -28817.105
Iteration 3: (outcome) log likelihood = -28757.381
Iteration 4: (outcome) log likelihood = -28746.659
Iteration 5: (outcome) log likelihood = -28744.179
Iteration 6: (outcome) log likelihood = -28743.657
Iteration 7: (outcome) log likelihood = -28743.574
Iteration 8: (outcome) log likelihood = -28743.565
Iteration 9: (outcome) log likelihood = -28743.562 (not concave)
Iteration 10: (outcome) log likelihood = -28743.562 (not concave)
Iteration 11: (outcome) log likelihood = -28743.562 (not concave)
Iteration 12: (outcome) log likelihood = -28743.562 (not concave)
Iteration 13: (outcome) log likelihood = -28743.562 (not concave)
Iteration 14: (outcome) log likelihood = -28743.562 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36994.193
Iteration 1: (EM) log likelihood = -36761.299
Iteration 2: (EM) log likelihood = -36163.672
Iteration 3: (EM) log likelihood = -35125.68
Iteration 4: (EM) log likelihood = -34067.544
Iteration 5: (EM) log likelihood = -33228.736
Iteration 6: (EM) log likelihood = -32607.232
Iteration 7: (EM) log likelihood = -32151.486
Iteration 8: (EM) log likelihood = -31792.139
Iteration 9: (EM) log likelihood = -31476.749
Iteration 10: (EM) log likelihood = -31185.892
Iteration 11: (EM) log likelihood = -30934.457
Iteration 12: (EM) log likelihood = -30708.012
Iteration 13: (EM) log likelihood = -30509.988
Iteration 14: (EM) log likelihood = -30332.107
Iteration 15: (EM) log likelihood = -30168.039
Iteration 16: (EM) log likelihood = -30010.242
Iteration 17: (EM) log likelihood = -29862.074
Iteration 18: (EM) log likelihood = -29728.127
Iteration 19: (EM) log likelihood = -29612.486
Iteration 20: (EM) log likelihood = -29515.554
Iteration 21: (EM) log likelihood = -29434.843
Iteration 22: (EM) log likelihood = -29368.072
Iteration 23: (EM) log likelihood = -29308.299
Iteration 24: (EM) log likelihood = -29255.622
Iteration 25: (EM) log likelihood = -29208.868
Iteration 26: (EM) log likelihood = -29164.708
Iteration 27: (EM) log likelihood = -29119.761
Iteration 28: (EM) log likelihood = -29084.301
Iteration 29: (EM) log likelihood = -29044.689
Iteration 30: (EM) log likelihood = -29012.63
Iteration 31: (EM) log likelihood = -28983.844
Iteration 32: (EM) log likelihood = -28956.044
Iteration 33: (EM) log likelihood = -28929.279
Iteration 34: (EM) log likelihood = -28903.841
Iteration 35: (EM) log likelihood = -28880.651
Iteration 36: (EM) log likelihood = -28858.605
Iteration 37: (EM) log likelihood = -28837.554
Iteration 38: (EM) log likelihood = -28818.489
Iteration 39: (EM) log likelihood = -28799.047
Iteration 40: (EM) log likelihood = -28783.228
Iteration 41: (EM) log likelihood = -28766.891
Iteration 42: (EM) log likelihood = -28751.916
Iteration 43: (EM) log likelihood = -28737.219
Iteration 44: (EM) log likelihood = -28726.56
Iteration 45: (EM) log likelihood = -28715.743
Iteration 46: (EM) log likelihood = -28706.181
Iteration 47: (EM) log likelihood = -28696.413
Iteration 48: (EM) log likelihood = -28688.236
Iteration 49: (EM) log likelihood = -28679.721
Iteration 50: (EM) log likelihood = -28672.442
Iteration 51: (EM) log likelihood = -28665.524
Iteration 52: (EM) log likelihood = -28658.077
Iteration 53: (EM) log likelihood = -28652.206
Iteration 54: (EM) log likelihood = -28645.365
Iteration 55: (EM) log likelihood = -28640.911
Iteration 56: (EM) log likelihood = -28634.101
Iteration 57: (EM) log likelihood = -28629.992
Iteration 58: (EM) log likelihood = -28624.054
Iteration 59: (EM) log likelihood = -28618.459
Iteration 60: (EM) log likelihood = -28613.561
Iteration 61: (EM) log likelihood = -28608.491
Iteration 62: (EM) log likelihood = -28604.419
Iteration 63: (EM) log likelihood = -28601.169
Iteration 64: (EM) log likelihood = -28596.271
Iteration 65: (EM) log likelihood = -28591.708
Iteration 66: (EM) log likelihood = -28587.61
Iteration 67: (EM) log likelihood = -28581.084
Iteration 68: (EM) log likelihood = -28572.686
Iteration 69: (EM) log likelihood = -28566.024
Iteration 70: (EM) log likelihood = -28560.259
Iteration 71: (EM) log likelihood = -28554.785
Iteration 72: (EM) log likelihood = -28549.506
Iteration 73: (EM) log likelihood = -28544.451
Iteration 74: (EM) log likelihood = -28539.715
Iteration 75: (EM) log likelihood = -28536.176
Iteration 76: (EM) log likelihood = -28532.325
Iteration 77: (EM) log likelihood = -28528.705
Iteration 78: (EM) log likelihood = -28525.014
Iteration 79: (EM) log likelihood = -28520.982
Iteration 80: (EM) log likelihood = -28517.272
Iteration 81: (EM) log likelihood = -28513.898
Iteration 82: (EM) log likelihood = -28510.872
Iteration 83: (EM) log likelihood = -28507.702
Iteration 84: (EM) log likelihood = -28504.937
Iteration 85: (EM) log likelihood = -28501.924
Iteration 86: (EM) log likelihood = -28497.664
Iteration 87: (EM) log likelihood = -28494.046
Iteration 88: (EM) log likelihood = -28490.595
Iteration 89: (EM) log likelihood = -28487.332
Iteration 90: (EM) log likelihood = -28484.061
Iteration 91: (EM) log likelihood = -28480.632
Iteration 92: (EM) log likelihood = -28475.472
Iteration 93: (EM) log likelihood = -28471.856
Iteration 94: (EM) log likelihood = -28467.938
Iteration 95: (EM) log likelihood = -28463.646
Iteration 96: (EM) log likelihood = -28459.965
Iteration 97: (EM) log likelihood = -28456.135
Iteration 98: (EM) log likelihood = -28451.471
Iteration 99: (EM) log likelihood = -28447.789
Iteration 100: (EM) log likelihood = -28442.128
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.2826
Iteration 1: (class) log likelihood = -8321.2826
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29744.953
Iteration 1: (outcome) log likelihood = -29116.081
Iteration 2: (outcome) log likelihood = -28818.928
Iteration 3: (outcome) log likelihood = -28786.825
Iteration 4: (outcome) log likelihood = -28774.092
Iteration 5: (outcome) log likelihood = -28772.809
Iteration 6: (outcome) log likelihood = -28772.456
Iteration 7: (outcome) log likelihood = -28772.384
Iteration 8: (outcome) log likelihood = -28772.368
Iteration 9: (outcome) log likelihood = -28772.365
Iteration 10: (outcome) log likelihood = -28772.364 (not concave)
Iteration 11: (outcome) log likelihood = -28772.364 (not concave)
Iteration 12: (outcome) log likelihood = -28772.364 (not concave)
Iteration 13: (outcome) log likelihood = -28772.364 (not concave)
Iteration 14: (outcome) log likelihood = -28772.364 (not concave)
Iteration 15: (outcome) log likelihood = -28772.364 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37036.237
Iteration 1: (EM) log likelihood = -36855.504
Iteration 2: (EM) log likelihood = -36394.864
Iteration 3: (EM) log likelihood = -35589.763
Iteration 4: (EM) log likelihood = -34675.25
Iteration 5: (EM) log likelihood = -33841.369
Iteration 6: (EM) log likelihood = -33092.249
Iteration 7: (EM) log likelihood = -32419.531
Iteration 8: (EM) log likelihood = -31852.32
Iteration 9: (EM) log likelihood = -31398.937
Iteration 10: (EM) log likelihood = -31031.2
Iteration 11: (EM) log likelihood = -30727.113
Iteration 12: (EM) log likelihood = -30452.542
Iteration 13: (EM) log likelihood = -30198.887
Iteration 14: (EM) log likelihood = -29966.131
Iteration 15: (EM) log likelihood = -29759.416
Iteration 16: (EM) log likelihood = -29582.927
Iteration 17: (EM) log likelihood = -29439.777
Iteration 18: (EM) log likelihood = -29323.768
Iteration 19: (EM) log likelihood = -29229.4
Iteration 20: (EM) log likelihood = -29153.405
Iteration 21: (EM) log likelihood = -29088.743
Iteration 22: (EM) log likelihood = -29037.939
Iteration 23: (EM) log likelihood = -28995.124
Iteration 24: (EM) log likelihood = -28957.304
Iteration 25: (EM) log likelihood = -28924.406
Iteration 26: (EM) log likelihood = -28895.258
Iteration 27: (EM) log likelihood = -28871.458
Iteration 28: (EM) log likelihood = -28850.413
Iteration 29: (EM) log likelihood = -28829.68
Iteration 30: (EM) log likelihood = -28814.061
Iteration 31: (EM) log likelihood = -28800.973
Iteration 32: (EM) log likelihood = -28783.718
Iteration 33: (EM) log likelihood = -28773.576
Iteration 34: (EM) log likelihood = -28765.745
Iteration 35: (EM) log likelihood = -28759.695
Iteration 36: (EM) log likelihood = -28754.354
Iteration 37: (EM) log likelihood = -28749.308
Iteration 38: (EM) log likelihood = -28744.65
Iteration 39: (EM) log likelihood = -28740.186
Iteration 40: (EM) log likelihood = -28734.83
Iteration 41: (EM) log likelihood = -28728.793
Iteration 42: (EM) log likelihood = -28724.819
Iteration 43: (EM) log likelihood = -28720.928
Iteration 44: (EM) log likelihood = -28717.624
Iteration 45: (EM) log likelihood = -28714.996
Iteration 46: (EM) log likelihood = -28711.011
Iteration 47: (EM) log likelihood = -28708.013
Iteration 48: (EM) log likelihood = -28703.28
Iteration 49: (EM) log likelihood = -28697.177
Iteration 50: (EM) log likelihood = -28695.229
Iteration 51: (EM) log likelihood = -28691.754
Iteration 52: (EM) log likelihood = -28689.734
Iteration 53: (EM) log likelihood = -28687.787
Iteration 54: (EM) log likelihood = -28686.395
Iteration 55: (EM) log likelihood = -28683.345
Iteration 56: (EM) log likelihood = -28680.944
Iteration 57: (EM) log likelihood = -28679.983
Iteration 58: (EM) log likelihood = -28677.425
Iteration 59: (EM) log likelihood = -28677.754
Iteration 60: (EM) log likelihood = -28678.06
Iteration 61: (EM) log likelihood = -28678.541
Iteration 62: (EM) log likelihood = -28677.312
Iteration 63: (EM) log likelihood = -28677.783
Iteration 64: (EM) log likelihood = -28677.663
Iteration 65: (EM) log likelihood = -28678.588
Iteration 66: (EM) log likelihood = -28679.868
Iteration 67: (EM) log likelihood = -28681.172
Iteration 68: (EM) log likelihood = -28681.997
Iteration 69: (EM) log likelihood = -28682.163
Iteration 70: (EM) log likelihood = -28682.832
Iteration 71: (EM) log likelihood = -28681.164
Iteration 72: (EM) log likelihood = -28681.779
Iteration 73: (EM) log likelihood = -28682.229
Iteration 74: (EM) log likelihood = -28681.582
Iteration 75: (EM) log likelihood = -28682.332
Iteration 76: (EM) log likelihood = -28683.051
Iteration 77: (EM) log likelihood = -28683.391
Iteration 78: (EM) log likelihood = -28683.76
Iteration 79: (EM) log likelihood = -28683.375
Iteration 80: (EM) log likelihood = -28682.471
Iteration 81: (EM) log likelihood = -28682.273
Iteration 82: (EM) log likelihood = -28682.001
Iteration 83: (EM) log likelihood = -28679.761
Iteration 84: (EM) log likelihood = -28678.069
Iteration 85: (EM) log likelihood = -28675.732
Iteration 86: (EM) log likelihood = -28673.409
Iteration 87: (EM) log likelihood = -28672.457
Iteration 88: (EM) log likelihood = -28671.605
Iteration 89: (EM) log likelihood = -28670.893
Iteration 90: (EM) log likelihood = -28670.035
Iteration 91: (EM) log likelihood = -28668.412
Iteration 92: (EM) log likelihood = -28664.306
Iteration 93: (EM) log likelihood = -28663.387
Iteration 94: (EM) log likelihood = -28662.372
Iteration 95: (EM) log likelihood = -28661.362
Iteration 96: (EM) log likelihood = -28659.556
Iteration 97: (EM) log likelihood = -28658.283
Iteration 98: (EM) log likelihood = -28655.998
Iteration 99: (EM) log likelihood = -28654.985
Iteration 100: (EM) log likelihood = -28653.788
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.2181
Iteration 1: (class) log likelihood = -8323.2181
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30166.66
Iteration 1: (outcome) log likelihood = -29132.774
Iteration 2: (outcome) log likelihood = -28843.431
Iteration 3: (outcome) log likelihood = -28795.914
Iteration 4: (outcome) log likelihood = -28786.379
Iteration 5: (outcome) log likelihood = -28784.729
Iteration 6: (outcome) log likelihood = -28784.429
Iteration 7: (outcome) log likelihood = -28784.362
Iteration 8: (outcome) log likelihood = -28784.346
Iteration 9: (outcome) log likelihood = -28784.342
Iteration 10: (outcome) log likelihood = -28784.341 (not concave)
Iteration 11: (outcome) log likelihood = -28784.341 (not concave)
Iteration 12: (outcome) log likelihood = -28784.341 (not concave)
Iteration 13: (outcome) log likelihood = -28784.341 (not concave)
Iteration 14: (outcome) log likelihood = -28784.341 (not concave)
Iteration 15: (outcome) log likelihood = -28784.341 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37052.455
Iteration 1: (EM) log likelihood = -36872.808
Iteration 2: (EM) log likelihood = -36395.529
Iteration 3: (EM) log likelihood = -35434.712
Iteration 4: (EM) log likelihood = -34338.298
Iteration 5: (EM) log likelihood = -33503.511
Iteration 6: (EM) log likelihood = -32887.277
Iteration 7: (EM) log likelihood = -32371.654
Iteration 8: (EM) log likelihood = -31919.712
Iteration 9: (EM) log likelihood = -31524.446
Iteration 10: (EM) log likelihood = -31188.319
Iteration 11: (EM) log likelihood = -30907.055
Iteration 12: (EM) log likelihood = -30663.115
Iteration 13: (EM) log likelihood = -30436.499
Iteration 14: (EM) log likelihood = -30223.262
Iteration 15: (EM) log likelihood = -30024.082
Iteration 16: (EM) log likelihood = -29849.568
Iteration 17: (EM) log likelihood = -29698.845
Iteration 18: (EM) log likelihood = -29571.882
Iteration 19: (EM) log likelihood = -29465.525
Iteration 20: (EM) log likelihood = -29380.099
Iteration 21: (EM) log likelihood = -29309.321
Iteration 22: (EM) log likelihood = -29251.366
Iteration 23: (EM) log likelihood = -29202.252
Iteration 24: (EM) log likelihood = -29164.233
Iteration 25: (EM) log likelihood = -29128.408
Iteration 26: (EM) log likelihood = -29100.046
Iteration 27: (EM) log likelihood = -29076.152
Iteration 28: (EM) log likelihood = -29054.981
Iteration 29: (EM) log likelihood = -29036.711
Iteration 30: (EM) log likelihood = -29019.233
Iteration 31: (EM) log likelihood = -29002.73
Iteration 32: (EM) log likelihood = -28987.308
Iteration 33: (EM) log likelihood = -28974.422
Iteration 34: (EM) log likelihood = -28960.912
Iteration 35: (EM) log likelihood = -28947.596
Iteration 36: (EM) log likelihood = -28934.041
Iteration 37: (EM) log likelihood = -28921.28
Iteration 38: (EM) log likelihood = -28906.7
Iteration 39: (EM) log likelihood = -28890.139
Iteration 40: (EM) log likelihood = -28877.971
Iteration 41: (EM) log likelihood = -28867.837
Iteration 42: (EM) log likelihood = -28857.606
Iteration 43: (EM) log likelihood = -28848.327
Iteration 44: (EM) log likelihood = -28839.208
Iteration 45: (EM) log likelihood = -28829.121
Iteration 46: (EM) log likelihood = -28821.121
Iteration 47: (EM) log likelihood = -28813.471
Iteration 48: (EM) log likelihood = -28805.555
Iteration 49: (EM) log likelihood = -28798.001
Iteration 50: (EM) log likelihood = -28791.613
Iteration 51: (EM) log likelihood = -28785.353
Iteration 52: (EM) log likelihood = -28779.855
Iteration 53: (EM) log likelihood = -28772.631
Iteration 54: (EM) log likelihood = -28767.358
Iteration 55: (EM) log likelihood = -28761.393
Iteration 56: (EM) log likelihood = -28756.243
Iteration 57: (EM) log likelihood = -28751.087
Iteration 58: (EM) log likelihood = -28745.418
Iteration 59: (EM) log likelihood = -28740.291
Iteration 60: (EM) log likelihood = -28735.839
Iteration 61: (EM) log likelihood = -28730.953
Iteration 62: (EM) log likelihood = -28726.885
Iteration 63: (EM) log likelihood = -28722.421
Iteration 64: (EM) log likelihood = -28717.881
Iteration 65: (EM) log likelihood = -28713.518
Iteration 66: (EM) log likelihood = -28709.291
Iteration 67: (EM) log likelihood = -28705.144
Iteration 68: (EM) log likelihood = -28701.709
Iteration 69: (EM) log likelihood = -28698.36
Iteration 70: (EM) log likelihood = -28695.443
Iteration 71: (EM) log likelihood = -28692.43
Iteration 72: (EM) log likelihood = -28689.417
Iteration 73: (EM) log likelihood = -28686.186
Iteration 74: (EM) log likelihood = -28683.204
Iteration 75: (EM) log likelihood = -28679.885
Iteration 76: (EM) log likelihood = -28676.572
Iteration 77: (EM) log likelihood = -28673.829
Iteration 78: (EM) log likelihood = -28671.174
Iteration 79: (EM) log likelihood = -28668.168
Iteration 80: (EM) log likelihood = -28664.869
Iteration 81: (EM) log likelihood = -28662.183
Iteration 82: (EM) log likelihood = -28659.436
Iteration 83: (EM) log likelihood = -28656.659
Iteration 84: (EM) log likelihood = -28653.321
Iteration 85: (EM) log likelihood = -28650.618
Iteration 86: (EM) log likelihood = -28648.014
Iteration 87: (EM) log likelihood = -28645.562
Iteration 88: (EM) log likelihood = -28642.882
Iteration 89: (EM) log likelihood = -28639.658
Iteration 90: (EM) log likelihood = -28636.841
Iteration 91: (EM) log likelihood = -28633.892
Iteration 92: (EM) log likelihood = -28631.775
Iteration 93: (EM) log likelihood = -28629.577
Iteration 94: (EM) log likelihood = -28627.442
Iteration 95: (EM) log likelihood = -28625.357
Iteration 96: (EM) log likelihood = -28623.469
Iteration 97: (EM) log likelihood = -28621.562
Iteration 98: (EM) log likelihood = -28619.398
Iteration 99: (EM) log likelihood = -28616.844
Iteration 100: (EM) log likelihood = -28614.281
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.1078
Iteration 1: (class) log likelihood = -8322.1078
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30747.919
Iteration 1: (outcome) log likelihood = -29221.922
Iteration 2: (outcome) log likelihood = -28861.941
Iteration 3: (outcome) log likelihood = -28797.319
Iteration 4: (outcome) log likelihood = -28784.735
Iteration 5: (outcome) log likelihood = -28781.671
Iteration 6: (outcome) log likelihood = -28781.017
Iteration 7: (outcome) log likelihood = -28780.865
Iteration 8: (outcome) log likelihood = -28780.841
Iteration 9: (outcome) log likelihood = -28780.838 (not concave)
Iteration 10: (outcome) log likelihood = -28780.838 (not concave)
Iteration 11: (outcome) log likelihood = -28780.838 (not concave)
Iteration 12: (outcome) log likelihood = -28780.838 (not concave)
Iteration 13: (outcome) log likelihood = -28780.838 (not concave)
Iteration 14: (outcome) log likelihood = -28780.838 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37038.943
Iteration 1: (EM) log likelihood = -36849.146
Iteration 2: (EM) log likelihood = -36418.449
Iteration 3: (EM) log likelihood = -35697.546
Iteration 4: (EM) log likelihood = -34699.561
Iteration 5: (EM) log likelihood = -33527.841
Iteration 6: (EM) log likelihood = -32462.156
Iteration 7: (EM) log likelihood = -31670.34
Iteration 8: (EM) log likelihood = -31120.82
Iteration 9: (EM) log likelihood = -30733.093
Iteration 10: (EM) log likelihood = -30445.553
Iteration 11: (EM) log likelihood = -30213.97
Iteration 12: (EM) log likelihood = -30020.249
Iteration 13: (EM) log likelihood = -29858.128
Iteration 14: (EM) log likelihood = -29719.382
Iteration 15: (EM) log likelihood = -29597.648
Iteration 16: (EM) log likelihood = -29488.632
Iteration 17: (EM) log likelihood = -29394.002
Iteration 18: (EM) log likelihood = -29306.94
Iteration 19: (EM) log likelihood = -29225.149
Iteration 20: (EM) log likelihood = -29144.06
Iteration 21: (EM) log likelihood = -29065.791
Iteration 22: (EM) log likelihood = -28992.227
Iteration 23: (EM) log likelihood = -28921.951
Iteration 24: (EM) log likelihood = -28860.116
Iteration 25: (EM) log likelihood = -28802.843
Iteration 26: (EM) log likelihood = -28750.318
Iteration 27: (EM) log likelihood = -28703.259
Iteration 28: (EM) log likelihood = -28663.819
Iteration 29: (EM) log likelihood = -28625.535
Iteration 30: (EM) log likelihood = -28594.072
Iteration 31: (EM) log likelihood = -28568.202
Iteration 32: (EM) log likelihood = -28544.08
Iteration 33: (EM) log likelihood = -28520.21
Iteration 34: (EM) log likelihood = -28500.167
Iteration 35: (EM) log likelihood = -28483.193
Iteration 36: (EM) log likelihood = -28467.213
Iteration 37: (EM) log likelihood = -28453.203
Iteration 38: (EM) log likelihood = -28438.823
Iteration 39: (EM) log likelihood = -28426.051
Iteration 40: (EM) log likelihood = -28415.268
Iteration 41: (EM) log likelihood = -28404.384
Iteration 42: (EM) log likelihood = -28394.026
Iteration 43: (EM) log likelihood = -28385.707
Iteration 44: (EM) log likelihood = -28379.333
Iteration 45: (EM) log likelihood = -28373.449
Iteration 46: (EM) log likelihood = -28366.421
Iteration 47: (EM) log likelihood = -28359.463
Iteration 48: (EM) log likelihood = -28354.788
Iteration 49: (EM) log likelihood = -28348.159
Iteration 50: (EM) log likelihood = -28342.139
Iteration 51: (EM) log likelihood = -28338.219
Iteration 52: (EM) log likelihood = -28333.068
Iteration 53: (EM) log likelihood = -28329.827
Iteration 54: (EM) log likelihood = -28325.226
Iteration 55: (EM) log likelihood = -28322.046
Iteration 56: (EM) log likelihood = -28314.072
Iteration 57: (EM) log likelihood = -28309.886
Iteration 58: (EM) log likelihood = -28306.805
Iteration 59: (EM) log likelihood = -28303.78
Iteration 60: (EM) log likelihood = -28302.004
Iteration 61: (EM) log likelihood = -28296.658
Iteration 62: (EM) log likelihood = -28289.808
Iteration 63: (EM) log likelihood = -28285.224
Iteration 64: (EM) log likelihood = -28274.982
Iteration 65: (EM) log likelihood = -28270.566
Iteration 66: (EM) log likelihood = -28265.779
Iteration 67: (EM) log likelihood = -28262.056
Iteration 68: (EM) log likelihood = -28258.261
Iteration 69: (EM) log likelihood = -28253.285
Iteration 70: (EM) log likelihood = -28249.829
Iteration 71: (EM) log likelihood = -28245.553
Iteration 72: (EM) log likelihood = -28243.585
Iteration 73: (EM) log likelihood = -28242.256
Iteration 74: (EM) log likelihood = -28240.731
Iteration 75: (EM) log likelihood = -28238.438
Iteration 76: (EM) log likelihood = -28236.415
Iteration 77: (EM) log likelihood = -28234.314
Iteration 78: (EM) log likelihood = -28232.419
Iteration 79: (EM) log likelihood = -28230.055
Iteration 80: (EM) log likelihood = -28228.423
Iteration 81: (EM) log likelihood = -28225.818
Iteration 82: (EM) log likelihood = -28222.791
Iteration 83: (EM) log likelihood = -28219.286
Iteration 84: (EM) log likelihood = -28217.537
Iteration 85: (EM) log likelihood = -28215.799
Iteration 86: (EM) log likelihood = -28214.251
Iteration 87: (EM) log likelihood = -28212.76
Iteration 88: (EM) log likelihood = -28209.5
Iteration 89: (EM) log likelihood = -28208.459
Iteration 90: (EM) log likelihood = -28207.138
Iteration 91: (EM) log likelihood = -28205.245
Iteration 92: (EM) log likelihood = -28203.333
Iteration 93: (EM) log likelihood = -28202.273
Iteration 94: (EM) log likelihood = -28201.078
Iteration 95: (EM) log likelihood = -28199.969
Iteration 96: (EM) log likelihood = -28197.38
Iteration 97: (EM) log likelihood = -28196.244
Iteration 98: (EM) log likelihood = -28193.993
Iteration 99: (EM) log likelihood = -28192.757
Iteration 100: (EM) log likelihood = -28191.369
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8317.512
Iteration 1: (class) log likelihood = -8317.512
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29774.085
Iteration 1: (outcome) log likelihood = -29099.616
Iteration 2: (outcome) log likelihood = -28834.155
Iteration 3: (outcome) log likelihood = -28794.657
Iteration 4: (outcome) log likelihood = -28788.339
Iteration 5: (outcome) log likelihood = -28786.944
Iteration 6: (outcome) log likelihood = -28786.673
Iteration 7: (outcome) log likelihood = -28786.615
Iteration 8: (outcome) log likelihood = -28786.601
Iteration 9: (outcome) log likelihood = -28786.598
Iteration 10: (outcome) log likelihood = -28786.597 (not concave)
Iteration 11: (outcome) log likelihood = -28786.597 (not concave)
Iteration 12: (outcome) log likelihood = -28786.597 (not concave)
Iteration 13: (outcome) log likelihood = -28786.597 (not concave)
Iteration 14: (outcome) log likelihood = -28786.597 (not concave)
Iteration 15: (outcome) log likelihood = -28786.597 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37054.839
Iteration 1: (EM) log likelihood = -36915.09
Iteration 2: (EM) log likelihood = -36595.871
Iteration 3: (EM) log likelihood = -35961.664
Iteration 4: (EM) log likelihood = -34892.223
Iteration 5: (EM) log likelihood = -33564.485
Iteration 6: (EM) log likelihood = -32475.533
Iteration 7: (EM) log likelihood = -31797.144
Iteration 8: (EM) log likelihood = -31359.603
Iteration 9: (EM) log likelihood = -31028.574
Iteration 10: (EM) log likelihood = -30753.645
Iteration 11: (EM) log likelihood = -30516.344
Iteration 12: (EM) log likelihood = -30316.702
Iteration 13: (EM) log likelihood = -30141.481
Iteration 14: (EM) log likelihood = -29984.722
Iteration 15: (EM) log likelihood = -29839.881
Iteration 16: (EM) log likelihood = -29705.811
Iteration 17: (EM) log likelihood = -29585.737
Iteration 18: (EM) log likelihood = -29476.817
Iteration 19: (EM) log likelihood = -29378.917
Iteration 20: (EM) log likelihood = -29295.662
Iteration 21: (EM) log likelihood = -29221.809
Iteration 22: (EM) log likelihood = -29163.276
Iteration 23: (EM) log likelihood = -29116.333
Iteration 24: (EM) log likelihood = -29080.276
Iteration 25: (EM) log likelihood = -29055.976
Iteration 26: (EM) log likelihood = -29033.461
Iteration 27: (EM) log likelihood = -29016.697
Iteration 28: (EM) log likelihood = -29000.55
Iteration 29: (EM) log likelihood = -28986.28
Iteration 30: (EM) log likelihood = -28970.591
Iteration 31: (EM) log likelihood = -28956.897
Iteration 32: (EM) log likelihood = -28943.162
Iteration 33: (EM) log likelihood = -28928.984
Iteration 34: (EM) log likelihood = -28915.609
Iteration 35: (EM) log likelihood = -28903.901
Iteration 36: (EM) log likelihood = -28893.56
Iteration 37: (EM) log likelihood = -28883.769
Iteration 38: (EM) log likelihood = -28877.475
Iteration 39: (EM) log likelihood = -28869.265
Iteration 40: (EM) log likelihood = -28862.454
Iteration 41: (EM) log likelihood = -28854.386
Iteration 42: (EM) log likelihood = -28847.216
Iteration 43: (EM) log likelihood = -28840.971
Iteration 44: (EM) log likelihood = -28833.861
Iteration 45: (EM) log likelihood = -28825.902
Iteration 46: (EM) log likelihood = -28819.448
Iteration 47: (EM) log likelihood = -28813.315
Iteration 48: (EM) log likelihood = -28805.621
Iteration 49: (EM) log likelihood = -28798.918
Iteration 50: (EM) log likelihood = -28791.454
Iteration 51: (EM) log likelihood = -28786.025
Iteration 52: (EM) log likelihood = -28781.661
Iteration 53: (EM) log likelihood = -28774.757
Iteration 54: (EM) log likelihood = -28765.457
Iteration 55: (EM) log likelihood = -28760.778
Iteration 56: (EM) log likelihood = -28753.584
Iteration 57: (EM) log likelihood = -28750.083
Iteration 58: (EM) log likelihood = -28745.553
Iteration 59: (EM) log likelihood = -28742.134
Iteration 60: (EM) log likelihood = -28739.147
Iteration 61: (EM) log likelihood = -28736.319
Iteration 62: (EM) log likelihood = -28731.807
Iteration 63: (EM) log likelihood = -28728.545
Iteration 64: (EM) log likelihood = -28725.717
Iteration 65: (EM) log likelihood = -28720.029
Iteration 66: (EM) log likelihood = -28715.275
Iteration 67: (EM) log likelihood = -28711.991
Iteration 68: (EM) log likelihood = -28709.759
Iteration 69: (EM) log likelihood = -28707.024
Iteration 70: (EM) log likelihood = -28703.815
Iteration 71: (EM) log likelihood = -28701.691
Iteration 72: (EM) log likelihood = -28698.579
Iteration 73: (EM) log likelihood = -28696.65
Iteration 74: (EM) log likelihood = -28694.721
Iteration 75: (EM) log likelihood = -28692.896
Iteration 76: (EM) log likelihood = -28691.117
Iteration 77: (EM) log likelihood = -28689.298
Iteration 78: (EM) log likelihood = -28686.965
Iteration 79: (EM) log likelihood = -28683.229
Iteration 80: (EM) log likelihood = -28680.625
Iteration 81: (EM) log likelihood = -28678.231
Iteration 82: (EM) log likelihood = -28675.899
Iteration 83: (EM) log likelihood = -28673.081
Iteration 84: (EM) log likelihood = -28671.258
Iteration 85: (EM) log likelihood = -28669.377
Iteration 86: (EM) log likelihood = -28667.115
Iteration 87: (EM) log likelihood = -28664.975
Iteration 88: (EM) log likelihood = -28658.886
Iteration 89: (EM) log likelihood = -28657.162
Iteration 90: (EM) log likelihood = -28654.702
Iteration 91: (EM) log likelihood = -28652.91
Iteration 92: (EM) log likelihood = -28650.828
Iteration 93: (EM) log likelihood = -28648.919
Iteration 94: (EM) log likelihood = -28646.721
Iteration 95: (EM) log likelihood = -28642.592
Iteration 96: (EM) log likelihood = -28640.408
Iteration 97: (EM) log likelihood = -28638.6
Iteration 98: (EM) log likelihood = -28635.29
Iteration 99: (EM) log likelihood = -28633.536
Iteration 100: (EM) log likelihood = -28631.872
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.0058
Iteration 1: (class) log likelihood = -8321.0058
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30363.711
Iteration 1: (outcome) log likelihood = -29106.471
Iteration 2: (outcome) log likelihood = -28837.534
Iteration 3: (outcome) log likelihood = -28787.433
Iteration 4: (outcome) log likelihood = -28779.296
Iteration 5: (outcome) log likelihood = -28777.277
Iteration 6: (outcome) log likelihood = -28776.941
Iteration 7: (outcome) log likelihood = -28776.861
Iteration 8: (outcome) log likelihood = -28776.842
Iteration 9: (outcome) log likelihood = -28776.838 (not concave)
Iteration 10: (outcome) log likelihood = -28776.838 (not concave)
Iteration 11: (outcome) log likelihood = -28776.838 (not concave)
Iteration 12: (outcome) log likelihood = -28776.838 (not concave)
Iteration 13: (outcome) log likelihood = -28776.838 (not concave)
Iteration 14: (outcome) log likelihood = -28776.838 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36994.165
Iteration 1: (EM) log likelihood = -36680.88
Iteration 2: (EM) log likelihood = -35931.806
Iteration 3: (EM) log likelihood = -34775.357
Iteration 4: (EM) log likelihood = -33683.008
Iteration 5: (EM) log likelihood = -32837.649
Iteration 6: (EM) log likelihood = -32213.723
Iteration 7: (EM) log likelihood = -31736.856
Iteration 8: (EM) log likelihood = -31318.819
Iteration 9: (EM) log likelihood = -30920.557
Iteration 10: (EM) log likelihood = -30564.911
Iteration 11: (EM) log likelihood = -30254.448
Iteration 12: (EM) log likelihood = -29995.209
Iteration 13: (EM) log likelihood = -29790.875
Iteration 14: (EM) log likelihood = -29631.91
Iteration 15: (EM) log likelihood = -29504.559
Iteration 16: (EM) log likelihood = -29399.726
Iteration 17: (EM) log likelihood = -29312.168
Iteration 18: (EM) log likelihood = -29238.973
Iteration 19: (EM) log likelihood = -29172.153
Iteration 20: (EM) log likelihood = -29116.062
Iteration 21: (EM) log likelihood = -29063.394
Iteration 22: (EM) log likelihood = -29011.645
Iteration 23: (EM) log likelihood = -28964.532
Iteration 24: (EM) log likelihood = -28922.155
Iteration 25: (EM) log likelihood = -28886.053
Iteration 26: (EM) log likelihood = -28852.924
Iteration 27: (EM) log likelihood = -28824.981
Iteration 28: (EM) log likelihood = -28799.29
Iteration 29: (EM) log likelihood = -28771.543
Iteration 30: (EM) log likelihood = -28749.456
Iteration 31: (EM) log likelihood = -28729.989
Iteration 32: (EM) log likelihood = -28712.341
Iteration 33: (EM) log likelihood = -28696.704
Iteration 34: (EM) log likelihood = -28681.503
Iteration 35: (EM) log likelihood = -28670.947
Iteration 36: (EM) log likelihood = -28662.626
Iteration 37: (EM) log likelihood = -28655.542
Iteration 38: (EM) log likelihood = -28650.693
Iteration 39: (EM) log likelihood = -28644.438
Iteration 40: (EM) log likelihood = -28640.48
Iteration 41: (EM) log likelihood = -28635.733
Iteration 42: (EM) log likelihood = -28631.182
Iteration 43: (EM) log likelihood = -28627.903
Iteration 44: (EM) log likelihood = -28624.623
Iteration 45: (EM) log likelihood = -28621.006
Iteration 46: (EM) log likelihood = -28618.449
Iteration 47: (EM) log likelihood = -28615.774
Iteration 48: (EM) log likelihood = -28611.852
Iteration 49: (EM) log likelihood = -28609.8
Iteration 50: (EM) log likelihood = -28608.137
Iteration 51: (EM) log likelihood = -28606.452
Iteration 52: (EM) log likelihood = -28604.634
Iteration 53: (EM) log likelihood = -28603.876
Iteration 54: (EM) log likelihood = -28600.918
Iteration 55: (EM) log likelihood = -28599.617
Iteration 56: (EM) log likelihood = -28597.046
Iteration 57: (EM) log likelihood = -28595.6
Iteration 58: (EM) log likelihood = -28594.432
Iteration 59: (EM) log likelihood = -28592.448
Iteration 60: (EM) log likelihood = -28590.809
Iteration 61: (EM) log likelihood = -28589.589
Iteration 62: (EM) log likelihood = -28586.933
Iteration 63: (EM) log likelihood = -28585.077
Iteration 64: (EM) log likelihood = -28583.768
Iteration 65: (EM) log likelihood = -28581.413
Iteration 66: (EM) log likelihood = -28579.18
Iteration 67: (EM) log likelihood = -28577.317
Iteration 68: (EM) log likelihood = -28575.59
Iteration 69: (EM) log likelihood = -28573.154
Iteration 70: (EM) log likelihood = -28572.296
Iteration 71: (EM) log likelihood = -28570.967
Iteration 72: (EM) log likelihood = -28570.183
Iteration 73: (EM) log likelihood = -28568.353
Iteration 74: (EM) log likelihood = -28567.479
Iteration 75: (EM) log likelihood = -28566.44
Iteration 76: (EM) log likelihood = -28565.415
Iteration 77: (EM) log likelihood = -28563.56
Iteration 78: (EM) log likelihood = -28562.765
Iteration 79: (EM) log likelihood = -28561.513
Iteration 80: (EM) log likelihood = -28560.725
Iteration 81: (EM) log likelihood = -28558.409
Iteration 82: (EM) log likelihood = -28556.907
Iteration 83: (EM) log likelihood = -28555.662
Iteration 84: (EM) log likelihood = -28554.332
Iteration 85: (EM) log likelihood = -28552.895
Iteration 86: (EM) log likelihood = -28551.716
Iteration 87: (EM) log likelihood = -28550.971
Iteration 88: (EM) log likelihood = -28549.65
Iteration 89: (EM) log likelihood = -28548.376
Iteration 90: (EM) log likelihood = -28547.262
Iteration 91: (EM) log likelihood = -28545.528
Iteration 92: (EM) log likelihood = -28545.368
Iteration 93: (EM) log likelihood = -28544.561
Iteration 94: (EM) log likelihood = -28543.418
Iteration 95: (EM) log likelihood = -28542.649
Iteration 96: (EM) log likelihood = -28540.669
Iteration 97: (EM) log likelihood = -28540.045
Iteration 98: (EM) log likelihood = -28537.962
Iteration 99: (EM) log likelihood = -28536.071
Iteration 100: (EM) log likelihood = -28535.031
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8317.4775
Iteration 1: (class) log likelihood = -8317.4775
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30076.963
Iteration 1: (outcome) log likelihood = -29058.348
Iteration 2: (outcome) log likelihood = -28837.578
Iteration 3: (outcome) log likelihood = -28791.357
Iteration 4: (outcome) log likelihood = -28782.949
Iteration 5: (outcome) log likelihood = -28780.828
Iteration 6: (outcome) log likelihood = -28780.462
Iteration 7: (outcome) log likelihood = -28780.375
Iteration 8: (outcome) log likelihood = -28780.355
Iteration 9: (outcome) log likelihood = -28780.35
Iteration 10: (outcome) log likelihood = -28780.349 (not concave)
Iteration 11: (outcome) log likelihood = -28780.349 (not concave)
Iteration 12: (outcome) log likelihood = -28780.349 (not concave)
Iteration 13: (outcome) log likelihood = -28780.349 (not concave)
Iteration 14: (outcome) log likelihood = -28780.349 (not concave)
Iteration 15: (outcome) log likelihood = -28780.349 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36992.21
Iteration 1: (EM) log likelihood = -36640.87
Iteration 2: (EM) log likelihood = -35786.685
Iteration 3: (EM) log likelihood = -34520.449
Iteration 4: (EM) log likelihood = -33417.011
Iteration 5: (EM) log likelihood = -32656.735
Iteration 6: (EM) log likelihood = -32144.726
Iteration 7: (EM) log likelihood = -31775.738
Iteration 8: (EM) log likelihood = -31474.479
Iteration 9: (EM) log likelihood = -31201.928
Iteration 10: (EM) log likelihood = -30942.381
Iteration 11: (EM) log likelihood = -30700.772
Iteration 12: (EM) log likelihood = -30475.017
Iteration 13: (EM) log likelihood = -30261.703
Iteration 14: (EM) log likelihood = -30072.158
Iteration 15: (EM) log likelihood = -29899.018
Iteration 16: (EM) log likelihood = -29747.705
Iteration 17: (EM) log likelihood = -29614.189
Iteration 18: (EM) log likelihood = -29504.864
Iteration 19: (EM) log likelihood = -29413.143
Iteration 20: (EM) log likelihood = -29336.25
Iteration 21: (EM) log likelihood = -29273.008
Iteration 22: (EM) log likelihood = -29220.792
Iteration 23: (EM) log likelihood = -29176.608
Iteration 24: (EM) log likelihood = -29136.645
Iteration 25: (EM) log likelihood = -29098.64
Iteration 26: (EM) log likelihood = -29069.502
Iteration 27: (EM) log likelihood = -29043.84
Iteration 28: (EM) log likelihood = -29022.568
Iteration 29: (EM) log likelihood = -29001.15
Iteration 30: (EM) log likelihood = -28982.777
Iteration 31: (EM) log likelihood = -28965.588
Iteration 32: (EM) log likelihood = -28951.233
Iteration 33: (EM) log likelihood = -28937.643
Iteration 34: (EM) log likelihood = -28924.659
Iteration 35: (EM) log likelihood = -28913.383
Iteration 36: (EM) log likelihood = -28901.769
Iteration 37: (EM) log likelihood = -28890.557
Iteration 38: (EM) log likelihood = -28877.617
Iteration 39: (EM) log likelihood = -28866.064
Iteration 40: (EM) log likelihood = -28852.535
Iteration 41: (EM) log likelihood = -28842.331
Iteration 42: (EM) log likelihood = -28832.152
Iteration 43: (EM) log likelihood = -28823.38
Iteration 44: (EM) log likelihood = -28815.272
Iteration 45: (EM) log likelihood = -28806.207
Iteration 46: (EM) log likelihood = -28798.048
Iteration 47: (EM) log likelihood = -28788.915
Iteration 48: (EM) log likelihood = -28777.256
Iteration 49: (EM) log likelihood = -28769.271
Iteration 50: (EM) log likelihood = -28761.445
Iteration 51: (EM) log likelihood = -28751.908
Iteration 52: (EM) log likelihood = -28744.653
Iteration 53: (EM) log likelihood = -28737.681
Iteration 54: (EM) log likelihood = -28729.25
Iteration 55: (EM) log likelihood = -28722.745
Iteration 56: (EM) log likelihood = -28712.611
Iteration 57: (EM) log likelihood = -28705.679
Iteration 58: (EM) log likelihood = -28699.894
Iteration 59: (EM) log likelihood = -28694.518
Iteration 60: (EM) log likelihood = -28688.634
Iteration 61: (EM) log likelihood = -28681.644
Iteration 62: (EM) log likelihood = -28676.267
Iteration 63: (EM) log likelihood = -28671.174
Iteration 64: (EM) log likelihood = -28666.923
Iteration 65: (EM) log likelihood = -28662.686
Iteration 66: (EM) log likelihood = -28657.696
Iteration 67: (EM) log likelihood = -28653.812
Iteration 68: (EM) log likelihood = -28648.465
Iteration 69: (EM) log likelihood = -28644.787
Iteration 70: (EM) log likelihood = -28641.318
Iteration 71: (EM) log likelihood = -28637.965
Iteration 72: (EM) log likelihood = -28634.488
Iteration 73: (EM) log likelihood = -28631.208
Iteration 74: (EM) log likelihood = -28627.224
Iteration 75: (EM) log likelihood = -28622.822
Iteration 76: (EM) log likelihood = -28618.269
Iteration 77: (EM) log likelihood = -28613.512
Iteration 78: (EM) log likelihood = -28610.015
Iteration 79: (EM) log likelihood = -28605.827
Iteration 80: (EM) log likelihood = -28602.203
Iteration 81: (EM) log likelihood = -28593.584
Iteration 82: (EM) log likelihood = -28587.115
Iteration 83: (EM) log likelihood = -28583.439
Iteration 84: (EM) log likelihood = -28579.762
Iteration 85: (EM) log likelihood = -28575.868
Iteration 86: (EM) log likelihood = -28570.5
Iteration 87: (EM) log likelihood = -28566.297
Iteration 88: (EM) log likelihood = -28563.061
Iteration 89: (EM) log likelihood = -28559.108
Iteration 90: (EM) log likelihood = -28555.462
Iteration 91: (EM) log likelihood = -28552.355
Iteration 92: (EM) log likelihood = -28549.235
Iteration 93: (EM) log likelihood = -28546.241
Iteration 94: (EM) log likelihood = -28543.283
Iteration 95: (EM) log likelihood = -28540.214
Iteration 96: (EM) log likelihood = -28537.658
Iteration 97: (EM) log likelihood = -28534.686
Iteration 98: (EM) log likelihood = -28531.574
Iteration 99: (EM) log likelihood = -28528.191
Iteration 100: (EM) log likelihood = -28525.115
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.583
Iteration 1: (class) log likelihood = -8323.583
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29703.85
Iteration 1: (outcome) log likelihood = -29047.27
Iteration 2: (outcome) log likelihood = -28810.231
Iteration 3: (outcome) log likelihood = -28783.58
Iteration 4: (outcome) log likelihood = -28775.248
Iteration 5: (outcome) log likelihood = -28774.338
Iteration 6: (outcome) log likelihood = -28774.088
Iteration 7: (outcome) log likelihood = -28774.033
Iteration 8: (outcome) log likelihood = -28774.021
Iteration 9: (outcome) log likelihood = -28774.019
Iteration 10: (outcome) log likelihood = -28774.018 (not concave)
Iteration 11: (outcome) log likelihood = -28774.018 (not concave)
Iteration 12: (outcome) log likelihood = -28774.018 (not concave)
Iteration 13: (outcome) log likelihood = -28774.018 (not concave)
Iteration 14: (outcome) log likelihood = -28774.018 (not concave)
Iteration 15: (outcome) log likelihood = -28774.018 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37012.719
Iteration 1: (EM) log likelihood = -36720.51
Iteration 2: (EM) log likelihood = -35973.666
Iteration 3: (EM) log likelihood = -34749.647
Iteration 4: (EM) log likelihood = -33646.02
Iteration 5: (EM) log likelihood = -32873.848
Iteration 6: (EM) log likelihood = -32311.411
Iteration 7: (EM) log likelihood = -31872.753
Iteration 8: (EM) log likelihood = -31524.39
Iteration 9: (EM) log likelihood = -31245.89
Iteration 10: (EM) log likelihood = -31013.635
Iteration 11: (EM) log likelihood = -30809.088
Iteration 12: (EM) log likelihood = -30622.24
Iteration 13: (EM) log likelihood = -30442.518
Iteration 14: (EM) log likelihood = -30270.821
Iteration 15: (EM) log likelihood = -30111.306
Iteration 16: (EM) log likelihood = -29968.878
Iteration 17: (EM) log likelihood = -29844.823
Iteration 18: (EM) log likelihood = -29738.879
Iteration 19: (EM) log likelihood = -29649.277
Iteration 20: (EM) log likelihood = -29571.317
Iteration 21: (EM) log likelihood = -29503.058
Iteration 22: (EM) log likelihood = -29437.059
Iteration 23: (EM) log likelihood = -29384.072
Iteration 24: (EM) log likelihood = -29335.058
Iteration 25: (EM) log likelihood = -29291.894
Iteration 26: (EM) log likelihood = -29252.549
Iteration 27: (EM) log likelihood = -29214.725
Iteration 28: (EM) log likelihood = -29180.426
Iteration 29: (EM) log likelihood = -29147.886
Iteration 30: (EM) log likelihood = -29117.46
Iteration 31: (EM) log likelihood = -29089.846
Iteration 32: (EM) log likelihood = -29065.009
Iteration 33: (EM) log likelihood = -29041.231
Iteration 34: (EM) log likelihood = -29019.006
Iteration 35: (EM) log likelihood = -28998.099
Iteration 36: (EM) log likelihood = -28978.077
Iteration 37: (EM) log likelihood = -28957.854
Iteration 38: (EM) log likelihood = -28938.522
Iteration 39: (EM) log likelihood = -28919.817
Iteration 40: (EM) log likelihood = -28902.893
Iteration 41: (EM) log likelihood = -28886.287
Iteration 42: (EM) log likelihood = -28869.542
Iteration 43: (EM) log likelihood = -28853.64
Iteration 44: (EM) log likelihood = -28838.495
Iteration 45: (EM) log likelihood = -28824.216
Iteration 46: (EM) log likelihood = -28811.746
Iteration 47: (EM) log likelihood = -28798.575
Iteration 48: (EM) log likelihood = -28786.639
Iteration 49: (EM) log likelihood = -28774.509
Iteration 50: (EM) log likelihood = -28763.273
Iteration 51: (EM) log likelihood = -28753.71
Iteration 52: (EM) log likelihood = -28743.778
Iteration 53: (EM) log likelihood = -28734.735
Iteration 54: (EM) log likelihood = -28726.504
Iteration 55: (EM) log likelihood = -28718.599
Iteration 56: (EM) log likelihood = -28711.929
Iteration 57: (EM) log likelihood = -28706.452
Iteration 58: (EM) log likelihood = -28701.662
Iteration 59: (EM) log likelihood = -28697.1
Iteration 60: (EM) log likelihood = -28692.87
Iteration 61: (EM) log likelihood = -28689.318
Iteration 62: (EM) log likelihood = -28686.459
Iteration 63: (EM) log likelihood = -28682.951
Iteration 64: (EM) log likelihood = -28679.094
Iteration 65: (EM) log likelihood = -28677.258
Iteration 66: (EM) log likelihood = -28675.243
Iteration 67: (EM) log likelihood = -28673.989
Iteration 68: (EM) log likelihood = -28672.653
Iteration 69: (EM) log likelihood = -28671.207
Iteration 70: (EM) log likelihood = -28669.731
Iteration 71: (EM) log likelihood = -28668.471
Iteration 72: (EM) log likelihood = -28667.191
Iteration 73: (EM) log likelihood = -28666.178
Iteration 74: (EM) log likelihood = -28664.545
Iteration 75: (EM) log likelihood = -28663.586
Iteration 76: (EM) log likelihood = -28662.697
Iteration 77: (EM) log likelihood = -28661.29
Iteration 78: (EM) log likelihood = -28659.706
Iteration 79: (EM) log likelihood = -28659.055
Iteration 80: (EM) log likelihood = -28658.103
Iteration 81: (EM) log likelihood = -28656.154
Iteration 82: (EM) log likelihood = -28655.365
Iteration 83: (EM) log likelihood = -28654.727
Iteration 84: (EM) log likelihood = -28653.82
Iteration 85: (EM) log likelihood = -28652.865
Iteration 86: (EM) log likelihood = -28652.117
Iteration 87: (EM) log likelihood = -28651.606
Iteration 88: (EM) log likelihood = -28650.89
Iteration 89: (EM) log likelihood = -28649.101
Iteration 90: (EM) log likelihood = -28648.348
Iteration 91: (EM) log likelihood = -28647.769
Iteration 92: (EM) log likelihood = -28646.997
Iteration 93: (EM) log likelihood = -28646.357
Iteration 94: (EM) log likelihood = -28645.912
Iteration 95: (EM) log likelihood = -28644.892
Iteration 96: (EM) log likelihood = -28644.207
Iteration 97: (EM) log likelihood = -28642.762
Iteration 98: (EM) log likelihood = -28640.964
Iteration 99: (EM) log likelihood = -28639.877
Iteration 100: (EM) log likelihood = -28639.282
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.5711
Iteration 1: (class) log likelihood = -8320.5711
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30214.764
Iteration 1: (outcome) log likelihood = -29150.105
Iteration 2: (outcome) log likelihood = -28849.939
Iteration 3: (outcome) log likelihood = -28797.281
Iteration 4: (outcome) log likelihood = -28788.857
Iteration 5: (outcome) log likelihood = -28786.911
Iteration 6: (outcome) log likelihood = -28786.554
Iteration 7: (outcome) log likelihood = -28786.472
Iteration 8: (outcome) log likelihood = -28786.453
Iteration 9: (outcome) log likelihood = -28786.449
Iteration 10: (outcome) log likelihood = -28786.448 (not concave)
Iteration 11: (outcome) log likelihood = -28786.448 (not concave)
Iteration 12: (outcome) log likelihood = -28786.448 (not concave)
Iteration 13: (outcome) log likelihood = -28786.448 (not concave)
Iteration 14: (outcome) log likelihood = -28786.448 (not concave)
Iteration 15: (outcome) log likelihood = -28786.448 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37031.214
Iteration 1: (EM) log likelihood = -36802.416
Iteration 2: (EM) log likelihood = -36240.924
Iteration 3: (EM) log likelihood = -35062.333
Iteration 4: (EM) log likelihood = -33792.291
Iteration 5: (EM) log likelihood = -32920.345
Iteration 6: (EM) log likelihood = -32333.098
Iteration 7: (EM) log likelihood = -31887.441
Iteration 8: (EM) log likelihood = -31521.232
Iteration 9: (EM) log likelihood = -31213.382
Iteration 10: (EM) log likelihood = -30953.3
Iteration 11: (EM) log likelihood = -30727.226
Iteration 12: (EM) log likelihood = -30530.621
Iteration 13: (EM) log likelihood = -30361.854
Iteration 14: (EM) log likelihood = -30210.829
Iteration 15: (EM) log likelihood = -30075.319
Iteration 16: (EM) log likelihood = -29953.898
Iteration 17: (EM) log likelihood = -29848.49
Iteration 18: (EM) log likelihood = -29759.091
Iteration 19: (EM) log likelihood = -29683.355
Iteration 20: (EM) log likelihood = -29614.37
Iteration 21: (EM) log likelihood = -29554.586
Iteration 22: (EM) log likelihood = -29498.399
Iteration 23: (EM) log likelihood = -29448.524
Iteration 24: (EM) log likelihood = -29399.055
Iteration 25: (EM) log likelihood = -29352.527
Iteration 26: (EM) log likelihood = -29307.305
Iteration 27: (EM) log likelihood = -29263.025
Iteration 28: (EM) log likelihood = -29220.853
Iteration 29: (EM) log likelihood = -29177.827
Iteration 30: (EM) log likelihood = -29136.109
Iteration 31: (EM) log likelihood = -29097.283
Iteration 32: (EM) log likelihood = -29060.533
Iteration 33: (EM) log likelihood = -29023.924
Iteration 34: (EM) log likelihood = -28990.687
Iteration 35: (EM) log likelihood = -28959.939
Iteration 36: (EM) log likelihood = -28935.174
Iteration 37: (EM) log likelihood = -28913.925
Iteration 38: (EM) log likelihood = -28895.04
Iteration 39: (EM) log likelihood = -28878.346
Iteration 40: (EM) log likelihood = -28862.49
Iteration 41: (EM) log likelihood = -28845.356
Iteration 42: (EM) log likelihood = -28832.302
Iteration 43: (EM) log likelihood = -28821.425
Iteration 44: (EM) log likelihood = -28811.583
Iteration 45: (EM) log likelihood = -28800.933
Iteration 46: (EM) log likelihood = -28791.265
Iteration 47: (EM) log likelihood = -28781.34
Iteration 48: (EM) log likelihood = -28774.845
Iteration 49: (EM) log likelihood = -28766.862
Iteration 50: (EM) log likelihood = -28760.799
Iteration 51: (EM) log likelihood = -28754.262
Iteration 52: (EM) log likelihood = -28748.43
Iteration 53: (EM) log likelihood = -28742.52
Iteration 54: (EM) log likelihood = -28735.885
Iteration 55: (EM) log likelihood = -28728.003
Iteration 56: (EM) log likelihood = -28720.255
Iteration 57: (EM) log likelihood = -28715.044
Iteration 58: (EM) log likelihood = -28708.921
Iteration 59: (EM) log likelihood = -28704.819
Iteration 60: (EM) log likelihood = -28700.995
Iteration 61: (EM) log likelihood = -28697.354
Iteration 62: (EM) log likelihood = -28691.92
Iteration 63: (EM) log likelihood = -28689.572
Iteration 64: (EM) log likelihood = -28685.146
Iteration 65: (EM) log likelihood = -28684.028
Iteration 66: (EM) log likelihood = -28682.727
Iteration 67: (EM) log likelihood = -28681.71
Iteration 68: (EM) log likelihood = -28679.614
Iteration 69: (EM) log likelihood = -28678.405
Iteration 70: (EM) log likelihood = -28677.349
Iteration 71: (EM) log likelihood = -28677.149
Iteration 72: (EM) log likelihood = -28676.498
Iteration 73: (EM) log likelihood = -28675.9
Iteration 74: (EM) log likelihood = -28674.742
Iteration 75: (EM) log likelihood = -28674.613
Iteration 76: (EM) log likelihood = -28674.505
Iteration 77: (EM) log likelihood = -28673.811
Iteration 78: (EM) log likelihood = -28673.497
Iteration 79: (EM) log likelihood = -28673.43
Iteration 80: (EM) log likelihood = -28673.347
Iteration 81: (EM) log likelihood = -28673.103
Iteration 82: (EM) log likelihood = -28671.918
Iteration 83: (EM) log likelihood = -28671.546
Iteration 84: (EM) log likelihood = -28671.375
Iteration 85: (EM) log likelihood = -28671.321
Iteration 86: (EM) log likelihood = -28671.048
Iteration 87: (EM) log likelihood = -28670.811
Iteration 88: (EM) log likelihood = -28670.198
Iteration 89: (EM) log likelihood = -28669.944
Iteration 90: (EM) log likelihood = -28669.597
Iteration 91: (EM) log likelihood = -28669.176
Iteration 92: (EM) log likelihood = -28668.94
Iteration 93: (EM) log likelihood = -28668.607
Iteration 94: (EM) log likelihood = -28668.291
Iteration 95: (EM) log likelihood = -28667.366
Iteration 96: (EM) log likelihood = -28666.849
Iteration 97: (EM) log likelihood = -28666.678
Iteration 98: (EM) log likelihood = -28666.474
Iteration 99: (EM) log likelihood = -28666.256
Iteration 100: (EM) log likelihood = -28666.011
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.0277
Iteration 1: (class) log likelihood = -8321.0277 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29996.405
Iteration 1: (outcome) log likelihood = -29052.551
Iteration 2: (outcome) log likelihood = -28809.443
Iteration 3: (outcome) log likelihood = -28768.53
Iteration 4: (outcome) log likelihood = -28761.019
Iteration 5: (outcome) log likelihood = -28759.287
Iteration 6: (outcome) log likelihood = -28758.918
Iteration 7: (outcome) log likelihood = -28758.84
Iteration 8: (outcome) log likelihood = -28758.823
Iteration 9: (outcome) log likelihood = -28758.818
Iteration 10: (outcome) log likelihood = -28758.817 (not concave)
Iteration 11: (outcome) log likelihood = -28758.817 (not concave)
Iteration 12: (outcome) log likelihood = -28758.817 (not concave)
Iteration 13: (outcome) log likelihood = -28758.817 (not concave)
Iteration 14: (outcome) log likelihood = -28758.817 (not concave)
Iteration 15: (outcome) log likelihood = -28758.817 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36981.53
Iteration 1: (EM) log likelihood = -36667.742
Iteration 2: (EM) log likelihood = -35921.626
Iteration 3: (EM) log likelihood = -34812.73
Iteration 4: (EM) log likelihood = -33869.714
Iteration 5: (EM) log likelihood = -33211.42
Iteration 6: (EM) log likelihood = -32694.146
Iteration 7: (EM) log likelihood = -32254.641
Iteration 8: (EM) log likelihood = -31879.278
Iteration 9: (EM) log likelihood = -31560.055
Iteration 10: (EM) log likelihood = -31288.845
Iteration 11: (EM) log likelihood = -31049.213
Iteration 12: (EM) log likelihood = -30825.726
Iteration 13: (EM) log likelihood = -30612.582
Iteration 14: (EM) log likelihood = -30417.191
Iteration 15: (EM) log likelihood = -30244.325
Iteration 16: (EM) log likelihood = -30102.219
Iteration 17: (EM) log likelihood = -29981.526
Iteration 18: (EM) log likelihood = -29877.356
Iteration 19: (EM) log likelihood = -29784.901
Iteration 20: (EM) log likelihood = -29699.943
Iteration 21: (EM) log likelihood = -29620.753
Iteration 22: (EM) log likelihood = -29541.128
Iteration 23: (EM) log likelihood = -29466.977
Iteration 24: (EM) log likelihood = -29398.393
Iteration 25: (EM) log likelihood = -29333.236
Iteration 26: (EM) log likelihood = -29273.184
Iteration 27: (EM) log likelihood = -29218.242
Iteration 28: (EM) log likelihood = -29169.787
Iteration 29: (EM) log likelihood = -29125.535
Iteration 30: (EM) log likelihood = -29083.429
Iteration 31: (EM) log likelihood = -29044.772
Iteration 32: (EM) log likelihood = -29009.117
Iteration 33: (EM) log likelihood = -28975.919
Iteration 34: (EM) log likelihood = -28944.11
Iteration 35: (EM) log likelihood = -28918.974
Iteration 36: (EM) log likelihood = -28894.307
Iteration 37: (EM) log likelihood = -28874.79
Iteration 38: (EM) log likelihood = -28857.343
Iteration 39: (EM) log likelihood = -28836.587
Iteration 40: (EM) log likelihood = -28820.127
Iteration 41: (EM) log likelihood = -28804.413
Iteration 42: (EM) log likelihood = -28786.532
Iteration 43: (EM) log likelihood = -28771.47
Iteration 44: (EM) log likelihood = -28758.319
Iteration 45: (EM) log likelihood = -28745.055
Iteration 46: (EM) log likelihood = -28732.33
Iteration 47: (EM) log likelihood = -28721.361
Iteration 48: (EM) log likelihood = -28712.613
Iteration 49: (EM) log likelihood = -28703.89
Iteration 50: (EM) log likelihood = -28691.038
Iteration 51: (EM) log likelihood = -28678.939
Iteration 52: (EM) log likelihood = -28671.75
Iteration 53: (EM) log likelihood = -28663.5
Iteration 54: (EM) log likelihood = -28656.739
Iteration 55: (EM) log likelihood = -28648.804
Iteration 56: (EM) log likelihood = -28642.946
Iteration 57: (EM) log likelihood = -28634.981
Iteration 58: (EM) log likelihood = -28625.836
Iteration 59: (EM) log likelihood = -28619.603
Iteration 60: (EM) log likelihood = -28613.242
Iteration 61: (EM) log likelihood = -28603.231
Iteration 62: (EM) log likelihood = -28599.213
Iteration 63: (EM) log likelihood = -28595.555
Iteration 64: (EM) log likelihood = -28591.923
Iteration 65: (EM) log likelihood = -28588.798
Iteration 66: (EM) log likelihood = -28583.853
Iteration 67: (EM) log likelihood = -28581.8
Iteration 68: (EM) log likelihood = -28578.047
Iteration 69: (EM) log likelihood = -28571.628
Iteration 70: (EM) log likelihood = -28568.472
Iteration 71: (EM) log likelihood = -28564.113
Iteration 72: (EM) log likelihood = -28558.628
Iteration 73: (EM) log likelihood = -28555.045
Iteration 74: (EM) log likelihood = -28552.182
Iteration 75: (EM) log likelihood = -28548.722
Iteration 76: (EM) log likelihood = -28545.249
Iteration 77: (EM) log likelihood = -28541.214
Iteration 78: (EM) log likelihood = -28538.722
Iteration 79: (EM) log likelihood = -28537.568
Iteration 80: (EM) log likelihood = -28536.306
Iteration 81: (EM) log likelihood = -28534.987
Iteration 82: (EM) log likelihood = -28533.665
Iteration 83: (EM) log likelihood = -28532.342
Iteration 84: (EM) log likelihood = -28531.019
Iteration 85: (EM) log likelihood = -28529.693
Iteration 86: (EM) log likelihood = -28528.367
Iteration 87: (EM) log likelihood = -28525.861
Iteration 88: (EM) log likelihood = -28524.716
Iteration 89: (EM) log likelihood = -28524.639
Iteration 90: (EM) log likelihood = -28522.104
Iteration 91: (EM) log likelihood = -28519.293
Iteration 92: (EM) log likelihood = -28515.397
Iteration 93: (EM) log likelihood = -28514.151
Iteration 94: (EM) log likelihood = -28512.709
Iteration 95: (EM) log likelihood = -28511.261
Iteration 96: (EM) log likelihood = -28510.558
Iteration 97: (EM) log likelihood = -28509.305
Iteration 98: (EM) log likelihood = -28506.601
Iteration 99: (EM) log likelihood = -28502.248
Iteration 100: (EM) log likelihood = -28500.581
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.6426
Iteration 1: (class) log likelihood = -8322.6426
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30184.553
Iteration 1: (outcome) log likelihood = -29096.85
Iteration 2: (outcome) log likelihood = -28828.929
Iteration 3: (outcome) log likelihood = -28775.092
Iteration 4: (outcome) log likelihood = -28766.075
Iteration 5: (outcome) log likelihood = -28763.948
Iteration 6: (outcome) log likelihood = -28763.468
Iteration 7: (outcome) log likelihood = -28763.366
Iteration 8: (outcome) log likelihood = -28763.349
Iteration 9: (outcome) log likelihood = -28763.345
Iteration 10: (outcome) log likelihood = -28763.344 (not concave)
Iteration 11: (outcome) log likelihood = -28763.344 (not concave)
Iteration 12: (outcome) log likelihood = -28763.344 (not concave)
Iteration 13: (outcome) log likelihood = -28763.344 (not concave)
Iteration 14: (outcome) log likelihood = -28763.344 (not concave)
Iteration 15: (outcome) log likelihood = -28763.344 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36987.553
Iteration 1: (EM) log likelihood = -36652.131
Iteration 2: (EM) log likelihood = -35919.928
Iteration 3: (EM) log likelihood = -34916.558
Iteration 4: (EM) log likelihood = -33912.164
Iteration 5: (EM) log likelihood = -33025.167
Iteration 6: (EM) log likelihood = -32333.994
Iteration 7: (EM) log likelihood = -31859.942
Iteration 8: (EM) log likelihood = -31507.583
Iteration 9: (EM) log likelihood = -31229.364
Iteration 10: (EM) log likelihood = -30980.593
Iteration 11: (EM) log likelihood = -30745.89
Iteration 12: (EM) log likelihood = -30524.206
Iteration 13: (EM) log likelihood = -30324.355
Iteration 14: (EM) log likelihood = -30153.234
Iteration 15: (EM) log likelihood = -30011.862
Iteration 16: (EM) log likelihood = -29901.06
Iteration 17: (EM) log likelihood = -29800.019
Iteration 18: (EM) log likelihood = -29707.292
Iteration 19: (EM) log likelihood = -29623.683
Iteration 20: (EM) log likelihood = -29550.297
Iteration 21: (EM) log likelihood = -29487.045
Iteration 22: (EM) log likelihood = -29431.167
Iteration 23: (EM) log likelihood = -29380.941
Iteration 24: (EM) log likelihood = -29331.98
Iteration 25: (EM) log likelihood = -29287.951
Iteration 26: (EM) log likelihood = -29246.067
Iteration 27: (EM) log likelihood = -29207.568
Iteration 28: (EM) log likelihood = -29168.098
Iteration 29: (EM) log likelihood = -29131.141
Iteration 30: (EM) log likelihood = -29097.664
Iteration 31: (EM) log likelihood = -29065.602
Iteration 32: (EM) log likelihood = -29033.566
Iteration 33: (EM) log likelihood = -29005.457
Iteration 34: (EM) log likelihood = -28977.7
Iteration 35: (EM) log likelihood = -28949.974
Iteration 36: (EM) log likelihood = -28926.394
Iteration 37: (EM) log likelihood = -28904.569
Iteration 38: (EM) log likelihood = -28885.797
Iteration 39: (EM) log likelihood = -28866.938
Iteration 40: (EM) log likelihood = -28845.42
Iteration 41: (EM) log likelihood = -28826.628
Iteration 42: (EM) log likelihood = -28810.607
Iteration 43: (EM) log likelihood = -28795.828
Iteration 44: (EM) log likelihood = -28781.222
Iteration 45: (EM) log likelihood = -28767.643
Iteration 46: (EM) log likelihood = -28750.824
Iteration 47: (EM) log likelihood = -28735.913
Iteration 48: (EM) log likelihood = -28722.217
Iteration 49: (EM) log likelihood = -28710.15
Iteration 50: (EM) log likelihood = -28698.415
Iteration 51: (EM) log likelihood = -28686.665
Iteration 52: (EM) log likelihood = -28678.8
Iteration 53: (EM) log likelihood = -28669.743
Iteration 54: (EM) log likelihood = -28661.99
Iteration 55: (EM) log likelihood = -28652.981
Iteration 56: (EM) log likelihood = -28645.247
Iteration 57: (EM) log likelihood = -28638.143
Iteration 58: (EM) log likelihood = -28632.303
Iteration 59: (EM) log likelihood = -28622.595
Iteration 60: (EM) log likelihood = -28613.338
Iteration 61: (EM) log likelihood = -28603.111
Iteration 62: (EM) log likelihood = -28597.443
Iteration 63: (EM) log likelihood = -28590.957
Iteration 64: (EM) log likelihood = -28584.706
Iteration 65: (EM) log likelihood = -28579.147
Iteration 66: (EM) log likelihood = -28573.627
Iteration 67: (EM) log likelihood = -28567.582
Iteration 68: (EM) log likelihood = -28563.152
Iteration 69: (EM) log likelihood = -28559.829
Iteration 70: (EM) log likelihood = -28555.346
Iteration 71: (EM) log likelihood = -28551.408
Iteration 72: (EM) log likelihood = -28547.736
Iteration 73: (EM) log likelihood = -28544.073
Iteration 74: (EM) log likelihood = -28540.019
Iteration 75: (EM) log likelihood = -28532.301
Iteration 76: (EM) log likelihood = -28523.463
Iteration 77: (EM) log likelihood = -28518.801
Iteration 78: (EM) log likelihood = -28515.565
Iteration 79: (EM) log likelihood = -28513.115
Iteration 80: (EM) log likelihood = -28509.349
Iteration 81: (EM) log likelihood = -28506.898
Iteration 82: (EM) log likelihood = -28501.97
Iteration 83: (EM) log likelihood = -28497.732
Iteration 84: (EM) log likelihood = -28492.97
Iteration 85: (EM) log likelihood = -28489.929
Iteration 86: (EM) log likelihood = -28486.975
Iteration 87: (EM) log likelihood = -28482.418
Iteration 88: (EM) log likelihood = -28479.849
Iteration 89: (EM) log likelihood = -28477.86
Iteration 90: (EM) log likelihood = -28474.92
Iteration 91: (EM) log likelihood = -28469.171
Iteration 92: (EM) log likelihood = -28467.001
Iteration 93: (EM) log likelihood = -28464.449
Iteration 94: (EM) log likelihood = -28459.471
Iteration 95: (EM) log likelihood = -28456.746
Iteration 96: (EM) log likelihood = -28454.278
Iteration 97: (EM) log likelihood = -28452.326
Iteration 98: (EM) log likelihood = -28450.154
Iteration 99: (EM) log likelihood = -28448.352
Iteration 100: (EM) log likelihood = -28446.992
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.0816
Iteration 1: (class) log likelihood = -8323.0816
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30443.576
Iteration 1: (outcome) log likelihood = -29212.793
Iteration 2: (outcome) log likelihood = -28840.212
Iteration 3: (outcome) log likelihood = -28779.653
Iteration 4: (outcome) log likelihood = -28768.662
Iteration 5: (outcome) log likelihood = -28766.158
Iteration 6: (outcome) log likelihood = -28765.537
Iteration 7: (outcome) log likelihood = -28765.418
Iteration 8: (outcome) log likelihood = -28765.398
Iteration 9: (outcome) log likelihood = -28765.393
Iteration 10: (outcome) log likelihood = -28765.392 (not concave)
Iteration 11: (outcome) log likelihood = -28765.392 (not concave)
Iteration 12: (outcome) log likelihood = -28765.392 (not concave)
Iteration 13: (outcome) log likelihood = -28765.392 (not concave)
Iteration 14: (outcome) log likelihood = -28765.392 (not concave)
Iteration 15: (outcome) log likelihood = -28765.392 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37000.217
Iteration 1: (EM) log likelihood = -36722.484
Iteration 2: (EM) log likelihood = -36044.449
Iteration 3: (EM) log likelihood = -34945.993
Iteration 4: (EM) log likelihood = -33797.571
Iteration 5: (EM) log likelihood = -32878.853
Iteration 6: (EM) log likelihood = -32199.882
Iteration 7: (EM) log likelihood = -31682.889
Iteration 8: (EM) log likelihood = -31260.561
Iteration 9: (EM) log likelihood = -30904.037
Iteration 10: (EM) log likelihood = -30610.126
Iteration 11: (EM) log likelihood = -30375.989
Iteration 12: (EM) log likelihood = -30193.613
Iteration 13: (EM) log likelihood = -30047.315
Iteration 14: (EM) log likelihood = -29933.739
Iteration 15: (EM) log likelihood = -29838.059
Iteration 16: (EM) log likelihood = -29752.325
Iteration 17: (EM) log likelihood = -29675.904
Iteration 18: (EM) log likelihood = -29605.012
Iteration 19: (EM) log likelihood = -29535.01
Iteration 20: (EM) log likelihood = -29465.889
Iteration 21: (EM) log likelihood = -29410.005
Iteration 22: (EM) log likelihood = -29356.5
Iteration 23: (EM) log likelihood = -29311.366
Iteration 24: (EM) log likelihood = -29272.62
Iteration 25: (EM) log likelihood = -29237.132
Iteration 26: (EM) log likelihood = -29205.129
Iteration 27: (EM) log likelihood = -29175.806
Iteration 28: (EM) log likelihood = -29148.696
Iteration 29: (EM) log likelihood = -29120.586
Iteration 30: (EM) log likelihood = -29098.022
Iteration 31: (EM) log likelihood = -29076.863
Iteration 32: (EM) log likelihood = -29057.874
Iteration 33: (EM) log likelihood = -29038.039
Iteration 34: (EM) log likelihood = -29020.026
Iteration 35: (EM) log likelihood = -29002.649
Iteration 36: (EM) log likelihood = -28986.93
Iteration 37: (EM) log likelihood = -28970.695
Iteration 38: (EM) log likelihood = -28953.35
Iteration 39: (EM) log likelihood = -28940.039
Iteration 40: (EM) log likelihood = -28928.372
Iteration 41: (EM) log likelihood = -28917.7
Iteration 42: (EM) log likelihood = -28906.591
Iteration 43: (EM) log likelihood = -28895.58
Iteration 44: (EM) log likelihood = -28883.704
Iteration 45: (EM) log likelihood = -28870.065
Iteration 46: (EM) log likelihood = -28855.045
Iteration 47: (EM) log likelihood = -28844.953
Iteration 48: (EM) log likelihood = -28832.274
Iteration 49: (EM) log likelihood = -28824.03
Iteration 50: (EM) log likelihood = -28816.942
Iteration 51: (EM) log likelihood = -28809.112
Iteration 52: (EM) log likelihood = -28803.19
Iteration 53: (EM) log likelihood = -28797.167
Iteration 54: (EM) log likelihood = -28790.825
Iteration 55: (EM) log likelihood = -28784.597
Iteration 56: (EM) log likelihood = -28779.373
Iteration 57: (EM) log likelihood = -28774.794
Iteration 58: (EM) log likelihood = -28769.902
Iteration 59: (EM) log likelihood = -28766.561
Iteration 60: (EM) log likelihood = -28762.31
Iteration 61: (EM) log likelihood = -28758.52
Iteration 62: (EM) log likelihood = -28748.554
Iteration 63: (EM) log likelihood = -28744.153
Iteration 64: (EM) log likelihood = -28739.927
Iteration 65: (EM) log likelihood = -28734.308
Iteration 66: (EM) log likelihood = -28730.838
Iteration 67: (EM) log likelihood = -28727.354
Iteration 68: (EM) log likelihood = -28722.077
Iteration 69: (EM) log likelihood = -28716.834
Iteration 70: (EM) log likelihood = -28712.723
Iteration 71: (EM) log likelihood = -28708.216
Iteration 72: (EM) log likelihood = -28705.098
Iteration 73: (EM) log likelihood = -28701.952
Iteration 74: (EM) log likelihood = -28697.82
Iteration 75: (EM) log likelihood = -28696.498
Iteration 76: (EM) log likelihood = -28694.06
Iteration 77: (EM) log likelihood = -28691.849
Iteration 78: (EM) log likelihood = -28689.656
Iteration 79: (EM) log likelihood = -28685.725
Iteration 80: (EM) log likelihood = -28683.929
Iteration 81: (EM) log likelihood = -28677.891
Iteration 82: (EM) log likelihood = -28674.863
Iteration 83: (EM) log likelihood = -28672.514
Iteration 84: (EM) log likelihood = -28670.988
Iteration 85: (EM) log likelihood = -28668.086
Iteration 86: (EM) log likelihood = -28666.518
Iteration 87: (EM) log likelihood = -28663.752
Iteration 88: (EM) log likelihood = -28662.524
Iteration 89: (EM) log likelihood = -28660.444
Iteration 90: (EM) log likelihood = -28656.584
Iteration 91: (EM) log likelihood = -28652.917
Iteration 92: (EM) log likelihood = -28649.415
Iteration 93: (EM) log likelihood = -28647.467
Iteration 94: (EM) log likelihood = -28644.957
Iteration 95: (EM) log likelihood = -28642.621
Iteration 96: (EM) log likelihood = -28641.231
Iteration 97: (EM) log likelihood = -28638.467
Iteration 98: (EM) log likelihood = -28636.847
Iteration 99: (EM) log likelihood = -28634.569
Iteration 100: (EM) log likelihood = -28627.913
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.167
Iteration 1: (class) log likelihood = -8321.167
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30358.681
Iteration 1: (outcome) log likelihood = -29166.513
Iteration 2: (outcome) log likelihood = -28838.106
Iteration 3: (outcome) log likelihood = -28783.868
Iteration 4: (outcome) log likelihood = -28773.636
Iteration 5: (outcome) log likelihood = -28771.179
Iteration 6: (outcome) log likelihood = -28770.686
Iteration 7: (outcome) log likelihood = -28770.58
Iteration 8: (outcome) log likelihood = -28770.555
Iteration 9: (outcome) log likelihood = -28770.55
Iteration 10: (outcome) log likelihood = -28770.548 (not concave)
Iteration 11: (outcome) log likelihood = -28770.548 (not concave)
Iteration 12: (outcome) log likelihood = -28770.548 (not concave)
Iteration 13: (outcome) log likelihood = -28770.548 (not concave)
Iteration 14: (outcome) log likelihood = -28770.548 (not concave)
Iteration 15: (outcome) log likelihood = -28770.548 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36988.79
Iteration 1: (EM) log likelihood = -36716.295
Iteration 2: (EM) log likelihood = -36122.056
Iteration 3: (EM) log likelihood = -35126.672
Iteration 4: (EM) log likelihood = -34008.348
Iteration 5: (EM) log likelihood = -33096.594
Iteration 6: (EM) log likelihood = -32420.731
Iteration 7: (EM) log likelihood = -31908.132
Iteration 8: (EM) log likelihood = -31495.454
Iteration 9: (EM) log likelihood = -31161.804
Iteration 10: (EM) log likelihood = -30908.475
Iteration 11: (EM) log likelihood = -30723.754
Iteration 12: (EM) log likelihood = -30585.568
Iteration 13: (EM) log likelihood = -30469.221
Iteration 14: (EM) log likelihood = -30359.06
Iteration 15: (EM) log likelihood = -30247.881
Iteration 16: (EM) log likelihood = -30125.402
Iteration 17: (EM) log likelihood = -29997.593
Iteration 18: (EM) log likelihood = -29869.804
Iteration 19: (EM) log likelihood = -29755.98
Iteration 20: (EM) log likelihood = -29659.823
Iteration 21: (EM) log likelihood = -29584.902
Iteration 22: (EM) log likelihood = -29524.36
Iteration 23: (EM) log likelihood = -29475.604
Iteration 24: (EM) log likelihood = -29438.525
Iteration 25: (EM) log likelihood = -29407.648
Iteration 26: (EM) log likelihood = -29378.833
Iteration 27: (EM) log likelihood = -29355.806
Iteration 28: (EM) log likelihood = -29333.802
Iteration 29: (EM) log likelihood = -29313.771
Iteration 30: (EM) log likelihood = -29296.047
Iteration 31: (EM) log likelihood = -29278.556
Iteration 32: (EM) log likelihood = -29262.029
Iteration 33: (EM) log likelihood = -29245.149
Iteration 34: (EM) log likelihood = -29228.957
Iteration 35: (EM) log likelihood = -29212.056
Iteration 36: (EM) log likelihood = -29194.528
Iteration 37: (EM) log likelihood = -29178.082
Iteration 38: (EM) log likelihood = -29158.657
Iteration 39: (EM) log likelihood = -29142.737
Iteration 40: (EM) log likelihood = -29126.519
Iteration 41: (EM) log likelihood = -29105.322
Iteration 42: (EM) log likelihood = -29089.132
Iteration 43: (EM) log likelihood = -29074.38
Iteration 44: (EM) log likelihood = -29060.172
Iteration 45: (EM) log likelihood = -29045.853
Iteration 46: (EM) log likelihood = -29030.113
Iteration 47: (EM) log likelihood = -29016.351
Iteration 48: (EM) log likelihood = -29000.269
Iteration 49: (EM) log likelihood = -28985.114
Iteration 50: (EM) log likelihood = -28969.187
Iteration 51: (EM) log likelihood = -28948.599
Iteration 52: (EM) log likelihood = -28932.41
Iteration 53: (EM) log likelihood = -28913.089
Iteration 54: (EM) log likelihood = -28897.316
Iteration 55: (EM) log likelihood = -28881.741
Iteration 56: (EM) log likelihood = -28868.062
Iteration 57: (EM) log likelihood = -28850.878
Iteration 58: (EM) log likelihood = -28837.995
Iteration 59: (EM) log likelihood = -28821.979
Iteration 60: (EM) log likelihood = -28807.357
Iteration 61: (EM) log likelihood = -28794.937
Iteration 62: (EM) log likelihood = -28784.85
Iteration 63: (EM) log likelihood = -28772.217
Iteration 64: (EM) log likelihood = -28760.252
Iteration 65: (EM) log likelihood = -28749.371
Iteration 66: (EM) log likelihood = -28741.201
Iteration 67: (EM) log likelihood = -28732.079
Iteration 68: (EM) log likelihood = -28724.221
Iteration 69: (EM) log likelihood = -28713.431
Iteration 70: (EM) log likelihood = -28703.147
Iteration 71: (EM) log likelihood = -28697.479
Iteration 72: (EM) log likelihood = -28689.701
Iteration 73: (EM) log likelihood = -28683.706
Iteration 74: (EM) log likelihood = -28672.619
Iteration 75: (EM) log likelihood = -28665.568
Iteration 76: (EM) log likelihood = -28659.04
Iteration 77: (EM) log likelihood = -28652.155
Iteration 78: (EM) log likelihood = -28647.057
Iteration 79: (EM) log likelihood = -28640.688
Iteration 80: (EM) log likelihood = -28633.87
Iteration 81: (EM) log likelihood = -28630.294
Iteration 82: (EM) log likelihood = -28626.239
Iteration 83: (EM) log likelihood = -28615.088
Iteration 84: (EM) log likelihood = -28610.251
Iteration 85: (EM) log likelihood = -28606.348
Iteration 86: (EM) log likelihood = -28601.862
Iteration 87: (EM) log likelihood = -28597.523
Iteration 88: (EM) log likelihood = -28593.091
Iteration 89: (EM) log likelihood = -28589.286
Iteration 90: (EM) log likelihood = -28585.149
Iteration 91: (EM) log likelihood = -28581.31
Iteration 92: (EM) log likelihood = -28579.262
Iteration 93: (EM) log likelihood = -28574.953
Iteration 94: (EM) log likelihood = -28572.161
Iteration 95: (EM) log likelihood = -28569.206
Iteration 96: (EM) log likelihood = -28564.431
Iteration 97: (EM) log likelihood = -28559.902
Iteration 98: (EM) log likelihood = -28555.949
Iteration 99: (EM) log likelihood = -28553.013
Iteration 100: (EM) log likelihood = -28549.933
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.916
Iteration 1: (class) log likelihood = -8319.916
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30123.929
Iteration 1: (outcome) log likelihood = -29031.467
Iteration 2: (outcome) log likelihood = -28840.817
Iteration 3: (outcome) log likelihood = -28802.207
Iteration 4: (outcome) log likelihood = -28794.764
Iteration 5: (outcome) log likelihood = -28793.014
Iteration 6: (outcome) log likelihood = -28792.664
Iteration 7: (outcome) log likelihood = -28792.607
Iteration 8: (outcome) log likelihood = -28792.593
Iteration 9: (outcome) log likelihood = -28792.59
Iteration 10: (outcome) log likelihood = -28792.59 (not concave)
Iteration 11: (outcome) log likelihood = -28792.59 (not concave)
Iteration 12: (outcome) log likelihood = -28792.59 (not concave)
Iteration 13: (outcome) log likelihood = -28792.59 (not concave)
Iteration 14: (outcome) log likelihood = -28792.59 (not concave)
Iteration 15: (outcome) log likelihood = -28792.59 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37053.074
Iteration 1: (EM) log likelihood = -36850.286
Iteration 2: (EM) log likelihood = -36326.852
Iteration 3: (EM) log likelihood = -35285.753
Iteration 4: (EM) log likelihood = -34099.557
Iteration 5: (EM) log likelihood = -33237.711
Iteration 6: (EM) log likelihood = -32596.217
Iteration 7: (EM) log likelihood = -32079.698
Iteration 8: (EM) log likelihood = -31674.055
Iteration 9: (EM) log likelihood = -31358.508
Iteration 10: (EM) log likelihood = -31089.873
Iteration 11: (EM) log likelihood = -30835.969
Iteration 12: (EM) log likelihood = -30584.688
Iteration 13: (EM) log likelihood = -30338.528
Iteration 14: (EM) log likelihood = -30109.341
Iteration 15: (EM) log likelihood = -29922.035
Iteration 16: (EM) log likelihood = -29773.336
Iteration 17: (EM) log likelihood = -29653.625
Iteration 18: (EM) log likelihood = -29566.395
Iteration 19: (EM) log likelihood = -29494.16
Iteration 20: (EM) log likelihood = -29435.855
Iteration 21: (EM) log likelihood = -29388.373
Iteration 22: (EM) log likelihood = -29353.257
Iteration 23: (EM) log likelihood = -29321.201
Iteration 24: (EM) log likelihood = -29286.207
Iteration 25: (EM) log likelihood = -29259.738
Iteration 26: (EM) log likelihood = -29230.912
Iteration 27: (EM) log likelihood = -29208.513
Iteration 28: (EM) log likelihood = -29189.003
Iteration 29: (EM) log likelihood = -29169.696
Iteration 30: (EM) log likelihood = -29146.283
Iteration 31: (EM) log likelihood = -29127.278
Iteration 32: (EM) log likelihood = -29110.475
Iteration 33: (EM) log likelihood = -29095.748
Iteration 34: (EM) log likelihood = -29082.106
Iteration 35: (EM) log likelihood = -29069.264
Iteration 36: (EM) log likelihood = -29055.845
Iteration 37: (EM) log likelihood = -29044.152
Iteration 38: (EM) log likelihood = -29027.992
Iteration 39: (EM) log likelihood = -29014.562
Iteration 40: (EM) log likelihood = -29002.155
Iteration 41: (EM) log likelihood = -28989.203
Iteration 42: (EM) log likelihood = -28973.495
Iteration 43: (EM) log likelihood = -28960.218
Iteration 44: (EM) log likelihood = -28950.541
Iteration 45: (EM) log likelihood = -28940.612
Iteration 46: (EM) log likelihood = -28933.111
Iteration 47: (EM) log likelihood = -28923.61
Iteration 48: (EM) log likelihood = -28916.577
Iteration 49: (EM) log likelihood = -28907.504
Iteration 50: (EM) log likelihood = -28902.822
Iteration 51: (EM) log likelihood = -28894.771
Iteration 52: (EM) log likelihood = -28883.924
Iteration 53: (EM) log likelihood = -28875.858
Iteration 54: (EM) log likelihood = -28870.892
Iteration 55: (EM) log likelihood = -28856.793
Iteration 56: (EM) log likelihood = -28851.672
Iteration 57: (EM) log likelihood = -28845.982
Iteration 58: (EM) log likelihood = -28839.852
Iteration 59: (EM) log likelihood = -28833.291
Iteration 60: (EM) log likelihood = -28829.145
Iteration 61: (EM) log likelihood = -28820.166
Iteration 62: (EM) log likelihood = -28816.47
Iteration 63: (EM) log likelihood = -28813.439
Iteration 64: (EM) log likelihood = -28808.43
Iteration 65: (EM) log likelihood = -28797.544
Iteration 66: (EM) log likelihood = -28793.968
Iteration 67: (EM) log likelihood = -28789.581
Iteration 68: (EM) log likelihood = -28783.886
Iteration 69: (EM) log likelihood = -28781.17
Iteration 70: (EM) log likelihood = -28778.117
Iteration 71: (EM) log likelihood = -28774.985
Iteration 72: (EM) log likelihood = -28770.012
Iteration 73: (EM) log likelihood = -28766.331
Iteration 74: (EM) log likelihood = -28761.183
Iteration 75: (EM) log likelihood = -28757.559
Iteration 76: (EM) log likelihood = -28752.872
Iteration 77: (EM) log likelihood = -28748.262
Iteration 78: (EM) log likelihood = -28743.502
Iteration 79: (EM) log likelihood = -28740.452
Iteration 80: (EM) log likelihood = -28737.593
Iteration 81: (EM) log likelihood = -28733.239
Iteration 82: (EM) log likelihood = -28728.957
Iteration 83: (EM) log likelihood = -28725.049
Iteration 84: (EM) log likelihood = -28720.314
Iteration 85: (EM) log likelihood = -28715.529
Iteration 86: (EM) log likelihood = -28710.858
Iteration 87: (EM) log likelihood = -28707.717
Iteration 88: (EM) log likelihood = -28702.505
Iteration 89: (EM) log likelihood = -28693.378
Iteration 90: (EM) log likelihood = -28690.668
Iteration 91: (EM) log likelihood = -28686.823
Iteration 92: (EM) log likelihood = -28682.025
Iteration 93: (EM) log likelihood = -28679.324
Iteration 94: (EM) log likelihood = -28675.849
Iteration 95: (EM) log likelihood = -28673.522
Iteration 96: (EM) log likelihood = -28670.166
Iteration 97: (EM) log likelihood = -28666.938
Iteration 98: (EM) log likelihood = -28664.787
Iteration 99: (EM) log likelihood = -28662.404
Iteration 100: (EM) log likelihood = -28655.556
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8317.5088
Iteration 1: (class) log likelihood = -8317.5088
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30657.207
Iteration 1: (outcome) log likelihood = -29169.757
Iteration 2: (outcome) log likelihood = -28854.706
Iteration 3: (outcome) log likelihood = -28791.759
Iteration 4: (outcome) log likelihood = -28779.767
Iteration 5: (outcome) log likelihood = -28776.905
Iteration 6: (outcome) log likelihood = -28776.348
Iteration 7: (outcome) log likelihood = -28776.257
Iteration 8: (outcome) log likelihood = -28776.235
Iteration 9: (outcome) log likelihood = -28776.23
Iteration 10: (outcome) log likelihood = -28776.229 (not concave)
Iteration 11: (outcome) log likelihood = -28776.229 (not concave)
Iteration 12: (outcome) log likelihood = -28776.229 (not concave)
Iteration 13: (outcome) log likelihood = -28776.229 (not concave)
Iteration 14: (outcome) log likelihood = -28776.229 (not concave)
Iteration 15: (outcome) log likelihood = -28776.229 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37046.608
Iteration 1: (EM) log likelihood = -36862.014
Iteration 2: (EM) log likelihood = -36332.165
Iteration 3: (EM) log likelihood = -35273.296
Iteration 4: (EM) log likelihood = -34052.047
Iteration 5: (EM) log likelihood = -33136.282
Iteration 6: (EM) log likelihood = -32467.53
Iteration 7: (EM) log likelihood = -31931.097
Iteration 8: (EM) log likelihood = -31471.452
Iteration 9: (EM) log likelihood = -31066.746
Iteration 10: (EM) log likelihood = -30724.705
Iteration 11: (EM) log likelihood = -30444.167
Iteration 12: (EM) log likelihood = -30206.366
Iteration 13: (EM) log likelihood = -30007.183
Iteration 14: (EM) log likelihood = -29840.203
Iteration 15: (EM) log likelihood = -29695.343
Iteration 16: (EM) log likelihood = -29570.616
Iteration 17: (EM) log likelihood = -29463.679
Iteration 18: (EM) log likelihood = -29372.57
Iteration 19: (EM) log likelihood = -29296.35
Iteration 20: (EM) log likelihood = -29230.048
Iteration 21: (EM) log likelihood = -29174.312
Iteration 22: (EM) log likelihood = -29117.604
Iteration 23: (EM) log likelihood = -29077.125
Iteration 24: (EM) log likelihood = -29036.114
Iteration 25: (EM) log likelihood = -29006.516
Iteration 26: (EM) log likelihood = -28978.142
Iteration 27: (EM) log likelihood = -28957.745
Iteration 28: (EM) log likelihood = -28939.921
Iteration 29: (EM) log likelihood = -28919.488
Iteration 30: (EM) log likelihood = -28901.407
Iteration 31: (EM) log likelihood = -28886.203
Iteration 32: (EM) log likelihood = -28872.013
Iteration 33: (EM) log likelihood = -28858.154
Iteration 34: (EM) log likelihood = -28846.453
Iteration 35: (EM) log likelihood = -28834.841
Iteration 36: (EM) log likelihood = -28824.212
Iteration 37: (EM) log likelihood = -28811.294
Iteration 38: (EM) log likelihood = -28799.493
Iteration 39: (EM) log likelihood = -28789.626
Iteration 40: (EM) log likelihood = -28779.791
Iteration 41: (EM) log likelihood = -28771.122
Iteration 42: (EM) log likelihood = -28761.833
Iteration 43: (EM) log likelihood = -28754.315
Iteration 44: (EM) log likelihood = -28746.321
Iteration 45: (EM) log likelihood = -28738.4
Iteration 46: (EM) log likelihood = -28731.217
Iteration 47: (EM) log likelihood = -28723.906
Iteration 48: (EM) log likelihood = -28717.276
Iteration 49: (EM) log likelihood = -28710.896
Iteration 50: (EM) log likelihood = -28705.102
Iteration 51: (EM) log likelihood = -28698.516
Iteration 52: (EM) log likelihood = -28693.211
Iteration 53: (EM) log likelihood = -28688.028
Iteration 54: (EM) log likelihood = -28682.416
Iteration 55: (EM) log likelihood = -28677.798
Iteration 56: (EM) log likelihood = -28673.035
Iteration 57: (EM) log likelihood = -28667.415
Iteration 58: (EM) log likelihood = -28663.069
Iteration 59: (EM) log likelihood = -28658.955
Iteration 60: (EM) log likelihood = -28654.817
Iteration 61: (EM) log likelihood = -28650.362
Iteration 62: (EM) log likelihood = -28646.213
Iteration 63: (EM) log likelihood = -28642.515
Iteration 64: (EM) log likelihood = -28639.067
Iteration 65: (EM) log likelihood = -28635.712
Iteration 66: (EM) log likelihood = -28632.517
Iteration 67: (EM) log likelihood = -28629.081
Iteration 68: (EM) log likelihood = -28625.079
Iteration 69: (EM) log likelihood = -28621.835
Iteration 70: (EM) log likelihood = -28618.643
Iteration 71: (EM) log likelihood = -28615.634
Iteration 72: (EM) log likelihood = -28612.683
Iteration 73: (EM) log likelihood = -28609.867
Iteration 74: (EM) log likelihood = -28606.742
Iteration 75: (EM) log likelihood = -28603.632
Iteration 76: (EM) log likelihood = -28600.238
Iteration 77: (EM) log likelihood = -28597.435
Iteration 78: (EM) log likelihood = -28593.502
Iteration 79: (EM) log likelihood = -28590.421
Iteration 80: (EM) log likelihood = -28587.483
Iteration 81: (EM) log likelihood = -28584.771
Iteration 82: (EM) log likelihood = -28582.263
Iteration 83: (EM) log likelihood = -28578.924
Iteration 84: (EM) log likelihood = -28576.271
Iteration 85: (EM) log likelihood = -28571.458
Iteration 86: (EM) log likelihood = -28568.962
Iteration 87: (EM) log likelihood = -28566.177
Iteration 88: (EM) log likelihood = -28564.454
Iteration 89: (EM) log likelihood = -28561.466
Iteration 90: (EM) log likelihood = -28557.361
Iteration 91: (EM) log likelihood = -28554.061
Iteration 92: (EM) log likelihood = -28548.081
Iteration 93: (EM) log likelihood = -28544.262
Iteration 94: (EM) log likelihood = -28539.982
Iteration 95: (EM) log likelihood = -28536.873
Iteration 96: (EM) log likelihood = -28534.168
Iteration 97: (EM) log likelihood = -28531.516
Iteration 98: (EM) log likelihood = -28528.927
Iteration 99: (EM) log likelihood = -28526.774
Iteration 100: (EM) log likelihood = -28524.101
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8324.3377
Iteration 1: (class) log likelihood = -8324.3377
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30359.456
Iteration 1: (outcome) log likelihood = -29115.699
Iteration 2: (outcome) log likelihood = -28826.294
Iteration 3: (outcome) log likelihood = -28777.225
Iteration 4: (outcome) log likelihood = -28767.566
Iteration 5: (outcome) log likelihood = -28765.264
Iteration 6: (outcome) log likelihood = -28764.807
Iteration 7: (outcome) log likelihood = -28764.733
Iteration 8: (outcome) log likelihood = -28764.715
Iteration 9: (outcome) log likelihood = -28764.711
Iteration 10: (outcome) log likelihood = -28764.71 (not concave)
Iteration 11: (outcome) log likelihood = -28764.71 (not concave)
Iteration 12: (outcome) log likelihood = -28764.71 (not concave)
Iteration 13: (outcome) log likelihood = -28764.71 (not concave)
Iteration 14: (outcome) log likelihood = -28764.71 (not concave)
Iteration 15: (outcome) log likelihood = -28764.71 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36992.131
Iteration 1: (EM) log likelihood = -36690.03
Iteration 2: (EM) log likelihood = -36053.461
Iteration 3: (EM) log likelihood = -35129.886
Iteration 4: (EM) log likelihood = -34206.391
Iteration 5: (EM) log likelihood = -33422.414
Iteration 6: (EM) log likelihood = -32756.472
Iteration 7: (EM) log likelihood = -32205.941
Iteration 8: (EM) log likelihood = -31759.361
Iteration 9: (EM) log likelihood = -31392.077
Iteration 10: (EM) log likelihood = -31080.375
Iteration 11: (EM) log likelihood = -30796.635
Iteration 12: (EM) log likelihood = -30533.8
Iteration 13: (EM) log likelihood = -30303.405
Iteration 14: (EM) log likelihood = -30114.121
Iteration 15: (EM) log likelihood = -29958.641
Iteration 16: (EM) log likelihood = -29831.098
Iteration 17: (EM) log likelihood = -29730.175
Iteration 18: (EM) log likelihood = -29642.87
Iteration 19: (EM) log likelihood = -29567.747
Iteration 20: (EM) log likelihood = -29510.589
Iteration 21: (EM) log likelihood = -29458.938
Iteration 22: (EM) log likelihood = -29408.125
Iteration 23: (EM) log likelihood = -29363.743
Iteration 24: (EM) log likelihood = -29323.055
Iteration 25: (EM) log likelihood = -29294.243
Iteration 26: (EM) log likelihood = -29258.796
Iteration 27: (EM) log likelihood = -29238.75
Iteration 28: (EM) log likelihood = -29220.332
Iteration 29: (EM) log likelihood = -29200.948
Iteration 30: (EM) log likelihood = -29182.931
Iteration 31: (EM) log likelihood = -29166.607
Iteration 32: (EM) log likelihood = -29143.538
Iteration 33: (EM) log likelihood = -29130.834
Iteration 34: (EM) log likelihood = -29119.591
Iteration 35: (EM) log likelihood = -29104.072
Iteration 36: (EM) log likelihood = -29096.961
Iteration 37: (EM) log likelihood = -29089.265
Iteration 38: (EM) log likelihood = -29080.089
Iteration 39: (EM) log likelihood = -29074.762
Iteration 40: (EM) log likelihood = -29070.427
Iteration 41: (EM) log likelihood = -29065.181
Iteration 42: (EM) log likelihood = -29048.147
Iteration 43: (EM) log likelihood = -29044.332
Iteration 44: (EM) log likelihood = -29040.53
Iteration 45: (EM) log likelihood = -29037.267
Iteration 46: (EM) log likelihood = -29034.548
Iteration 47: (EM) log likelihood = -29031.003
Iteration 48: (EM) log likelihood = -29028.15
Iteration 49: (EM) log likelihood = -29020.008
Iteration 50: (EM) log likelihood = -29016.629
Iteration 51: (EM) log likelihood = -29013.878
Iteration 52: (EM) log likelihood = -29011.699
Iteration 53: (EM) log likelihood = -29008.707
Iteration 54: (EM) log likelihood = -29004.652
Iteration 55: (EM) log likelihood = -29000.543
Iteration 56: (EM) log likelihood = -28995.889
Iteration 57: (EM) log likelihood = -28992.927
Iteration 58: (EM) log likelihood = -28987.817
Iteration 59: (EM) log likelihood = -28982.128
Iteration 60: (EM) log likelihood = -28979.194
Iteration 61: (EM) log likelihood = -28976.006
Iteration 62: (EM) log likelihood = -28970.961
Iteration 63: (EM) log likelihood = -28967.175
Iteration 64: (EM) log likelihood = -28964.632
Iteration 65: (EM) log likelihood = -28961.411
Iteration 66: (EM) log likelihood = -28954.361
Iteration 67: (EM) log likelihood = -28951.118
Iteration 68: (EM) log likelihood = -28946.029
Iteration 69: (EM) log likelihood = -28943.063
Iteration 70: (EM) log likelihood = -28939.954
Iteration 71: (EM) log likelihood = -28937.058
Iteration 72: (EM) log likelihood = -28933.571
Iteration 73: (EM) log likelihood = -28929.702
Iteration 74: (EM) log likelihood = -28926.681
Iteration 75: (EM) log likelihood = -28923.248
Iteration 76: (EM) log likelihood = -28920.604
Iteration 77: (EM) log likelihood = -28916.643
Iteration 78: (EM) log likelihood = -28912.618
Iteration 79: (EM) log likelihood = -28908.962
Iteration 80: (EM) log likelihood = -28906.173
Iteration 81: (EM) log likelihood = -28902.529
Iteration 82: (EM) log likelihood = -28899.226
Iteration 83: (EM) log likelihood = -28895.416
Iteration 84: (EM) log likelihood = -28892.01
Iteration 85: (EM) log likelihood = -28887.43
Iteration 86: (EM) log likelihood = -28883.968
Iteration 87: (EM) log likelihood = -28880.749
Iteration 88: (EM) log likelihood = -28876.51
Iteration 89: (EM) log likelihood = -28873.019
Iteration 90: (EM) log likelihood = -28869.439
Iteration 91: (EM) log likelihood = -28864.304
Iteration 92: (EM) log likelihood = -28861.484
Iteration 93: (EM) log likelihood = -28857.502
Iteration 94: (EM) log likelihood = -28854.087
Iteration 95: (EM) log likelihood = -28849.146
Iteration 96: (EM) log likelihood = -28845.312
Iteration 97: (EM) log likelihood = -28841.712
Iteration 98: (EM) log likelihood = -28836.587
Iteration 99: (EM) log likelihood = -28832.217
Iteration 100: (EM) log likelihood = -28827.885
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.0011
Iteration 1: (class) log likelihood = -8320.0011
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30404.072
Iteration 1: (outcome) log likelihood = -29142.648
Iteration 2: (outcome) log likelihood = -28849.583
Iteration 3: (outcome) log likelihood = -28798.044
Iteration 4: (outcome) log likelihood = -28788.483
Iteration 5: (outcome) log likelihood = -28786.258
Iteration 6: (outcome) log likelihood = -28785.765
Iteration 7: (outcome) log likelihood = -28785.657
Iteration 8: (outcome) log likelihood = -28785.637
Iteration 9: (outcome) log likelihood = -28785.635 (not concave)
Iteration 10: (outcome) log likelihood = -28785.635 (not concave)
Iteration 11: (outcome) log likelihood = -28785.635 (not concave)
Iteration 12: (outcome) log likelihood = -28785.635 (not concave)
Iteration 13: (outcome) log likelihood = -28785.635 (not concave)
Iteration 14: (outcome) log likelihood = -28785.635 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37026.354
Iteration 1: (EM) log likelihood = -36789.227
Iteration 2: (EM) log likelihood = -36257.856
Iteration 3: (EM) log likelihood = -35384.088
Iteration 4: (EM) log likelihood = -34390.827
Iteration 5: (EM) log likelihood = -33470.021
Iteration 6: (EM) log likelihood = -32623.043
Iteration 7: (EM) log likelihood = -31876.975
Iteration 8: (EM) log likelihood = -31293.654
Iteration 9: (EM) log likelihood = -30880.933
Iteration 10: (EM) log likelihood = -30596.927
Iteration 11: (EM) log likelihood = -30397.207
Iteration 12: (EM) log likelihood = -30247.945
Iteration 13: (EM) log likelihood = -30128.967
Iteration 14: (EM) log likelihood = -30031.472
Iteration 15: (EM) log likelihood = -29946.482
Iteration 16: (EM) log likelihood = -29868.488
Iteration 17: (EM) log likelihood = -29795.801
Iteration 18: (EM) log likelihood = -29728.045
Iteration 19: (EM) log likelihood = -29664.154
Iteration 20: (EM) log likelihood = -29602.932
Iteration 21: (EM) log likelihood = -29545.621
Iteration 22: (EM) log likelihood = -29487.885
Iteration 23: (EM) log likelihood = -29436.662
Iteration 24: (EM) log likelihood = -29389.101
Iteration 25: (EM) log likelihood = -29345.94
Iteration 26: (EM) log likelihood = -29309.471
Iteration 27: (EM) log likelihood = -29278.998
Iteration 28: (EM) log likelihood = -29251.478
Iteration 29: (EM) log likelihood = -29226.023
Iteration 30: (EM) log likelihood = -29201.201
Iteration 31: (EM) log likelihood = -29170.077
Iteration 32: (EM) log likelihood = -29146.721
Iteration 33: (EM) log likelihood = -29123.453
Iteration 34: (EM) log likelihood = -29104.401
Iteration 35: (EM) log likelihood = -29084.28
Iteration 36: (EM) log likelihood = -29066.686
Iteration 37: (EM) log likelihood = -29047.28
Iteration 38: (EM) log likelihood = -29029.814
Iteration 39: (EM) log likelihood = -29012.851
Iteration 40: (EM) log likelihood = -28995.825
Iteration 41: (EM) log likelihood = -28978.219
Iteration 42: (EM) log likelihood = -28962.176
Iteration 43: (EM) log likelihood = -28946.821
Iteration 44: (EM) log likelihood = -28930.755
Iteration 45: (EM) log likelihood = -28914.147
Iteration 46: (EM) log likelihood = -28898.661
Iteration 47: (EM) log likelihood = -28885.063
Iteration 48: (EM) log likelihood = -28872.892
Iteration 49: (EM) log likelihood = -28861.607
Iteration 50: (EM) log likelihood = -28851.228
Iteration 51: (EM) log likelihood = -28842.008
Iteration 52: (EM) log likelihood = -28833.071
Iteration 53: (EM) log likelihood = -28824.429
Iteration 54: (EM) log likelihood = -28815.841
Iteration 55: (EM) log likelihood = -28806.678
Iteration 56: (EM) log likelihood = -28797.566
Iteration 57: (EM) log likelihood = -28788.962
Iteration 58: (EM) log likelihood = -28780.032
Iteration 59: (EM) log likelihood = -28770.493
Iteration 60: (EM) log likelihood = -28760.384
Iteration 61: (EM) log likelihood = -28750.752
Iteration 62: (EM) log likelihood = -28740.552
Iteration 63: (EM) log likelihood = -28729.863
Iteration 64: (EM) log likelihood = -28718.32
Iteration 65: (EM) log likelihood = -28705.044
Iteration 66: (EM) log likelihood = -28690.403
Iteration 67: (EM) log likelihood = -28675.537
Iteration 68: (EM) log likelihood = -28659.428
Iteration 69: (EM) log likelihood = -28643.035
Iteration 70: (EM) log likelihood = -28626.937
Iteration 71: (EM) log likelihood = -28611.404
Iteration 72: (EM) log likelihood = -28595.762
Iteration 73: (EM) log likelihood = -28580.002
Iteration 74: (EM) log likelihood = -28565.193
Iteration 75: (EM) log likelihood = -28552.308
Iteration 76: (EM) log likelihood = -28540.015
Iteration 77: (EM) log likelihood = -28530.006
Iteration 78: (EM) log likelihood = -28520.519
Iteration 79: (EM) log likelihood = -28511.556
Iteration 80: (EM) log likelihood = -28504.154
Iteration 81: (EM) log likelihood = -28497.146
Iteration 82: (EM) log likelihood = -28492.075
Iteration 83: (EM) log likelihood = -28486.589
Iteration 84: (EM) log likelihood = -28482.252
Iteration 85: (EM) log likelihood = -28476.715
Iteration 86: (EM) log likelihood = -28472.611
Iteration 87: (EM) log likelihood = -28468.906
Iteration 88: (EM) log likelihood = -28464.435
Iteration 89: (EM) log likelihood = -28460.504
Iteration 90: (EM) log likelihood = -28458.703
Iteration 91: (EM) log likelihood = -28454.907
Iteration 92: (EM) log likelihood = -28451.595
Iteration 93: (EM) log likelihood = -28449.148
Iteration 94: (EM) log likelihood = -28446.066
Iteration 95: (EM) log likelihood = -28443.135
Iteration 96: (EM) log likelihood = -28442.303
Iteration 97: (EM) log likelihood = -28438.522
Iteration 98: (EM) log likelihood = -28435.821
Iteration 99: (EM) log likelihood = -28432.198
Iteration 100: (EM) log likelihood = -28430.43
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.1261
Iteration 1: (class) log likelihood = -8318.1261
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30075.586
Iteration 1: (outcome) log likelihood = -29059.224
Iteration 2: (outcome) log likelihood = -28820.749
Iteration 3: (outcome) log likelihood = -28773.823
Iteration 4: (outcome) log likelihood = -28765.074
Iteration 5: (outcome) log likelihood = -28763.249
Iteration 6: (outcome) log likelihood = -28762.877
Iteration 7: (outcome) log likelihood = -28762.793
Iteration 8: (outcome) log likelihood = -28762.772
Iteration 9: (outcome) log likelihood = -28762.768
Iteration 10: (outcome) log likelihood = -28762.768 (not concave)
Iteration 11: (outcome) log likelihood = -28762.768 (not concave)
Iteration 12: (outcome) log likelihood = -28762.768 (not concave)
Iteration 13: (outcome) log likelihood = -28762.768 (not concave)
Iteration 14: (outcome) log likelihood = -28762.768 (not concave)
Iteration 15: (outcome) log likelihood = -28762.768 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37004.501
Iteration 1: (EM) log likelihood = -36710.567
Iteration 2: (EM) log likelihood = -35884.556
Iteration 3: (EM) log likelihood = -34639.738
Iteration 4: (EM) log likelihood = -33671.411
Iteration 5: (EM) log likelihood = -32980.322
Iteration 6: (EM) log likelihood = -32377.667
Iteration 7: (EM) log likelihood = -31838.399
Iteration 8: (EM) log likelihood = -31397.282
Iteration 9: (EM) log likelihood = -31049.064
Iteration 10: (EM) log likelihood = -30769.036
Iteration 11: (EM) log likelihood = -30534.936
Iteration 12: (EM) log likelihood = -30327.513
Iteration 13: (EM) log likelihood = -30138.502
Iteration 14: (EM) log likelihood = -29972.44
Iteration 15: (EM) log likelihood = -29833.33
Iteration 16: (EM) log likelihood = -29720.727
Iteration 17: (EM) log likelihood = -29629.974
Iteration 18: (EM) log likelihood = -29550.877
Iteration 19: (EM) log likelihood = -29491.205
Iteration 20: (EM) log likelihood = -29443.711
Iteration 21: (EM) log likelihood = -29403.202
Iteration 22: (EM) log likelihood = -29365.853
Iteration 23: (EM) log likelihood = -29336.312
Iteration 24: (EM) log likelihood = -29311.393
Iteration 25: (EM) log likelihood = -29287.591
Iteration 26: (EM) log likelihood = -29264.671
Iteration 27: (EM) log likelihood = -29245.121
Iteration 28: (EM) log likelihood = -29227.226
Iteration 29: (EM) log likelihood = -29205.99
Iteration 30: (EM) log likelihood = -29184.153
Iteration 31: (EM) log likelihood = -29166.576
Iteration 32: (EM) log likelihood = -29150.343
Iteration 33: (EM) log likelihood = -29130.214
Iteration 34: (EM) log likelihood = -29117.291
Iteration 35: (EM) log likelihood = -29106.463
Iteration 36: (EM) log likelihood = -29094.117
Iteration 37: (EM) log likelihood = -29084.67
Iteration 38: (EM) log likelihood = -29075.043
Iteration 39: (EM) log likelihood = -29068.714
Iteration 40: (EM) log likelihood = -29063.696
Iteration 41: (EM) log likelihood = -29058.874
Iteration 42: (EM) log likelihood = -29054.233
Iteration 43: (EM) log likelihood = -29050.114
Iteration 44: (EM) log likelihood = -29046.511
Iteration 45: (EM) log likelihood = -29043.176
Iteration 46: (EM) log likelihood = -29039.771
Iteration 47: (EM) log likelihood = -29036.231
Iteration 48: (EM) log likelihood = -29033.15
Iteration 49: (EM) log likelihood = -29030.286
Iteration 50: (EM) log likelihood = -29026.486
Iteration 51: (EM) log likelihood = -29022.376
Iteration 52: (EM) log likelihood = -29020.1
Iteration 53: (EM) log likelihood = -29017.573
Iteration 54: (EM) log likelihood = -29014.852
Iteration 55: (EM) log likelihood = -29012.393
Iteration 56: (EM) log likelihood = -29010.498
Iteration 57: (EM) log likelihood = -29007.066
Iteration 58: (EM) log likelihood = -29004.347
Iteration 59: (EM) log likelihood = -29002.542
Iteration 60: (EM) log likelihood = -29000.639
Iteration 61: (EM) log likelihood = -28999.124
Iteration 62: (EM) log likelihood = -28997.545
Iteration 63: (EM) log likelihood = -28993.514
Iteration 64: (EM) log likelihood = -28992.167
Iteration 65: (EM) log likelihood = -28990.895
Iteration 66: (EM) log likelihood = -28988.586
Iteration 67: (EM) log likelihood = -28987.142
Iteration 68: (EM) log likelihood = -28985.827
Iteration 69: (EM) log likelihood = -28984.559
Iteration 70: (EM) log likelihood = -28983.55
Iteration 71: (EM) log likelihood = -28981.749
Iteration 72: (EM) log likelihood = -28980.906
Iteration 73: (EM) log likelihood = -28978.23
Iteration 74: (EM) log likelihood = -28976.77
Iteration 75: (EM) log likelihood = -28975.869
Iteration 76: (EM) log likelihood = -28974.679
Iteration 77: (EM) log likelihood = -28973.643
Iteration 78: (EM) log likelihood = -28972.496
Iteration 79: (EM) log likelihood = -28971.272
Iteration 80: (EM) log likelihood = -28970.146
Iteration 81: (EM) log likelihood = -28969.176
Iteration 82: (EM) log likelihood = -28968.033
Iteration 83: (EM) log likelihood = -28966.212
Iteration 84: (EM) log likelihood = -28965.308
Iteration 85: (EM) log likelihood = -28964.109
Iteration 86: (EM) log likelihood = -28962.694
Iteration 87: (EM) log likelihood = -28960.446
Iteration 88: (EM) log likelihood = -28959.816
Iteration 89: (EM) log likelihood = -28958.332
Iteration 90: (EM) log likelihood = -28957.3
Iteration 91: (EM) log likelihood = -28956.023
Iteration 92: (EM) log likelihood = -28955.418
Iteration 93: (EM) log likelihood = -28954.461
Iteration 94: (EM) log likelihood = -28953.671
Iteration 95: (EM) log likelihood = -28952.673
Iteration 96: (EM) log likelihood = -28950.829
Iteration 97: (EM) log likelihood = -28950.062
Iteration 98: (EM) log likelihood = -28948.604
Iteration 99: (EM) log likelihood = -28947.216
Iteration 100: (EM) log likelihood = -28946.14
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.9071
Iteration 1: (class) log likelihood = -8320.9071
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29616.576
Iteration 1: (outcome) log likelihood = -29029.736
Iteration 2: (outcome) log likelihood = -28829.634
Iteration 3: (outcome) log likelihood = -28801.027
Iteration 4: (outcome) log likelihood = -28796.24
Iteration 5: (outcome) log likelihood = -28795.192
Iteration 6: (outcome) log likelihood = -28794.984
Iteration 7: (outcome) log likelihood = -28794.948
Iteration 8: (outcome) log likelihood = -28794.939
Iteration 9: (outcome) log likelihood = -28794.937
Iteration 10: (outcome) log likelihood = -28794.937 (not concave)
Iteration 11: (outcome) log likelihood = -28794.937 (not concave)
Iteration 12: (outcome) log likelihood = -28794.937 (not concave)
Iteration 13: (outcome) log likelihood = -28794.937 (not concave)
Iteration 14: (outcome) log likelihood = -28794.937 (not concave)
Iteration 15: (outcome) log likelihood = -28794.937 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37034.455
Iteration 1: (EM) log likelihood = -36803.452
Iteration 2: (EM) log likelihood = -36316.199
Iteration 3: (EM) log likelihood = -35408.819
Iteration 4: (EM) log likelihood = -34126.189
Iteration 5: (EM) log likelihood = -32975.869
Iteration 6: (EM) log likelihood = -32210.47
Iteration 7: (EM) log likelihood = -31731.238
Iteration 8: (EM) log likelihood = -31404.552
Iteration 9: (EM) log likelihood = -31138.859
Iteration 10: (EM) log likelihood = -30887.613
Iteration 11: (EM) log likelihood = -30637.014
Iteration 12: (EM) log likelihood = -30418.409
Iteration 13: (EM) log likelihood = -30224.086
Iteration 14: (EM) log likelihood = -30051.993
Iteration 15: (EM) log likelihood = -29891.734
Iteration 16: (EM) log likelihood = -29746.909
Iteration 17: (EM) log likelihood = -29622.29
Iteration 18: (EM) log likelihood = -29513.646
Iteration 19: (EM) log likelihood = -29422.41
Iteration 20: (EM) log likelihood = -29344.821
Iteration 21: (EM) log likelihood = -29280.27
Iteration 22: (EM) log likelihood = -29223.617
Iteration 23: (EM) log likelihood = -29173.737
Iteration 24: (EM) log likelihood = -29130.157
Iteration 25: (EM) log likelihood = -29089.514
Iteration 26: (EM) log likelihood = -29054.612
Iteration 27: (EM) log likelihood = -29024.794
Iteration 28: (EM) log likelihood = -28998.126
Iteration 29: (EM) log likelihood = -28975.434
Iteration 30: (EM) log likelihood = -28951.892
Iteration 31: (EM) log likelihood = -28933.406
Iteration 32: (EM) log likelihood = -28914.05
Iteration 33: (EM) log likelihood = -28895.997
Iteration 34: (EM) log likelihood = -28879.094
Iteration 35: (EM) log likelihood = -28863.785
Iteration 36: (EM) log likelihood = -28848.487
Iteration 37: (EM) log likelihood = -28832.543
Iteration 38: (EM) log likelihood = -28816.119
Iteration 39: (EM) log likelihood = -28803.121
Iteration 40: (EM) log likelihood = -28789.052
Iteration 41: (EM) log likelihood = -28776.154
Iteration 42: (EM) log likelihood = -28765.011
Iteration 43: (EM) log likelihood = -28753.78
Iteration 44: (EM) log likelihood = -28741.878
Iteration 45: (EM) log likelihood = -28730.498
Iteration 46: (EM) log likelihood = -28722.349
Iteration 47: (EM) log likelihood = -28711.266
Iteration 48: (EM) log likelihood = -28703.854
Iteration 49: (EM) log likelihood = -28695.026
Iteration 50: (EM) log likelihood = -28687.027
Iteration 51: (EM) log likelihood = -28679.01
Iteration 52: (EM) log likelihood = -28673.343
Iteration 53: (EM) log likelihood = -28665.117
Iteration 54: (EM) log likelihood = -28659.662
Iteration 55: (EM) log likelihood = -28654.025
Iteration 56: (EM) log likelihood = -28647.674
Iteration 57: (EM) log likelihood = -28638.843
Iteration 58: (EM) log likelihood = -28629.229
Iteration 59: (EM) log likelihood = -28621.987
Iteration 60: (EM) log likelihood = -28616.49
Iteration 61: (EM) log likelihood = -28610.59
Iteration 62: (EM) log likelihood = -28607.033
Iteration 63: (EM) log likelihood = -28605.435
Iteration 64: (EM) log likelihood = -28601.382
Iteration 65: (EM) log likelihood = -28596.697
Iteration 66: (EM) log likelihood = -28592.448
Iteration 67: (EM) log likelihood = -28586.744
Iteration 68: (EM) log likelihood = -28582.693
Iteration 69: (EM) log likelihood = -28579.49
Iteration 70: (EM) log likelihood = -28576.818
Iteration 71: (EM) log likelihood = -28573.063
Iteration 72: (EM) log likelihood = -28564.807
Iteration 73: (EM) log likelihood = -28562.286
Iteration 74: (EM) log likelihood = -28559.629
Iteration 75: (EM) log likelihood = -28556.671
Iteration 76: (EM) log likelihood = -28554.328
Iteration 77: (EM) log likelihood = -28552.991
Iteration 78: (EM) log likelihood = -28551.19
Iteration 79: (EM) log likelihood = -28548.818
Iteration 80: (EM) log likelihood = -28546.472
Iteration 81: (EM) log likelihood = -28543.694
Iteration 82: (EM) log likelihood = -28541.376
Iteration 83: (EM) log likelihood = -28539.229
Iteration 84: (EM) log likelihood = -28536.815
Iteration 85: (EM) log likelihood = -28535.233
Iteration 86: (EM) log likelihood = -28533.037
Iteration 87: (EM) log likelihood = -28530.416
Iteration 88: (EM) log likelihood = -28528.849
Iteration 89: (EM) log likelihood = -28526.55
Iteration 90: (EM) log likelihood = -28524.904
Iteration 91: (EM) log likelihood = -28523.086
Iteration 92: (EM) log likelihood = -28521.189
Iteration 93: (EM) log likelihood = -28518.2
Iteration 94: (EM) log likelihood = -28516.851
Iteration 95: (EM) log likelihood = -28514.456
Iteration 96: (EM) log likelihood = -28510.99
Iteration 97: (EM) log likelihood = -28509.864
Iteration 98: (EM) log likelihood = -28507.828
Iteration 99: (EM) log likelihood = -28506.03
Iteration 100: (EM) log likelihood = -28504.653
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.3688
Iteration 1: (class) log likelihood = -8319.3688
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29592.215
Iteration 1: (outcome) log likelihood = -29018.757
Iteration 2: (outcome) log likelihood = -28816.491
Iteration 3: (outcome) log likelihood = -28790.981
Iteration 4: (outcome) log likelihood = -28786.439
Iteration 5: (outcome) log likelihood = -28785.45
Iteration 6: (outcome) log likelihood = -28785.203
Iteration 7: (outcome) log likelihood = -28785.155
Iteration 8: (outcome) log likelihood = -28785.147
Iteration 9: (outcome) log likelihood = -28785.145
Iteration 10: (outcome) log likelihood = -28785.145 (not concave)
Iteration 11: (outcome) log likelihood = -28785.145 (not concave)
Iteration 12: (outcome) log likelihood = -28785.145 (not concave)
Iteration 13: (outcome) log likelihood = -28785.145 (not concave)
Iteration 14: (outcome) log likelihood = -28785.145 (not concave)
Iteration 15: (outcome) log likelihood = -28785.145 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37040.181
Iteration 1: (EM) log likelihood = -36838.776
Iteration 2: (EM) log likelihood = -36387.939
Iteration 3: (EM) log likelihood = -35562.014
Iteration 4: (EM) log likelihood = -34329.081
Iteration 5: (EM) log likelihood = -33158.995
Iteration 6: (EM) log likelihood = -32364.775
Iteration 7: (EM) log likelihood = -31846.319
Iteration 8: (EM) log likelihood = -31484.754
Iteration 9: (EM) log likelihood = -31201.562
Iteration 10: (EM) log likelihood = -30953.802
Iteration 11: (EM) log likelihood = -30721.937
Iteration 12: (EM) log likelihood = -30507.052
Iteration 13: (EM) log likelihood = -30317.975
Iteration 14: (EM) log likelihood = -30153.436
Iteration 15: (EM) log likelihood = -30012.877
Iteration 16: (EM) log likelihood = -29888.03
Iteration 17: (EM) log likelihood = -29771.787
Iteration 18: (EM) log likelihood = -29666.841
Iteration 19: (EM) log likelihood = -29566.805
Iteration 20: (EM) log likelihood = -29465.516
Iteration 21: (EM) log likelihood = -29380.419
Iteration 22: (EM) log likelihood = -29306.287
Iteration 23: (EM) log likelihood = -29247.197
Iteration 24: (EM) log likelihood = -29200.857
Iteration 25: (EM) log likelihood = -29160.833
Iteration 26: (EM) log likelihood = -29130.741
Iteration 27: (EM) log likelihood = -29105.727
Iteration 28: (EM) log likelihood = -29083.995
Iteration 29: (EM) log likelihood = -29064.237
Iteration 30: (EM) log likelihood = -29049.913
Iteration 31: (EM) log likelihood = -29037.923
Iteration 32: (EM) log likelihood = -29025.391
Iteration 33: (EM) log likelihood = -29012.939
Iteration 34: (EM) log likelihood = -29001.302
Iteration 35: (EM) log likelihood = -28991.984
Iteration 36: (EM) log likelihood = -28984.969
Iteration 37: (EM) log likelihood = -28978.011
Iteration 38: (EM) log likelihood = -28971.718
Iteration 39: (EM) log likelihood = -28965.916
Iteration 40: (EM) log likelihood = -28959.268
Iteration 41: (EM) log likelihood = -28947.115
Iteration 42: (EM) log likelihood = -28940.393
Iteration 43: (EM) log likelihood = -28933.376
Iteration 44: (EM) log likelihood = -28926.852
Iteration 45: (EM) log likelihood = -28916.94
Iteration 46: (EM) log likelihood = -28911.011
Iteration 47: (EM) log likelihood = -28904.611
Iteration 48: (EM) log likelihood = -28899.192
Iteration 49: (EM) log likelihood = -28892.092
Iteration 50: (EM) log likelihood = -28884.21
Iteration 51: (EM) log likelihood = -28878.851
Iteration 52: (EM) log likelihood = -28872.181
Iteration 53: (EM) log likelihood = -28867.116
Iteration 54: (EM) log likelihood = -28861.991
Iteration 55: (EM) log likelihood = -28855.783
Iteration 56: (EM) log likelihood = -28844.875
Iteration 57: (EM) log likelihood = -28839.06
Iteration 58: (EM) log likelihood = -28830.681
Iteration 59: (EM) log likelihood = -28824.529
Iteration 60: (EM) log likelihood = -28817.724
Iteration 61: (EM) log likelihood = -28812.268
Iteration 62: (EM) log likelihood = -28806.934
Iteration 63: (EM) log likelihood = -28801.587
Iteration 64: (EM) log likelihood = -28794.75
Iteration 65: (EM) log likelihood = -28789.028
Iteration 66: (EM) log likelihood = -28783.38
Iteration 67: (EM) log likelihood = -28778.343
Iteration 68: (EM) log likelihood = -28770.436
Iteration 69: (EM) log likelihood = -28763.953
Iteration 70: (EM) log likelihood = -28758.963
Iteration 71: (EM) log likelihood = -28752.763
Iteration 72: (EM) log likelihood = -28747.443
Iteration 73: (EM) log likelihood = -28742.352
Iteration 74: (EM) log likelihood = -28736.869
Iteration 75: (EM) log likelihood = -28730.309
Iteration 76: (EM) log likelihood = -28725.835
Iteration 77: (EM) log likelihood = -28721.563
Iteration 78: (EM) log likelihood = -28716.392
Iteration 79: (EM) log likelihood = -28712.419
Iteration 80: (EM) log likelihood = -28706.308
Iteration 81: (EM) log likelihood = -28701.981
Iteration 82: (EM) log likelihood = -28697.32
Iteration 83: (EM) log likelihood = -28691.615
Iteration 84: (EM) log likelihood = -28688.442
Iteration 85: (EM) log likelihood = -28682.918
Iteration 86: (EM) log likelihood = -28679.712
Iteration 87: (EM) log likelihood = -28675.586
Iteration 88: (EM) log likelihood = -28671.081
Iteration 89: (EM) log likelihood = -28668.176
Iteration 90: (EM) log likelihood = -28664.7
Iteration 91: (EM) log likelihood = -28661.058
Iteration 92: (EM) log likelihood = -28658.552
Iteration 93: (EM) log likelihood = -28654.276
Iteration 94: (EM) log likelihood = -28649.09
Iteration 95: (EM) log likelihood = -28644.681
Iteration 96: (EM) log likelihood = -28641.136
Iteration 97: (EM) log likelihood = -28635.902
Iteration 98: (EM) log likelihood = -28631.928
Iteration 99: (EM) log likelihood = -28626.188
Iteration 100: (EM) log likelihood = -28621.742
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8324.3944
Iteration 1: (class) log likelihood = -8324.3944
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29657.392
Iteration 1: (outcome) log likelihood = -28981.63
Iteration 2: (outcome) log likelihood = -28807.128
Iteration 3: (outcome) log likelihood = -28777.385
Iteration 4: (outcome) log likelihood = -28772.357
Iteration 5: (outcome) log likelihood = -28771.311
Iteration 6: (outcome) log likelihood = -28771.065
Iteration 7: (outcome) log likelihood = -28771.009
Iteration 8: (outcome) log likelihood = -28770.997
Iteration 9: (outcome) log likelihood = -28770.995 (not concave)
Iteration 10: (outcome) log likelihood = -28770.995 (not concave)
Iteration 11: (outcome) log likelihood = -28770.995 (not concave)
Iteration 12: (outcome) log likelihood = -28770.995 (not concave)
Iteration 13: (outcome) log likelihood = -28770.995 (not concave)
Iteration 14: (outcome) log likelihood = -28770.995 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36984.734
Iteration 1: (EM) log likelihood = -36627.824
Iteration 2: (EM) log likelihood = -35735.4
Iteration 3: (EM) log likelihood = -34441.871
Iteration 4: (EM) log likelihood = -33400.471
Iteration 5: (EM) log likelihood = -32658.974
Iteration 6: (EM) log likelihood = -32107.122
Iteration 7: (EM) log likelihood = -31669.851
Iteration 8: (EM) log likelihood = -31304.849
Iteration 9: (EM) log likelihood = -30999.06
Iteration 10: (EM) log likelihood = -30741.793
Iteration 11: (EM) log likelihood = -30518.548
Iteration 12: (EM) log likelihood = -30315.189
Iteration 13: (EM) log likelihood = -30136.843
Iteration 14: (EM) log likelihood = -29972.103
Iteration 15: (EM) log likelihood = -29816.579
Iteration 16: (EM) log likelihood = -29669.864
Iteration 17: (EM) log likelihood = -29537.481
Iteration 18: (EM) log likelihood = -29422.243
Iteration 19: (EM) log likelihood = -29326.835
Iteration 20: (EM) log likelihood = -29249.59
Iteration 21: (EM) log likelihood = -29181.311
Iteration 22: (EM) log likelihood = -29119.828
Iteration 23: (EM) log likelihood = -29066.795
Iteration 24: (EM) log likelihood = -29018.002
Iteration 25: (EM) log likelihood = -28971.688
Iteration 26: (EM) log likelihood = -28931.37
Iteration 27: (EM) log likelihood = -28896.11
Iteration 28: (EM) log likelihood = -28863.79
Iteration 29: (EM) log likelihood = -28834.231
Iteration 30: (EM) log likelihood = -28803.766
Iteration 31: (EM) log likelihood = -28776.423
Iteration 32: (EM) log likelihood = -28749.424
Iteration 33: (EM) log likelihood = -28725.541
Iteration 34: (EM) log likelihood = -28704.04
Iteration 35: (EM) log likelihood = -28684.114
Iteration 36: (EM) log likelihood = -28661.489
Iteration 37: (EM) log likelihood = -28641.514
Iteration 38: (EM) log likelihood = -28622.475
Iteration 39: (EM) log likelihood = -28607.31
Iteration 40: (EM) log likelihood = -28593.615
Iteration 41: (EM) log likelihood = -28582.43
Iteration 42: (EM) log likelihood = -28571.633
Iteration 43: (EM) log likelihood = -28558.075
Iteration 44: (EM) log likelihood = -28547.243
Iteration 45: (EM) log likelihood = -28536.008
Iteration 46: (EM) log likelihood = -28523.843
Iteration 47: (EM) log likelihood = -28514.156
Iteration 48: (EM) log likelihood = -28504.476
Iteration 49: (EM) log likelihood = -28497.558
Iteration 50: (EM) log likelihood = -28489.895
Iteration 51: (EM) log likelihood = -28482.53
Iteration 52: (EM) log likelihood = -28476.9
Iteration 53: (EM) log likelihood = -28472.021
Iteration 54: (EM) log likelihood = -28467.368
Iteration 55: (EM) log likelihood = -28464.311
Iteration 56: (EM) log likelihood = -28459.58
Iteration 57: (EM) log likelihood = -28456.564
Iteration 58: (EM) log likelihood = -28452.608
Iteration 59: (EM) log likelihood = -28451.022
Iteration 60: (EM) log likelihood = -28447.656
Iteration 61: (EM) log likelihood = -28443.371
Iteration 62: (EM) log likelihood = -28439.125
Iteration 63: (EM) log likelihood = -28434.65
Iteration 64: (EM) log likelihood = -28432.083
Iteration 65: (EM) log likelihood = -28428.915
Iteration 66: (EM) log likelihood = -28424.945
Iteration 67: (EM) log likelihood = -28422.015
Iteration 68: (EM) log likelihood = -28419.373
Iteration 69: (EM) log likelihood = -28416.332
Iteration 70: (EM) log likelihood = -28413.248
Iteration 71: (EM) log likelihood = -28409.07
Iteration 72: (EM) log likelihood = -28406.845
Iteration 73: (EM) log likelihood = -28403.908
Iteration 74: (EM) log likelihood = -28401.828
Iteration 75: (EM) log likelihood = -28399.309
Iteration 76: (EM) log likelihood = -28397.277
Iteration 77: (EM) log likelihood = -28394.943
Iteration 78: (EM) log likelihood = -28388.095
Iteration 79: (EM) log likelihood = -28384.964
Iteration 80: (EM) log likelihood = -28382.763
Iteration 81: (EM) log likelihood = -28378.855
Iteration 82: (EM) log likelihood = -28375.562
Iteration 83: (EM) log likelihood = -28373.616
Iteration 84: (EM) log likelihood = -28371.978
Iteration 85: (EM) log likelihood = -28370.209
Iteration 86: (EM) log likelihood = -28368.483
Iteration 87: (EM) log likelihood = -28367.363
Iteration 88: (EM) log likelihood = -28366.164
Iteration 89: (EM) log likelihood = -28364.888
Iteration 90: (EM) log likelihood = -28363.75
Iteration 91: (EM) log likelihood = -28362.667
Iteration 92: (EM) log likelihood = -28361.35
Iteration 93: (EM) log likelihood = -28360.408
Iteration 94: (EM) log likelihood = -28359.122
Iteration 95: (EM) log likelihood = -28358.263
Iteration 96: (EM) log likelihood = -28357.273
Iteration 97: (EM) log likelihood = -28355.291
Iteration 98: (EM) log likelihood = -28354.305
Iteration 99: (EM) log likelihood = -28353.328
Iteration 100: (EM) log likelihood = -28351.431
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.9389
Iteration 1: (class) log likelihood = -8320.9389
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29985.412
Iteration 1: (outcome) log likelihood = -29098.257
Iteration 2: (outcome) log likelihood = -28842.121
Iteration 3: (outcome) log likelihood = -28790.474
Iteration 4: (outcome) log likelihood = -28782.738
Iteration 5: (outcome) log likelihood = -28780.989
Iteration 6: (outcome) log likelihood = -28780.642
Iteration 7: (outcome) log likelihood = -28780.581
Iteration 8: (outcome) log likelihood = -28780.573
Iteration 9: (outcome) log likelihood = -28780.573 (not concave)
Iteration 10: (outcome) log likelihood = -28780.573 (not concave)
Iteration 11: (outcome) log likelihood = -28780.573 (not concave)
Iteration 12: (outcome) log likelihood = -28780.573 (not concave)
Iteration 13: (outcome) log likelihood = -28780.573 (not concave)
Iteration 14: (outcome) log likelihood = -28780.573 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37055.042
Iteration 1: (EM) log likelihood = -36887.935
Iteration 2: (EM) log likelihood = -36393.955
Iteration 3: (EM) log likelihood = -35349.751
Iteration 4: (EM) log likelihood = -34108.43
Iteration 5: (EM) log likelihood = -33085.034
Iteration 6: (EM) log likelihood = -32310.76
Iteration 7: (EM) log likelihood = -31745.448
Iteration 8: (EM) log likelihood = -31298.927
Iteration 9: (EM) log likelihood = -30939.595
Iteration 10: (EM) log likelihood = -30646.904
Iteration 11: (EM) log likelihood = -30404.911
Iteration 12: (EM) log likelihood = -30207.13
Iteration 13: (EM) log likelihood = -30037.85
Iteration 14: (EM) log likelihood = -29888.355
Iteration 15: (EM) log likelihood = -29755.823
Iteration 16: (EM) log likelihood = -29635.632
Iteration 17: (EM) log likelihood = -29529.259
Iteration 18: (EM) log likelihood = -29439.13
Iteration 19: (EM) log likelihood = -29360.349
Iteration 20: (EM) log likelihood = -29296.445
Iteration 21: (EM) log likelihood = -29241.766
Iteration 22: (EM) log likelihood = -29197.244
Iteration 23: (EM) log likelihood = -29157.163
Iteration 24: (EM) log likelihood = -29120.222
Iteration 25: (EM) log likelihood = -29082.826
Iteration 26: (EM) log likelihood = -29049.349
Iteration 27: (EM) log likelihood = -29019.268
Iteration 28: (EM) log likelihood = -28992.986
Iteration 29: (EM) log likelihood = -28967.423
Iteration 30: (EM) log likelihood = -28943.952
Iteration 31: (EM) log likelihood = -28924.259
Iteration 32: (EM) log likelihood = -28904.414
Iteration 33: (EM) log likelihood = -28884.206
Iteration 34: (EM) log likelihood = -28866.677
Iteration 35: (EM) log likelihood = -28849.414
Iteration 36: (EM) log likelihood = -28834.094
Iteration 37: (EM) log likelihood = -28818.191
Iteration 38: (EM) log likelihood = -28803.532
Iteration 39: (EM) log likelihood = -28789.083
Iteration 40: (EM) log likelihood = -28774.282
Iteration 41: (EM) log likelihood = -28762.467
Iteration 42: (EM) log likelihood = -28751.468
Iteration 43: (EM) log likelihood = -28741.182
Iteration 44: (EM) log likelihood = -28730.485
Iteration 45: (EM) log likelihood = -28718.726
Iteration 46: (EM) log likelihood = -28709.973
Iteration 47: (EM) log likelihood = -28703.089
Iteration 48: (EM) log likelihood = -28695.202
Iteration 49: (EM) log likelihood = -28685.5
Iteration 50: (EM) log likelihood = -28678.827
Iteration 51: (EM) log likelihood = -28673.842
Iteration 52: (EM) log likelihood = -28668.06
Iteration 53: (EM) log likelihood = -28660.428
Iteration 54: (EM) log likelihood = -28653.966
Iteration 55: (EM) log likelihood = -28647.969
Iteration 56: (EM) log likelihood = -28640.679
Iteration 57: (EM) log likelihood = -28634.818
Iteration 58: (EM) log likelihood = -28629.4
Iteration 59: (EM) log likelihood = -28623.922
Iteration 60: (EM) log likelihood = -28618.952
Iteration 61: (EM) log likelihood = -28611.169
Iteration 62: (EM) log likelihood = -28607.214
Iteration 63: (EM) log likelihood = -28600.983
Iteration 64: (EM) log likelihood = -28595.341
Iteration 65: (EM) log likelihood = -28591.015
Iteration 66: (EM) log likelihood = -28587.108
Iteration 67: (EM) log likelihood = -28583.007
Iteration 68: (EM) log likelihood = -28579.855
Iteration 69: (EM) log likelihood = -28576.924
Iteration 70: (EM) log likelihood = -28574.627
Iteration 71: (EM) log likelihood = -28571.431
Iteration 72: (EM) log likelihood = -28568.657
Iteration 73: (EM) log likelihood = -28566.166
Iteration 74: (EM) log likelihood = -28564.021
Iteration 75: (EM) log likelihood = -28561.049
Iteration 76: (EM) log likelihood = -28554.015
Iteration 77: (EM) log likelihood = -28552.755
Iteration 78: (EM) log likelihood = -28551.101
Iteration 79: (EM) log likelihood = -28549.253
Iteration 80: (EM) log likelihood = -28547.826
Iteration 81: (EM) log likelihood = -28545.326
Iteration 82: (EM) log likelihood = -28544.065
Iteration 83: (EM) log likelihood = -28542.475
Iteration 84: (EM) log likelihood = -28540.753
Iteration 85: (EM) log likelihood = -28537.707
Iteration 86: (EM) log likelihood = -28535.054
Iteration 87: (EM) log likelihood = -28532.511
Iteration 88: (EM) log likelihood = -28530.464
Iteration 89: (EM) log likelihood = -28529.264
Iteration 90: (EM) log likelihood = -28527.929
Iteration 91: (EM) log likelihood = -28526.281
Iteration 92: (EM) log likelihood = -28524.917
Iteration 93: (EM) log likelihood = -28523.641
Iteration 94: (EM) log likelihood = -28522.383
Iteration 95: (EM) log likelihood = -28521.288
Iteration 96: (EM) log likelihood = -28520.067
Iteration 97: (EM) log likelihood = -28518.936
Iteration 98: (EM) log likelihood = -28517.818
Iteration 99: (EM) log likelihood = -28510.907
Iteration 100: (EM) log likelihood = -28510.052
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.258
Iteration 1: (class) log likelihood = -8323.258
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29935.529
Iteration 1: (outcome) log likelihood = -29030.898
Iteration 2: (outcome) log likelihood = -28833.188
Iteration 3: (outcome) log likelihood = -28796.304
Iteration 4: (outcome) log likelihood = -28789.424
Iteration 5: (outcome) log likelihood = -28788.022
Iteration 6: (outcome) log likelihood = -28787.793
Iteration 7: (outcome) log likelihood = -28787.738
Iteration 8: (outcome) log likelihood = -28787.726
Iteration 9: (outcome) log likelihood = -28787.724
Iteration 10: (outcome) log likelihood = -28787.723 (not concave)
Iteration 11: (outcome) log likelihood = -28787.723 (not concave)
Iteration 12: (outcome) log likelihood = -28787.723 (not concave)
Iteration 13: (outcome) log likelihood = -28787.723 (not concave)
Iteration 14: (outcome) log likelihood = -28787.723 (not concave)
Iteration 15: (outcome) log likelihood = -28787.723 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37051.764
Iteration 1: (EM) log likelihood = -36874.79
Iteration 2: (EM) log likelihood = -36475.442
Iteration 3: (EM) log likelihood = -35742.242
Iteration 4: (EM) log likelihood = -34673.779
Iteration 5: (EM) log likelihood = -33619.68
Iteration 6: (EM) log likelihood = -32813.38
Iteration 7: (EM) log likelihood = -32188.571
Iteration 8: (EM) log likelihood = -31659.547
Iteration 9: (EM) log likelihood = -31201.742
Iteration 10: (EM) log likelihood = -30813.594
Iteration 11: (EM) log likelihood = -30489.602
Iteration 12: (EM) log likelihood = -30225.467
Iteration 13: (EM) log likelihood = -30004.795
Iteration 14: (EM) log likelihood = -29822.995
Iteration 15: (EM) log likelihood = -29670.767
Iteration 16: (EM) log likelihood = -29548.687
Iteration 17: (EM) log likelihood = -29447.104
Iteration 18: (EM) log likelihood = -29359.697
Iteration 19: (EM) log likelihood = -29276.07
Iteration 20: (EM) log likelihood = -29203.07
Iteration 21: (EM) log likelihood = -29136.012
Iteration 22: (EM) log likelihood = -29074.083
Iteration 23: (EM) log likelihood = -29019.144
Iteration 24: (EM) log likelihood = -28966.67
Iteration 25: (EM) log likelihood = -28921.214
Iteration 26: (EM) log likelihood = -28879.966
Iteration 27: (EM) log likelihood = -28840.512
Iteration 28: (EM) log likelihood = -28805.683
Iteration 29: (EM) log likelihood = -28773.756
Iteration 30: (EM) log likelihood = -28747.051
Iteration 31: (EM) log likelihood = -28718.6
Iteration 32: (EM) log likelihood = -28696.894
Iteration 33: (EM) log likelihood = -28674.351
Iteration 34: (EM) log likelihood = -28652.167
Iteration 35: (EM) log likelihood = -28633.123
Iteration 36: (EM) log likelihood = -28613.412
Iteration 37: (EM) log likelihood = -28596.144
Iteration 38: (EM) log likelihood = -28580.983
Iteration 39: (EM) log likelihood = -28567.312
Iteration 40: (EM) log likelihood = -28555.701
Iteration 41: (EM) log likelihood = -28544.28
Iteration 42: (EM) log likelihood = -28531.966
Iteration 43: (EM) log likelihood = -28520.014
Iteration 44: (EM) log likelihood = -28508.839
Iteration 45: (EM) log likelihood = -28498.587
Iteration 46: (EM) log likelihood = -28488.935
Iteration 47: (EM) log likelihood = -28473.988
Iteration 48: (EM) log likelihood = -28461.037
Iteration 49: (EM) log likelihood = -28451.098
Iteration 50: (EM) log likelihood = -28441.322
Iteration 51: (EM) log likelihood = -28429.615
Iteration 52: (EM) log likelihood = -28418.396
Iteration 53: (EM) log likelihood = -28409.923
Iteration 54: (EM) log likelihood = -28401.015
Iteration 55: (EM) log likelihood = -28392.766
Iteration 56: (EM) log likelihood = -28386.138
Iteration 57: (EM) log likelihood = -28378.793
Iteration 58: (EM) log likelihood = -28370.966
Iteration 59: (EM) log likelihood = -28364.055
Iteration 60: (EM) log likelihood = -28355.244
Iteration 61: (EM) log likelihood = -28347.856
Iteration 62: (EM) log likelihood = -28341.485
Iteration 63: (EM) log likelihood = -28333.591
Iteration 64: (EM) log likelihood = -28328.62
Iteration 65: (EM) log likelihood = -28323.571
Iteration 66: (EM) log likelihood = -28317.906
Iteration 67: (EM) log likelihood = -28310.126
Iteration 68: (EM) log likelihood = -28304.495
Iteration 69: (EM) log likelihood = -28298.846
Iteration 70: (EM) log likelihood = -28292.128
Iteration 71: (EM) log likelihood = -28285.577
Iteration 72: (EM) log likelihood = -28278.832
Iteration 73: (EM) log likelihood = -28272.908
Iteration 74: (EM) log likelihood = -28269.023
Iteration 75: (EM) log likelihood = -28264.142
Iteration 76: (EM) log likelihood = -28260.098
Iteration 77: (EM) log likelihood = -28256.496
Iteration 78: (EM) log likelihood = -28252.704
Iteration 79: (EM) log likelihood = -28249.627
Iteration 80: (EM) log likelihood = -28246.063
Iteration 81: (EM) log likelihood = -28243.283
Iteration 82: (EM) log likelihood = -28239.581
Iteration 83: (EM) log likelihood = -28236.986
Iteration 84: (EM) log likelihood = -28234.111
Iteration 85: (EM) log likelihood = -28232.303
Iteration 86: (EM) log likelihood = -28229.629
Iteration 87: (EM) log likelihood = -28227.876
Iteration 88: (EM) log likelihood = -28225.848
Iteration 89: (EM) log likelihood = -28223.291
Iteration 90: (EM) log likelihood = -28222.05
Iteration 91: (EM) log likelihood = -28218.499
Iteration 92: (EM) log likelihood = -28215.96
Iteration 93: (EM) log likelihood = -28215.203
Iteration 94: (EM) log likelihood = -28213.129
Iteration 95: (EM) log likelihood = -28210.688
Iteration 96: (EM) log likelihood = -28208.686
Iteration 97: (EM) log likelihood = -28206.307
Iteration 98: (EM) log likelihood = -28204.655
Iteration 99: (EM) log likelihood = -28203.141
Iteration 100: (EM) log likelihood = -28201.146
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.3487
Iteration 1: (class) log likelihood = -8319.3487
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30269.488
Iteration 1: (outcome) log likelihood = -29123.377
Iteration 2: (outcome) log likelihood = -28834.418
Iteration 3: (outcome) log likelihood = -28782.611
Iteration 4: (outcome) log likelihood = -28772.592
Iteration 5: (outcome) log likelihood = -28770.456
Iteration 6: (outcome) log likelihood = -28770.013
Iteration 7: (outcome) log likelihood = -28769.915
Iteration 8: (outcome) log likelihood = -28769.891
Iteration 9: (outcome) log likelihood = -28769.886
Iteration 10: (outcome) log likelihood = -28769.885 (not concave)
Iteration 11: (outcome) log likelihood = -28769.885 (not concave)
Iteration 12: (outcome) log likelihood = -28769.885 (not concave)
Iteration 13: (outcome) log likelihood = -28769.885 (not concave)
Iteration 14: (outcome) log likelihood = -28769.885 (not concave)
Iteration 15: (outcome) log likelihood = -28769.885 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37010.012
Iteration 1: (EM) log likelihood = -36778.218
Iteration 2: (EM) log likelihood = -36269.714
Iteration 3: (EM) log likelihood = -35342.103
Iteration 4: (EM) log likelihood = -34115.761
Iteration 5: (EM) log likelihood = -33069.52
Iteration 6: (EM) log likelihood = -32314.584
Iteration 7: (EM) log likelihood = -31758.721
Iteration 8: (EM) log likelihood = -31347.209
Iteration 9: (EM) log likelihood = -31054.743
Iteration 10: (EM) log likelihood = -30823.712
Iteration 11: (EM) log likelihood = -30624.436
Iteration 12: (EM) log likelihood = -30437.883
Iteration 13: (EM) log likelihood = -30261.012
Iteration 14: (EM) log likelihood = -30112.556
Iteration 15: (EM) log likelihood = -29991.903
Iteration 16: (EM) log likelihood = -29892.879
Iteration 17: (EM) log likelihood = -29811.49
Iteration 18: (EM) log likelihood = -29743.801
Iteration 19: (EM) log likelihood = -29685.454
Iteration 20: (EM) log likelihood = -29635.993
Iteration 21: (EM) log likelihood = -29587.261
Iteration 22: (EM) log likelihood = -29541.807
Iteration 23: (EM) log likelihood = -29502.195
Iteration 24: (EM) log likelihood = -29465.41
Iteration 25: (EM) log likelihood = -29429.141
Iteration 26: (EM) log likelihood = -29393.06
Iteration 27: (EM) log likelihood = -29355.361
Iteration 28: (EM) log likelihood = -29320.803
Iteration 29: (EM) log likelihood = -29288.669
Iteration 30: (EM) log likelihood = -29257.63
Iteration 31: (EM) log likelihood = -29231.339
Iteration 32: (EM) log likelihood = -29206.284
Iteration 33: (EM) log likelihood = -29182.132
Iteration 34: (EM) log likelihood = -29159.383
Iteration 35: (EM) log likelihood = -29137.248
Iteration 36: (EM) log likelihood = -29114.655
Iteration 37: (EM) log likelihood = -29095.252
Iteration 38: (EM) log likelihood = -29074.173
Iteration 39: (EM) log likelihood = -29054.019
Iteration 40: (EM) log likelihood = -29036.508
Iteration 41: (EM) log likelihood = -29020.951
Iteration 42: (EM) log likelihood = -29008.241
Iteration 43: (EM) log likelihood = -28995.42
Iteration 44: (EM) log likelihood = -28985.204
Iteration 45: (EM) log likelihood = -28975.373
Iteration 46: (EM) log likelihood = -28968.064
Iteration 47: (EM) log likelihood = -28961.259
Iteration 48: (EM) log likelihood = -28954.563
Iteration 49: (EM) log likelihood = -28947.461
Iteration 50: (EM) log likelihood = -28937.302
Iteration 51: (EM) log likelihood = -28930.463
Iteration 52: (EM) log likelihood = -28924.192
Iteration 53: (EM) log likelihood = -28918.239
Iteration 54: (EM) log likelihood = -28913.265
Iteration 55: (EM) log likelihood = -28908.157
Iteration 56: (EM) log likelihood = -28903.673
Iteration 57: (EM) log likelihood = -28895.98
Iteration 58: (EM) log likelihood = -28892.756
Iteration 59: (EM) log likelihood = -28889.841
Iteration 60: (EM) log likelihood = -28886.656
Iteration 61: (EM) log likelihood = -28883.265
Iteration 62: (EM) log likelihood = -28880.39
Iteration 63: (EM) log likelihood = -28877.207
Iteration 64: (EM) log likelihood = -28874.322
Iteration 65: (EM) log likelihood = -28871.337
Iteration 66: (EM) log likelihood = -28867.336
Iteration 67: (EM) log likelihood = -28864.641
Iteration 68: (EM) log likelihood = -28861.933
Iteration 69: (EM) log likelihood = -28859.282
Iteration 70: (EM) log likelihood = -28856.434
Iteration 71: (EM) log likelihood = -28854.059
Iteration 72: (EM) log likelihood = -28851.864
Iteration 73: (EM) log likelihood = -28849.55
Iteration 74: (EM) log likelihood = -28846.329
Iteration 75: (EM) log likelihood = -28842.663
Iteration 76: (EM) log likelihood = -28839.919
Iteration 77: (EM) log likelihood = -28835.029
Iteration 78: (EM) log likelihood = -28833.412
Iteration 79: (EM) log likelihood = -28831.022
Iteration 80: (EM) log likelihood = -28828.344
Iteration 81: (EM) log likelihood = -28825.651
Iteration 82: (EM) log likelihood = -28823.179
Iteration 83: (EM) log likelihood = -28821.219
Iteration 84: (EM) log likelihood = -28819.491
Iteration 85: (EM) log likelihood = -28817.071
Iteration 86: (EM) log likelihood = -28814.671
Iteration 87: (EM) log likelihood = -28812.522
Iteration 88: (EM) log likelihood = -28810.997
Iteration 89: (EM) log likelihood = -28808.882
Iteration 90: (EM) log likelihood = -28806.55
Iteration 91: (EM) log likelihood = -28804.959
Iteration 92: (EM) log likelihood = -28803.014
Iteration 93: (EM) log likelihood = -28801.607
Iteration 94: (EM) log likelihood = -28798.753
Iteration 95: (EM) log likelihood = -28797.265
Iteration 96: (EM) log likelihood = -28795.726
Iteration 97: (EM) log likelihood = -28794.515
Iteration 98: (EM) log likelihood = -28792.914
Iteration 99: (EM) log likelihood = -28790.872
Iteration 100: (EM) log likelihood = -28789.384
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.3427
Iteration 1: (class) log likelihood = -8319.3427
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30070.451
Iteration 1: (outcome) log likelihood = -29071.143
Iteration 2: (outcome) log likelihood = -28868.552
Iteration 3: (outcome) log likelihood = -28819.074
Iteration 4: (outcome) log likelihood = -28810.954
Iteration 5: (outcome) log likelihood = -28808.976
Iteration 6: (outcome) log likelihood = -28808.587
Iteration 7: (outcome) log likelihood = -28808.501
Iteration 8: (outcome) log likelihood = -28808.481
Iteration 9: (outcome) log likelihood = -28808.476
Iteration 10: (outcome) log likelihood = -28808.475 (not concave)
Iteration 11: (outcome) log likelihood = -28808.475 (not concave)
Iteration 12: (outcome) log likelihood = -28808.475 (not concave)
Iteration 13: (outcome) log likelihood = -28808.475 (not concave)
Iteration 14: (outcome) log likelihood = -28808.475 (not concave)
Iteration 15: (outcome) log likelihood = -28808.475 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37095.898
Iteration 1: (EM) log likelihood = -36981.565
Iteration 2: (EM) log likelihood = -36636.124
Iteration 3: (EM) log likelihood = -35796.268
Iteration 4: (EM) log likelihood = -34545.056
Iteration 5: (EM) log likelihood = -33406.736
Iteration 6: (EM) log likelihood = -32549.306
Iteration 7: (EM) log likelihood = -31919.597
Iteration 8: (EM) log likelihood = -31459.664
Iteration 9: (EM) log likelihood = -31111.65
Iteration 10: (EM) log likelihood = -30840.971
Iteration 11: (EM) log likelihood = -30641.843
Iteration 12: (EM) log likelihood = -30484.057
Iteration 13: (EM) log likelihood = -30350.085
Iteration 14: (EM) log likelihood = -30224.601
Iteration 15: (EM) log likelihood = -30098.228
Iteration 16: (EM) log likelihood = -29961.567
Iteration 17: (EM) log likelihood = -29836.699
Iteration 18: (EM) log likelihood = -29715.297
Iteration 19: (EM) log likelihood = -29600.779
Iteration 20: (EM) log likelihood = -29497.868
Iteration 21: (EM) log likelihood = -29401.739
Iteration 22: (EM) log likelihood = -29316.708
Iteration 23: (EM) log likelihood = -29235.755
Iteration 24: (EM) log likelihood = -29164.403
Iteration 25: (EM) log likelihood = -29099.196
Iteration 26: (EM) log likelihood = -29036.27
Iteration 27: (EM) log likelihood = -28980.071
Iteration 28: (EM) log likelihood = -28934.811
Iteration 29: (EM) log likelihood = -28891.831
Iteration 30: (EM) log likelihood = -28851.134
Iteration 31: (EM) log likelihood = -28818.518
Iteration 32: (EM) log likelihood = -28786.052
Iteration 33: (EM) log likelihood = -28751.352
Iteration 34: (EM) log likelihood = -28721.864
Iteration 35: (EM) log likelihood = -28696.533
Iteration 36: (EM) log likelihood = -28670.867
Iteration 37: (EM) log likelihood = -28649.752
Iteration 38: (EM) log likelihood = -28628.805
Iteration 39: (EM) log likelihood = -28608.646
Iteration 40: (EM) log likelihood = -28593.392
Iteration 41: (EM) log likelihood = -28570.756
Iteration 42: (EM) log likelihood = -28556.093
Iteration 43: (EM) log likelihood = -28542.693
Iteration 44: (EM) log likelihood = -28529.566
Iteration 45: (EM) log likelihood = -28517.735
Iteration 46: (EM) log likelihood = -28509.118
Iteration 47: (EM) log likelihood = -28501.583
Iteration 48: (EM) log likelihood = -28492.135
Iteration 49: (EM) log likelihood = -28484.8
Iteration 50: (EM) log likelihood = -28475.929
Iteration 51: (EM) log likelihood = -28467.292
Iteration 52: (EM) log likelihood = -28460.237
Iteration 53: (EM) log likelihood = -28455.099
Iteration 54: (EM) log likelihood = -28450.383
Iteration 55: (EM) log likelihood = -28446.215
Iteration 56: (EM) log likelihood = -28440.786
Iteration 57: (EM) log likelihood = -28435.575
Iteration 58: (EM) log likelihood = -28431.28
Iteration 59: (EM) log likelihood = -28426.366
Iteration 60: (EM) log likelihood = -28423.095
Iteration 61: (EM) log likelihood = -28419.639
Iteration 62: (EM) log likelihood = -28416.452
Iteration 63: (EM) log likelihood = -28413.127
Iteration 64: (EM) log likelihood = -28409.285
Iteration 65: (EM) log likelihood = -28406.793
Iteration 66: (EM) log likelihood = -28404.062
Iteration 67: (EM) log likelihood = -28400.732
Iteration 68: (EM) log likelihood = -28399.018
Iteration 69: (EM) log likelihood = -28395.068
Iteration 70: (EM) log likelihood = -28392.114
Iteration 71: (EM) log likelihood = -28387.978
Iteration 72: (EM) log likelihood = -28384.454
Iteration 73: (EM) log likelihood = -28380.833
Iteration 74: (EM) log likelihood = -28377.621
Iteration 75: (EM) log likelihood = -28375.613
Iteration 76: (EM) log likelihood = -28373.645
Iteration 77: (EM) log likelihood = -28371.708
Iteration 78: (EM) log likelihood = -28370.91
Iteration 79: (EM) log likelihood = -28368.705
Iteration 80: (EM) log likelihood = -28367.464
Iteration 81: (EM) log likelihood = -28365.207
Iteration 82: (EM) log likelihood = -28363.825
Iteration 83: (EM) log likelihood = -28360.572
Iteration 84: (EM) log likelihood = -28356.326
Iteration 85: (EM) log likelihood = -28354.111
Iteration 86: (EM) log likelihood = -28352.194
Iteration 87: (EM) log likelihood = -28349.163
Iteration 88: (EM) log likelihood = -28345.348
Iteration 89: (EM) log likelihood = -28342.055
Iteration 90: (EM) log likelihood = -28338.794
Iteration 91: (EM) log likelihood = -28334.73
Iteration 92: (EM) log likelihood = -28333.785
Iteration 93: (EM) log likelihood = -28331.241
Iteration 94: (EM) log likelihood = -28328.578
Iteration 95: (EM) log likelihood = -28326.48
Iteration 96: (EM) log likelihood = -28322.458
Iteration 97: (EM) log likelihood = -28321.92
Iteration 98: (EM) log likelihood = -28319.733
Iteration 99: (EM) log likelihood = -28317.715
Iteration 100: (EM) log likelihood = -28314.843
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.9468
Iteration 1: (class) log likelihood = -8318.9468
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29615.874
Iteration 1: (outcome) log likelihood = -29033.689
Iteration 2: (outcome) log likelihood = -28804.855
Iteration 3: (outcome) log likelihood = -28770.454
Iteration 4: (outcome) log likelihood = -28764.703
Iteration 5: (outcome) log likelihood = -28763.707
Iteration 6: (outcome) log likelihood = -28763.536
Iteration 7: (outcome) log likelihood = -28763.496
Iteration 8: (outcome) log likelihood = -28763.486
Iteration 9: (outcome) log likelihood = -28763.485
Iteration 10: (outcome) log likelihood = -28763.484 (not concave)
Iteration 11: (outcome) log likelihood = -28763.484 (not concave)
Iteration 12: (outcome) log likelihood = -28763.484 (not concave)
Iteration 13: (outcome) log likelihood = -28763.484 (not concave)
Iteration 14: (outcome) log likelihood = -28763.484 (not concave)
Iteration 15: (outcome) log likelihood = -28763.484 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36997.266
Iteration 1: (EM) log likelihood = -36689.58
Iteration 2: (EM) log likelihood = -35861.049
Iteration 3: (EM) log likelihood = -34631.489
Iteration 4: (EM) log likelihood = -33558.064
Iteration 5: (EM) log likelihood = -32749.985
Iteration 6: (EM) log likelihood = -32158.657
Iteration 7: (EM) log likelihood = -31740.697
Iteration 8: (EM) log likelihood = -31441.457
Iteration 9: (EM) log likelihood = -31213.925
Iteration 10: (EM) log likelihood = -31013.999
Iteration 11: (EM) log likelihood = -30832.221
Iteration 12: (EM) log likelihood = -30665.492
Iteration 13: (EM) log likelihood = -30510.727
Iteration 14: (EM) log likelihood = -30363.915
Iteration 15: (EM) log likelihood = -30214.323
Iteration 16: (EM) log likelihood = -30084.231
Iteration 17: (EM) log likelihood = -29973.814
Iteration 18: (EM) log likelihood = -29877.158
Iteration 19: (EM) log likelihood = -29793.078
Iteration 20: (EM) log likelihood = -29720.858
Iteration 21: (EM) log likelihood = -29653.524
Iteration 22: (EM) log likelihood = -29601.073
Iteration 23: (EM) log likelihood = -29552.54
Iteration 24: (EM) log likelihood = -29503.843
Iteration 25: (EM) log likelihood = -29463.345
Iteration 26: (EM) log likelihood = -29427.972
Iteration 27: (EM) log likelihood = -29401.208
Iteration 28: (EM) log likelihood = -29377.63
Iteration 29: (EM) log likelihood = -29355.581
Iteration 30: (EM) log likelihood = -29332.517
Iteration 31: (EM) log likelihood = -29308.163
Iteration 32: (EM) log likelihood = -29280.029
Iteration 33: (EM) log likelihood = -29245.332
Iteration 34: (EM) log likelihood = -29205.01
Iteration 35: (EM) log likelihood = -29162.496
Iteration 36: (EM) log likelihood = -29118.658
Iteration 37: (EM) log likelihood = -29075.321
Iteration 38: (EM) log likelihood = -29034.638
Iteration 39: (EM) log likelihood = -28993.884
Iteration 40: (EM) log likelihood = -28955.403
Iteration 41: (EM) log likelihood = -28921.48
Iteration 42: (EM) log likelihood = -28889.038
Iteration 43: (EM) log likelihood = -28860.222
Iteration 44: (EM) log likelihood = -28833.158
Iteration 45: (EM) log likelihood = -28808.377
Iteration 46: (EM) log likelihood = -28786.066
Iteration 47: (EM) log likelihood = -28765.222
Iteration 48: (EM) log likelihood = -28745.827
Iteration 49: (EM) log likelihood = -28727.813
Iteration 50: (EM) log likelihood = -28708.682
Iteration 51: (EM) log likelihood = -28692.958
Iteration 52: (EM) log likelihood = -28680.528
Iteration 53: (EM) log likelihood = -28669.767
Iteration 54: (EM) log likelihood = -28660.01
Iteration 55: (EM) log likelihood = -28650.228
Iteration 56: (EM) log likelihood = -28641.446
Iteration 57: (EM) log likelihood = -28635.641
Iteration 58: (EM) log likelihood = -28628.473
Iteration 59: (EM) log likelihood = -28623.435
Iteration 60: (EM) log likelihood = -28617.611
Iteration 61: (EM) log likelihood = -28614.092
Iteration 62: (EM) log likelihood = -28610.178
Iteration 63: (EM) log likelihood = -28605.324
Iteration 64: (EM) log likelihood = -28601.206
Iteration 65: (EM) log likelihood = -28596.853
Iteration 66: (EM) log likelihood = -28591.457
Iteration 67: (EM) log likelihood = -28589.853
Iteration 68: (EM) log likelihood = -28587.842
Iteration 69: (EM) log likelihood = -28583.429
Iteration 70: (EM) log likelihood = -28578.888
Iteration 71: (EM) log likelihood = -28577.189
Iteration 72: (EM) log likelihood = -28573.034
Iteration 73: (EM) log likelihood = -28571.049
Iteration 74: (EM) log likelihood = -28568.165
Iteration 75: (EM) log likelihood = -28567.169
Iteration 76: (EM) log likelihood = -28564.902
Iteration 77: (EM) log likelihood = -28563.831
Iteration 78: (EM) log likelihood = -28561.598
Iteration 79: (EM) log likelihood = -28560.875
Iteration 80: (EM) log likelihood = -28559.569
Iteration 81: (EM) log likelihood = -28557.212
Iteration 82: (EM) log likelihood = -28556.018
Iteration 83: (EM) log likelihood = -28554.262
Iteration 84: (EM) log likelihood = -28553.134
Iteration 85: (EM) log likelihood = -28551.307
Iteration 86: (EM) log likelihood = -28550.281
Iteration 87: (EM) log likelihood = -28548.104
Iteration 88: (EM) log likelihood = -28547.232
Iteration 89: (EM) log likelihood = -28546.313
Iteration 90: (EM) log likelihood = -28544.093
Iteration 91: (EM) log likelihood = -28542.197
Iteration 92: (EM) log likelihood = -28541.167
Iteration 93: (EM) log likelihood = -28539.786
Iteration 94: (EM) log likelihood = -28538.887
Iteration 95: (EM) log likelihood = -28536.967
Iteration 96: (EM) log likelihood = -28535.9
Iteration 97: (EM) log likelihood = -28534.604
Iteration 98: (EM) log likelihood = -28532.088
Iteration 99: (EM) log likelihood = -28530.748
Iteration 100: (EM) log likelihood = -28529.622
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.3702
Iteration 1: (class) log likelihood = -8321.3702
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30082.8
Iteration 1: (outcome) log likelihood = -29191.83
Iteration 2: (outcome) log likelihood = -28827.384
Iteration 3: (outcome) log likelihood = -28776.106
Iteration 4: (outcome) log likelihood = -28767.57
Iteration 5: (outcome) log likelihood = -28765.789
Iteration 6: (outcome) log likelihood = -28765.389
Iteration 7: (outcome) log likelihood = -28765.302
Iteration 8: (outcome) log likelihood = -28765.287
Iteration 9: (outcome) log likelihood = -28765.286 (not concave)
Iteration 10: (outcome) log likelihood = -28765.286 (not concave)
Iteration 11: (outcome) log likelihood = -28765.286 (not concave)
Iteration 12: (outcome) log likelihood = -28765.286 (not concave)
Iteration 13: (outcome) log likelihood = -28765.286 (not concave)
Iteration 14: (outcome) log likelihood = -28765.286 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37015.513
Iteration 1: (EM) log likelihood = -36774.65
Iteration 2: (EM) log likelihood = -36071.256
Iteration 3: (EM) log likelihood = -34739.134
Iteration 4: (EM) log likelihood = -33511.588
Iteration 5: (EM) log likelihood = -32743.943
Iteration 6: (EM) log likelihood = -32267.728
Iteration 7: (EM) log likelihood = -31911.407
Iteration 8: (EM) log likelihood = -31597.765
Iteration 9: (EM) log likelihood = -31294.906
Iteration 10: (EM) log likelihood = -30991.092
Iteration 11: (EM) log likelihood = -30701.489
Iteration 12: (EM) log likelihood = -30432.78
Iteration 13: (EM) log likelihood = -30197.728
Iteration 14: (EM) log likelihood = -30006.56
Iteration 15: (EM) log likelihood = -29849.885
Iteration 16: (EM) log likelihood = -29722.756
Iteration 17: (EM) log likelihood = -29615.317
Iteration 18: (EM) log likelihood = -29514.065
Iteration 19: (EM) log likelihood = -29433.881
Iteration 20: (EM) log likelihood = -29365.192
Iteration 21: (EM) log likelihood = -29302.048
Iteration 22: (EM) log likelihood = -29243.944
Iteration 23: (EM) log likelihood = -29190.356
Iteration 24: (EM) log likelihood = -29143.858
Iteration 25: (EM) log likelihood = -29100.624
Iteration 26: (EM) log likelihood = -29064.141
Iteration 27: (EM) log likelihood = -29030.923
Iteration 28: (EM) log likelihood = -29004.798
Iteration 29: (EM) log likelihood = -28982.582
Iteration 30: (EM) log likelihood = -28963.443
Iteration 31: (EM) log likelihood = -28947.785
Iteration 32: (EM) log likelihood = -28927.419
Iteration 33: (EM) log likelihood = -28912.901
Iteration 34: (EM) log likelihood = -28898.708
Iteration 35: (EM) log likelihood = -28886.412
Iteration 36: (EM) log likelihood = -28874.185
Iteration 37: (EM) log likelihood = -28863.322
Iteration 38: (EM) log likelihood = -28853.494
Iteration 39: (EM) log likelihood = -28844.981
Iteration 40: (EM) log likelihood = -28835.134
Iteration 41: (EM) log likelihood = -28825.529
Iteration 42: (EM) log likelihood = -28817.231
Iteration 43: (EM) log likelihood = -28808.376
Iteration 44: (EM) log likelihood = -28800.058
Iteration 45: (EM) log likelihood = -28791.5
Iteration 46: (EM) log likelihood = -28783.257
Iteration 47: (EM) log likelihood = -28776.333
Iteration 48: (EM) log likelihood = -28770.796
Iteration 49: (EM) log likelihood = -28763.942
Iteration 50: (EM) log likelihood = -28748.791
Iteration 51: (EM) log likelihood = -28741.399
Iteration 52: (EM) log likelihood = -28735.393
Iteration 53: (EM) log likelihood = -28728.575
Iteration 54: (EM) log likelihood = -28720.622
Iteration 55: (EM) log likelihood = -28715.229
Iteration 56: (EM) log likelihood = -28709.631
Iteration 57: (EM) log likelihood = -28702.942
Iteration 58: (EM) log likelihood = -28697.085
Iteration 59: (EM) log likelihood = -28692.715
Iteration 60: (EM) log likelihood = -28688.403
Iteration 61: (EM) log likelihood = -28684.42
Iteration 62: (EM) log likelihood = -28679.563
Iteration 63: (EM) log likelihood = -28674.657
Iteration 64: (EM) log likelihood = -28669.857
Iteration 65: (EM) log likelihood = -28665.043
Iteration 66: (EM) log likelihood = -28658.906
Iteration 67: (EM) log likelihood = -28653.169
Iteration 68: (EM) log likelihood = -28647.458
Iteration 69: (EM) log likelihood = -28639.908
Iteration 70: (EM) log likelihood = -28634.567
Iteration 71: (EM) log likelihood = -28627.545
Iteration 72: (EM) log likelihood = -28622.155
Iteration 73: (EM) log likelihood = -28616.702
Iteration 74: (EM) log likelihood = -28611.597
Iteration 75: (EM) log likelihood = -28606.242
Iteration 76: (EM) log likelihood = -28600.427
Iteration 77: (EM) log likelihood = -28595.08
Iteration 78: (EM) log likelihood = -28589.103
Iteration 79: (EM) log likelihood = -28584.588
Iteration 80: (EM) log likelihood = -28579.676
Iteration 81: (EM) log likelihood = -28574.448
Iteration 82: (EM) log likelihood = -28569.636
Iteration 83: (EM) log likelihood = -28564.948
Iteration 84: (EM) log likelihood = -28560.2
Iteration 85: (EM) log likelihood = -28555.433
Iteration 86: (EM) log likelihood = -28551.182
Iteration 87: (EM) log likelihood = -28546.886
Iteration 88: (EM) log likelihood = -28542.813
Iteration 89: (EM) log likelihood = -28539.078
Iteration 90: (EM) log likelihood = -28535.133
Iteration 91: (EM) log likelihood = -28531.071
Iteration 92: (EM) log likelihood = -28526.897
Iteration 93: (EM) log likelihood = -28523.106
Iteration 94: (EM) log likelihood = -28519.378
Iteration 95: (EM) log likelihood = -28515.752
Iteration 96: (EM) log likelihood = -28512.466
Iteration 97: (EM) log likelihood = -28508.537
Iteration 98: (EM) log likelihood = -28504.662
Iteration 99: (EM) log likelihood = -28500.212
Iteration 100: (EM) log likelihood = -28496.299
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.9723
Iteration 1: (class) log likelihood = -8323.9723
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30340.885
Iteration 1: (outcome) log likelihood = -29125.507
Iteration 2: (outcome) log likelihood = -28828.302
Iteration 3: (outcome) log likelihood = -28777.785
Iteration 4: (outcome) log likelihood = -28767.88
Iteration 5: (outcome) log likelihood = -28765.578
Iteration 6: (outcome) log likelihood = -28765.079
Iteration 7: (outcome) log likelihood = -28764.966
Iteration 8: (outcome) log likelihood = -28764.948
Iteration 9: (outcome) log likelihood = -28764.945 (not concave)
Iteration 10: (outcome) log likelihood = -28764.945 (not concave)
Iteration 11: (outcome) log likelihood = -28764.945 (not concave)
Iteration 12: (outcome) log likelihood = -28764.945 (not concave)
Iteration 13: (outcome) log likelihood = -28764.945 (not concave)
Iteration 14: (outcome) log likelihood = -28764.945 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37006.483
Iteration 1: (EM) log likelihood = -36764.744
Iteration 2: (EM) log likelihood = -36182.954
Iteration 3: (EM) log likelihood = -35082.717
Iteration 4: (EM) log likelihood = -33897.504
Iteration 5: (EM) log likelihood = -33008.822
Iteration 6: (EM) log likelihood = -32381.613
Iteration 7: (EM) log likelihood = -31934.91
Iteration 8: (EM) log likelihood = -31598.957
Iteration 9: (EM) log likelihood = -31314.666
Iteration 10: (EM) log likelihood = -31041.317
Iteration 11: (EM) log likelihood = -30760.136
Iteration 12: (EM) log likelihood = -30480.34
Iteration 13: (EM) log likelihood = -30215.382
Iteration 14: (EM) log likelihood = -29979.977
Iteration 15: (EM) log likelihood = -29786.066
Iteration 16: (EM) log likelihood = -29630.222
Iteration 17: (EM) log likelihood = -29499.387
Iteration 18: (EM) log likelihood = -29403.524
Iteration 19: (EM) log likelihood = -29324.392
Iteration 20: (EM) log likelihood = -29262.728
Iteration 21: (EM) log likelihood = -29213.287
Iteration 22: (EM) log likelihood = -29166.315
Iteration 23: (EM) log likelihood = -29104.429
Iteration 24: (EM) log likelihood = -29058.714
Iteration 25: (EM) log likelihood = -29028.637
Iteration 26: (EM) log likelihood = -29003.766
Iteration 27: (EM) log likelihood = -28983.313
Iteration 28: (EM) log likelihood = -28963.875
Iteration 29: (EM) log likelihood = -28945.546
Iteration 30: (EM) log likelihood = -28927.67
Iteration 31: (EM) log likelihood = -28913.33
Iteration 32: (EM) log likelihood = -28900.136
Iteration 33: (EM) log likelihood = -28885.966
Iteration 34: (EM) log likelihood = -28872.658
Iteration 35: (EM) log likelihood = -28855.473
Iteration 36: (EM) log likelihood = -28840.008
Iteration 37: (EM) log likelihood = -28817.21
Iteration 38: (EM) log likelihood = -28792.506
Iteration 39: (EM) log likelihood = -28773.886
Iteration 40: (EM) log likelihood = -28758.103
Iteration 41: (EM) log likelihood = -28743.247
Iteration 42: (EM) log likelihood = -28725.325
Iteration 43: (EM) log likelihood = -28713.774
Iteration 44: (EM) log likelihood = -28703.665
Iteration 45: (EM) log likelihood = -28694.092
Iteration 46: (EM) log likelihood = -28685.179
Iteration 47: (EM) log likelihood = -28674.96
Iteration 48: (EM) log likelihood = -28667.625
Iteration 49: (EM) log likelihood = -28661
Iteration 50: (EM) log likelihood = -28654.622
Iteration 51: (EM) log likelihood = -28648.852
Iteration 52: (EM) log likelihood = -28642.284
Iteration 53: (EM) log likelihood = -28638.347
Iteration 54: (EM) log likelihood = -28632.023
Iteration 55: (EM) log likelihood = -28627.372
Iteration 56: (EM) log likelihood = -28623.987
Iteration 57: (EM) log likelihood = -28618.623
Iteration 58: (EM) log likelihood = -28612.267
Iteration 59: (EM) log likelihood = -28607.709
Iteration 60: (EM) log likelihood = -28602.973
Iteration 61: (EM) log likelihood = -28599.465
Iteration 62: (EM) log likelihood = -28594.582
Iteration 63: (EM) log likelihood = -28588.533
Iteration 64: (EM) log likelihood = -28584.009
Iteration 65: (EM) log likelihood = -28579.927
Iteration 66: (EM) log likelihood = -28574.392
Iteration 67: (EM) log likelihood = -28568.048
Iteration 68: (EM) log likelihood = -28563.125
Iteration 69: (EM) log likelihood = -28559.564
Iteration 70: (EM) log likelihood = -28556.072
Iteration 71: (EM) log likelihood = -28551.858
Iteration 72: (EM) log likelihood = -28547.129
Iteration 73: (EM) log likelihood = -28544.16
Iteration 74: (EM) log likelihood = -28541.227
Iteration 75: (EM) log likelihood = -28539.025
Iteration 76: (EM) log likelihood = -28536.552
Iteration 77: (EM) log likelihood = -28529.64
Iteration 78: (EM) log likelihood = -28526.16
Iteration 79: (EM) log likelihood = -28523.323
Iteration 80: (EM) log likelihood = -28519.95
Iteration 81: (EM) log likelihood = -28515.089
Iteration 82: (EM) log likelihood = -28512.253
Iteration 83: (EM) log likelihood = -28508.536
Iteration 84: (EM) log likelihood = -28503.905
Iteration 85: (EM) log likelihood = -28499.576
Iteration 86: (EM) log likelihood = -28495.673
Iteration 87: (EM) log likelihood = -28493.131
Iteration 88: (EM) log likelihood = -28489.473
Iteration 89: (EM) log likelihood = -28486.839
Iteration 90: (EM) log likelihood = -28483.242
Iteration 91: (EM) log likelihood = -28481.608
Iteration 92: (EM) log likelihood = -28479.24
Iteration 93: (EM) log likelihood = -28477.277
Iteration 94: (EM) log likelihood = -28475.511
Iteration 95: (EM) log likelihood = -28473.253
Iteration 96: (EM) log likelihood = -28471.183
Iteration 97: (EM) log likelihood = -28470.057
Iteration 98: (EM) log likelihood = -28467.36
Iteration 99: (EM) log likelihood = -28465.62
Iteration 100: (EM) log likelihood = -28463.137
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.8179
Iteration 1: (class) log likelihood = -8318.8179
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30197.418
Iteration 1: (outcome) log likelihood = -29126.611
Iteration 2: (outcome) log likelihood = -28847.782
Iteration 3: (outcome) log likelihood = -28810.102
Iteration 4: (outcome) log likelihood = -28801.491
Iteration 5: (outcome) log likelihood = -28799.779
Iteration 6: (outcome) log likelihood = -28799.394
Iteration 7: (outcome) log likelihood = -28799.311
Iteration 8: (outcome) log likelihood = -28799.29
Iteration 9: (outcome) log likelihood = -28799.286
Iteration 10: (outcome) log likelihood = -28799.285 (not concave)
Iteration 11: (outcome) log likelihood = -28799.285 (not concave)
Iteration 12: (outcome) log likelihood = -28799.285 (not concave)
Iteration 13: (outcome) log likelihood = -28799.285 (not concave)
Iteration 14: (outcome) log likelihood = -28799.285 (not concave)
Iteration 15: (outcome) log likelihood = -28799.285 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37063.839
Iteration 1: (EM) log likelihood = -36867.995
Iteration 2: (EM) log likelihood = -36378.258
Iteration 3: (EM) log likelihood = -35421.859
Iteration 4: (EM) log likelihood = -34269.966
Iteration 5: (EM) log likelihood = -33350.426
Iteration 6: (EM) log likelihood = -32687.962
Iteration 7: (EM) log likelihood = -32201.062
Iteration 8: (EM) log likelihood = -31789.391
Iteration 9: (EM) log likelihood = -31406.487
Iteration 10: (EM) log likelihood = -31073.524
Iteration 11: (EM) log likelihood = -30805.222
Iteration 12: (EM) log likelihood = -30599.874
Iteration 13: (EM) log likelihood = -30432.731
Iteration 14: (EM) log likelihood = -30285.277
Iteration 15: (EM) log likelihood = -30153.877
Iteration 16: (EM) log likelihood = -30029.04
Iteration 17: (EM) log likelihood = -29909.294
Iteration 18: (EM) log likelihood = -29795.207
Iteration 19: (EM) log likelihood = -29694.841
Iteration 20: (EM) log likelihood = -29605.512
Iteration 21: (EM) log likelihood = -29530.916
Iteration 22: (EM) log likelihood = -29467.904
Iteration 23: (EM) log likelihood = -29412.525
Iteration 24: (EM) log likelihood = -29365.589
Iteration 25: (EM) log likelihood = -29324.114
Iteration 26: (EM) log likelihood = -29285.157
Iteration 27: (EM) log likelihood = -29251.954
Iteration 28: (EM) log likelihood = -29219.179
Iteration 29: (EM) log likelihood = -29186.999
Iteration 30: (EM) log likelihood = -29155.466
Iteration 31: (EM) log likelihood = -29126.117
Iteration 32: (EM) log likelihood = -29103.611
Iteration 33: (EM) log likelihood = -29081.216
Iteration 34: (EM) log likelihood = -29060.506
Iteration 35: (EM) log likelihood = -29039.753
Iteration 36: (EM) log likelihood = -29018.023
Iteration 37: (EM) log likelihood = -28997.553
Iteration 38: (EM) log likelihood = -28977.488
Iteration 39: (EM) log likelihood = -28958.358
Iteration 40: (EM) log likelihood = -28939.143
Iteration 41: (EM) log likelihood = -28921.642
Iteration 42: (EM) log likelihood = -28903.846
Iteration 43: (EM) log likelihood = -28887.945
Iteration 44: (EM) log likelihood = -28871.911
Iteration 45: (EM) log likelihood = -28857.996
Iteration 46: (EM) log likelihood = -28844.8
Iteration 47: (EM) log likelihood = -28830.708
Iteration 48: (EM) log likelihood = -28815.435
Iteration 49: (EM) log likelihood = -28802.416
Iteration 50: (EM) log likelihood = -28790.066
Iteration 51: (EM) log likelihood = -28777.836
Iteration 52: (EM) log likelihood = -28768.601
Iteration 53: (EM) log likelihood = -28759.456
Iteration 54: (EM) log likelihood = -28749.916
Iteration 55: (EM) log likelihood = -28734.55
Iteration 56: (EM) log likelihood = -28723.11
Iteration 57: (EM) log likelihood = -28712.884
Iteration 58: (EM) log likelihood = -28703.944
Iteration 59: (EM) log likelihood = -28696.285
Iteration 60: (EM) log likelihood = -28689.386
Iteration 61: (EM) log likelihood = -28681.088
Iteration 62: (EM) log likelihood = -28672.256
Iteration 63: (EM) log likelihood = -28665.351
Iteration 64: (EM) log likelihood = -28654.184
Iteration 65: (EM) log likelihood = -28642.806
Iteration 66: (EM) log likelihood = -28638.411
Iteration 67: (EM) log likelihood = -28631.017
Iteration 68: (EM) log likelihood = -28626.72
Iteration 69: (EM) log likelihood = -28621.659
Iteration 70: (EM) log likelihood = -28618.157
Iteration 71: (EM) log likelihood = -28613.246
Iteration 72: (EM) log likelihood = -28607.495
Iteration 73: (EM) log likelihood = -28601.439
Iteration 74: (EM) log likelihood = -28598.777
Iteration 75: (EM) log likelihood = -28593.594
Iteration 76: (EM) log likelihood = -28591.501
Iteration 77: (EM) log likelihood = -28589.268
Iteration 78: (EM) log likelihood = -28585.485
Iteration 79: (EM) log likelihood = -28582.321
Iteration 80: (EM) log likelihood = -28579.59
Iteration 81: (EM) log likelihood = -28575.966
Iteration 82: (EM) log likelihood = -28572.548
Iteration 83: (EM) log likelihood = -28570.684
Iteration 84: (EM) log likelihood = -28568.582
Iteration 85: (EM) log likelihood = -28565.691
Iteration 86: (EM) log likelihood = -28562.307
Iteration 87: (EM) log likelihood = -28559.219
Iteration 88: (EM) log likelihood = -28557.434
Iteration 89: (EM) log likelihood = -28554.867
Iteration 90: (EM) log likelihood = -28550.17
Iteration 91: (EM) log likelihood = -28545.761
Iteration 92: (EM) log likelihood = -28543.544
Iteration 93: (EM) log likelihood = -28540.77
Iteration 94: (EM) log likelihood = -28538.363
Iteration 95: (EM) log likelihood = -28535.998
Iteration 96: (EM) log likelihood = -28532.825
Iteration 97: (EM) log likelihood = -28529.314
Iteration 98: (EM) log likelihood = -28527.492
Iteration 99: (EM) log likelihood = -28525.543
Iteration 100: (EM) log likelihood = -28522.341
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.7427
Iteration 1: (class) log likelihood = -8322.7427
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30380.365
Iteration 1: (outcome) log likelihood = -29129.315
Iteration 2: (outcome) log likelihood = -28852.876
Iteration 3: (outcome) log likelihood = -28799.588
Iteration 4: (outcome) log likelihood = -28790.24
Iteration 5: (outcome) log likelihood = -28788.102
Iteration 6: (outcome) log likelihood = -28787.675
Iteration 7: (outcome) log likelihood = -28787.573
Iteration 8: (outcome) log likelihood = -28787.556
Iteration 9: (outcome) log likelihood = -28787.552
Iteration 10: (outcome) log likelihood = -28787.551 (not concave)
Iteration 11: (outcome) log likelihood = -28787.551 (not concave)
Iteration 12: (outcome) log likelihood = -28787.551 (not concave)
Iteration 13: (outcome) log likelihood = -28787.551 (not concave)
Iteration 14: (outcome) log likelihood = -28787.551 (not concave)
Iteration 15: (outcome) log likelihood = -28787.551 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37055.85
Iteration 1: (EM) log likelihood = -36873.773
Iteration 2: (EM) log likelihood = -36329.163
Iteration 3: (EM) log likelihood = -35157.981
Iteration 4: (EM) log likelihood = -33873.476
Iteration 5: (EM) log likelihood = -32990.015
Iteration 6: (EM) log likelihood = -32420.989
Iteration 7: (EM) log likelihood = -31998.298
Iteration 8: (EM) log likelihood = -31646.027
Iteration 9: (EM) log likelihood = -31326.452
Iteration 10: (EM) log likelihood = -31042.624
Iteration 11: (EM) log likelihood = -30782.567
Iteration 12: (EM) log likelihood = -30549.723
Iteration 13: (EM) log likelihood = -30343.734
Iteration 14: (EM) log likelihood = -30162.943
Iteration 15: (EM) log likelihood = -29998.386
Iteration 16: (EM) log likelihood = -29856.656
Iteration 17: (EM) log likelihood = -29735.179
Iteration 18: (EM) log likelihood = -29631.685
Iteration 19: (EM) log likelihood = -29550.455
Iteration 20: (EM) log likelihood = -29482.381
Iteration 21: (EM) log likelihood = -29424.743
Iteration 22: (EM) log likelihood = -29374.715
Iteration 23: (EM) log likelihood = -29330.289
Iteration 24: (EM) log likelihood = -29291.025
Iteration 25: (EM) log likelihood = -29254.526
Iteration 26: (EM) log likelihood = -29219.365
Iteration 27: (EM) log likelihood = -29184.999
Iteration 28: (EM) log likelihood = -29144.049
Iteration 29: (EM) log likelihood = -29110.044
Iteration 30: (EM) log likelihood = -29077.09
Iteration 31: (EM) log likelihood = -29042.645
Iteration 32: (EM) log likelihood = -29019.36
Iteration 33: (EM) log likelihood = -28998.847
Iteration 34: (EM) log likelihood = -28979.381
Iteration 35: (EM) log likelihood = -28964.167
Iteration 36: (EM) log likelihood = -28949.521
Iteration 37: (EM) log likelihood = -28939.138
Iteration 38: (EM) log likelihood = -28929.725
Iteration 39: (EM) log likelihood = -28920.614
Iteration 40: (EM) log likelihood = -28913.09
Iteration 41: (EM) log likelihood = -28905.005
Iteration 42: (EM) log likelihood = -28897.403
Iteration 43: (EM) log likelihood = -28890.818
Iteration 44: (EM) log likelihood = -28884.487
Iteration 45: (EM) log likelihood = -28876.844
Iteration 46: (EM) log likelihood = -28871.909
Iteration 47: (EM) log likelihood = -28867.034
Iteration 48: (EM) log likelihood = -28861.575
Iteration 49: (EM) log likelihood = -28856.482
Iteration 50: (EM) log likelihood = -28851.378
Iteration 51: (EM) log likelihood = -28845.733
Iteration 52: (EM) log likelihood = -28840.672
Iteration 53: (EM) log likelihood = -28835.402
Iteration 54: (EM) log likelihood = -28831.436
Iteration 55: (EM) log likelihood = -28826.771
Iteration 56: (EM) log likelihood = -28821.428
Iteration 57: (EM) log likelihood = -28815.791
Iteration 58: (EM) log likelihood = -28810.19
Iteration 59: (EM) log likelihood = -28805.894
Iteration 60: (EM) log likelihood = -28801.636
Iteration 61: (EM) log likelihood = -28797.528
Iteration 62: (EM) log likelihood = -28794.372
Iteration 63: (EM) log likelihood = -28790.023
Iteration 64: (EM) log likelihood = -28784.592
Iteration 65: (EM) log likelihood = -28780.769
Iteration 66: (EM) log likelihood = -28777.782
Iteration 67: (EM) log likelihood = -28774.651
Iteration 68: (EM) log likelihood = -28769.887
Iteration 69: (EM) log likelihood = -28765.38
Iteration 70: (EM) log likelihood = -28762.61
Iteration 71: (EM) log likelihood = -28759.409
Iteration 72: (EM) log likelihood = -28755.572
Iteration 73: (EM) log likelihood = -28751.99
Iteration 74: (EM) log likelihood = -28749.423
Iteration 75: (EM) log likelihood = -28746.543
Iteration 76: (EM) log likelihood = -28742.967
Iteration 77: (EM) log likelihood = -28740.608
Iteration 78: (EM) log likelihood = -28736.95
Iteration 79: (EM) log likelihood = -28734.035
Iteration 80: (EM) log likelihood = -28733.15
Iteration 81: (EM) log likelihood = -28730.501
Iteration 82: (EM) log likelihood = -28727.98
Iteration 83: (EM) log likelihood = -28725.238
Iteration 84: (EM) log likelihood = -28721.123
Iteration 85: (EM) log likelihood = -28718.266
Iteration 86: (EM) log likelihood = -28715.334
Iteration 87: (EM) log likelihood = -28712.389
Iteration 88: (EM) log likelihood = -28709.704
Iteration 89: (EM) log likelihood = -28708.281
Iteration 90: (EM) log likelihood = -28705.354
Iteration 91: (EM) log likelihood = -28702.742
Iteration 92: (EM) log likelihood = -28696.798
Iteration 93: (EM) log likelihood = -28694.642
Iteration 94: (EM) log likelihood = -28692.956
Iteration 95: (EM) log likelihood = -28690.398
Iteration 96: (EM) log likelihood = -28688.392
Iteration 97: (EM) log likelihood = -28685.325
Iteration 98: (EM) log likelihood = -28683.781
Iteration 99: (EM) log likelihood = -28682.577
Iteration 100: (EM) log likelihood = -28681.244
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.354
Iteration 1: (class) log likelihood = -8320.354
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30554.035
Iteration 1: (outcome) log likelihood = -29126.597
Iteration 2: (outcome) log likelihood = -28854.072
Iteration 3: (outcome) log likelihood = -28795.159
Iteration 4: (outcome) log likelihood = -28784.834
Iteration 5: (outcome) log likelihood = -28782.48
Iteration 6: (outcome) log likelihood = -28782.055
Iteration 7: (outcome) log likelihood = -28781.958
Iteration 8: (outcome) log likelihood = -28781.935
Iteration 9: (outcome) log likelihood = -28781.93
Iteration 10: (outcome) log likelihood = -28781.929 (not concave)
Iteration 11: (outcome) log likelihood = -28781.929 (not concave)
Iteration 12: (outcome) log likelihood = -28781.929 (not concave)
Iteration 13: (outcome) log likelihood = -28781.929 (not concave)
Iteration 14: (outcome) log likelihood = -28781.929 (not concave)
Iteration 15: (outcome) log likelihood = -28781.929 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37020.452
Iteration 1: (EM) log likelihood = -36777.241
Iteration 2: (EM) log likelihood = -36176.713
Iteration 3: (EM) log likelihood = -35128.041
Iteration 4: (EM) log likelihood = -34104.822
Iteration 5: (EM) log likelihood = -33333.348
Iteration 6: (EM) log likelihood = -32696.464
Iteration 7: (EM) log likelihood = -32165.353
Iteration 8: (EM) log likelihood = -31719.935
Iteration 9: (EM) log likelihood = -31351.848
Iteration 10: (EM) log likelihood = -31042.579
Iteration 11: (EM) log likelihood = -30754.734
Iteration 12: (EM) log likelihood = -30481.82
Iteration 13: (EM) log likelihood = -30236.945
Iteration 14: (EM) log likelihood = -30022.172
Iteration 15: (EM) log likelihood = -29838.989
Iteration 16: (EM) log likelihood = -29682.076
Iteration 17: (EM) log likelihood = -29552.092
Iteration 18: (EM) log likelihood = -29447.35
Iteration 19: (EM) log likelihood = -29373.124
Iteration 20: (EM) log likelihood = -29309.105
Iteration 21: (EM) log likelihood = -29258.473
Iteration 22: (EM) log likelihood = -29215.867
Iteration 23: (EM) log likelihood = -29177.636
Iteration 24: (EM) log likelihood = -29147.235
Iteration 25: (EM) log likelihood = -29108.666
Iteration 26: (EM) log likelihood = -29089.374
Iteration 27: (EM) log likelihood = -29068.625
Iteration 28: (EM) log likelihood = -29046.197
Iteration 29: (EM) log likelihood = -29029.26
Iteration 30: (EM) log likelihood = -29013.864
Iteration 31: (EM) log likelihood = -28998.15
Iteration 32: (EM) log likelihood = -28980.01
Iteration 33: (EM) log likelihood = -28968.658
Iteration 34: (EM) log likelihood = -28957.63
Iteration 35: (EM) log likelihood = -28950.251
Iteration 36: (EM) log likelihood = -28943.114
Iteration 37: (EM) log likelihood = -28935.837
Iteration 38: (EM) log likelihood = -28926.589
Iteration 39: (EM) log likelihood = -28918.88
Iteration 40: (EM) log likelihood = -28912.168
Iteration 41: (EM) log likelihood = -28902.085
Iteration 42: (EM) log likelihood = -28888.143
Iteration 43: (EM) log likelihood = -28881.082
Iteration 44: (EM) log likelihood = -28865.11
Iteration 45: (EM) log likelihood = -28857.151
Iteration 46: (EM) log likelihood = -28851.546
Iteration 47: (EM) log likelihood = -28847.223
Iteration 48: (EM) log likelihood = -28841.783
Iteration 49: (EM) log likelihood = -28837.722
Iteration 50: (EM) log likelihood = -28831.027
Iteration 51: (EM) log likelihood = -28824.81
Iteration 52: (EM) log likelihood = -28820.106
Iteration 53: (EM) log likelihood = -28811.798
Iteration 54: (EM) log likelihood = -28799.327
Iteration 55: (EM) log likelihood = -28796.026
Iteration 56: (EM) log likelihood = -28792.749
Iteration 57: (EM) log likelihood = -28788.826
Iteration 58: (EM) log likelihood = -28785.701
Iteration 59: (EM) log likelihood = -28780.084
Iteration 60: (EM) log likelihood = -28777.595
Iteration 61: (EM) log likelihood = -28774.396
Iteration 62: (EM) log likelihood = -28772.262
Iteration 63: (EM) log likelihood = -28769.385
Iteration 64: (EM) log likelihood = -28766.81
Iteration 65: (EM) log likelihood = -28763.959
Iteration 66: (EM) log likelihood = -28759.787
Iteration 67: (EM) log likelihood = -28756.305
Iteration 68: (EM) log likelihood = -28753.206
Iteration 69: (EM) log likelihood = -28751.033
Iteration 70: (EM) log likelihood = -28749.189
Iteration 71: (EM) log likelihood = -28745.995
Iteration 72: (EM) log likelihood = -28744.267
Iteration 73: (EM) log likelihood = -28742.806
Iteration 74: (EM) log likelihood = -28741.127
Iteration 75: (EM) log likelihood = -28738.384
Iteration 76: (EM) log likelihood = -28736.767
Iteration 77: (EM) log likelihood = -28735.446
Iteration 78: (EM) log likelihood = -28733.931
Iteration 79: (EM) log likelihood = -28730.268
Iteration 80: (EM) log likelihood = -28728.777
Iteration 81: (EM) log likelihood = -28726.727
Iteration 82: (EM) log likelihood = -28725.104
Iteration 83: (EM) log likelihood = -28723.552
Iteration 84: (EM) log likelihood = -28720.016
Iteration 85: (EM) log likelihood = -28715.817
Iteration 86: (EM) log likelihood = -28714.398
Iteration 87: (EM) log likelihood = -28712.765
Iteration 88: (EM) log likelihood = -28709.321
Iteration 89: (EM) log likelihood = -28707.447
Iteration 90: (EM) log likelihood = -28705.49
Iteration 91: (EM) log likelihood = -28703.996
Iteration 92: (EM) log likelihood = -28701.47
Iteration 93: (EM) log likelihood = -28699.75
Iteration 94: (EM) log likelihood = -28697.493
Iteration 95: (EM) log likelihood = -28694.193
Iteration 96: (EM) log likelihood = -28691.715
Iteration 97: (EM) log likelihood = -28689.826
Iteration 98: (EM) log likelihood = -28687.579
Iteration 99: (EM) log likelihood = -28686.035
Iteration 100: (EM) log likelihood = -28682.444
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.524
Iteration 1: (class) log likelihood = -8321.524
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29750.673
Iteration 1: (outcome) log likelihood = -29068.004
Iteration 2: (outcome) log likelihood = -28843.547
Iteration 3: (outcome) log likelihood = -28805.566
Iteration 4: (outcome) log likelihood = -28799.39
Iteration 5: (outcome) log likelihood = -28798.091
Iteration 6: (outcome) log likelihood = -28797.812
Iteration 7: (outcome) log likelihood = -28797.766
Iteration 8: (outcome) log likelihood = -28797.76
Iteration 9: (outcome) log likelihood = -28797.76 (not concave)
Iteration 10: (outcome) log likelihood = -28797.76 (not concave)
Iteration 11: (outcome) log likelihood = -28797.76 (not concave)
Iteration 12: (outcome) log likelihood = -28797.76 (not concave)
Iteration 13: (outcome) log likelihood = -28797.76 (not concave)
Iteration 14: (outcome) log likelihood = -28797.76 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37048.589
Iteration 1: (EM) log likelihood = -36803.594
Iteration 2: (EM) log likelihood = -36172.645
Iteration 3: (EM) log likelihood = -35080.931
Iteration 4: (EM) log likelihood = -33863.075
Iteration 5: (EM) log likelihood = -32898.413
Iteration 6: (EM) log likelihood = -32230.43
Iteration 7: (EM) log likelihood = -31776.5
Iteration 8: (EM) log likelihood = -31437.847
Iteration 9: (EM) log likelihood = -31142.904
Iteration 10: (EM) log likelihood = -30873.209
Iteration 11: (EM) log likelihood = -30636.105
Iteration 12: (EM) log likelihood = -30431.768
Iteration 13: (EM) log likelihood = -30257.11
Iteration 14: (EM) log likelihood = -30099.207
Iteration 15: (EM) log likelihood = -29948.865
Iteration 16: (EM) log likelihood = -29803.3
Iteration 17: (EM) log likelihood = -29667.532
Iteration 18: (EM) log likelihood = -29543.542
Iteration 19: (EM) log likelihood = -29433.52
Iteration 20: (EM) log likelihood = -29340.53
Iteration 21: (EM) log likelihood = -29263.378
Iteration 22: (EM) log likelihood = -29200.376
Iteration 23: (EM) log likelihood = -29154.103
Iteration 24: (EM) log likelihood = -29115.984
Iteration 25: (EM) log likelihood = -29083.571
Iteration 26: (EM) log likelihood = -29054.184
Iteration 27: (EM) log likelihood = -29024.821
Iteration 28: (EM) log likelihood = -28998.415
Iteration 29: (EM) log likelihood = -28974.182
Iteration 30: (EM) log likelihood = -28950.03
Iteration 31: (EM) log likelihood = -28927.502
Iteration 32: (EM) log likelihood = -28906.82
Iteration 33: (EM) log likelihood = -28889.495
Iteration 34: (EM) log likelihood = -28872.816
Iteration 35: (EM) log likelihood = -28853.823
Iteration 36: (EM) log likelihood = -28832.379
Iteration 37: (EM) log likelihood = -28817.303
Iteration 38: (EM) log likelihood = -28806.074
Iteration 39: (EM) log likelihood = -28790.662
Iteration 40: (EM) log likelihood = -28775.873
Iteration 41: (EM) log likelihood = -28763.774
Iteration 42: (EM) log likelihood = -28751.22
Iteration 43: (EM) log likelihood = -28739.937
Iteration 44: (EM) log likelihood = -28728.352
Iteration 45: (EM) log likelihood = -28720.211
Iteration 46: (EM) log likelihood = -28709.418
Iteration 47: (EM) log likelihood = -28700.061
Iteration 48: (EM) log likelihood = -28692.17
Iteration 49: (EM) log likelihood = -28681.889
Iteration 50: (EM) log likelihood = -28677.336
Iteration 51: (EM) log likelihood = -28672.31
Iteration 52: (EM) log likelihood = -28666.806
Iteration 53: (EM) log likelihood = -28661.274
Iteration 54: (EM) log likelihood = -28655.826
Iteration 55: (EM) log likelihood = -28650.81
Iteration 56: (EM) log likelihood = -28647.284
Iteration 57: (EM) log likelihood = -28643.329
Iteration 58: (EM) log likelihood = -28639.557
Iteration 59: (EM) log likelihood = -28636.084
Iteration 60: (EM) log likelihood = -28632.402
Iteration 61: (EM) log likelihood = -28626.494
Iteration 62: (EM) log likelihood = -28620.338
Iteration 63: (EM) log likelihood = -28613.48
Iteration 64: (EM) log likelihood = -28609.243
Iteration 65: (EM) log likelihood = -28603.83
Iteration 66: (EM) log likelihood = -28598.163
Iteration 67: (EM) log likelihood = -28592.654
Iteration 68: (EM) log likelihood = -28587.8
Iteration 69: (EM) log likelihood = -28582.461
Iteration 70: (EM) log likelihood = -28574.907
Iteration 71: (EM) log likelihood = -28570.944
Iteration 72: (EM) log likelihood = -28562.457
Iteration 73: (EM) log likelihood = -28558.791
Iteration 74: (EM) log likelihood = -28553.599
Iteration 75: (EM) log likelihood = -28549.641
Iteration 76: (EM) log likelihood = -28541.604
Iteration 77: (EM) log likelihood = -28537.24
Iteration 78: (EM) log likelihood = -28533.726
Iteration 79: (EM) log likelihood = -28529.879
Iteration 80: (EM) log likelihood = -28526.578
Iteration 81: (EM) log likelihood = -28520.912
Iteration 82: (EM) log likelihood = -28517.927
Iteration 83: (EM) log likelihood = -28515.053
Iteration 84: (EM) log likelihood = -28512.398
Iteration 85: (EM) log likelihood = -28509.824
Iteration 86: (EM) log likelihood = -28507.107
Iteration 87: (EM) log likelihood = -28504.634
Iteration 88: (EM) log likelihood = -28501.401
Iteration 89: (EM) log likelihood = -28498.328
Iteration 90: (EM) log likelihood = -28495.971
Iteration 91: (EM) log likelihood = -28493.835
Iteration 92: (EM) log likelihood = -28491.35
Iteration 93: (EM) log likelihood = -28487.993
Iteration 94: (EM) log likelihood = -28485.896
Iteration 95: (EM) log likelihood = -28483.484
Iteration 96: (EM) log likelihood = -28478.954
Iteration 97: (EM) log likelihood = -28476.587
Iteration 98: (EM) log likelihood = -28474.201
Iteration 99: (EM) log likelihood = -28471.035
Iteration 100: (EM) log likelihood = -28468.877
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.329
Iteration 1: (class) log likelihood = -8323.329
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31002.234
Iteration 1: (outcome) log likelihood = -29286.731
Iteration 2: (outcome) log likelihood = -28868.243 (not concave)
Iteration 3: (outcome) log likelihood = -28856.76 (not concave)
Iteration 4: (outcome) log likelihood = -28845.991 (not concave)
Iteration 5: (outcome) log likelihood = -28821.878 (not concave)
Iteration 6: (outcome) log likelihood = -28808.818 (not concave)
Iteration 7: (outcome) log likelihood = -28806.979 (not concave)
Iteration 8: (outcome) log likelihood = -28806.112 (not concave)
Iteration 9: (outcome) log likelihood = -28804.526 (not concave)
Iteration 10: (outcome) log likelihood = -28803.407 (not concave)
Iteration 11: (outcome) log likelihood = -28802.805 (not concave)
Iteration 12: (outcome) log likelihood = -28801.879 (not concave)
Iteration 13: (outcome) log likelihood = -28801.166 (not concave)
Iteration 14: (outcome) log likelihood = -28800.482 (not concave)
Iteration 15: (outcome) log likelihood = -28794.588 (not concave)
Iteration 16: (outcome) log likelihood = -28788.477 (not concave)
Iteration 17: (outcome) log likelihood = -28787.772 (not concave)
Iteration 18: (outcome) log likelihood = -28787.425 (not concave)
Iteration 19: (outcome) log likelihood = -28787.2 (not concave)
Iteration 20: (outcome) log likelihood = -28787.041 (not concave)
Iteration 21: (outcome) log likelihood = -28786.885 (not concave)
Iteration 22: (outcome) log likelihood = -28786.472 (not concave)
Iteration 23: (outcome) log likelihood = -28785.961 (not concave)
Iteration 24: (outcome) log likelihood = -28785.828 (not concave)
Iteration 25: (outcome) log likelihood = -28785.233 (not concave)
Iteration 26: (outcome) log likelihood = -28784.22 (not concave)
Iteration 27: (outcome) log likelihood = -28783.762 (not concave)
Iteration 28: (outcome) log likelihood = -28783.422 (not concave)
Iteration 29: (outcome) log likelihood = -28783.278 (not concave)
Iteration 30: (outcome) log likelihood = -28783.149 (not concave)
Iteration 31: (outcome) log likelihood = -28782.909 (not concave)
Iteration 32: (outcome) log likelihood = -28782.734 (not concave)
Iteration 33: (outcome) log likelihood = -28782.627 (not concave)
Iteration 34: (outcome) log likelihood = -28782.488 (not concave)
Iteration 35: (outcome) log likelihood = -28782.392 (not concave)
Iteration 36: (outcome) log likelihood = -28782.297 (not concave)
Iteration 37: (outcome) log likelihood = -28781.953 (not concave)
Iteration 38: (outcome) log likelihood = -28781.698 (not concave)
Iteration 39: (outcome) log likelihood = -28781.586 (not concave)
Iteration 40: (outcome) log likelihood = -28781.489 (not concave)
Iteration 41: (outcome) log likelihood = -28781.364 (not concave)
Iteration 42: (outcome) log likelihood = -28781.205 (not concave)
Iteration 43: (outcome) log likelihood = -28781.128 (not concave)
Iteration 44: (outcome) log likelihood = -28781.031 (not concave)
Iteration 45: (outcome) log likelihood = -28780.901 (not concave)
Iteration 46: (outcome) log likelihood = -28780.833 (not concave)
Iteration 47: (outcome) log likelihood = -28780.712 (not concave)
Iteration 48: (outcome) log likelihood = -28780.612 (not concave)
Iteration 49: (outcome) log likelihood = -28780.497 (not concave)
Iteration 50: (outcome) log likelihood = -28780.313 (not concave)
Iteration 51: (outcome) log likelihood = -28780.139 (not concave)
Iteration 52: (outcome) log likelihood = -28780.018 (not concave)
Iteration 53: (outcome) log likelihood = -28779.957 (not concave)
Iteration 54: (outcome) log likelihood = -28779.895 (not concave)
Iteration 55: (outcome) log likelihood = -28779.834 (not concave)
Iteration 56: (outcome) log likelihood = -28779.776 (not concave)
Iteration 57: (outcome) log likelihood = -28779.718 (not concave)
Iteration 58: (outcome) log likelihood = -28779.66 (not concave)
Iteration 59: (outcome) log likelihood = -28779.604 (not concave)
Iteration 60: (outcome) log likelihood = -28779.549 (not concave)
Iteration 61: (outcome) log likelihood = -28779.494 (not concave)
Iteration 62: (outcome) log likelihood = -28779.44 (not concave)
Iteration 63: (outcome) log likelihood = -28779.388 (not concave)
Iteration 64: (outcome) log likelihood = -28779.336 (not concave)
Iteration 65: (outcome) log likelihood = -28779.285 (not concave)
Iteration 66: (outcome) log likelihood = -28779.234 (not concave)
Iteration 67: (outcome) log likelihood = -28779.185 (not concave)
Iteration 68: (outcome) log likelihood = -28779.136 (not concave)
Iteration 69: (outcome) log likelihood = -28779.088 (not concave)
Iteration 70: (outcome) log likelihood = -28779.041 (not concave)
Iteration 71: (outcome) log likelihood = -28778.995 (not concave)
Iteration 72: (outcome) log likelihood = -28778.949 (not concave)
Iteration 73: (outcome) log likelihood = -28778.904 (not concave)
Iteration 74: (outcome) log likelihood = -28778.86 (not concave)
Iteration 75: (outcome) log likelihood = -28778.817 (not concave)
Iteration 76: (outcome) log likelihood = -28778.774 (not concave)
Iteration 77: (outcome) log likelihood = -28778.732 (not concave)
Iteration 78: (outcome) log likelihood = -28778.691 (not concave)
Iteration 79: (outcome) log likelihood = -28778.65 (not concave)
Iteration 80: (outcome) log likelihood = -28778.61 (not concave)
Iteration 81: (outcome) log likelihood = -28778.571 (not concave)
Iteration 82: (outcome) log likelihood = -28778.532 (not concave)
Iteration 83: (outcome) log likelihood = -28778.494 (not concave)
Iteration 84: (outcome) log likelihood = -28778.456 (not concave)
Iteration 85: (outcome) log likelihood = -28778.419 (not concave)
Iteration 86: (outcome) log likelihood = -28778.383 (not concave)
Iteration 87: (outcome) log likelihood = -28778.347 (not concave)
Iteration 88: (outcome) log likelihood = -28778.312 (not concave)
Iteration 89: (outcome) log likelihood = -28778.277 (not concave)
Iteration 90: (outcome) log likelihood = -28778.243 (not concave)
Iteration 91: (outcome) log likelihood = -28778.21 (not concave)
Iteration 92: (outcome) log likelihood = -28778.177 (not concave)
Iteration 93: (outcome) log likelihood = -28778.144 (not concave)
Iteration 94: (outcome) log likelihood = -28778.112 (not concave)
Iteration 95: (outcome) log likelihood = -28778.08 (not concave)
Iteration 96: (outcome) log likelihood = -28778.049 (not concave)
Iteration 97: (outcome) log likelihood = -28778.018 (not concave)
Iteration 98: (outcome) log likelihood = -28777.988 (not concave)
Iteration 99: (outcome) log likelihood = -28777.958 (not concave)
Iteration 100: (outcome) log likelihood = -28777.929 (not concave)
Iteration 101: (outcome) log likelihood = -28777.9 (not concave)
Iteration 102: (outcome) log likelihood = -28777.872 (not concave)
Iteration 103: (outcome) log likelihood = -28777.844 (not concave)
Iteration 104: (outcome) log likelihood = -28777.816 (not concave)
Iteration 105: (outcome) log likelihood = -28777.788 (not concave)
Iteration 106: (outcome) log likelihood = -28777.761 (not concave)
Iteration 107: (outcome) log likelihood = -28777.735 (not concave)
Iteration 108: (outcome) log likelihood = -28777.709 (not concave)
Iteration 109: (outcome) log likelihood = -28777.683 (not concave)
Iteration 110: (outcome) log likelihood = -28777.657 (not concave)
Iteration 111: (outcome) log likelihood = -28777.632 (not concave)
Iteration 112: (outcome) log likelihood = -28777.607 (not concave)
Iteration 113: (outcome) log likelihood = -28777.583 (not concave)
Iteration 114: (outcome) log likelihood = -28777.558 (not concave)
Iteration 115: (outcome) log likelihood = -28777.534 (not concave)
Iteration 116: (outcome) log likelihood = -28777.511 (not concave)
Iteration 117: (outcome) log likelihood = -28777.487 (not concave)
Iteration 118: (outcome) log likelihood = -28777.464 (not concave)
Iteration 119: (outcome) log likelihood = -28777.441 (not concave)
Iteration 120: (outcome) log likelihood = -28777.419 (not concave)
Iteration 121: (outcome) log likelihood = -28777.396 (not concave)
Iteration 122: (outcome) log likelihood = -28777.374 (not concave)
Iteration 123: (outcome) log likelihood = -28777.352 (not concave)
Iteration 124: (outcome) log likelihood = -28777.331 (not concave)
Iteration 125: (outcome) log likelihood = -28777.31 (not concave)
Iteration 126: (outcome) log likelihood = -28777.288 (not concave)
Iteration 127: (outcome) log likelihood = -28777.268 (not concave)
Iteration 128: (outcome) log likelihood = -28777.247 (not concave)
Iteration 129: (outcome) log likelihood = -28777.226 (not concave)
Iteration 130: (outcome) log likelihood = -28777.206 (not concave)
Iteration 131: (outcome) log likelihood = -28777.186 (not concave)
Iteration 132: (outcome) log likelihood = -28777.166 (not concave)
Iteration 133: (outcome) log likelihood = -28777.147 (not concave)
Iteration 134: (outcome) log likelihood = -28777.127 (not concave)
Iteration 135: (outcome) log likelihood = -28777.108 (not concave)
Iteration 136: (outcome) log likelihood = -28777.089 (not concave)
Iteration 137: (outcome) log likelihood = -28777.07 (not concave)
Iteration 138: (outcome) log likelihood = -28777.051 (not concave)
Iteration 139: (outcome) log likelihood = -28777.032 (not concave)
Iteration 140: (outcome) log likelihood = -28777.014 (not concave)
Iteration 141: (outcome) log likelihood = -28776.996 (not concave)
Iteration 142: (outcome) log likelihood = -28776.977 (not concave)
Iteration 143: (outcome) log likelihood = -28776.959 (not concave)
Iteration 144: (outcome) log likelihood = -28776.942 (not concave)
Iteration 145: (outcome) log likelihood = -28776.924 (not concave)
Iteration 146: (outcome) log likelihood = -28776.906 (not concave)
Iteration 147: (outcome) log likelihood = -28776.889 (not concave)
Iteration 148: (outcome) log likelihood = -28776.872 (not concave)
Iteration 149: (outcome) log likelihood = -28776.855 (not concave)
Iteration 150: (outcome) log likelihood = -28776.837 (not concave)
Iteration 151: (outcome) log likelihood = -28776.821 (not concave)
Iteration 152: (outcome) log likelihood = -28776.804 (not concave)
Iteration 153: (outcome) log likelihood = -28776.787 (not concave)
Iteration 154: (outcome) log likelihood = -28776.771 (not concave)
Iteration 155: (outcome) log likelihood = -28776.754 (not concave)
Iteration 156: (outcome) log likelihood = -28776.738 (not concave)
Iteration 157: (outcome) log likelihood = -28776.722 (not concave)
Iteration 158: (outcome) log likelihood = -28776.706 (not concave)
Iteration 159: (outcome) log likelihood = -28776.69 (not concave)
Iteration 160: (outcome) log likelihood = -28776.674 (not concave)
Iteration 161: (outcome) log likelihood = -28776.658 (not concave)
Iteration 162: (outcome) log likelihood = -28776.642 (not concave)
Iteration 163: (outcome) log likelihood = -28776.627 (not concave)
Iteration 164: (outcome) log likelihood = -28776.611 (not concave)
Iteration 165: (outcome) log likelihood = -28776.596 (not concave)
Iteration 166: (outcome) log likelihood = -28776.58 (not concave)
Iteration 167: (outcome) log likelihood = -28776.565 (not concave)
Iteration 168: (outcome) log likelihood = -28776.55 (not concave)
Iteration 169: (outcome) log likelihood = -28776.535 (not concave)
Iteration 170: (outcome) log likelihood = -28776.52 (not concave)
Iteration 171: (outcome) log likelihood = -28776.505 (not concave)
Iteration 172: (outcome) log likelihood = -28776.49 (not concave)
Iteration 173: (outcome) log likelihood = -28776.476 (not concave)
Iteration 174: (outcome) log likelihood = -28776.461 (not concave)
Iteration 175: (outcome) log likelihood = -28776.446 (not concave)
Iteration 176: (outcome) log likelihood = -28776.432 (not concave)
Iteration 177: (outcome) log likelihood = -28776.417 (not concave)
Iteration 178: (outcome) log likelihood = -28776.403 (not concave)
Iteration 179: (outcome) log likelihood = -28776.389 (not concave)
Iteration 180: (outcome) log likelihood = -28776.375 (not concave)
Iteration 181: (outcome) log likelihood = -28776.361 (not concave)
Iteration 182: (outcome) log likelihood = -28776.346 (not concave)
Iteration 183: (outcome) log likelihood = -28776.332 (not concave)
Iteration 184: (outcome) log likelihood = -28776.319 (not concave)
Iteration 185: (outcome) log likelihood = -28776.305 (not concave)
Iteration 186: (outcome) log likelihood = -28776.291 (not concave)
Iteration 187: (outcome) log likelihood = -28776.277 (not concave)
Iteration 188: (outcome) log likelihood = -28776.263 (not concave)
Iteration 189: (outcome) log likelihood = -28776.25 (not concave)
Iteration 190: (outcome) log likelihood = -28776.236 (not concave)
Iteration 191: (outcome) log likelihood = -28776.223 (not concave)
Iteration 192: (outcome) log likelihood = -28776.209 (not concave)
Iteration 193: (outcome) log likelihood = -28776.196 (not concave)
Iteration 194: (outcome) log likelihood = -28776.183 (not concave)
Iteration 195: (outcome) log likelihood = -28776.169 (not concave)
Iteration 196: (outcome) log likelihood = -28776.156 (not concave)
Iteration 197: (outcome) log likelihood = -28776.143 (not concave)
Iteration 198: (outcome) log likelihood = -28776.13 (not concave)
Iteration 199: (outcome) log likelihood = -28776.117 (not concave)
Iteration 200: (outcome) log likelihood = -28776.104 (not concave)
Iteration 201: (outcome) log likelihood = -28776.091 (not concave)
Iteration 202: (outcome) log likelihood = -28776.078 (not concave)
Iteration 203: (outcome) log likelihood = -28776.065 (not concave)
Iteration 204: (outcome) log likelihood = -28776.052 (not concave)
Iteration 205: (outcome) log likelihood = -28776.04 (not concave)
Iteration 206: (outcome) log likelihood = -28776.027 (not concave)
Iteration 207: (outcome) log likelihood = -28776.014 (not concave)
Iteration 208: (outcome) log likelihood = -28776.002 (not concave)
Iteration 209: (outcome) log likelihood = -28775.989 (not concave)
Iteration 210: (outcome) log likelihood = -28775.977 (not concave)
Iteration 211: (outcome) log likelihood = -28775.964 (not concave)
Iteration 212: (outcome) log likelihood = -28775.952 (not concave)
Iteration 213: (outcome) log likelihood = -28775.939 (not concave)
Iteration 214: (outcome) log likelihood = -28775.927 (not concave)
Iteration 215: (outcome) log likelihood = -28775.915 (not concave)
Iteration 216: (outcome) log likelihood = -28775.903 (not concave)
Iteration 217: (outcome) log likelihood = -28775.89 (not concave)
Iteration 218: (outcome) log likelihood = -28775.878 (not concave)
Iteration 219: (outcome) log likelihood = -28775.866 (not concave)
Iteration 220: (outcome) log likelihood = -28775.854 (not concave)
Iteration 221: (outcome) log likelihood = -28775.842 (not concave)
Iteration 222: (outcome) log likelihood = -28775.83 (not concave)
Iteration 223: (outcome) log likelihood = -28775.818 (not concave)
Iteration 224: (outcome) log likelihood = -28775.806 (not concave)
Iteration 225: (outcome) log likelihood = -28775.794 (not concave)
Iteration 226: (outcome) log likelihood = -28775.783 (not concave)
Iteration 227: (outcome) log likelihood = -28775.771 (not concave)
Iteration 228: (outcome) log likelihood = -28775.759 (not concave)
Iteration 229: (outcome) log likelihood = -28775.747 (not concave)
Iteration 230: (outcome) log likelihood = -28775.736 (not concave)
Iteration 231: (outcome) log likelihood = -28775.724 (not concave)
Iteration 232: (outcome) log likelihood = -28775.712 (not concave)
Iteration 233: (outcome) log likelihood = -28775.701 (not concave)
Iteration 234: (outcome) log likelihood = -28775.689 (not concave)
Iteration 235: (outcome) log likelihood = -28775.678 (not concave)
Iteration 236: (outcome) log likelihood = -28775.666 (not concave)
Iteration 237: (outcome) log likelihood = -28775.655 (not concave)
Iteration 238: (outcome) log likelihood = -28775.643 (not concave)
Iteration 239: (outcome) log likelihood = -28775.632 (not concave)
Iteration 240: (outcome) log likelihood = -28775.621 (not concave)
Iteration 241: (outcome) log likelihood = -28775.609 (not concave)
Iteration 242: (outcome) log likelihood = -28775.598 (not concave)
Iteration 243: (outcome) log likelihood = -28775.587 (not concave)
Iteration 244: (outcome) log likelihood = -28775.576 (not concave)
Iteration 245: (outcome) log likelihood = -28775.565 (not concave)
Iteration 246: (outcome) log likelihood = -28775.554 (not concave)
Iteration 247: (outcome) log likelihood = -28775.542 (not concave)
Iteration 248: (outcome) log likelihood = -28775.531 (not concave)
Iteration 249: (outcome) log likelihood = -28775.52 (not concave)
Iteration 250: (outcome) log likelihood = -28775.509 (not concave)
Iteration 251: (outcome) log likelihood = -28775.498 (not concave)
Iteration 252: (outcome) log likelihood = -28775.487 (not concave)
Iteration 253: (outcome) log likelihood = -28775.476 (not concave)
Iteration 254: (outcome) log likelihood = -28775.466 (not concave)
Iteration 255: (outcome) log likelihood = -28775.455 (not concave)
Iteration 256: (outcome) log likelihood = -28775.444 (not concave)
Iteration 257: (outcome) log likelihood = -28775.433 (not concave)
Iteration 258: (outcome) log likelihood = -28775.422 (not concave)
Iteration 259: (outcome) log likelihood = -28775.412 (not concave)
Iteration 260: (outcome) log likelihood = -28775.401 (not concave)
Iteration 261: (outcome) log likelihood = -28775.39 (not concave)
Iteration 262: (outcome) log likelihood = -28775.38 (not concave)
Iteration 263: (outcome) log likelihood = -28775.369 (not concave)
Iteration 264: (outcome) log likelihood = -28775.358 (not concave)
Iteration 265: (outcome) log likelihood = -28775.348 (not concave)
Iteration 266: (outcome) log likelihood = -28775.337 (not concave)
Iteration 267: (outcome) log likelihood = -28775.327 (not concave)
Iteration 268: (outcome) log likelihood = -28775.316 (not concave)
Iteration 269: (outcome) log likelihood = -28775.306 (not concave)
Iteration 270: (outcome) log likelihood = -28775.295 (not concave)
Iteration 271: (outcome) log likelihood = -28775.285 (not concave)
Iteration 272: (outcome) log likelihood = -28775.275 (not concave)
Iteration 273: (outcome) log likelihood = -28775.264 (not concave)
Iteration 274: (outcome) log likelihood = -28775.254 (not concave)
Iteration 275: (outcome) log likelihood = -28775.244 (not concave)
Iteration 276: (outcome) log likelihood = -28775.233 (not concave)
Iteration 277: (outcome) log likelihood = -28775.223 (not concave)
Iteration 278: (outcome) log likelihood = -28775.213 (not concave)
Iteration 279: (outcome) log likelihood = -28775.203 (not concave)
Iteration 280: (outcome) log likelihood = -28775.192 (not concave)
Iteration 281: (outcome) log likelihood = -28775.182 (not concave)
Iteration 282: (outcome) log likelihood = -28775.172 (not concave)
Iteration 283: (outcome) log likelihood = -28775.162 (not concave)
Iteration 284: (outcome) log likelihood = -28775.152 (not concave)
Iteration 285: (outcome) log likelihood = -28775.142 (not concave)
Iteration 286: (outcome) log likelihood = -28775.132 (not concave)
Iteration 287: (outcome) log likelihood = -28775.122 (not concave)
Iteration 288: (outcome) log likelihood = -28775.112 (not concave)
Iteration 289: (outcome) log likelihood = -28775.102 (not concave)
Iteration 290: (outcome) log likelihood = -28775.092 (not concave)
Iteration 291: (outcome) log likelihood = -28775.082 (not concave)
Iteration 292: (outcome) log likelihood = -28775.072 (not concave)
Iteration 293: (outcome) log likelihood = -28775.062 (not concave)
Iteration 294: (outcome) log likelihood = -28775.052 (not concave)
Iteration 295: (outcome) log likelihood = -28775.043 (not concave)
Iteration 296: (outcome) log likelihood = -28775.033 (not concave)
Iteration 297: (outcome) log likelihood = -28775.023 (not concave)
Iteration 298: (outcome) log likelihood = -28775.013 (not concave)
Iteration 299: (outcome) log likelihood = -28775.003 (not concave)
Iteration 300: (outcome) log likelihood = -28774.994 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36975.756
Iteration 1: (EM) log likelihood = -36731.353
Iteration 2: (EM) log likelihood = -36242.119
Iteration 3: (EM) log likelihood = -35379.703
Iteration 4: (EM) log likelihood = -34226.836
Iteration 5: (EM) log likelihood = -33183.086
Iteration 6: (EM) log likelihood = -32359.962
Iteration 7: (EM) log likelihood = -31747.189
Iteration 8: (EM) log likelihood = -31287.804
Iteration 9: (EM) log likelihood = -30933.437
Iteration 10: (EM) log likelihood = -30633.637
Iteration 11: (EM) log likelihood = -30371.138
Iteration 12: (EM) log likelihood = -30150.115
Iteration 13: (EM) log likelihood = -29965.296
Iteration 14: (EM) log likelihood = -29813.819
Iteration 15: (EM) log likelihood = -29682.277
Iteration 16: (EM) log likelihood = -29569.103
Iteration 17: (EM) log likelihood = -29469.923
Iteration 18: (EM) log likelihood = -29377.54
Iteration 19: (EM) log likelihood = -29291.542
Iteration 20: (EM) log likelihood = -29213.498
Iteration 21: (EM) log likelihood = -29143.279
Iteration 22: (EM) log likelihood = -29086.852
Iteration 23: (EM) log likelihood = -29038.911
Iteration 24: (EM) log likelihood = -28995.956
Iteration 25: (EM) log likelihood = -28960.43
Iteration 26: (EM) log likelihood = -28929.463
Iteration 27: (EM) log likelihood = -28902.372
Iteration 28: (EM) log likelihood = -28881.292
Iteration 29: (EM) log likelihood = -28864.519
Iteration 30: (EM) log likelihood = -28850.349
Iteration 31: (EM) log likelihood = -28838.286
Iteration 32: (EM) log likelihood = -28827.071
Iteration 33: (EM) log likelihood = -28815.222
Iteration 34: (EM) log likelihood = -28805.561
Iteration 35: (EM) log likelihood = -28798.122
Iteration 36: (EM) log likelihood = -28789.531
Iteration 37: (EM) log likelihood = -28781.124
Iteration 38: (EM) log likelihood = -28773.968
Iteration 39: (EM) log likelihood = -28766.093
Iteration 40: (EM) log likelihood = -28757.866
Iteration 41: (EM) log likelihood = -28749.258
Iteration 42: (EM) log likelihood = -28742.925
Iteration 43: (EM) log likelihood = -28736.011
Iteration 44: (EM) log likelihood = -28730.366
Iteration 45: (EM) log likelihood = -28724.407
Iteration 46: (EM) log likelihood = -28718.726
Iteration 47: (EM) log likelihood = -28710.715
Iteration 48: (EM) log likelihood = -28705.583
Iteration 49: (EM) log likelihood = -28700.634
Iteration 50: (EM) log likelihood = -28696.238
Iteration 51: (EM) log likelihood = -28691.738
Iteration 52: (EM) log likelihood = -28685.061
Iteration 53: (EM) log likelihood = -28680.263
Iteration 54: (EM) log likelihood = -28675.416
Iteration 55: (EM) log likelihood = -28670.709
Iteration 56: (EM) log likelihood = -28666.076
Iteration 57: (EM) log likelihood = -28662.276
Iteration 58: (EM) log likelihood = -28656.886
Iteration 59: (EM) log likelihood = -28651.625
Iteration 60: (EM) log likelihood = -28644.217
Iteration 61: (EM) log likelihood = -28637.749
Iteration 62: (EM) log likelihood = -28632.185
Iteration 63: (EM) log likelihood = -28628.049
Iteration 64: (EM) log likelihood = -28623.853
Iteration 65: (EM) log likelihood = -28618.473
Iteration 66: (EM) log likelihood = -28614.702
Iteration 67: (EM) log likelihood = -28610.631
Iteration 68: (EM) log likelihood = -28603.881
Iteration 69: (EM) log likelihood = -28596.175
Iteration 70: (EM) log likelihood = -28591.849
Iteration 71: (EM) log likelihood = -28587.315
Iteration 72: (EM) log likelihood = -28582.986
Iteration 73: (EM) log likelihood = -28578.749
Iteration 74: (EM) log likelihood = -28574.801
Iteration 75: (EM) log likelihood = -28570.721
Iteration 76: (EM) log likelihood = -28564.766
Iteration 77: (EM) log likelihood = -28558.936
Iteration 78: (EM) log likelihood = -28553.647
Iteration 79: (EM) log likelihood = -28547.724
Iteration 80: (EM) log likelihood = -28540.87
Iteration 81: (EM) log likelihood = -28535.808
Iteration 82: (EM) log likelihood = -28525.401
Iteration 83: (EM) log likelihood = -28520.498
Iteration 84: (EM) log likelihood = -28515.355
Iteration 85: (EM) log likelihood = -28507.906
Iteration 86: (EM) log likelihood = -28503.625
Iteration 87: (EM) log likelihood = -28499.635
Iteration 88: (EM) log likelihood = -28495.962
Iteration 89: (EM) log likelihood = -28492.336
Iteration 90: (EM) log likelihood = -28489.176
Iteration 91: (EM) log likelihood = -28485.039
Iteration 92: (EM) log likelihood = -28482.217
Iteration 93: (EM) log likelihood = -28479.209
Iteration 94: (EM) log likelihood = -28475.929
Iteration 95: (EM) log likelihood = -28473.495
Iteration 96: (EM) log likelihood = -28471.15
Iteration 97: (EM) log likelihood = -28467.746
Iteration 98: (EM) log likelihood = -28464.072
Iteration 99: (EM) log likelihood = -28460.884
Iteration 100: (EM) log likelihood = -28458.645
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.2905
Iteration 1: (class) log likelihood = -8320.2905
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30011.609
Iteration 1: (outcome) log likelihood = -29018.292
Iteration 2: (outcome) log likelihood = -28819.18
Iteration 3: (outcome) log likelihood = -28778.978
Iteration 4: (outcome) log likelihood = -28771.893
Iteration 5: (outcome) log likelihood = -28770.399
Iteration 6: (outcome) log likelihood = -28770.146
Iteration 7: (outcome) log likelihood = -28770.087
Iteration 8: (outcome) log likelihood = -28770.073
Iteration 9: (outcome) log likelihood = -28770.07 (not concave)
Iteration 10: (outcome) log likelihood = -28770.07 (not concave)
Iteration 11: (outcome) log likelihood = -28770.07 (not concave)
Iteration 12: (outcome) log likelihood = -28770.07 (not concave)
Iteration 13: (outcome) log likelihood = -28770.07 (not concave)
Iteration 14: (outcome) log likelihood = -28770.07 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36955.143
Iteration 1: (EM) log likelihood = -36561.818
Iteration 2: (EM) log likelihood = -35779.964
Iteration 3: (EM) log likelihood = -34715.69
Iteration 4: (EM) log likelihood = -33724.601
Iteration 5: (EM) log likelihood = -32861.462
Iteration 6: (EM) log likelihood = -32139.923
Iteration 7: (EM) log likelihood = -31608.853
Iteration 8: (EM) log likelihood = -31218.986
Iteration 9: (EM) log likelihood = -30893.905
Iteration 10: (EM) log likelihood = -30606.51
Iteration 11: (EM) log likelihood = -30365.338
Iteration 12: (EM) log likelihood = -30176.812
Iteration 13: (EM) log likelihood = -30029.773
Iteration 14: (EM) log likelihood = -29907.61
Iteration 15: (EM) log likelihood = -29793.678
Iteration 16: (EM) log likelihood = -29705.454
Iteration 17: (EM) log likelihood = -29623.625
Iteration 18: (EM) log likelihood = -29550.178
Iteration 19: (EM) log likelihood = -29484.263
Iteration 20: (EM) log likelihood = -29426.644
Iteration 21: (EM) log likelihood = -29374.631
Iteration 22: (EM) log likelihood = -29324.76
Iteration 23: (EM) log likelihood = -29284.738
Iteration 24: (EM) log likelihood = -29250.802
Iteration 25: (EM) log likelihood = -29220.676
Iteration 26: (EM) log likelihood = -29192.992
Iteration 27: (EM) log likelihood = -29166.255
Iteration 28: (EM) log likelihood = -29143.595
Iteration 29: (EM) log likelihood = -29122.989
Iteration 30: (EM) log likelihood = -29103.022
Iteration 31: (EM) log likelihood = -29083.907
Iteration 32: (EM) log likelihood = -29063.73
Iteration 33: (EM) log likelihood = -29047.029
Iteration 34: (EM) log likelihood = -29028.088
Iteration 35: (EM) log likelihood = -29011.199
Iteration 36: (EM) log likelihood = -28995.824
Iteration 37: (EM) log likelihood = -28980.818
Iteration 38: (EM) log likelihood = -28964.973
Iteration 39: (EM) log likelihood = -28948.674
Iteration 40: (EM) log likelihood = -28928.459
Iteration 41: (EM) log likelihood = -28912.242
Iteration 42: (EM) log likelihood = -28896.956
Iteration 43: (EM) log likelihood = -28885.022
Iteration 44: (EM) log likelihood = -28873.419
Iteration 45: (EM) log likelihood = -28860.283
Iteration 46: (EM) log likelihood = -28848.029
Iteration 47: (EM) log likelihood = -28833.914
Iteration 48: (EM) log likelihood = -28822.029
Iteration 49: (EM) log likelihood = -28811.696
Iteration 50: (EM) log likelihood = -28799.026
Iteration 51: (EM) log likelihood = -28787.247
Iteration 52: (EM) log likelihood = -28777.017
Iteration 53: (EM) log likelihood = -28766.973
Iteration 54: (EM) log likelihood = -28755.435
Iteration 55: (EM) log likelihood = -28741.455
Iteration 56: (EM) log likelihood = -28728.467
Iteration 57: (EM) log likelihood = -28719.183
Iteration 58: (EM) log likelihood = -28701.046
Iteration 59: (EM) log likelihood = -28689.603
Iteration 60: (EM) log likelihood = -28677.836
Iteration 61: (EM) log likelihood = -28668.984
Iteration 62: (EM) log likelihood = -28657.563
Iteration 63: (EM) log likelihood = -28647.095
Iteration 64: (EM) log likelihood = -28636.914
Iteration 65: (EM) log likelihood = -28626.779
Iteration 66: (EM) log likelihood = -28615.73
Iteration 67: (EM) log likelihood = -28605.556
Iteration 68: (EM) log likelihood = -28594.104
Iteration 69: (EM) log likelihood = -28583.888
Iteration 70: (EM) log likelihood = -28573.889
Iteration 71: (EM) log likelihood = -28562.63
Iteration 72: (EM) log likelihood = -28553.164
Iteration 73: (EM) log likelihood = -28544.737
Iteration 74: (EM) log likelihood = -28533.999
Iteration 75: (EM) log likelihood = -28525.832
Iteration 76: (EM) log likelihood = -28515.604
Iteration 77: (EM) log likelihood = -28505.767
Iteration 78: (EM) log likelihood = -28496.586
Iteration 79: (EM) log likelihood = -28485.948
Iteration 80: (EM) log likelihood = -28476.238
Iteration 81: (EM) log likelihood = -28466.773
Iteration 82: (EM) log likelihood = -28457.634
Iteration 83: (EM) log likelihood = -28449.995
Iteration 84: (EM) log likelihood = -28442.196
Iteration 85: (EM) log likelihood = -28434.704
Iteration 86: (EM) log likelihood = -28427.591
Iteration 87: (EM) log likelihood = -28420.413
Iteration 88: (EM) log likelihood = -28412.797
Iteration 89: (EM) log likelihood = -28406.243
Iteration 90: (EM) log likelihood = -28398.614
Iteration 91: (EM) log likelihood = -28392.066
Iteration 92: (EM) log likelihood = -28386.555
Iteration 93: (EM) log likelihood = -28380.939
Iteration 94: (EM) log likelihood = -28375.266
Iteration 95: (EM) log likelihood = -28370.44
Iteration 96: (EM) log likelihood = -28364.37
Iteration 97: (EM) log likelihood = -28359.73
Iteration 98: (EM) log likelihood = -28354.219
Iteration 99: (EM) log likelihood = -28349.392
Iteration 100: (EM) log likelihood = -28344.256
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.6342
Iteration 1: (class) log likelihood = -8320.6342
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30994.225
Iteration 1: (outcome) log likelihood = -29246.947
Iteration 2: (outcome) log likelihood = -28860.35
Iteration 3: (outcome) log likelihood = -28786.406
Iteration 4: (outcome) log likelihood = -28770.965
Iteration 5: (outcome) log likelihood = -28767.597
Iteration 6: (outcome) log likelihood = -28766.851
Iteration 7: (outcome) log likelihood = -28766.726
Iteration 8: (outcome) log likelihood = -28766.713
Iteration 9: (outcome) log likelihood = -28766.71 (not concave)
Iteration 10: (outcome) log likelihood = -28766.71 (not concave)
Iteration 11: (outcome) log likelihood = -28766.71 (not concave)
Iteration 12: (outcome) log likelihood = -28766.71 (not concave)
Iteration 13: (outcome) log likelihood = -28766.71 (not concave)
Iteration 14: (outcome) log likelihood = -28766.71 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37026.543
Iteration 1: (EM) log likelihood = -36833.226
Iteration 2: (EM) log likelihood = -36354.551
Iteration 3: (EM) log likelihood = -35479.763
Iteration 4: (EM) log likelihood = -34387.231
Iteration 5: (EM) log likelihood = -33344.517
Iteration 6: (EM) log likelihood = -32483.988
Iteration 7: (EM) log likelihood = -31857.321
Iteration 8: (EM) log likelihood = -31422.112
Iteration 9: (EM) log likelihood = -31103.466
Iteration 10: (EM) log likelihood = -30844.748
Iteration 11: (EM) log likelihood = -30614.942
Iteration 12: (EM) log likelihood = -30407.406
Iteration 13: (EM) log likelihood = -30233.508
Iteration 14: (EM) log likelihood = -30084.585
Iteration 15: (EM) log likelihood = -29948.319
Iteration 16: (EM) log likelihood = -29813.54
Iteration 17: (EM) log likelihood = -29683.855
Iteration 18: (EM) log likelihood = -29566.048
Iteration 19: (EM) log likelihood = -29451.16
Iteration 20: (EM) log likelihood = -29353.022
Iteration 21: (EM) log likelihood = -29261.032
Iteration 22: (EM) log likelihood = -29177.859
Iteration 23: (EM) log likelihood = -29102.52
Iteration 24: (EM) log likelihood = -29041.757
Iteration 25: (EM) log likelihood = -28983.854
Iteration 26: (EM) log likelihood = -28935.329
Iteration 27: (EM) log likelihood = -28897.619
Iteration 28: (EM) log likelihood = -28862.835
Iteration 29: (EM) log likelihood = -28826.505
Iteration 30: (EM) log likelihood = -28794.449
Iteration 31: (EM) log likelihood = -28767.887
Iteration 32: (EM) log likelihood = -28740.796
Iteration 33: (EM) log likelihood = -28718.328
Iteration 34: (EM) log likelihood = -28699.947
Iteration 35: (EM) log likelihood = -28680.506
Iteration 36: (EM) log likelihood = -28666.014
Iteration 37: (EM) log likelihood = -28653.039
Iteration 38: (EM) log likelihood = -28640.243
Iteration 39: (EM) log likelihood = -28629.156
Iteration 40: (EM) log likelihood = -28618.362
Iteration 41: (EM) log likelihood = -28609.952
Iteration 42: (EM) log likelihood = -28602.686
Iteration 43: (EM) log likelihood = -28596.225
Iteration 44: (EM) log likelihood = -28589.965
Iteration 45: (EM) log likelihood = -28584.935
Iteration 46: (EM) log likelihood = -28579.639
Iteration 47: (EM) log likelihood = -28575.723
Iteration 48: (EM) log likelihood = -28571.148
Iteration 49: (EM) log likelihood = -28566.613
Iteration 50: (EM) log likelihood = -28562.433
Iteration 51: (EM) log likelihood = -28558.679
Iteration 52: (EM) log likelihood = -28555.024
Iteration 53: (EM) log likelihood = -28551.363
Iteration 54: (EM) log likelihood = -28548
Iteration 55: (EM) log likelihood = -28544.455
Iteration 56: (EM) log likelihood = -28541.101
Iteration 57: (EM) log likelihood = -28538.105
Iteration 58: (EM) log likelihood = -28535.093
Iteration 59: (EM) log likelihood = -28532.229
Iteration 60: (EM) log likelihood = -28528.749
Iteration 61: (EM) log likelihood = -28526.071
Iteration 62: (EM) log likelihood = -28523.253
Iteration 63: (EM) log likelihood = -28519.947
Iteration 64: (EM) log likelihood = -28516.356
Iteration 65: (EM) log likelihood = -28512.716
Iteration 66: (EM) log likelihood = -28508.757
Iteration 67: (EM) log likelihood = -28504.919
Iteration 68: (EM) log likelihood = -28501.025
Iteration 69: (EM) log likelihood = -28496.718
Iteration 70: (EM) log likelihood = -28492.413
Iteration 71: (EM) log likelihood = -28487.789
Iteration 72: (EM) log likelihood = -28482.347
Iteration 73: (EM) log likelihood = -28477.821
Iteration 74: (EM) log likelihood = -28472.868
Iteration 75: (EM) log likelihood = -28467.717
Iteration 76: (EM) log likelihood = -28462.732
Iteration 77: (EM) log likelihood = -28457.691
Iteration 78: (EM) log likelihood = -28452.737
Iteration 79: (EM) log likelihood = -28448.036
Iteration 80: (EM) log likelihood = -28444.184
Iteration 81: (EM) log likelihood = -28439.87
Iteration 82: (EM) log likelihood = -28435.296
Iteration 83: (EM) log likelihood = -28431.883
Iteration 84: (EM) log likelihood = -28428.337
Iteration 85: (EM) log likelihood = -28424.682
Iteration 86: (EM) log likelihood = -28422.472
Iteration 87: (EM) log likelihood = -28419.791
Iteration 88: (EM) log likelihood = -28416.686
Iteration 89: (EM) log likelihood = -28414.373
Iteration 90: (EM) log likelihood = -28412.134
Iteration 91: (EM) log likelihood = -28409.777
Iteration 92: (EM) log likelihood = -28407.84
Iteration 93: (EM) log likelihood = -28406.039
Iteration 94: (EM) log likelihood = -28404.121
Iteration 95: (EM) log likelihood = -28400.893
Iteration 96: (EM) log likelihood = -28398.86
Iteration 97: (EM) log likelihood = -28397.163
Iteration 98: (EM) log likelihood = -28395.639
Iteration 99: (EM) log likelihood = -28393.984
Iteration 100: (EM) log likelihood = -28392.3
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.917
Iteration 1: (class) log likelihood = -8321.917
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29829.747
Iteration 1: (outcome) log likelihood = -29021.39
Iteration 2: (outcome) log likelihood = -28824.123
Iteration 3: (outcome) log likelihood = -28791.286
Iteration 4: (outcome) log likelihood = -28785.29
Iteration 5: (outcome) log likelihood = -28783.912
Iteration 6: (outcome) log likelihood = -28783.596
Iteration 7: (outcome) log likelihood = -28783.529
Iteration 8: (outcome) log likelihood = -28783.517
Iteration 9: (outcome) log likelihood = -28783.516 (not concave)
Iteration 10: (outcome) log likelihood = -28783.516 (not concave)
Iteration 11: (outcome) log likelihood = -28783.516 (not concave)
Iteration 12: (outcome) log likelihood = -28783.516 (not concave)
Iteration 13: (outcome) log likelihood = -28783.516 (not concave)
Iteration 14: (outcome) log likelihood = -28783.516 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37024.351
Iteration 1: (EM) log likelihood = -36772.582
Iteration 2: (EM) log likelihood = -36217.122
Iteration 3: (EM) log likelihood = -35216.273
Iteration 4: (EM) log likelihood = -34150.733
Iteration 5: (EM) log likelihood = -33320.827
Iteration 6: (EM) log likelihood = -32675.872
Iteration 7: (EM) log likelihood = -32186.85
Iteration 8: (EM) log likelihood = -31791.253
Iteration 9: (EM) log likelihood = -31433.139
Iteration 10: (EM) log likelihood = -31100.469
Iteration 11: (EM) log likelihood = -30811.988
Iteration 12: (EM) log likelihood = -30574.398
Iteration 13: (EM) log likelihood = -30377.598
Iteration 14: (EM) log likelihood = -30212.053
Iteration 15: (EM) log likelihood = -30072.492
Iteration 16: (EM) log likelihood = -29946.192
Iteration 17: (EM) log likelihood = -29837.629
Iteration 18: (EM) log likelihood = -29742.175
Iteration 19: (EM) log likelihood = -29647.879
Iteration 20: (EM) log likelihood = -29574.041
Iteration 21: (EM) log likelihood = -29508.296
Iteration 22: (EM) log likelihood = -29449.277
Iteration 23: (EM) log likelihood = -29399.177
Iteration 24: (EM) log likelihood = -29355.108
Iteration 25: (EM) log likelihood = -29316.293
Iteration 26: (EM) log likelihood = -29280.741
Iteration 27: (EM) log likelihood = -29248.585
Iteration 28: (EM) log likelihood = -29219.849
Iteration 29: (EM) log likelihood = -29193.035
Iteration 30: (EM) log likelihood = -29166.929
Iteration 31: (EM) log likelihood = -29135.809
Iteration 32: (EM) log likelihood = -29110.283
Iteration 33: (EM) log likelihood = -29087.703
Iteration 34: (EM) log likelihood = -29069.04
Iteration 35: (EM) log likelihood = -29051.027
Iteration 36: (EM) log likelihood = -29034.314
Iteration 37: (EM) log likelihood = -29017.318
Iteration 38: (EM) log likelihood = -29002.951
Iteration 39: (EM) log likelihood = -28988.415
Iteration 40: (EM) log likelihood = -28972.302
Iteration 41: (EM) log likelihood = -28958.791
Iteration 42: (EM) log likelihood = -28947.282
Iteration 43: (EM) log likelihood = -28934.528
Iteration 44: (EM) log likelihood = -28922.01
Iteration 45: (EM) log likelihood = -28908.22
Iteration 46: (EM) log likelihood = -28895.447
Iteration 47: (EM) log likelihood = -28885.24
Iteration 48: (EM) log likelihood = -28875.549
Iteration 49: (EM) log likelihood = -28865.175
Iteration 50: (EM) log likelihood = -28856.7
Iteration 51: (EM) log likelihood = -28848.811
Iteration 52: (EM) log likelihood = -28839.464
Iteration 53: (EM) log likelihood = -28828.783
Iteration 54: (EM) log likelihood = -28821.926
Iteration 55: (EM) log likelihood = -28813.987
Iteration 56: (EM) log likelihood = -28806.268
Iteration 57: (EM) log likelihood = -28799.392
Iteration 58: (EM) log likelihood = -28793.107
Iteration 59: (EM) log likelihood = -28787.464
Iteration 60: (EM) log likelihood = -28781.875
Iteration 61: (EM) log likelihood = -28776.464
Iteration 62: (EM) log likelihood = -28771.461
Iteration 63: (EM) log likelihood = -28766.981
Iteration 64: (EM) log likelihood = -28762.58
Iteration 65: (EM) log likelihood = -28758.312
Iteration 66: (EM) log likelihood = -28754.103
Iteration 67: (EM) log likelihood = -28750.94
Iteration 68: (EM) log likelihood = -28746.829
Iteration 69: (EM) log likelihood = -28742.939
Iteration 70: (EM) log likelihood = -28739.02
Iteration 71: (EM) log likelihood = -28735.229
Iteration 72: (EM) log likelihood = -28731.469
Iteration 73: (EM) log likelihood = -28727.616
Iteration 74: (EM) log likelihood = -28724.153
Iteration 75: (EM) log likelihood = -28721.603
Iteration 76: (EM) log likelihood = -28718.606
Iteration 77: (EM) log likelihood = -28715.786
Iteration 78: (EM) log likelihood = -28713.006
Iteration 79: (EM) log likelihood = -28710.191
Iteration 80: (EM) log likelihood = -28708.106
Iteration 81: (EM) log likelihood = -28705.848
Iteration 82: (EM) log likelihood = -28703.218
Iteration 83: (EM) log likelihood = -28700.163
Iteration 84: (EM) log likelihood = -28696.596
Iteration 85: (EM) log likelihood = -28693.367
Iteration 86: (EM) log likelihood = -28690.814
Iteration 87: (EM) log likelihood = -28688.591
Iteration 88: (EM) log likelihood = -28686.763
Iteration 89: (EM) log likelihood = -28685.145
Iteration 90: (EM) log likelihood = -28683.654
Iteration 91: (EM) log likelihood = -28682.317
Iteration 92: (EM) log likelihood = -28681.097
Iteration 93: (EM) log likelihood = -28679.959
Iteration 94: (EM) log likelihood = -28678.749
Iteration 95: (EM) log likelihood = -28677.783
Iteration 96: (EM) log likelihood = -28676.498
Iteration 97: (EM) log likelihood = -28675.313
Iteration 98: (EM) log likelihood = -28673.966
Iteration 99: (EM) log likelihood = -28672.117
Iteration 100: (EM) log likelihood = -28670.577
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.3075
Iteration 1: (class) log likelihood = -8323.3075
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30503.45
Iteration 1: (outcome) log likelihood = -29193.27
Iteration 2: (outcome) log likelihood = -28864.479
Iteration 3: (outcome) log likelihood = -28808.971
Iteration 4: (outcome) log likelihood = -28799.006
Iteration 5: (outcome) log likelihood = -28796.757
Iteration 6: (outcome) log likelihood = -28796.338
Iteration 7: (outcome) log likelihood = -28796.241
Iteration 8: (outcome) log likelihood = -28796.219
Iteration 9: (outcome) log likelihood = -28796.214
Iteration 10: (outcome) log likelihood = -28796.213 (not concave)
Iteration 11: (outcome) log likelihood = -28796.213 (not concave)
Iteration 12: (outcome) log likelihood = -28796.213 (not concave)
Iteration 13: (outcome) log likelihood = -28796.213 (not concave)
Iteration 14: (outcome) log likelihood = -28796.213 (not concave)
Iteration 15: (outcome) log likelihood = -28796.213 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37031.462
Iteration 1: (EM) log likelihood = -36702.378
Iteration 2: (EM) log likelihood = -35783.936
Iteration 3: (EM) log likelihood = -34532.057
Iteration 4: (EM) log likelihood = -33638.545
Iteration 5: (EM) log likelihood = -32996.657
Iteration 6: (EM) log likelihood = -32453.349
Iteration 7: (EM) log likelihood = -31991.917
Iteration 8: (EM) log likelihood = -31614.461
Iteration 9: (EM) log likelihood = -31303.313
Iteration 10: (EM) log likelihood = -31035.042
Iteration 11: (EM) log likelihood = -30791.238
Iteration 12: (EM) log likelihood = -30560.947
Iteration 13: (EM) log likelihood = -30339.292
Iteration 14: (EM) log likelihood = -30143.45
Iteration 15: (EM) log likelihood = -29978.276
Iteration 16: (EM) log likelihood = -29846.907
Iteration 17: (EM) log likelihood = -29743.26
Iteration 18: (EM) log likelihood = -29661.099
Iteration 19: (EM) log likelihood = -29598.343
Iteration 20: (EM) log likelihood = -29542.268
Iteration 21: (EM) log likelihood = -29496.17
Iteration 22: (EM) log likelihood = -29457.161
Iteration 23: (EM) log likelihood = -29419.964
Iteration 24: (EM) log likelihood = -29383.085
Iteration 25: (EM) log likelihood = -29351.755
Iteration 26: (EM) log likelihood = -29323.108
Iteration 27: (EM) log likelihood = -29297.039
Iteration 28: (EM) log likelihood = -29272.761
Iteration 29: (EM) log likelihood = -29250.096
Iteration 30: (EM) log likelihood = -29230.418
Iteration 31: (EM) log likelihood = -29208.548
Iteration 32: (EM) log likelihood = -29189.931
Iteration 33: (EM) log likelihood = -29173.565
Iteration 34: (EM) log likelihood = -29156.843
Iteration 35: (EM) log likelihood = -29141.984
Iteration 36: (EM) log likelihood = -29125.502
Iteration 37: (EM) log likelihood = -29114.901
Iteration 38: (EM) log likelihood = -29102.605
Iteration 39: (EM) log likelihood = -29089.925
Iteration 40: (EM) log likelihood = -29077.854
Iteration 41: (EM) log likelihood = -29068.146
Iteration 42: (EM) log likelihood = -29056.991
Iteration 43: (EM) log likelihood = -29046.592
Iteration 44: (EM) log likelihood = -29037.575
Iteration 45: (EM) log likelihood = -29029.217
Iteration 46: (EM) log likelihood = -29021.181
Iteration 47: (EM) log likelihood = -29012.908
Iteration 48: (EM) log likelihood = -29003.625
Iteration 49: (EM) log likelihood = -28996.891
Iteration 50: (EM) log likelihood = -28989.254
Iteration 51: (EM) log likelihood = -28981.959
Iteration 52: (EM) log likelihood = -28975.108
Iteration 53: (EM) log likelihood = -28969.713
Iteration 54: (EM) log likelihood = -28963.909
Iteration 55: (EM) log likelihood = -28957.673
Iteration 56: (EM) log likelihood = -28951.58
Iteration 57: (EM) log likelihood = -28945.256
Iteration 58: (EM) log likelihood = -28937.942
Iteration 59: (EM) log likelihood = -28932.113
Iteration 60: (EM) log likelihood = -28922.943
Iteration 61: (EM) log likelihood = -28918.715
Iteration 62: (EM) log likelihood = -28913.815
Iteration 63: (EM) log likelihood = -28908.905
Iteration 64: (EM) log likelihood = -28904.138
Iteration 65: (EM) log likelihood = -28900.303
Iteration 66: (EM) log likelihood = -28897.537
Iteration 67: (EM) log likelihood = -28893.75
Iteration 68: (EM) log likelihood = -28889.973
Iteration 69: (EM) log likelihood = -28885.807
Iteration 70: (EM) log likelihood = -28881.921
Iteration 71: (EM) log likelihood = -28877.593
Iteration 72: (EM) log likelihood = -28873.543
Iteration 73: (EM) log likelihood = -28870.205
Iteration 74: (EM) log likelihood = -28867.855
Iteration 75: (EM) log likelihood = -28863.985
Iteration 76: (EM) log likelihood = -28859.409
Iteration 77: (EM) log likelihood = -28855.965
Iteration 78: (EM) log likelihood = -28852.366
Iteration 79: (EM) log likelihood = -28848.03
Iteration 80: (EM) log likelihood = -28845.514
Iteration 81: (EM) log likelihood = -28842.803
Iteration 82: (EM) log likelihood = -28839.742
Iteration 83: (EM) log likelihood = -28836.748
Iteration 84: (EM) log likelihood = -28833.713
Iteration 85: (EM) log likelihood = -28831.811
Iteration 86: (EM) log likelihood = -28830.689
Iteration 87: (EM) log likelihood = -28828.368
Iteration 88: (EM) log likelihood = -28826.53
Iteration 89: (EM) log likelihood = -28824.509
Iteration 90: (EM) log likelihood = -28822.682
Iteration 91: (EM) log likelihood = -28819.507
Iteration 92: (EM) log likelihood = -28815.907
Iteration 93: (EM) log likelihood = -28813.642
Iteration 94: (EM) log likelihood = -28808.422
Iteration 95: (EM) log likelihood = -28805.936
Iteration 96: (EM) log likelihood = -28802.134
Iteration 97: (EM) log likelihood = -28798.415
Iteration 98: (EM) log likelihood = -28795.314
Iteration 99: (EM) log likelihood = -28792.368
Iteration 100: (EM) log likelihood = -28789.639
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.3254
Iteration 1: (class) log likelihood = -8323.3254
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30601.236
Iteration 1: (outcome) log likelihood = -29150.318
Iteration 2: (outcome) log likelihood = -28836.268
Iteration 3: (outcome) log likelihood = -28783.111
Iteration 4: (outcome) log likelihood = -28772.087
Iteration 5: (outcome) log likelihood = -28769.419
Iteration 6: (outcome) log likelihood = -28768.881
Iteration 7: (outcome) log likelihood = -28768.766
Iteration 8: (outcome) log likelihood = -28768.739
Iteration 9: (outcome) log likelihood = -28768.733
Iteration 10: (outcome) log likelihood = -28768.731 (not concave)
Iteration 11: (outcome) log likelihood = -28768.731 (not concave)
Iteration 12: (outcome) log likelihood = -28768.731 (not concave)
Iteration 13: (outcome) log likelihood = -28768.731 (not concave)
Iteration 14: (outcome) log likelihood = -28768.731 (not concave)
Iteration 15: (outcome) log likelihood = -28768.731 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37010.194
Iteration 1: (EM) log likelihood = -36780.055
Iteration 2: (EM) log likelihood = -36260.548
Iteration 3: (EM) log likelihood = -35272.787
Iteration 4: (EM) log likelihood = -34068.403
Iteration 5: (EM) log likelihood = -33108.913
Iteration 6: (EM) log likelihood = -32438.388
Iteration 7: (EM) log likelihood = -31965.514
Iteration 8: (EM) log likelihood = -31603.359
Iteration 9: (EM) log likelihood = -31311.898
Iteration 10: (EM) log likelihood = -31059.653
Iteration 11: (EM) log likelihood = -30844.327
Iteration 12: (EM) log likelihood = -30665.388
Iteration 13: (EM) log likelihood = -30520.128
Iteration 14: (EM) log likelihood = -30402.783
Iteration 15: (EM) log likelihood = -30302.138
Iteration 16: (EM) log likelihood = -30218.892
Iteration 17: (EM) log likelihood = -30142.993
Iteration 18: (EM) log likelihood = -30067.756
Iteration 19: (EM) log likelihood = -29994.872
Iteration 20: (EM) log likelihood = -29923.057
Iteration 21: (EM) log likelihood = -29856.361
Iteration 22: (EM) log likelihood = -29791.168
Iteration 23: (EM) log likelihood = -29728.124
Iteration 24: (EM) log likelihood = -29670.153
Iteration 25: (EM) log likelihood = -29614.253
Iteration 26: (EM) log likelihood = -29559.274
Iteration 27: (EM) log likelihood = -29505.538
Iteration 28: (EM) log likelihood = -29457.566
Iteration 29: (EM) log likelihood = -29411.269
Iteration 30: (EM) log likelihood = -29365.142
Iteration 31: (EM) log likelihood = -29324.25
Iteration 32: (EM) log likelihood = -29286.028
Iteration 33: (EM) log likelihood = -29252.484
Iteration 34: (EM) log likelihood = -29221.658
Iteration 35: (EM) log likelihood = -29191.791
Iteration 36: (EM) log likelihood = -29164.409
Iteration 37: (EM) log likelihood = -29136.823
Iteration 38: (EM) log likelihood = -29113.271
Iteration 39: (EM) log likelihood = -29088.584
Iteration 40: (EM) log likelihood = -29060.455
Iteration 41: (EM) log likelihood = -29034.959
Iteration 42: (EM) log likelihood = -29009.585
Iteration 43: (EM) log likelihood = -28990.392
Iteration 44: (EM) log likelihood = -28968.993
Iteration 45: (EM) log likelihood = -28953.12
Iteration 46: (EM) log likelihood = -28935.93
Iteration 47: (EM) log likelihood = -28924.663
Iteration 48: (EM) log likelihood = -28911.542
Iteration 49: (EM) log likelihood = -28897.801
Iteration 50: (EM) log likelihood = -28887.662
Iteration 51: (EM) log likelihood = -28877.248
Iteration 52: (EM) log likelihood = -28867.689
Iteration 53: (EM) log likelihood = -28858.641
Iteration 54: (EM) log likelihood = -28849.357
Iteration 55: (EM) log likelihood = -28838.475
Iteration 56: (EM) log likelihood = -28830.001
Iteration 57: (EM) log likelihood = -28817.021
Iteration 58: (EM) log likelihood = -28807.209
Iteration 59: (EM) log likelihood = -28800.03
Iteration 60: (EM) log likelihood = -28791.803
Iteration 61: (EM) log likelihood = -28785.68
Iteration 62: (EM) log likelihood = -28778.928
Iteration 63: (EM) log likelihood = -28770.738
Iteration 64: (EM) log likelihood = -28764.762
Iteration 65: (EM) log likelihood = -28759.055
Iteration 66: (EM) log likelihood = -28752.437
Iteration 67: (EM) log likelihood = -28747.254
Iteration 68: (EM) log likelihood = -28742.166
Iteration 69: (EM) log likelihood = -28735.861
Iteration 70: (EM) log likelihood = -28730.356
Iteration 71: (EM) log likelihood = -28724.557
Iteration 72: (EM) log likelihood = -28719.69
Iteration 73: (EM) log likelihood = -28715.566
Iteration 74: (EM) log likelihood = -28709.818
Iteration 75: (EM) log likelihood = -28705.045
Iteration 76: (EM) log likelihood = -28696.768
Iteration 77: (EM) log likelihood = -28689.332
Iteration 78: (EM) log likelihood = -28681.643
Iteration 79: (EM) log likelihood = -28674.333
Iteration 80: (EM) log likelihood = -28668.067
Iteration 81: (EM) log likelihood = -28661.057
Iteration 82: (EM) log likelihood = -28654.813
Iteration 83: (EM) log likelihood = -28650.11
Iteration 84: (EM) log likelihood = -28644.743
Iteration 85: (EM) log likelihood = -28641.496
Iteration 86: (EM) log likelihood = -28636.942
Iteration 87: (EM) log likelihood = -28633.309
Iteration 88: (EM) log likelihood = -28628.714
Iteration 89: (EM) log likelihood = -28626.094
Iteration 90: (EM) log likelihood = -28624.105
Iteration 91: (EM) log likelihood = -28620.539
Iteration 92: (EM) log likelihood = -28618.566
Iteration 93: (EM) log likelihood = -28616.837
Iteration 94: (EM) log likelihood = -28613.972
Iteration 95: (EM) log likelihood = -28609.905
Iteration 96: (EM) log likelihood = -28606.137
Iteration 97: (EM) log likelihood = -28603.391
Iteration 98: (EM) log likelihood = -28599.973
Iteration 99: (EM) log likelihood = -28596.703
Iteration 100: (EM) log likelihood = -28593.491
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.0077
Iteration 1: (class) log likelihood = -8323.0077
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30537.142
Iteration 1: (outcome) log likelihood = -29188.424
Iteration 2: (outcome) log likelihood = -28833.807
Iteration 3: (outcome) log likelihood = -28766.349
Iteration 4: (outcome) log likelihood = -28754.108
Iteration 5: (outcome) log likelihood = -28751.125
Iteration 6: (outcome) log likelihood = -28750.504
Iteration 7: (outcome) log likelihood = -28750.371
Iteration 8: (outcome) log likelihood = -28750.341
Iteration 9: (outcome) log likelihood = -28750.334
Iteration 10: (outcome) log likelihood = -28750.332 (not concave)
Iteration 11: (outcome) log likelihood = -28750.332 (not concave)
Iteration 12: (outcome) log likelihood = -28750.332 (not concave)
Iteration 13: (outcome) log likelihood = -28750.332 (not concave)
Iteration 14: (outcome) log likelihood = -28750.332 (not concave)
Iteration 15: (outcome) log likelihood = -28750.332 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37002.595
Iteration 1: (EM) log likelihood = -36752.753
Iteration 2: (EM) log likelihood = -36102.281
Iteration 3: (EM) log likelihood = -34999.096
Iteration 4: (EM) log likelihood = -33865.515
Iteration 5: (EM) log likelihood = -32955.67
Iteration 6: (EM) log likelihood = -32284.352
Iteration 7: (EM) log likelihood = -31814.07
Iteration 8: (EM) log likelihood = -31483.038
Iteration 9: (EM) log likelihood = -31226.922
Iteration 10: (EM) log likelihood = -31006.582
Iteration 11: (EM) log likelihood = -30802.192
Iteration 12: (EM) log likelihood = -30619.013
Iteration 13: (EM) log likelihood = -30461.17
Iteration 14: (EM) log likelihood = -30320.803
Iteration 15: (EM) log likelihood = -30189.344
Iteration 16: (EM) log likelihood = -30061.634
Iteration 17: (EM) log likelihood = -29934.954
Iteration 18: (EM) log likelihood = -29821.147
Iteration 19: (EM) log likelihood = -29719.08
Iteration 20: (EM) log likelihood = -29626.574
Iteration 21: (EM) log likelihood = -29549.035
Iteration 22: (EM) log likelihood = -29484.941
Iteration 23: (EM) log likelihood = -29428.324
Iteration 24: (EM) log likelihood = -29375.947
Iteration 25: (EM) log likelihood = -29328.955
Iteration 26: (EM) log likelihood = -29286.877
Iteration 27: (EM) log likelihood = -29246.373
Iteration 28: (EM) log likelihood = -29204.827
Iteration 29: (EM) log likelihood = -29161.531
Iteration 30: (EM) log likelihood = -29116.165
Iteration 31: (EM) log likelihood = -29069.844
Iteration 32: (EM) log likelihood = -29034.028
Iteration 33: (EM) log likelihood = -29005.979
Iteration 34: (EM) log likelihood = -28982.669
Iteration 35: (EM) log likelihood = -28961.011
Iteration 36: (EM) log likelihood = -28943.713
Iteration 37: (EM) log likelihood = -28928.032
Iteration 38: (EM) log likelihood = -28913.075
Iteration 39: (EM) log likelihood = -28897.854
Iteration 40: (EM) log likelihood = -28889.332
Iteration 41: (EM) log likelihood = -28881.824
Iteration 42: (EM) log likelihood = -28876.214
Iteration 43: (EM) log likelihood = -28871.091
Iteration 44: (EM) log likelihood = -28863.36
Iteration 45: (EM) log likelihood = -28857.576
Iteration 46: (EM) log likelihood = -28853.229
Iteration 47: (EM) log likelihood = -28849.63
Iteration 48: (EM) log likelihood = -28845.146
Iteration 49: (EM) log likelihood = -28837.144
Iteration 50: (EM) log likelihood = -28826.649
Iteration 51: (EM) log likelihood = -28818.861
Iteration 52: (EM) log likelihood = -28812.087
Iteration 53: (EM) log likelihood = -28805.725
Iteration 54: (EM) log likelihood = -28802.563
Iteration 55: (EM) log likelihood = -28799.899
Iteration 56: (EM) log likelihood = -28797.084
Iteration 57: (EM) log likelihood = -28793.538
Iteration 58: (EM) log likelihood = -28790.048
Iteration 59: (EM) log likelihood = -28788.084
Iteration 60: (EM) log likelihood = -28784.698
Iteration 61: (EM) log likelihood = -28782.162
Iteration 62: (EM) log likelihood = -28779.837
Iteration 63: (EM) log likelihood = -28777.569
Iteration 64: (EM) log likelihood = -28775.342
Iteration 65: (EM) log likelihood = -28773.89
Iteration 66: (EM) log likelihood = -28770.97
Iteration 67: (EM) log likelihood = -28770.386
Iteration 68: (EM) log likelihood = -28767.914
Iteration 69: (EM) log likelihood = -28766.484
Iteration 70: (EM) log likelihood = -28763.58
Iteration 71: (EM) log likelihood = -28760.215
Iteration 72: (EM) log likelihood = -28755.694
Iteration 73: (EM) log likelihood = -28752.142
Iteration 74: (EM) log likelihood = -28749.254
Iteration 75: (EM) log likelihood = -28746.439
Iteration 76: (EM) log likelihood = -28743.947
Iteration 77: (EM) log likelihood = -28742.05
Iteration 78: (EM) log likelihood = -28740.496
Iteration 79: (EM) log likelihood = -28739.189
Iteration 80: (EM) log likelihood = -28737.094
Iteration 81: (EM) log likelihood = -28735.337
Iteration 82: (EM) log likelihood = -28733.608
Iteration 83: (EM) log likelihood = -28731.964
Iteration 84: (EM) log likelihood = -28730.798
Iteration 85: (EM) log likelihood = -28729.011
Iteration 86: (EM) log likelihood = -28727.387
Iteration 87: (EM) log likelihood = -28726.169
Iteration 88: (EM) log likelihood = -28724.583
Iteration 89: (EM) log likelihood = -28721.211
Iteration 90: (EM) log likelihood = -28719.416
Iteration 91: (EM) log likelihood = -28717.75
Iteration 92: (EM) log likelihood = -28718.892
Iteration 93: (EM) log likelihood = -28716.896
Iteration 94: (EM) log likelihood = -28715.216
Iteration 95: (EM) log likelihood = -28711.807
Iteration 96: (EM) log likelihood = -28710.376
Iteration 97: (EM) log likelihood = -28708.702
Iteration 98: (EM) log likelihood = -28707.049
Iteration 99: (EM) log likelihood = -28705.671
Iteration 100: (EM) log likelihood = -28704.042
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.7512
Iteration 1: (class) log likelihood = -8319.7512
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30189.372
Iteration 1: (outcome) log likelihood = -29106.583
Iteration 2: (outcome) log likelihood = -28838.222
Iteration 3: (outcome) log likelihood = -28785.71
Iteration 4: (outcome) log likelihood = -28777.758
Iteration 5: (outcome) log likelihood = -28775.873
Iteration 6: (outcome) log likelihood = -28775.488
Iteration 7: (outcome) log likelihood = -28775.399
Iteration 8: (outcome) log likelihood = -28775.384
Iteration 9: (outcome) log likelihood = -28775.38
Iteration 10: (outcome) log likelihood = -28775.38 (not concave)
Iteration 11: (outcome) log likelihood = -28775.38 (not concave)
Iteration 12: (outcome) log likelihood = -28775.38 (not concave)
Iteration 13: (outcome) log likelihood = -28775.38 (not concave)
Iteration 14: (outcome) log likelihood = -28775.38 (not concave)
Iteration 15: (outcome) log likelihood = -28775.38 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37014.948
Iteration 1: (EM) log likelihood = -36771.661
Iteration 2: (EM) log likelihood = -36175.666
Iteration 3: (EM) log likelihood = -35073.373
Iteration 4: (EM) log likelihood = -33942.588
Iteration 5: (EM) log likelihood = -33107.301
Iteration 6: (EM) log likelihood = -32514.031
Iteration 7: (EM) log likelihood = -32062.538
Iteration 8: (EM) log likelihood = -31699.392
Iteration 9: (EM) log likelihood = -31392.19
Iteration 10: (EM) log likelihood = -31115.413
Iteration 11: (EM) log likelihood = -30850.783
Iteration 12: (EM) log likelihood = -30592.69
Iteration 13: (EM) log likelihood = -30344.504
Iteration 14: (EM) log likelihood = -30123.559
Iteration 15: (EM) log likelihood = -29935.89
Iteration 16: (EM) log likelihood = -29780.382
Iteration 17: (EM) log likelihood = -29652.598
Iteration 18: (EM) log likelihood = -29541.007
Iteration 19: (EM) log likelihood = -29443.368
Iteration 20: (EM) log likelihood = -29359.805
Iteration 21: (EM) log likelihood = -29287.712
Iteration 22: (EM) log likelihood = -29226.791
Iteration 23: (EM) log likelihood = -29174.307
Iteration 24: (EM) log likelihood = -29129.764
Iteration 25: (EM) log likelihood = -29089.658
Iteration 26: (EM) log likelihood = -29053.926
Iteration 27: (EM) log likelihood = -29023.293
Iteration 28: (EM) log likelihood = -28990.33
Iteration 29: (EM) log likelihood = -28963.83
Iteration 30: (EM) log likelihood = -28941.268
Iteration 31: (EM) log likelihood = -28918.31
Iteration 32: (EM) log likelihood = -28898.487
Iteration 33: (EM) log likelihood = -28879.6
Iteration 34: (EM) log likelihood = -28859.852
Iteration 35: (EM) log likelihood = -28840.836
Iteration 36: (EM) log likelihood = -28827.124
Iteration 37: (EM) log likelihood = -28811.678
Iteration 38: (EM) log likelihood = -28797.939
Iteration 39: (EM) log likelihood = -28786.332
Iteration 40: (EM) log likelihood = -28773.828
Iteration 41: (EM) log likelihood = -28762.892
Iteration 42: (EM) log likelihood = -28751.956
Iteration 43: (EM) log likelihood = -28739.665
Iteration 44: (EM) log likelihood = -28730.169
Iteration 45: (EM) log likelihood = -28719.688
Iteration 46: (EM) log likelihood = -28709.68
Iteration 47: (EM) log likelihood = -28699.886
Iteration 48: (EM) log likelihood = -28690.245
Iteration 49: (EM) log likelihood = -28680.576
Iteration 50: (EM) log likelihood = -28670.649
Iteration 51: (EM) log likelihood = -28659.677
Iteration 52: (EM) log likelihood = -28649.804
Iteration 53: (EM) log likelihood = -28637.468
Iteration 54: (EM) log likelihood = -28626.963
Iteration 55: (EM) log likelihood = -28615.954
Iteration 56: (EM) log likelihood = -28605.066
Iteration 57: (EM) log likelihood = -28594.184
Iteration 58: (EM) log likelihood = -28584.874
Iteration 59: (EM) log likelihood = -28575.09
Iteration 60: (EM) log likelihood = -28565.729
Iteration 61: (EM) log likelihood = -28556.688
Iteration 62: (EM) log likelihood = -28548.195
Iteration 63: (EM) log likelihood = -28540.283
Iteration 64: (EM) log likelihood = -28532.734
Iteration 65: (EM) log likelihood = -28524.064
Iteration 66: (EM) log likelihood = -28515.814
Iteration 67: (EM) log likelihood = -28509.27
Iteration 68: (EM) log likelihood = -28503.794
Iteration 69: (EM) log likelihood = -28498.482
Iteration 70: (EM) log likelihood = -28493.252
Iteration 71: (EM) log likelihood = -28489.03
Iteration 72: (EM) log likelihood = -28484.586
Iteration 73: (EM) log likelihood = -28480.65
Iteration 74: (EM) log likelihood = -28475.76
Iteration 75: (EM) log likelihood = -28470.754
Iteration 76: (EM) log likelihood = -28467.137
Iteration 77: (EM) log likelihood = -28464.836
Iteration 78: (EM) log likelihood = -28462.691
Iteration 79: (EM) log likelihood = -28460.883
Iteration 80: (EM) log likelihood = -28459.151
Iteration 81: (EM) log likelihood = -28457.378
Iteration 82: (EM) log likelihood = -28455.811
Iteration 83: (EM) log likelihood = -28454.257
Iteration 84: (EM) log likelihood = -28452.956
Iteration 85: (EM) log likelihood = -28449.512
Iteration 86: (EM) log likelihood = -28448.291
Iteration 87: (EM) log likelihood = -28447.172
Iteration 88: (EM) log likelihood = -28446.114
Iteration 89: (EM) log likelihood = -28445.151
Iteration 90: (EM) log likelihood = -28443.834
Iteration 91: (EM) log likelihood = -28442.857
Iteration 92: (EM) log likelihood = -28441.867
Iteration 93: (EM) log likelihood = -28441.014
Iteration 94: (EM) log likelihood = -28440.143
Iteration 95: (EM) log likelihood = -28438.442
Iteration 96: (EM) log likelihood = -28437.62
Iteration 97: (EM) log likelihood = -28436.562
Iteration 98: (EM) log likelihood = -28435.512
Iteration 99: (EM) log likelihood = -28433.853
Iteration 100: (EM) log likelihood = -28432.748
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.0297
Iteration 1: (class) log likelihood = -8320.0297
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30507.797
Iteration 1: (outcome) log likelihood = -29102.335
Iteration 2: (outcome) log likelihood = -28835.974
Iteration 3: (outcome) log likelihood = -28786.034
Iteration 4: (outcome) log likelihood = -28775.408
Iteration 5: (outcome) log likelihood = -28772.921
Iteration 6: (outcome) log likelihood = -28772.405
Iteration 7: (outcome) log likelihood = -28772.316
Iteration 8: (outcome) log likelihood = -28772.307
Iteration 9: (outcome) log likelihood = -28772.305 (not concave)
Iteration 10: (outcome) log likelihood = -28772.305 (not concave)
Iteration 11: (outcome) log likelihood = -28772.305 (not concave)
Iteration 12: (outcome) log likelihood = -28772.305 (not concave)
Iteration 13: (outcome) log likelihood = -28772.305 (not concave)
Iteration 14: (outcome) log likelihood = -28772.305 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36998.006
Iteration 1: (EM) log likelihood = -36668.337
Iteration 2: (EM) log likelihood = -35817.417
Iteration 3: (EM) log likelihood = -34609.037
Iteration 4: (EM) log likelihood = -33605.612
Iteration 5: (EM) log likelihood = -32866.696
Iteration 6: (EM) log likelihood = -32293.174
Iteration 7: (EM) log likelihood = -31829.69
Iteration 8: (EM) log likelihood = -31456.178
Iteration 9: (EM) log likelihood = -31167.53
Iteration 10: (EM) log likelihood = -30940.082
Iteration 11: (EM) log likelihood = -30747.117
Iteration 12: (EM) log likelihood = -30575.35
Iteration 13: (EM) log likelihood = -30413.868
Iteration 14: (EM) log likelihood = -30252.839
Iteration 15: (EM) log likelihood = -30090.92
Iteration 16: (EM) log likelihood = -29941.336
Iteration 17: (EM) log likelihood = -29802.426
Iteration 18: (EM) log likelihood = -29681.373
Iteration 19: (EM) log likelihood = -29576.831
Iteration 20: (EM) log likelihood = -29487.091
Iteration 21: (EM) log likelihood = -29412.213
Iteration 22: (EM) log likelihood = -29349.8
Iteration 23: (EM) log likelihood = -29297.876
Iteration 24: (EM) log likelihood = -29259.704
Iteration 25: (EM) log likelihood = -29225.959
Iteration 26: (EM) log likelihood = -29198.495
Iteration 27: (EM) log likelihood = -29173.659
Iteration 28: (EM) log likelihood = -29150.214
Iteration 29: (EM) log likelihood = -29121.245
Iteration 30: (EM) log likelihood = -29092.177
Iteration 31: (EM) log likelihood = -29064.863
Iteration 32: (EM) log likelihood = -29040.604
Iteration 33: (EM) log likelihood = -29020.247
Iteration 34: (EM) log likelihood = -28999.672
Iteration 35: (EM) log likelihood = -28983.607
Iteration 36: (EM) log likelihood = -28968.69
Iteration 37: (EM) log likelihood = -28953.266
Iteration 38: (EM) log likelihood = -28940.088
Iteration 39: (EM) log likelihood = -28930.959
Iteration 40: (EM) log likelihood = -28923.227
Iteration 41: (EM) log likelihood = -28912.203
Iteration 42: (EM) log likelihood = -28904.885
Iteration 43: (EM) log likelihood = -28897.928
Iteration 44: (EM) log likelihood = -28890.471
Iteration 45: (EM) log likelihood = -28884.006
Iteration 46: (EM) log likelihood = -28878.503
Iteration 47: (EM) log likelihood = -28872.607
Iteration 48: (EM) log likelihood = -28865.284
Iteration 49: (EM) log likelihood = -28860.616
Iteration 50: (EM) log likelihood = -28856.389
Iteration 51: (EM) log likelihood = -28851.999
Iteration 52: (EM) log likelihood = -28846.132
Iteration 53: (EM) log likelihood = -28838.667
Iteration 54: (EM) log likelihood = -28833.963
Iteration 55: (EM) log likelihood = -28828.797
Iteration 56: (EM) log likelihood = -28823.292
Iteration 57: (EM) log likelihood = -28817.549
Iteration 58: (EM) log likelihood = -28806.834
Iteration 59: (EM) log likelihood = -28798.977
Iteration 60: (EM) log likelihood = -28793.84
Iteration 61: (EM) log likelihood = -28788.14
Iteration 62: (EM) log likelihood = -28782.422
Iteration 63: (EM) log likelihood = -28777.918
Iteration 64: (EM) log likelihood = -28773.466
Iteration 65: (EM) log likelihood = -28769.851
Iteration 66: (EM) log likelihood = -28766.324
Iteration 67: (EM) log likelihood = -28763.021
Iteration 68: (EM) log likelihood = -28759.007
Iteration 69: (EM) log likelihood = -28755.912
Iteration 70: (EM) log likelihood = -28752.612
Iteration 71: (EM) log likelihood = -28749.453
Iteration 72: (EM) log likelihood = -28745.507
Iteration 73: (EM) log likelihood = -28742.363
Iteration 74: (EM) log likelihood = -28739.763
Iteration 75: (EM) log likelihood = -28736.812
Iteration 76: (EM) log likelihood = -28733.83
Iteration 77: (EM) log likelihood = -28731.579
Iteration 78: (EM) log likelihood = -28729.508
Iteration 79: (EM) log likelihood = -28727.266
Iteration 80: (EM) log likelihood = -28724.017
Iteration 81: (EM) log likelihood = -28721.486
Iteration 82: (EM) log likelihood = -28715.148
Iteration 83: (EM) log likelihood = -28712.587
Iteration 84: (EM) log likelihood = -28708.819
Iteration 85: (EM) log likelihood = -28706.535
Iteration 86: (EM) log likelihood = -28704.136
Iteration 87: (EM) log likelihood = -28701.733
Iteration 88: (EM) log likelihood = -28699.816
Iteration 89: (EM) log likelihood = -28698.024
Iteration 90: (EM) log likelihood = -28695.043
Iteration 91: (EM) log likelihood = -28693.375
Iteration 92: (EM) log likelihood = -28690.759
Iteration 93: (EM) log likelihood = -28689.127
Iteration 94: (EM) log likelihood = -28687.684
Iteration 95: (EM) log likelihood = -28686.34
Iteration 96: (EM) log likelihood = -28684.799
Iteration 97: (EM) log likelihood = -28682.904
Iteration 98: (EM) log likelihood = -28681.615
Iteration 99: (EM) log likelihood = -28680.308
Iteration 100: (EM) log likelihood = -28678.929
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.4058
Iteration 1: (class) log likelihood = -8322.4058
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29577.835
Iteration 1: (outcome) log likelihood = -29059.277
Iteration 2: (outcome) log likelihood = -28821.931
Iteration 3: (outcome) log likelihood = -28789.577
Iteration 4: (outcome) log likelihood = -28784.649
Iteration 5: (outcome) log likelihood = -28783.658
Iteration 6: (outcome) log likelihood = -28783.443
Iteration 7: (outcome) log likelihood = -28783.394
Iteration 8: (outcome) log likelihood = -28783.386
Iteration 9: (outcome) log likelihood = -28783.385 (not concave)
Iteration 10: (outcome) log likelihood = -28783.385 (not concave)
Iteration 11: (outcome) log likelihood = -28783.385 (not concave)
Iteration 12: (outcome) log likelihood = -28783.385 (not concave)
Iteration 13: (outcome) log likelihood = -28783.385 (not concave)
Iteration 14: (outcome) log likelihood = -28783.385 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37053.61
Iteration 1: (EM) log likelihood = -36851.93
Iteration 2: (EM) log likelihood = -36290.849
Iteration 3: (EM) log likelihood = -35187.942
Iteration 4: (EM) log likelihood = -34033.443
Iteration 5: (EM) log likelihood = -33188.927
Iteration 6: (EM) log likelihood = -32542.631
Iteration 7: (EM) log likelihood = -32023.188
Iteration 8: (EM) log likelihood = -31607.046
Iteration 9: (EM) log likelihood = -31280.416
Iteration 10: (EM) log likelihood = -31027.422
Iteration 11: (EM) log likelihood = -30818.558
Iteration 12: (EM) log likelihood = -30647.772
Iteration 13: (EM) log likelihood = -30494.307
Iteration 14: (EM) log likelihood = -30350.435
Iteration 15: (EM) log likelihood = -30211.536
Iteration 16: (EM) log likelihood = -30075.649
Iteration 17: (EM) log likelihood = -29941.29
Iteration 18: (EM) log likelihood = -29812.385
Iteration 19: (EM) log likelihood = -29694.331
Iteration 20: (EM) log likelihood = -29587.9
Iteration 21: (EM) log likelihood = -29491.911
Iteration 22: (EM) log likelihood = -29411.18
Iteration 23: (EM) log likelihood = -29340.182
Iteration 24: (EM) log likelihood = -29276.577
Iteration 25: (EM) log likelihood = -29218.384
Iteration 26: (EM) log likelihood = -29164.291
Iteration 27: (EM) log likelihood = -29112.578
Iteration 28: (EM) log likelihood = -29063.031
Iteration 29: (EM) log likelihood = -29014.478
Iteration 30: (EM) log likelihood = -28973.806
Iteration 31: (EM) log likelihood = -28934.026
Iteration 32: (EM) log likelihood = -28899.85
Iteration 33: (EM) log likelihood = -28865.083
Iteration 34: (EM) log likelihood = -28828.963
Iteration 35: (EM) log likelihood = -28797.061
Iteration 36: (EM) log likelihood = -28767.357
Iteration 37: (EM) log likelihood = -28738.994
Iteration 38: (EM) log likelihood = -28708.167
Iteration 39: (EM) log likelihood = -28682.108
Iteration 40: (EM) log likelihood = -28658.468
Iteration 41: (EM) log likelihood = -28637.129
Iteration 42: (EM) log likelihood = -28618.961
Iteration 43: (EM) log likelihood = -28602.384
Iteration 44: (EM) log likelihood = -28584.446
Iteration 45: (EM) log likelihood = -28568.902
Iteration 46: (EM) log likelihood = -28552.899
Iteration 47: (EM) log likelihood = -28539.318
Iteration 48: (EM) log likelihood = -28527.053
Iteration 49: (EM) log likelihood = -28515.824
Iteration 50: (EM) log likelihood = -28505.113
Iteration 51: (EM) log likelihood = -28495.986
Iteration 52: (EM) log likelihood = -28488.949
Iteration 53: (EM) log likelihood = -28481.562
Iteration 54: (EM) log likelihood = -28474.296
Iteration 55: (EM) log likelihood = -28467.116
Iteration 56: (EM) log likelihood = -28461.628
Iteration 57: (EM) log likelihood = -28455.433
Iteration 58: (EM) log likelihood = -28449.665
Iteration 59: (EM) log likelihood = -28443.719
Iteration 60: (EM) log likelihood = -28438.197
Iteration 61: (EM) log likelihood = -28432.88
Iteration 62: (EM) log likelihood = -28428.525
Iteration 63: (EM) log likelihood = -28423.58
Iteration 64: (EM) log likelihood = -28418.998
Iteration 65: (EM) log likelihood = -28415.397
Iteration 66: (EM) log likelihood = -28410.894
Iteration 67: (EM) log likelihood = -28407.248
Iteration 68: (EM) log likelihood = -28403.923
Iteration 69: (EM) log likelihood = -28401.391
Iteration 70: (EM) log likelihood = -28392.674
Iteration 71: (EM) log likelihood = -28390.432
Iteration 72: (EM) log likelihood = -28388.392
Iteration 73: (EM) log likelihood = -28386.623
Iteration 74: (EM) log likelihood = -28384.666
Iteration 75: (EM) log likelihood = -28382.899
Iteration 76: (EM) log likelihood = -28380.932
Iteration 77: (EM) log likelihood = -28375.553
Iteration 78: (EM) log likelihood = -28373.817
Iteration 79: (EM) log likelihood = -28370.387
Iteration 80: (EM) log likelihood = -28367.866
Iteration 81: (EM) log likelihood = -28365.915
Iteration 82: (EM) log likelihood = -28364.08
Iteration 83: (EM) log likelihood = -28362.688
Iteration 84: (EM) log likelihood = -28360.852
Iteration 85: (EM) log likelihood = -28358.325
Iteration 86: (EM) log likelihood = -28355.871
Iteration 87: (EM) log likelihood = -28353.875
Iteration 88: (EM) log likelihood = -28351.454
Iteration 89: (EM) log likelihood = -28347.448
Iteration 90: (EM) log likelihood = -28345.693
Iteration 91: (EM) log likelihood = -28340.222
Iteration 92: (EM) log likelihood = -28338.126
Iteration 93: (EM) log likelihood = -28336.738
Iteration 94: (EM) log likelihood = -28335.061
Iteration 95: (EM) log likelihood = -28333.789
Iteration 96: (EM) log likelihood = -28332.466
Iteration 97: (EM) log likelihood = -28331.161
Iteration 98: (EM) log likelihood = -28329.864
Iteration 99: (EM) log likelihood = -28328.563
Iteration 100: (EM) log likelihood = -28327.284
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.9601
Iteration 1: (class) log likelihood = -8320.9601
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29837.45
Iteration 1: (outcome) log likelihood = -29125.539
Iteration 2: (outcome) log likelihood = -28833.547
Iteration 3: (outcome) log likelihood = -28795.203
Iteration 4: (outcome) log likelihood = -28787.109
Iteration 5: (outcome) log likelihood = -28785.605
Iteration 6: (outcome) log likelihood = -28785.242
Iteration 7: (outcome) log likelihood = -28785.162
Iteration 8: (outcome) log likelihood = -28785.144
Iteration 9: (outcome) log likelihood = -28785.141
Iteration 10: (outcome) log likelihood = -28785.141 (not concave)
Iteration 11: (outcome) log likelihood = -28785.141 (not concave)
Iteration 12: (outcome) log likelihood = -28785.141 (not concave)
Iteration 13: (outcome) log likelihood = -28785.141 (not concave)
Iteration 14: (outcome) log likelihood = -28785.141 (not concave)
Iteration 15: (outcome) log likelihood = -28785.141 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37011.75
Iteration 1: (EM) log likelihood = -36734.837
Iteration 2: (EM) log likelihood = -36041.125
Iteration 3: (EM) log likelihood = -34867.723
Iteration 4: (EM) log likelihood = -33640.863
Iteration 5: (EM) log likelihood = -32693.394
Iteration 6: (EM) log likelihood = -32041.047
Iteration 7: (EM) log likelihood = -31571.618
Iteration 8: (EM) log likelihood = -31193.173
Iteration 9: (EM) log likelihood = -30886.735
Iteration 10: (EM) log likelihood = -30616.277
Iteration 11: (EM) log likelihood = -30377.528
Iteration 12: (EM) log likelihood = -30172.262
Iteration 13: (EM) log likelihood = -30005.038
Iteration 14: (EM) log likelihood = -29881.039
Iteration 15: (EM) log likelihood = -29789.783
Iteration 16: (EM) log likelihood = -29720.404
Iteration 17: (EM) log likelihood = -29663.278
Iteration 18: (EM) log likelihood = -29618.29
Iteration 19: (EM) log likelihood = -29579.165
Iteration 20: (EM) log likelihood = -29542.704
Iteration 21: (EM) log likelihood = -29508.392
Iteration 22: (EM) log likelihood = -29475.077
Iteration 23: (EM) log likelihood = -29442.954
Iteration 24: (EM) log likelihood = -29413.259
Iteration 25: (EM) log likelihood = -29384.503
Iteration 26: (EM) log likelihood = -29354.935
Iteration 27: (EM) log likelihood = -29325.91
Iteration 28: (EM) log likelihood = -29298.249
Iteration 29: (EM) log likelihood = -29268.841
Iteration 30: (EM) log likelihood = -29242.049
Iteration 31: (EM) log likelihood = -29216.576
Iteration 32: (EM) log likelihood = -29188.503
Iteration 33: (EM) log likelihood = -29165.76
Iteration 34: (EM) log likelihood = -29143.125
Iteration 35: (EM) log likelihood = -29120.345
Iteration 36: (EM) log likelihood = -29098.375
Iteration 37: (EM) log likelihood = -29076.704
Iteration 38: (EM) log likelihood = -29055.968
Iteration 39: (EM) log likelihood = -29034.575
Iteration 40: (EM) log likelihood = -29015.636
Iteration 41: (EM) log likelihood = -28995.357
Iteration 42: (EM) log likelihood = -28974.072
Iteration 43: (EM) log likelihood = -28956.263
Iteration 44: (EM) log likelihood = -28938.941
Iteration 45: (EM) log likelihood = -28921.324
Iteration 46: (EM) log likelihood = -28903.316
Iteration 47: (EM) log likelihood = -28882.956
Iteration 48: (EM) log likelihood = -28866.274
Iteration 49: (EM) log likelihood = -28852.875
Iteration 50: (EM) log likelihood = -28838.957
Iteration 51: (EM) log likelihood = -28821.622
Iteration 52: (EM) log likelihood = -28809.002
Iteration 53: (EM) log likelihood = -28796.54
Iteration 54: (EM) log likelihood = -28786.005
Iteration 55: (EM) log likelihood = -28775.537
Iteration 56: (EM) log likelihood = -28765.193
Iteration 57: (EM) log likelihood = -28752.962
Iteration 58: (EM) log likelihood = -28741.95
Iteration 59: (EM) log likelihood = -28729.455
Iteration 60: (EM) log likelihood = -28716.024
Iteration 61: (EM) log likelihood = -28705.584
Iteration 62: (EM) log likelihood = -28692.239
Iteration 63: (EM) log likelihood = -28680.942
Iteration 64: (EM) log likelihood = -28670.046
Iteration 65: (EM) log likelihood = -28660.16
Iteration 66: (EM) log likelihood = -28649.454
Iteration 67: (EM) log likelihood = -28639.246
Iteration 68: (EM) log likelihood = -28629.119
Iteration 69: (EM) log likelihood = -28618.456
Iteration 70: (EM) log likelihood = -28607.942
Iteration 71: (EM) log likelihood = -28597.584
Iteration 72: (EM) log likelihood = -28585.593
Iteration 73: (EM) log likelihood = -28576.878
Iteration 74: (EM) log likelihood = -28568.569
Iteration 75: (EM) log likelihood = -28559.197
Iteration 76: (EM) log likelihood = -28549.23
Iteration 77: (EM) log likelihood = -28538.501
Iteration 78: (EM) log likelihood = -28529.021
Iteration 79: (EM) log likelihood = -28519.752
Iteration 80: (EM) log likelihood = -28511.235
Iteration 81: (EM) log likelihood = -28500.036
Iteration 82: (EM) log likelihood = -28491.47
Iteration 83: (EM) log likelihood = -28483.391
Iteration 84: (EM) log likelihood = -28475.876
Iteration 85: (EM) log likelihood = -28467.658
Iteration 86: (EM) log likelihood = -28459.832
Iteration 87: (EM) log likelihood = -28454.759
Iteration 88: (EM) log likelihood = -28448.339
Iteration 89: (EM) log likelihood = -28443.931
Iteration 90: (EM) log likelihood = -28436.953
Iteration 91: (EM) log likelihood = -28429.897
Iteration 92: (EM) log likelihood = -28424.939
Iteration 93: (EM) log likelihood = -28420.572
Iteration 94: (EM) log likelihood = -28417.082
Iteration 95: (EM) log likelihood = -28414.065
Iteration 96: (EM) log likelihood = -28410.662
Iteration 97: (EM) log likelihood = -28407.681
Iteration 98: (EM) log likelihood = -28404.328
Iteration 99: (EM) log likelihood = -28401.941
Iteration 100: (EM) log likelihood = -28400.241
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.2059
Iteration 1: (class) log likelihood = -8320.2059
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30142.4
Iteration 1: (outcome) log likelihood = -29131.803
Iteration 2: (outcome) log likelihood = -28860.954
Iteration 3: (outcome) log likelihood = -28811.757
Iteration 4: (outcome) log likelihood = -28802.477
Iteration 5: (outcome) log likelihood = -28800.757
Iteration 6: (outcome) log likelihood = -28800.411
Iteration 7: (outcome) log likelihood = -28800.334
Iteration 8: (outcome) log likelihood = -28800.317
Iteration 9: (outcome) log likelihood = -28800.313
Iteration 10: (outcome) log likelihood = -28800.312 (not concave)
Iteration 11: (outcome) log likelihood = -28800.312 (not concave)
Iteration 12: (outcome) log likelihood = -28800.312 (not concave)
Iteration 13: (outcome) log likelihood = -28800.312 (not concave)
Iteration 14: (outcome) log likelihood = -28800.312 (not concave)
Iteration 15: (outcome) log likelihood = -28800.312 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37067.431
Iteration 1: (EM) log likelihood = -36912.065
Iteration 2: (EM) log likelihood = -36546.364
Iteration 3: (EM) log likelihood = -35756.961
Iteration 4: (EM) log likelihood = -34507.081
Iteration 5: (EM) log likelihood = -33330.429
Iteration 6: (EM) log likelihood = -32469.35
Iteration 7: (EM) log likelihood = -31877.924
Iteration 8: (EM) log likelihood = -31466.178
Iteration 9: (EM) log likelihood = -31150.697
Iteration 10: (EM) log likelihood = -30871.366
Iteration 11: (EM) log likelihood = -30614.268
Iteration 12: (EM) log likelihood = -30393.469
Iteration 13: (EM) log likelihood = -30217.542
Iteration 14: (EM) log likelihood = -30075.995
Iteration 15: (EM) log likelihood = -29962.462
Iteration 16: (EM) log likelihood = -29865.991
Iteration 17: (EM) log likelihood = -29781.668
Iteration 18: (EM) log likelihood = -29710.542
Iteration 19: (EM) log likelihood = -29651.849
Iteration 20: (EM) log likelihood = -29598.562
Iteration 21: (EM) log likelihood = -29552.403
Iteration 22: (EM) log likelihood = -29509.543
Iteration 23: (EM) log likelihood = -29469.935
Iteration 24: (EM) log likelihood = -29428.675
Iteration 25: (EM) log likelihood = -29396.271
Iteration 26: (EM) log likelihood = -29366.44
Iteration 27: (EM) log likelihood = -29339.691
Iteration 28: (EM) log likelihood = -29314.651
Iteration 29: (EM) log likelihood = -29290.163
Iteration 30: (EM) log likelihood = -29264.945
Iteration 31: (EM) log likelihood = -29245.596
Iteration 32: (EM) log likelihood = -29229.435
Iteration 33: (EM) log likelihood = -29213.823
Iteration 34: (EM) log likelihood = -29200.733
Iteration 35: (EM) log likelihood = -29187.051
Iteration 36: (EM) log likelihood = -29175.11
Iteration 37: (EM) log likelihood = -29162.304
Iteration 38: (EM) log likelihood = -29149.788
Iteration 39: (EM) log likelihood = -29138.462
Iteration 40: (EM) log likelihood = -29128.124
Iteration 41: (EM) log likelihood = -29119.437
Iteration 42: (EM) log likelihood = -29111.099
Iteration 43: (EM) log likelihood = -29103.038
Iteration 44: (EM) log likelihood = -29094.573
Iteration 45: (EM) log likelihood = -29086.433
Iteration 46: (EM) log likelihood = -29077.776
Iteration 47: (EM) log likelihood = -29069.292
Iteration 48: (EM) log likelihood = -29061.221
Iteration 49: (EM) log likelihood = -29053.391
Iteration 50: (EM) log likelihood = -29045.606
Iteration 51: (EM) log likelihood = -29038.053
Iteration 52: (EM) log likelihood = -29030.921
Iteration 53: (EM) log likelihood = -29023.231
Iteration 54: (EM) log likelihood = -29015.796
Iteration 55: (EM) log likelihood = -29008.44
Iteration 56: (EM) log likelihood = -29001.564
Iteration 57: (EM) log likelihood = -28994.312
Iteration 58: (EM) log likelihood = -28987.251
Iteration 59: (EM) log likelihood = -28980.764
Iteration 60: (EM) log likelihood = -28974.354
Iteration 61: (EM) log likelihood = -28968.236
Iteration 62: (EM) log likelihood = -28962.445
Iteration 63: (EM) log likelihood = -28957.012
Iteration 64: (EM) log likelihood = -28951.712
Iteration 65: (EM) log likelihood = -28946.49
Iteration 66: (EM) log likelihood = -28941.215
Iteration 67: (EM) log likelihood = -28935.594
Iteration 68: (EM) log likelihood = -28930.231
Iteration 69: (EM) log likelihood = -28924.979
Iteration 70: (EM) log likelihood = -28919.966
Iteration 71: (EM) log likelihood = -28915.366
Iteration 72: (EM) log likelihood = -28910.964
Iteration 73: (EM) log likelihood = -28906.767
Iteration 74: (EM) log likelihood = -28902.681
Iteration 75: (EM) log likelihood = -28898.801
Iteration 76: (EM) log likelihood = -28894.818
Iteration 77: (EM) log likelihood = -28890.97
Iteration 78: (EM) log likelihood = -28887.201
Iteration 79: (EM) log likelihood = -28883.507
Iteration 80: (EM) log likelihood = -28879.818
Iteration 81: (EM) log likelihood = -28875.89
Iteration 82: (EM) log likelihood = -28871.868
Iteration 83: (EM) log likelihood = -28867.992
Iteration 84: (EM) log likelihood = -28863.922
Iteration 85: (EM) log likelihood = -28859.986
Iteration 86: (EM) log likelihood = -28856.519
Iteration 87: (EM) log likelihood = -28853.254
Iteration 88: (EM) log likelihood = -28849.988
Iteration 89: (EM) log likelihood = -28847.006
Iteration 90: (EM) log likelihood = -28843.93
Iteration 91: (EM) log likelihood = -28840.803
Iteration 92: (EM) log likelihood = -28838.101
Iteration 93: (EM) log likelihood = -28835.134
Iteration 94: (EM) log likelihood = -28832.335
Iteration 95: (EM) log likelihood = -28830.07
Iteration 96: (EM) log likelihood = -28827.601
Iteration 97: (EM) log likelihood = -28824.889
Iteration 98: (EM) log likelihood = -28822.105
Iteration 99: (EM) log likelihood = -28819.939
Iteration 100: (EM) log likelihood = -28817.964
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8324.2247
Iteration 1: (class) log likelihood = -8324.2247
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30271.291
Iteration 1: (outcome) log likelihood = -29153.471
Iteration 2: (outcome) log likelihood = -28849.454
Iteration 3: (outcome) log likelihood = -28792.33
Iteration 4: (outcome) log likelihood = -28781.861
Iteration 5: (outcome) log likelihood = -28779.45
Iteration 6: (outcome) log likelihood = -28778.924
Iteration 7: (outcome) log likelihood = -28778.805
Iteration 8: (outcome) log likelihood = -28778.785
Iteration 9: (outcome) log likelihood = -28778.783 (not concave)
Iteration 10: (outcome) log likelihood = -28778.783 (not concave)
Iteration 11: (outcome) log likelihood = -28778.783 (not concave)
Iteration 12: (outcome) log likelihood = -28778.783 (not concave)
Iteration 13: (outcome) log likelihood = -28778.783 (not concave)
Iteration 14: (outcome) log likelihood = -28778.783 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37025.541
Iteration 1: (EM) log likelihood = -36756.965
Iteration 2: (EM) log likelihood = -35980.972
Iteration 3: (EM) log likelihood = -34732.065
Iteration 4: (EM) log likelihood = -33671.701
Iteration 5: (EM) log likelihood = -32889.205
Iteration 6: (EM) log likelihood = -32282.868
Iteration 7: (EM) log likelihood = -31809.896
Iteration 8: (EM) log likelihood = -31432.477
Iteration 9: (EM) log likelihood = -31117.747
Iteration 10: (EM) log likelihood = -30852.619
Iteration 11: (EM) log likelihood = -30625.241
Iteration 12: (EM) log likelihood = -30423.839
Iteration 13: (EM) log likelihood = -30248.07
Iteration 14: (EM) log likelihood = -30084.562
Iteration 15: (EM) log likelihood = -29932.474
Iteration 16: (EM) log likelihood = -29793.072
Iteration 17: (EM) log likelihood = -29664.762
Iteration 18: (EM) log likelihood = -29548.157
Iteration 19: (EM) log likelihood = -29440.946
Iteration 20: (EM) log likelihood = -29344.79
Iteration 21: (EM) log likelihood = -29258.352
Iteration 22: (EM) log likelihood = -29177.395
Iteration 23: (EM) log likelihood = -29109.484
Iteration 24: (EM) log likelihood = -29055.035
Iteration 25: (EM) log likelihood = -29009.123
Iteration 26: (EM) log likelihood = -28973.519
Iteration 27: (EM) log likelihood = -28943.598
Iteration 28: (EM) log likelihood = -28919.214
Iteration 29: (EM) log likelihood = -28897.695
Iteration 30: (EM) log likelihood = -28878.975
Iteration 31: (EM) log likelihood = -28861.678
Iteration 32: (EM) log likelihood = -28842.14
Iteration 33: (EM) log likelihood = -28821.447
Iteration 34: (EM) log likelihood = -28802.681
Iteration 35: (EM) log likelihood = -28786.505
Iteration 36: (EM) log likelihood = -28771.783
Iteration 37: (EM) log likelihood = -28757.336
Iteration 38: (EM) log likelihood = -28744.817
Iteration 39: (EM) log likelihood = -28733.518
Iteration 40: (EM) log likelihood = -28723.128
Iteration 41: (EM) log likelihood = -28710.42
Iteration 42: (EM) log likelihood = -28698.25
Iteration 43: (EM) log likelihood = -28689.245
Iteration 44: (EM) log likelihood = -28680.346
Iteration 45: (EM) log likelihood = -28670.114
Iteration 46: (EM) log likelihood = -28660.079
Iteration 47: (EM) log likelihood = -28652.755
Iteration 48: (EM) log likelihood = -28645.392
Iteration 49: (EM) log likelihood = -28638.143
Iteration 50: (EM) log likelihood = -28631.227
Iteration 51: (EM) log likelihood = -28625.226
Iteration 52: (EM) log likelihood = -28618.484
Iteration 53: (EM) log likelihood = -28613.803
Iteration 54: (EM) log likelihood = -28606.749
Iteration 55: (EM) log likelihood = -28602.599
Iteration 56: (EM) log likelihood = -28598.284
Iteration 57: (EM) log likelihood = -28594.726
Iteration 58: (EM) log likelihood = -28591.39
Iteration 59: (EM) log likelihood = -28587.914
Iteration 60: (EM) log likelihood = -28585.534
Iteration 61: (EM) log likelihood = -28582.94
Iteration 62: (EM) log likelihood = -28580.65
Iteration 63: (EM) log likelihood = -28576.193
Iteration 64: (EM) log likelihood = -28573.844
Iteration 65: (EM) log likelihood = -28571.311
Iteration 66: (EM) log likelihood = -28566.931
Iteration 67: (EM) log likelihood = -28564.661
Iteration 68: (EM) log likelihood = -28563.168
Iteration 69: (EM) log likelihood = -28561.749
Iteration 70: (EM) log likelihood = -28558.064
Iteration 71: (EM) log likelihood = -28556.925
Iteration 72: (EM) log likelihood = -28552.129
Iteration 73: (EM) log likelihood = -28549.198
Iteration 74: (EM) log likelihood = -28547.561
Iteration 75: (EM) log likelihood = -28547.449
Iteration 76: (EM) log likelihood = -28547.272
Iteration 77: (EM) log likelihood = -28545.95
Iteration 78: (EM) log likelihood = -28544.54
Iteration 79: (EM) log likelihood = -28543.75
Iteration 80: (EM) log likelihood = -28542.161
Iteration 81: (EM) log likelihood = -28542.043
Iteration 82: (EM) log likelihood = -28541.544
Iteration 83: (EM) log likelihood = -28541.591
Iteration 84: (EM) log likelihood = -28541.505
Iteration 85: (EM) log likelihood = -28541.074
Iteration 86: (EM) log likelihood = -28539.26
Iteration 87: (EM) log likelihood = -28538.683
Iteration 88: (EM) log likelihood = -28536.175
Iteration 89: (EM) log likelihood = -28535.022
Iteration 90: (EM) log likelihood = -28534.341
Iteration 91: (EM) log likelihood = -28532.552
Iteration 92: (EM) log likelihood = -28528.384
Iteration 93: (EM) log likelihood = -28527.345
Iteration 94: (EM) log likelihood = -28526.501
Iteration 95: (EM) log likelihood = -28525.775
Iteration 96: (EM) log likelihood = -28524.865
Iteration 97: (EM) log likelihood = -28523.874
Iteration 98: (EM) log likelihood = -28522.814
Iteration 99: (EM) log likelihood = -28519.349
Iteration 100: (EM) log likelihood = -28515.347
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.6961
Iteration 1: (class) log likelihood = -8321.6961
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29865.193
Iteration 1: (outcome) log likelihood = -29084.514
Iteration 2: (outcome) log likelihood = -28822.351
Iteration 3: (outcome) log likelihood = -28782.238
Iteration 4: (outcome) log likelihood = -28775.053
Iteration 5: (outcome) log likelihood = -28773.443
Iteration 6: (outcome) log likelihood = -28773.125
Iteration 7: (outcome) log likelihood = -28773.057
Iteration 8: (outcome) log likelihood = -28773.041
Iteration 9: (outcome) log likelihood = -28773.037
Iteration 10: (outcome) log likelihood = -28773.036 (not concave)
Iteration 11: (outcome) log likelihood = -28773.036 (not concave)
Iteration 12: (outcome) log likelihood = -28773.036 (not concave)
Iteration 13: (outcome) log likelihood = -28773.036 (not concave)
Iteration 14: (outcome) log likelihood = -28773.036 (not concave)
Iteration 15: (outcome) log likelihood = -28773.036 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36952.134
Iteration 1: (EM) log likelihood = -36472.828
Iteration 2: (EM) log likelihood = -35338.623
Iteration 3: (EM) log likelihood = -34019.867
Iteration 4: (EM) log likelihood = -33080.513
Iteration 5: (EM) log likelihood = -32424.8
Iteration 6: (EM) log likelihood = -31898.24
Iteration 7: (EM) log likelihood = -31438.188
Iteration 8: (EM) log likelihood = -31065.189
Iteration 9: (EM) log likelihood = -30782.368
Iteration 10: (EM) log likelihood = -30570.191
Iteration 11: (EM) log likelihood = -30404.201
Iteration 12: (EM) log likelihood = -30267.427
Iteration 13: (EM) log likelihood = -30148.655
Iteration 14: (EM) log likelihood = -30039.503
Iteration 15: (EM) log likelihood = -29937.532
Iteration 16: (EM) log likelihood = -29839.574
Iteration 17: (EM) log likelihood = -29737.362
Iteration 18: (EM) log likelihood = -29658.131
Iteration 19: (EM) log likelihood = -29586.794
Iteration 20: (EM) log likelihood = -29527.169
Iteration 21: (EM) log likelihood = -29476.728
Iteration 22: (EM) log likelihood = -29431.808
Iteration 23: (EM) log likelihood = -29394.088
Iteration 24: (EM) log likelihood = -29357.428
Iteration 25: (EM) log likelihood = -29325.146
Iteration 26: (EM) log likelihood = -29296.09
Iteration 27: (EM) log likelihood = -29263.346
Iteration 28: (EM) log likelihood = -29232.586
Iteration 29: (EM) log likelihood = -29201.924
Iteration 30: (EM) log likelihood = -29171.522
Iteration 31: (EM) log likelihood = -29145.957
Iteration 32: (EM) log likelihood = -29119.947
Iteration 33: (EM) log likelihood = -29097.859
Iteration 34: (EM) log likelihood = -29077.289
Iteration 35: (EM) log likelihood = -29060.969
Iteration 36: (EM) log likelihood = -29042.984
Iteration 37: (EM) log likelihood = -29031.272
Iteration 38: (EM) log likelihood = -29020.482
Iteration 39: (EM) log likelihood = -29007.574
Iteration 40: (EM) log likelihood = -28998.638
Iteration 41: (EM) log likelihood = -28990.952
Iteration 42: (EM) log likelihood = -28985.251
Iteration 43: (EM) log likelihood = -28977.655
Iteration 44: (EM) log likelihood = -28970.457
Iteration 45: (EM) log likelihood = -28964.95
Iteration 46: (EM) log likelihood = -28958.947
Iteration 47: (EM) log likelihood = -28953.924
Iteration 48: (EM) log likelihood = -28947.578
Iteration 49: (EM) log likelihood = -28943.828
Iteration 50: (EM) log likelihood = -28939.71
Iteration 51: (EM) log likelihood = -28935.01
Iteration 52: (EM) log likelihood = -28927.718
Iteration 53: (EM) log likelihood = -28923.192
Iteration 54: (EM) log likelihood = -28915.743
Iteration 55: (EM) log likelihood = -28911.375
Iteration 56: (EM) log likelihood = -28905.133
Iteration 57: (EM) log likelihood = -28900.854
Iteration 58: (EM) log likelihood = -28894.11
Iteration 59: (EM) log likelihood = -28886.38
Iteration 60: (EM) log likelihood = -28882.722
Iteration 61: (EM) log likelihood = -28879.133
Iteration 62: (EM) log likelihood = -28872.087
Iteration 63: (EM) log likelihood = -28868.287
Iteration 64: (EM) log likelihood = -28861.786
Iteration 65: (EM) log likelihood = -28857.36
Iteration 66: (EM) log likelihood = -28854.36
Iteration 67: (EM) log likelihood = -28851.008
Iteration 68: (EM) log likelihood = -28845.733
Iteration 69: (EM) log likelihood = -28841.326
Iteration 70: (EM) log likelihood = -28834.263
Iteration 71: (EM) log likelihood = -28827.936
Iteration 72: (EM) log likelihood = -28824.528
Iteration 73: (EM) log likelihood = -28821.505
Iteration 74: (EM) log likelihood = -28815.689
Iteration 75: (EM) log likelihood = -28812.203
Iteration 76: (EM) log likelihood = -28807.439
Iteration 77: (EM) log likelihood = -28801.826
Iteration 78: (EM) log likelihood = -28798.424
Iteration 79: (EM) log likelihood = -28795.318
Iteration 80: (EM) log likelihood = -28789.878
Iteration 81: (EM) log likelihood = -28787.62
Iteration 82: (EM) log likelihood = -28784.326
Iteration 83: (EM) log likelihood = -28779.94
Iteration 84: (EM) log likelihood = -28772.77
Iteration 85: (EM) log likelihood = -28765.143
Iteration 86: (EM) log likelihood = -28758.635
Iteration 87: (EM) log likelihood = -28748.866
Iteration 88: (EM) log likelihood = -28742.7
Iteration 89: (EM) log likelihood = -28737.358
Iteration 90: (EM) log likelihood = -28730.825
Iteration 91: (EM) log likelihood = -28723.617
Iteration 92: (EM) log likelihood = -28717.476
Iteration 93: (EM) log likelihood = -28711.302
Iteration 94: (EM) log likelihood = -28705.417
Iteration 95: (EM) log likelihood = -28698.178
Iteration 96: (EM) log likelihood = -28693.368
Iteration 97: (EM) log likelihood = -28688.326
Iteration 98: (EM) log likelihood = -28682.955
Iteration 99: (EM) log likelihood = -28676.31
Iteration 100: (EM) log likelihood = -28670.226
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.9721
Iteration 1: (class) log likelihood = -8321.9721
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30908.914
Iteration 1: (outcome) log likelihood = -29235.818
Iteration 2: (outcome) log likelihood = -28855.186
Iteration 3: (outcome) log likelihood = -28779.52
Iteration 4: (outcome) log likelihood = -28766.575
Iteration 5: (outcome) log likelihood = -28763.668
Iteration 6: (outcome) log likelihood = -28763.12
Iteration 7: (outcome) log likelihood = -28762.996
Iteration 8: (outcome) log likelihood = -28762.967
Iteration 9: (outcome) log likelihood = -28762.961
Iteration 10: (outcome) log likelihood = -28762.959 (not concave)
Iteration 11: (outcome) log likelihood = -28762.959 (not concave)
Iteration 12: (outcome) log likelihood = -28762.959 (not concave)
Iteration 13: (outcome) log likelihood = -28762.959 (not concave)
Iteration 14: (outcome) log likelihood = -28762.959 (not concave)
Iteration 15: (outcome) log likelihood = -28762.959 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36999.039
Iteration 1: (EM) log likelihood = -36705.647
Iteration 2: (EM) log likelihood = -36048.529
Iteration 3: (EM) log likelihood = -34882.416
Iteration 4: (EM) log likelihood = -33768.138
Iteration 5: (EM) log likelihood = -32996.365
Iteration 6: (EM) log likelihood = -32416.592
Iteration 7: (EM) log likelihood = -31934.882
Iteration 8: (EM) log likelihood = -31515.341
Iteration 9: (EM) log likelihood = -31148.969
Iteration 10: (EM) log likelihood = -30846.637
Iteration 11: (EM) log likelihood = -30606.627
Iteration 12: (EM) log likelihood = -30412.901
Iteration 13: (EM) log likelihood = -30255.536
Iteration 14: (EM) log likelihood = -30117.477
Iteration 15: (EM) log likelihood = -29993.953
Iteration 16: (EM) log likelihood = -29879.746
Iteration 17: (EM) log likelihood = -29772.931
Iteration 18: (EM) log likelihood = -29668.352
Iteration 19: (EM) log likelihood = -29580.102
Iteration 20: (EM) log likelihood = -29499.571
Iteration 21: (EM) log likelihood = -29425.762
Iteration 22: (EM) log likelihood = -29357.939
Iteration 23: (EM) log likelihood = -29295.428
Iteration 24: (EM) log likelihood = -29233.241
Iteration 25: (EM) log likelihood = -29180.695
Iteration 26: (EM) log likelihood = -29130.416
Iteration 27: (EM) log likelihood = -29079.201
Iteration 28: (EM) log likelihood = -29039.553
Iteration 29: (EM) log likelihood = -29002.853
Iteration 30: (EM) log likelihood = -28971.361
Iteration 31: (EM) log likelihood = -28943.369
Iteration 32: (EM) log likelihood = -28916.72
Iteration 33: (EM) log likelihood = -28894.99
Iteration 34: (EM) log likelihood = -28874.668
Iteration 35: (EM) log likelihood = -28852.391
Iteration 36: (EM) log likelihood = -28833.749
Iteration 37: (EM) log likelihood = -28815.069
Iteration 38: (EM) log likelihood = -28800.242
Iteration 39: (EM) log likelihood = -28785.126
Iteration 40: (EM) log likelihood = -28767.292
Iteration 41: (EM) log likelihood = -28753.309
Iteration 42: (EM) log likelihood = -28739.208
Iteration 43: (EM) log likelihood = -28728.081
Iteration 44: (EM) log likelihood = -28717.863
Iteration 45: (EM) log likelihood = -28707.493
Iteration 46: (EM) log likelihood = -28697.648
Iteration 47: (EM) log likelihood = -28685.439
Iteration 48: (EM) log likelihood = -28674.75
Iteration 49: (EM) log likelihood = -28662.817
Iteration 50: (EM) log likelihood = -28651.818
Iteration 51: (EM) log likelihood = -28641.334
Iteration 52: (EM) log likelihood = -28630.928
Iteration 53: (EM) log likelihood = -28618.983
Iteration 54: (EM) log likelihood = -28609.365
Iteration 55: (EM) log likelihood = -28600.361
Iteration 56: (EM) log likelihood = -28591.28
Iteration 57: (EM) log likelihood = -28580.616
Iteration 58: (EM) log likelihood = -28572.725
Iteration 59: (EM) log likelihood = -28566.141
Iteration 60: (EM) log likelihood = -28559.119
Iteration 61: (EM) log likelihood = -28553.595
Iteration 62: (EM) log likelihood = -28547.167
Iteration 63: (EM) log likelihood = -28541.423
Iteration 64: (EM) log likelihood = -28533.997
Iteration 65: (EM) log likelihood = -28525.255
Iteration 66: (EM) log likelihood = -28515.661
Iteration 67: (EM) log likelihood = -28503.246
Iteration 68: (EM) log likelihood = -28488.662
Iteration 69: (EM) log likelihood = -28475.389
Iteration 70: (EM) log likelihood = -28463.683
Iteration 71: (EM) log likelihood = -28453.22
Iteration 72: (EM) log likelihood = -28443.599
Iteration 73: (EM) log likelihood = -28436.356
Iteration 74: (EM) log likelihood = -28430.261
Iteration 75: (EM) log likelihood = -28424.452
Iteration 76: (EM) log likelihood = -28419.007
Iteration 77: (EM) log likelihood = -28414.161
Iteration 78: (EM) log likelihood = -28409.68
Iteration 79: (EM) log likelihood = -28405.142
Iteration 80: (EM) log likelihood = -28400.287
Iteration 81: (EM) log likelihood = -28396.293
Iteration 82: (EM) log likelihood = -28392.33
Iteration 83: (EM) log likelihood = -28388.5
Iteration 84: (EM) log likelihood = -28385.055
Iteration 85: (EM) log likelihood = -28381.522
Iteration 86: (EM) log likelihood = -28378.348
Iteration 87: (EM) log likelihood = -28374.788
Iteration 88: (EM) log likelihood = -28367.931
Iteration 89: (EM) log likelihood = -28364.364
Iteration 90: (EM) log likelihood = -28361.16
Iteration 91: (EM) log likelihood = -28358.061
Iteration 92: (EM) log likelihood = -28355.089
Iteration 93: (EM) log likelihood = -28352.385
Iteration 94: (EM) log likelihood = -28349.755
Iteration 95: (EM) log likelihood = -28347.506
Iteration 96: (EM) log likelihood = -28345.228
Iteration 97: (EM) log likelihood = -28342.843
Iteration 98: (EM) log likelihood = -28340.386
Iteration 99: (EM) log likelihood = -28338.357
Iteration 100: (EM) log likelihood = -28336.477
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.6551
Iteration 1: (class) log likelihood = -8320.6551
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30636.962
Iteration 1: (outcome) log likelihood = -29165.039
Iteration 2: (outcome) log likelihood = -28837.239
Iteration 3: (outcome) log likelihood = -28776.324
Iteration 4: (outcome) log likelihood = -28764.513
Iteration 5: (outcome) log likelihood = -28761.644
Iteration 6: (outcome) log likelihood = -28761.055
Iteration 7: (outcome) log likelihood = -28760.928
Iteration 8: (outcome) log likelihood = -28760.9
Iteration 9: (outcome) log likelihood = -28760.893
Iteration 10: (outcome) log likelihood = -28760.891 (not concave)
Iteration 11: (outcome) log likelihood = -28760.891 (not concave)
Iteration 12: (outcome) log likelihood = -28760.891 (not concave)
Iteration 13: (outcome) log likelihood = -28760.891 (not concave)
Iteration 14: (outcome) log likelihood = -28760.891 (not concave)
Iteration 15: (outcome) log likelihood = -28760.891 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37007.121
Iteration 1: (EM) log likelihood = -36756.656
Iteration 2: (EM) log likelihood = -36044.912
Iteration 3: (EM) log likelihood = -34738.935
Iteration 4: (EM) log likelihood = -33530.824
Iteration 5: (EM) log likelihood = -32741.335
Iteration 6: (EM) log likelihood = -32222.913
Iteration 7: (EM) log likelihood = -31851.4
Iteration 8: (EM) log likelihood = -31550.086
Iteration 9: (EM) log likelihood = -31291.223
Iteration 10: (EM) log likelihood = -31060.965
Iteration 11: (EM) log likelihood = -30861.335
Iteration 12: (EM) log likelihood = -30677.997
Iteration 13: (EM) log likelihood = -30510.321
Iteration 14: (EM) log likelihood = -30355.986
Iteration 15: (EM) log likelihood = -30215.346
Iteration 16: (EM) log likelihood = -30081.696
Iteration 17: (EM) log likelihood = -29969.125
Iteration 18: (EM) log likelihood = -29868.495
Iteration 19: (EM) log likelihood = -29778.365
Iteration 20: (EM) log likelihood = -29699.777
Iteration 21: (EM) log likelihood = -29625.842
Iteration 22: (EM) log likelihood = -29551.273
Iteration 23: (EM) log likelihood = -29484.661
Iteration 24: (EM) log likelihood = -29413.818
Iteration 25: (EM) log likelihood = -29338.698
Iteration 26: (EM) log likelihood = -29262.379
Iteration 27: (EM) log likelihood = -29190.86
Iteration 28: (EM) log likelihood = -29123.283
Iteration 29: (EM) log likelihood = -29071.484
Iteration 30: (EM) log likelihood = -29026.28
Iteration 31: (EM) log likelihood = -28984.934
Iteration 32: (EM) log likelihood = -28946.875
Iteration 33: (EM) log likelihood = -28911.786
Iteration 34: (EM) log likelihood = -28878.338
Iteration 35: (EM) log likelihood = -28850.222
Iteration 36: (EM) log likelihood = -28823.412
Iteration 37: (EM) log likelihood = -28797.421
Iteration 38: (EM) log likelihood = -28771.96
Iteration 39: (EM) log likelihood = -28748.153
Iteration 40: (EM) log likelihood = -28725.542
Iteration 41: (EM) log likelihood = -28703.694
Iteration 42: (EM) log likelihood = -28683.618
Iteration 43: (EM) log likelihood = -28667.336
Iteration 44: (EM) log likelihood = -28651.994
Iteration 45: (EM) log likelihood = -28638.499
Iteration 46: (EM) log likelihood = -28626.394
Iteration 47: (EM) log likelihood = -28612.415
Iteration 48: (EM) log likelihood = -28599.077
Iteration 49: (EM) log likelihood = -28587.093
Iteration 50: (EM) log likelihood = -28577.487
Iteration 51: (EM) log likelihood = -28565.247
Iteration 52: (EM) log likelihood = -28553.92
Iteration 53: (EM) log likelihood = -28545.011
Iteration 54: (EM) log likelihood = -28535.466
Iteration 55: (EM) log likelihood = -28525.099
Iteration 56: (EM) log likelihood = -28518.24
Iteration 57: (EM) log likelihood = -28512.719
Iteration 58: (EM) log likelihood = -28506.833
Iteration 59: (EM) log likelihood = -28498.403
Iteration 60: (EM) log likelihood = -28490.978
Iteration 61: (EM) log likelihood = -28480.4
Iteration 62: (EM) log likelihood = -28472.476
Iteration 63: (EM) log likelihood = -28466.537
Iteration 64: (EM) log likelihood = -28462.742
Iteration 65: (EM) log likelihood = -28457.56
Iteration 66: (EM) log likelihood = -28450.805
Iteration 67: (EM) log likelihood = -28446.382
Iteration 68: (EM) log likelihood = -28441.723
Iteration 69: (EM) log likelihood = -28436.924
Iteration 70: (EM) log likelihood = -28431.747
Iteration 71: (EM) log likelihood = -28426.302
Iteration 72: (EM) log likelihood = -28420.703
Iteration 73: (EM) log likelihood = -28412.535
Iteration 74: (EM) log likelihood = -28406.52
Iteration 75: (EM) log likelihood = -28402.23
Iteration 76: (EM) log likelihood = -28398.29
Iteration 77: (EM) log likelihood = -28394.019
Iteration 78: (EM) log likelihood = -28389.681
Iteration 79: (EM) log likelihood = -28387.109
Iteration 80: (EM) log likelihood = -28384.884
Iteration 81: (EM) log likelihood = -28381.936
Iteration 82: (EM) log likelihood = -28375.533
Iteration 83: (EM) log likelihood = -28370.83
Iteration 84: (EM) log likelihood = -28366.345
Iteration 85: (EM) log likelihood = -28362.051
Iteration 86: (EM) log likelihood = -28359.345
Iteration 87: (EM) log likelihood = -28357.264
Iteration 88: (EM) log likelihood = -28353.12
Iteration 89: (EM) log likelihood = -28349.883
Iteration 90: (EM) log likelihood = -28346.634
Iteration 91: (EM) log likelihood = -28344.403
Iteration 92: (EM) log likelihood = -28341.946
Iteration 93: (EM) log likelihood = -28340.098
Iteration 94: (EM) log likelihood = -28337.832
Iteration 95: (EM) log likelihood = -28336.24
Iteration 96: (EM) log likelihood = -28334.595
Iteration 97: (EM) log likelihood = -28332.533
Iteration 98: (EM) log likelihood = -28331.509
Iteration 99: (EM) log likelihood = -28329.946
Iteration 100: (EM) log likelihood = -28328.833
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.1271
Iteration 1: (class) log likelihood = -8321.1271
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29584.674
Iteration 1: (outcome) log likelihood = -29034.989
Iteration 2: (outcome) log likelihood = -28819.337
Iteration 3: (outcome) log likelihood = -28790.449
Iteration 4: (outcome) log likelihood = -28785.734
Iteration 5: (outcome) log likelihood = -28784.926
Iteration 6: (outcome) log likelihood = -28784.72
Iteration 7: (outcome) log likelihood = -28784.685
Iteration 8: (outcome) log likelihood = -28784.676
Iteration 9: (outcome) log likelihood = -28784.674
Iteration 10: (outcome) log likelihood = -28784.674 (not concave)
Iteration 11: (outcome) log likelihood = -28784.674 (not concave)
Iteration 12: (outcome) log likelihood = -28784.674 (not concave)
Iteration 13: (outcome) log likelihood = -28784.674 (not concave)
Iteration 14: (outcome) log likelihood = -28784.674 (not concave)
Iteration 15: (outcome) log likelihood = -28784.674 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37059.231
Iteration 1: (EM) log likelihood = -36870.454
Iteration 2: (EM) log likelihood = -36378.169
Iteration 3: (EM) log likelihood = -35433.76
Iteration 4: (EM) log likelihood = -34257.065
Iteration 5: (EM) log likelihood = -33330.402
Iteration 6: (EM) log likelihood = -32645.714
Iteration 7: (EM) log likelihood = -32100.539
Iteration 8: (EM) log likelihood = -31658.224
Iteration 9: (EM) log likelihood = -31284.777
Iteration 10: (EM) log likelihood = -30959.707
Iteration 11: (EM) log likelihood = -30679.941
Iteration 12: (EM) log likelihood = -30438.928
Iteration 13: (EM) log likelihood = -30226.499
Iteration 14: (EM) log likelihood = -30035.707
Iteration 15: (EM) log likelihood = -29871.14
Iteration 16: (EM) log likelihood = -29737.805
Iteration 17: (EM) log likelihood = -29627.065
Iteration 18: (EM) log likelihood = -29537.101
Iteration 19: (EM) log likelihood = -29462.736
Iteration 20: (EM) log likelihood = -29400.171
Iteration 21: (EM) log likelihood = -29347.088
Iteration 22: (EM) log likelihood = -29299.617
Iteration 23: (EM) log likelihood = -29252.198
Iteration 24: (EM) log likelihood = -29212.2
Iteration 25: (EM) log likelihood = -29176.792
Iteration 26: (EM) log likelihood = -29143.41
Iteration 27: (EM) log likelihood = -29113.275
Iteration 28: (EM) log likelihood = -29078.259
Iteration 29: (EM) log likelihood = -29050.577
Iteration 30: (EM) log likelihood = -29024.791
Iteration 31: (EM) log likelihood = -28999.247
Iteration 32: (EM) log likelihood = -28973.027
Iteration 33: (EM) log likelihood = -28950.049
Iteration 34: (EM) log likelihood = -28933.035
Iteration 35: (EM) log likelihood = -28914.655
Iteration 36: (EM) log likelihood = -28895.325
Iteration 37: (EM) log likelihood = -28879.766
Iteration 38: (EM) log likelihood = -28864.429
Iteration 39: (EM) log likelihood = -28849.758
Iteration 40: (EM) log likelihood = -28835.66
Iteration 41: (EM) log likelihood = -28822.422
Iteration 42: (EM) log likelihood = -28810.285
Iteration 43: (EM) log likelihood = -28796.265
Iteration 44: (EM) log likelihood = -28783.242
Iteration 45: (EM) log likelihood = -28770.238
Iteration 46: (EM) log likelihood = -28757.67
Iteration 47: (EM) log likelihood = -28746.088
Iteration 48: (EM) log likelihood = -28737.601
Iteration 49: (EM) log likelihood = -28730.266
Iteration 50: (EM) log likelihood = -28723.131
Iteration 51: (EM) log likelihood = -28714.716
Iteration 52: (EM) log likelihood = -28710.195
Iteration 53: (EM) log likelihood = -28704.794
Iteration 54: (EM) log likelihood = -28699.114
Iteration 55: (EM) log likelihood = -28693.192
Iteration 56: (EM) log likelihood = -28689.004
Iteration 57: (EM) log likelihood = -28684.414
Iteration 58: (EM) log likelihood = -28681.479
Iteration 59: (EM) log likelihood = -28677.943
Iteration 60: (EM) log likelihood = -28675.406
Iteration 61: (EM) log likelihood = -28671.672
Iteration 62: (EM) log likelihood = -28668.179
Iteration 63: (EM) log likelihood = -28665.695
Iteration 64: (EM) log likelihood = -28663.635
Iteration 65: (EM) log likelihood = -28661.821
Iteration 66: (EM) log likelihood = -28659.873
Iteration 67: (EM) log likelihood = -28658.113
Iteration 68: (EM) log likelihood = -28656.043
Iteration 69: (EM) log likelihood = -28654.759
Iteration 70: (EM) log likelihood = -28653.251
Iteration 71: (EM) log likelihood = -28651.841
Iteration 72: (EM) log likelihood = -28650.702
Iteration 73: (EM) log likelihood = -28649.487
Iteration 74: (EM) log likelihood = -28648.493
Iteration 75: (EM) log likelihood = -28647.495
Iteration 76: (EM) log likelihood = -28646.542
Iteration 77: (EM) log likelihood = -28645.661
Iteration 78: (EM) log likelihood = -28644.831
Iteration 79: (EM) log likelihood = -28643.955
Iteration 80: (EM) log likelihood = -28643.151
Iteration 81: (EM) log likelihood = -28642.338
Iteration 82: (EM) log likelihood = -28641.633
Iteration 83: (EM) log likelihood = -28640.815
Iteration 84: (EM) log likelihood = -28640.097
Iteration 85: (EM) log likelihood = -28639.383
Iteration 86: (EM) log likelihood = -28638.518
Iteration 87: (EM) log likelihood = -28635.835
Iteration 88: (EM) log likelihood = -28634.705
Iteration 89: (EM) log likelihood = -28633.658
Iteration 90: (EM) log likelihood = -28633.055
Iteration 91: (EM) log likelihood = -28632.481
Iteration 92: (EM) log likelihood = -28631.937
Iteration 93: (EM) log likelihood = -28631.279
Iteration 94: (EM) log likelihood = -28630.765
Iteration 95: (EM) log likelihood = -28630.217
Iteration 96: (EM) log likelihood = -28629.768
Iteration 97: (EM) log likelihood = -28629.154
Iteration 98: (EM) log likelihood = -28628.523
Iteration 99: (EM) log likelihood = -28627.88
Iteration 100: (EM) log likelihood = -28627.215
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8316.9723
Iteration 1: (class) log likelihood = -8316.9723
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30238.754
Iteration 1: (outcome) log likelihood = -29100.238
Iteration 2: (outcome) log likelihood = -28849.942
Iteration 3: (outcome) log likelihood = -28797.798
Iteration 4: (outcome) log likelihood = -28788.239
Iteration 5: (outcome) log likelihood = -28786.275
Iteration 6: (outcome) log likelihood = -28785.874
Iteration 7: (outcome) log likelihood = -28785.779
Iteration 8: (outcome) log likelihood = -28785.758
Iteration 9: (outcome) log likelihood = -28785.753 (not concave)
Iteration 10: (outcome) log likelihood = -28785.753 (not concave)
Iteration 11: (outcome) log likelihood = -28785.753 (not concave)
Iteration 12: (outcome) log likelihood = -28785.753 (not concave)
Iteration 13: (outcome) log likelihood = -28785.753 (not concave)
Iteration 14: (outcome) log likelihood = -28785.753 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37029.035
Iteration 1: (EM) log likelihood = -36808.787
Iteration 2: (EM) log likelihood = -36245.881
Iteration 3: (EM) log likelihood = -35129.794
Iteration 4: (EM) log likelihood = -33924.97
Iteration 5: (EM) log likelihood = -33104.141
Iteration 6: (EM) log likelihood = -32564.416
Iteration 7: (EM) log likelihood = -32122.574
Iteration 8: (EM) log likelihood = -31718.718
Iteration 9: (EM) log likelihood = -31350.448
Iteration 10: (EM) log likelihood = -31027.225
Iteration 11: (EM) log likelihood = -30743.689
Iteration 12: (EM) log likelihood = -30493.225
Iteration 13: (EM) log likelihood = -30270.949
Iteration 14: (EM) log likelihood = -30074.693
Iteration 15: (EM) log likelihood = -29909.19
Iteration 16: (EM) log likelihood = -29775.674
Iteration 17: (EM) log likelihood = -29668.185
Iteration 18: (EM) log likelihood = -29577.413
Iteration 19: (EM) log likelihood = -29507.79
Iteration 20: (EM) log likelihood = -29451.813
Iteration 21: (EM) log likelihood = -29405.464
Iteration 22: (EM) log likelihood = -29367.068
Iteration 23: (EM) log likelihood = -29333.163
Iteration 24: (EM) log likelihood = -29305.241
Iteration 25: (EM) log likelihood = -29278.579
Iteration 26: (EM) log likelihood = -29255.705
Iteration 27: (EM) log likelihood = -29238.958
Iteration 28: (EM) log likelihood = -29223.242
Iteration 29: (EM) log likelihood = -29204.469
Iteration 30: (EM) log likelihood = -29190.229
Iteration 31: (EM) log likelihood = -29177.326
Iteration 32: (EM) log likelihood = -29167.405
Iteration 33: (EM) log likelihood = -29158.668
Iteration 34: (EM) log likelihood = -29150.727
Iteration 35: (EM) log likelihood = -29144.59
Iteration 36: (EM) log likelihood = -29139.854
Iteration 37: (EM) log likelihood = -29133.713
Iteration 38: (EM) log likelihood = -29129.006
Iteration 39: (EM) log likelihood = -29124.337
Iteration 40: (EM) log likelihood = -29120.959
Iteration 41: (EM) log likelihood = -29116.653
Iteration 42: (EM) log likelihood = -29113.318
Iteration 43: (EM) log likelihood = -29110.607
Iteration 44: (EM) log likelihood = -29108.167
Iteration 45: (EM) log likelihood = -29105.195
Iteration 46: (EM) log likelihood = -29102.99
Iteration 47: (EM) log likelihood = -29100.819
Iteration 48: (EM) log likelihood = -29098.095
Iteration 49: (EM) log likelihood = -29096.158
Iteration 50: (EM) log likelihood = -29094.179
Iteration 51: (EM) log likelihood = -29091.709
Iteration 52: (EM) log likelihood = -29089.94
Iteration 53: (EM) log likelihood = -29087.814
Iteration 54: (EM) log likelihood = -29085.935
Iteration 55: (EM) log likelihood = -29084.013
Iteration 56: (EM) log likelihood = -29081.588
Iteration 57: (EM) log likelihood = -29079.783
Iteration 58: (EM) log likelihood = -29077.88
Iteration 59: (EM) log likelihood = -29074.569
Iteration 60: (EM) log likelihood = -29071.503
Iteration 61: (EM) log likelihood = -29068.591
Iteration 62: (EM) log likelihood = -29066.358
Iteration 63: (EM) log likelihood = -29064.202
Iteration 64: (EM) log likelihood = -29061.781
Iteration 65: (EM) log likelihood = -29060.008
Iteration 66: (EM) log likelihood = -29058.258
Iteration 67: (EM) log likelihood = -29056.009
Iteration 68: (EM) log likelihood = -29053.971
Iteration 69: (EM) log likelihood = -29051.608
Iteration 70: (EM) log likelihood = -29049.697
Iteration 71: (EM) log likelihood = -29047.742
Iteration 72: (EM) log likelihood = -29045.398
Iteration 73: (EM) log likelihood = -29043.741
Iteration 74: (EM) log likelihood = -29042.104
Iteration 75: (EM) log likelihood = -29040.451
Iteration 76: (EM) log likelihood = -29038.861
Iteration 77: (EM) log likelihood = -29037.419
Iteration 78: (EM) log likelihood = -29035.744
Iteration 79: (EM) log likelihood = -29034.256
Iteration 80: (EM) log likelihood = -29033.178
Iteration 81: (EM) log likelihood = -29031.225
Iteration 82: (EM) log likelihood = -29027.382
Iteration 83: (EM) log likelihood = -29024.954
Iteration 84: (EM) log likelihood = -29023.501
Iteration 85: (EM) log likelihood = -29022.102
Iteration 86: (EM) log likelihood = -29020.697
Iteration 87: (EM) log likelihood = -29019.274
Iteration 88: (EM) log likelihood = -29017.703
Iteration 89: (EM) log likelihood = -29016.126
Iteration 90: (EM) log likelihood = -29014.744
Iteration 91: (EM) log likelihood = -29013.406
Iteration 92: (EM) log likelihood = -29012.087
Iteration 93: (EM) log likelihood = -29010.775
Iteration 94: (EM) log likelihood = -29009.486
Iteration 95: (EM) log likelihood = -29008.226
Iteration 96: (EM) log likelihood = -29006.993
Iteration 97: (EM) log likelihood = -29005.786
Iteration 98: (EM) log likelihood = -29004.603
Iteration 99: (EM) log likelihood = -29003.442
Iteration 100: (EM) log likelihood = -29002.302
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.9836
Iteration 1: (class) log likelihood = -8321.9836
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29988.994
Iteration 1: (outcome) log likelihood = -29105.006
Iteration 2: (outcome) log likelihood = -28830.789
Iteration 3: (outcome) log likelihood = -28784.44
Iteration 4: (outcome) log likelihood = -28776.497
Iteration 5: (outcome) log likelihood = -28774.692
Iteration 6: (outcome) log likelihood = -28774.308
Iteration 7: (outcome) log likelihood = -28774.226
Iteration 8: (outcome) log likelihood = -28774.208
Iteration 9: (outcome) log likelihood = -28774.204
Iteration 10: (outcome) log likelihood = -28774.203 (not concave)
Iteration 11: (outcome) log likelihood = -28774.203 (not concave)
Iteration 12: (outcome) log likelihood = -28774.203 (not concave)
Iteration 13: (outcome) log likelihood = -28774.203 (not concave)
Iteration 14: (outcome) log likelihood = -28774.203 (not concave)
Iteration 15: (outcome) log likelihood = -28774.203 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37020.803
Iteration 1: (EM) log likelihood = -36798.234
Iteration 2: (EM) log likelihood = -36275.914
Iteration 3: (EM) log likelihood = -35375.879
Iteration 4: (EM) log likelihood = -34220.97
Iteration 5: (EM) log likelihood = -33124.413
Iteration 6: (EM) log likelihood = -32290.905
Iteration 7: (EM) log likelihood = -31707.892
Iteration 8: (EM) log likelihood = -31276.557
Iteration 9: (EM) log likelihood = -30924.353
Iteration 10: (EM) log likelihood = -30619.065
Iteration 11: (EM) log likelihood = -30350.253
Iteration 12: (EM) log likelihood = -30125.361
Iteration 13: (EM) log likelihood = -29947.153
Iteration 14: (EM) log likelihood = -29801.583
Iteration 15: (EM) log likelihood = -29677.014
Iteration 16: (EM) log likelihood = -29568.637
Iteration 17: (EM) log likelihood = -29478.262
Iteration 18: (EM) log likelihood = -29398.269
Iteration 19: (EM) log likelihood = -29328.315
Iteration 20: (EM) log likelihood = -29264.299
Iteration 21: (EM) log likelihood = -29207.708
Iteration 22: (EM) log likelihood = -29160.901
Iteration 23: (EM) log likelihood = -29121.496
Iteration 24: (EM) log likelihood = -29083.807
Iteration 25: (EM) log likelihood = -29054.969
Iteration 26: (EM) log likelihood = -29026.459
Iteration 27: (EM) log likelihood = -29001.701
Iteration 28: (EM) log likelihood = -28976.588
Iteration 29: (EM) log likelihood = -28954.533
Iteration 30: (EM) log likelihood = -28932.28
Iteration 31: (EM) log likelihood = -28915.425
Iteration 32: (EM) log likelihood = -28903.755
Iteration 33: (EM) log likelihood = -28895.023
Iteration 34: (EM) log likelihood = -28887.138
Iteration 35: (EM) log likelihood = -28879.582
Iteration 36: (EM) log likelihood = -28873.044
Iteration 37: (EM) log likelihood = -28864.796
Iteration 38: (EM) log likelihood = -28859.659
Iteration 39: (EM) log likelihood = -28855.225
Iteration 40: (EM) log likelihood = -28850.917
Iteration 41: (EM) log likelihood = -28846.664
Iteration 42: (EM) log likelihood = -28841.916
Iteration 43: (EM) log likelihood = -28837.425
Iteration 44: (EM) log likelihood = -28833.244
Iteration 45: (EM) log likelihood = -28829.127
Iteration 46: (EM) log likelihood = -28824.526
Iteration 47: (EM) log likelihood = -28819.594
Iteration 48: (EM) log likelihood = -28816.318
Iteration 49: (EM) log likelihood = -28811.978
Iteration 50: (EM) log likelihood = -28807.683
Iteration 51: (EM) log likelihood = -28802.267
Iteration 52: (EM) log likelihood = -28797.858
Iteration 53: (EM) log likelihood = -28794.066
Iteration 54: (EM) log likelihood = -28789.684
Iteration 55: (EM) log likelihood = -28785.592
Iteration 56: (EM) log likelihood = -28780.956
Iteration 57: (EM) log likelihood = -28777.137
Iteration 58: (EM) log likelihood = -28772.703
Iteration 59: (EM) log likelihood = -28768.31
Iteration 60: (EM) log likelihood = -28763.895
Iteration 61: (EM) log likelihood = -28759.41
Iteration 62: (EM) log likelihood = -28755.124
Iteration 63: (EM) log likelihood = -28749.576
Iteration 64: (EM) log likelihood = -28744.18
Iteration 65: (EM) log likelihood = -28740.213
Iteration 66: (EM) log likelihood = -28735.336
Iteration 67: (EM) log likelihood = -28730.521
Iteration 68: (EM) log likelihood = -28725.268
Iteration 69: (EM) log likelihood = -28721.129
Iteration 70: (EM) log likelihood = -28715.947
Iteration 71: (EM) log likelihood = -28711.834
Iteration 72: (EM) log likelihood = -28707.888
Iteration 73: (EM) log likelihood = -28703.508
Iteration 74: (EM) log likelihood = -28699.69
Iteration 75: (EM) log likelihood = -28695.351
Iteration 76: (EM) log likelihood = -28691.012
Iteration 77: (EM) log likelihood = -28686.998
Iteration 78: (EM) log likelihood = -28683.099
Iteration 79: (EM) log likelihood = -28678.132
Iteration 80: (EM) log likelihood = -28675.45
Iteration 81: (EM) log likelihood = -28671.951
Iteration 82: (EM) log likelihood = -28668.516
Iteration 83: (EM) log likelihood = -28665.198
Iteration 84: (EM) log likelihood = -28661.202
Iteration 85: (EM) log likelihood = -28658.35
Iteration 86: (EM) log likelihood = -28655.636
Iteration 87: (EM) log likelihood = -28651.328
Iteration 88: (EM) log likelihood = -28647.771
Iteration 89: (EM) log likelihood = -28645.008
Iteration 90: (EM) log likelihood = -28642.297
Iteration 91: (EM) log likelihood = -28639.408
Iteration 92: (EM) log likelihood = -28636.943
Iteration 93: (EM) log likelihood = -28635.119
Iteration 94: (EM) log likelihood = -28632.379
Iteration 95: (EM) log likelihood = -28629.522
Iteration 96: (EM) log likelihood = -28627.207
Iteration 97: (EM) log likelihood = -28623.369
Iteration 98: (EM) log likelihood = -28621.206
Iteration 99: (EM) log likelihood = -28618.616
Iteration 100: (EM) log likelihood = -28616.15
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.9245
Iteration 1: (class) log likelihood = -8323.9245
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30135.296
Iteration 1: (outcome) log likelihood = -29102.217
Iteration 2: (outcome) log likelihood = -28831.319
Iteration 3: (outcome) log likelihood = -28781.224
Iteration 4: (outcome) log likelihood = -28772.345
Iteration 5: (outcome) log likelihood = -28770.237
Iteration 6: (outcome) log likelihood = -28769.775
Iteration 7: (outcome) log likelihood = -28769.673
Iteration 8: (outcome) log likelihood = -28769.654
Iteration 9: (outcome) log likelihood = -28769.653 (not concave)
Iteration 10: (outcome) log likelihood = -28769.652 (not concave)
Iteration 11: (outcome) log likelihood = -28769.652 (not concave)
Iteration 12: (outcome) log likelihood = -28769.652 (not concave)
Iteration 13: (outcome) log likelihood = -28769.652 (not concave)
Iteration 14: (outcome) log likelihood = -28769.652 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36991.92
Iteration 1: (EM) log likelihood = -36743.968
Iteration 2: (EM) log likelihood = -36251.212
Iteration 3: (EM) log likelihood = -35363.865
Iteration 4: (EM) log likelihood = -34160.721
Iteration 5: (EM) log likelihood = -33079.841
Iteration 6: (EM) log likelihood = -32278.939
Iteration 7: (EM) log likelihood = -31672.867
Iteration 8: (EM) log likelihood = -31182.183
Iteration 9: (EM) log likelihood = -30761.839
Iteration 10: (EM) log likelihood = -30408.278
Iteration 11: (EM) log likelihood = -30121.018
Iteration 12: (EM) log likelihood = -29894.219
Iteration 13: (EM) log likelihood = -29709.089
Iteration 14: (EM) log likelihood = -29547.003
Iteration 15: (EM) log likelihood = -29417.625
Iteration 16: (EM) log likelihood = -29308.018
Iteration 17: (EM) log likelihood = -29209.93
Iteration 18: (EM) log likelihood = -29124.578
Iteration 19: (EM) log likelihood = -29040.767
Iteration 20: (EM) log likelihood = -28970.741
Iteration 21: (EM) log likelihood = -28906.12
Iteration 22: (EM) log likelihood = -28846.966
Iteration 23: (EM) log likelihood = -28787.303
Iteration 24: (EM) log likelihood = -28736.574
Iteration 25: (EM) log likelihood = -28690.468
Iteration 26: (EM) log likelihood = -28646.603
Iteration 27: (EM) log likelihood = -28607.244
Iteration 28: (EM) log likelihood = -28577.109
Iteration 29: (EM) log likelihood = -28552.903
Iteration 30: (EM) log likelihood = -28529.249
Iteration 31: (EM) log likelihood = -28510.864
Iteration 32: (EM) log likelihood = -28495.04
Iteration 33: (EM) log likelihood = -28475.86
Iteration 34: (EM) log likelihood = -28459.08
Iteration 35: (EM) log likelihood = -28447.469
Iteration 36: (EM) log likelihood = -28438.659
Iteration 37: (EM) log likelihood = -28431.907
Iteration 38: (EM) log likelihood = -28424.52
Iteration 39: (EM) log likelihood = -28419.875
Iteration 40: (EM) log likelihood = -28411.372
Iteration 41: (EM) log likelihood = -28406.166
Iteration 42: (EM) log likelihood = -28400.052
Iteration 43: (EM) log likelihood = -28395.299
Iteration 44: (EM) log likelihood = -28388.435
Iteration 45: (EM) log likelihood = -28383.169
Iteration 46: (EM) log likelihood = -28378.953
Iteration 47: (EM) log likelihood = -28375.629
Iteration 48: (EM) log likelihood = -28371.677
Iteration 49: (EM) log likelihood = -28367.824
Iteration 50: (EM) log likelihood = -28365.022
Iteration 51: (EM) log likelihood = -28359.051
Iteration 52: (EM) log likelihood = -28354.319
Iteration 53: (EM) log likelihood = -28349.487
Iteration 54: (EM) log likelihood = -28346.642
Iteration 55: (EM) log likelihood = -28343.429
Iteration 56: (EM) log likelihood = -28339.14
Iteration 57: (EM) log likelihood = -28334.02
Iteration 58: (EM) log likelihood = -28330.919
Iteration 59: (EM) log likelihood = -28327.435
Iteration 60: (EM) log likelihood = -28324.056
Iteration 61: (EM) log likelihood = -28319.366
Iteration 62: (EM) log likelihood = -28316.84
Iteration 63: (EM) log likelihood = -28312.734
Iteration 64: (EM) log likelihood = -28308.949
Iteration 65: (EM) log likelihood = -28305.42
Iteration 66: (EM) log likelihood = -28302.804
Iteration 67: (EM) log likelihood = -28300.442
Iteration 68: (EM) log likelihood = -28298.134
Iteration 69: (EM) log likelihood = -28296.117
Iteration 70: (EM) log likelihood = -28293.822
Iteration 71: (EM) log likelihood = -28291.836
Iteration 72: (EM) log likelihood = -28289.927
Iteration 73: (EM) log likelihood = -28287.773
Iteration 74: (EM) log likelihood = -28286.113
Iteration 75: (EM) log likelihood = -28284.651
Iteration 76: (EM) log likelihood = -28281.901
Iteration 77: (EM) log likelihood = -28280.194
Iteration 78: (EM) log likelihood = -28277.323
Iteration 79: (EM) log likelihood = -28275.891
Iteration 80: (EM) log likelihood = -28274.327
Iteration 81: (EM) log likelihood = -28272.726
Iteration 82: (EM) log likelihood = -28270.95
Iteration 83: (EM) log likelihood = -28269.154
Iteration 84: (EM) log likelihood = -28267.814
Iteration 85: (EM) log likelihood = -28266.18
Iteration 86: (EM) log likelihood = -28264.698
Iteration 87: (EM) log likelihood = -28262.093
Iteration 88: (EM) log likelihood = -28261.149
Iteration 89: (EM) log likelihood = -28259.689
Iteration 90: (EM) log likelihood = -28257.944
Iteration 91: (EM) log likelihood = -28256.055
Iteration 92: (EM) log likelihood = -28254.683
Iteration 93: (EM) log likelihood = -28253.165
Iteration 94: (EM) log likelihood = -28251.828
Iteration 95: (EM) log likelihood = -28250.406
Iteration 96: (EM) log likelihood = -28249.089
Iteration 97: (EM) log likelihood = -28248.274
Iteration 98: (EM) log likelihood = -28246.237
Iteration 99: (EM) log likelihood = -28244.858
Iteration 100: (EM) log likelihood = -28243.764
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.2353
Iteration 1: (class) log likelihood = -8322.2353
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29973.899
Iteration 1: (outcome) log likelihood = -29061.286
Iteration 2: (outcome) log likelihood = -28809.526
Iteration 3: (outcome) log likelihood = -28769.212
Iteration 4: (outcome) log likelihood = -28760.864
Iteration 5: (outcome) log likelihood = -28759.333
Iteration 6: (outcome) log likelihood = -28759.065
Iteration 7: (outcome) log likelihood = -28759.004
Iteration 8: (outcome) log likelihood = -28758.989
Iteration 9: (outcome) log likelihood = -28758.986 (not concave)
Iteration 10: (outcome) log likelihood = -28758.986 (not concave)
Iteration 11: (outcome) log likelihood = -28758.986 (not concave)
Iteration 12: (outcome) log likelihood = -28758.986 (not concave)
Iteration 13: (outcome) log likelihood = -28758.986 (not concave)
Iteration 14: (outcome) log likelihood = -28758.986 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36966.293
Iteration 1: (EM) log likelihood = -36655.265
Iteration 2: (EM) log likelihood = -35885.266
Iteration 3: (EM) log likelihood = -34585.246
Iteration 4: (EM) log likelihood = -33399.752
Iteration 5: (EM) log likelihood = -32563.024
Iteration 6: (EM) log likelihood = -31981.638
Iteration 7: (EM) log likelihood = -31536.541
Iteration 8: (EM) log likelihood = -31164.788
Iteration 9: (EM) log likelihood = -30840.042
Iteration 10: (EM) log likelihood = -30559.342
Iteration 11: (EM) log likelihood = -30317.748
Iteration 12: (EM) log likelihood = -30106.113
Iteration 13: (EM) log likelihood = -29924.387
Iteration 14: (EM) log likelihood = -29781.564
Iteration 15: (EM) log likelihood = -29666.489
Iteration 16: (EM) log likelihood = -29579.161
Iteration 17: (EM) log likelihood = -29505.444
Iteration 18: (EM) log likelihood = -29443.518
Iteration 19: (EM) log likelihood = -29391.743
Iteration 20: (EM) log likelihood = -29351.079
Iteration 21: (EM) log likelihood = -29320.695
Iteration 22: (EM) log likelihood = -29294.977
Iteration 23: (EM) log likelihood = -29273.484
Iteration 24: (EM) log likelihood = -29254.811
Iteration 25: (EM) log likelihood = -29238.083
Iteration 26: (EM) log likelihood = -29222.041
Iteration 27: (EM) log likelihood = -29208.039
Iteration 28: (EM) log likelihood = -29195.016
Iteration 29: (EM) log likelihood = -29181.918
Iteration 30: (EM) log likelihood = -29169.321
Iteration 31: (EM) log likelihood = -29156.754
Iteration 32: (EM) log likelihood = -29145.928
Iteration 33: (EM) log likelihood = -29134.885
Iteration 34: (EM) log likelihood = -29123.613
Iteration 35: (EM) log likelihood = -29113.414
Iteration 36: (EM) log likelihood = -29103.742
Iteration 37: (EM) log likelihood = -29096.067
Iteration 38: (EM) log likelihood = -29089.137
Iteration 39: (EM) log likelihood = -29082.679
Iteration 40: (EM) log likelihood = -29075.178
Iteration 41: (EM) log likelihood = -29067.9
Iteration 42: (EM) log likelihood = -29062.297
Iteration 43: (EM) log likelihood = -29055.777
Iteration 44: (EM) log likelihood = -29050.386
Iteration 45: (EM) log likelihood = -29044.768
Iteration 46: (EM) log likelihood = -29038.787
Iteration 47: (EM) log likelihood = -29033.236
Iteration 48: (EM) log likelihood = -29026.163
Iteration 49: (EM) log likelihood = -29017.649
Iteration 50: (EM) log likelihood = -29007.483
Iteration 51: (EM) log likelihood = -29001.098
Iteration 52: (EM) log likelihood = -28994.713
Iteration 53: (EM) log likelihood = -28987.617
Iteration 54: (EM) log likelihood = -28980.746
Iteration 55: (EM) log likelihood = -28972.175
Iteration 56: (EM) log likelihood = -28962.046
Iteration 57: (EM) log likelihood = -28952.707
Iteration 58: (EM) log likelihood = -28942.903
Iteration 59: (EM) log likelihood = -28929.271
Iteration 60: (EM) log likelihood = -28921.176
Iteration 61: (EM) log likelihood = -28913.058
Iteration 62: (EM) log likelihood = -28901.364
Iteration 63: (EM) log likelihood = -28892.511
Iteration 64: (EM) log likelihood = -28882.114
Iteration 65: (EM) log likelihood = -28873.824
Iteration 66: (EM) log likelihood = -28864.434
Iteration 67: (EM) log likelihood = -28855.792
Iteration 68: (EM) log likelihood = -28843.35
Iteration 69: (EM) log likelihood = -28836.397
Iteration 70: (EM) log likelihood = -28830.109
Iteration 71: (EM) log likelihood = -28823.828
Iteration 72: (EM) log likelihood = -28817.847
Iteration 73: (EM) log likelihood = -28811.101
Iteration 74: (EM) log likelihood = -28804.469
Iteration 75: (EM) log likelihood = -28798.622
Iteration 76: (EM) log likelihood = -28792.969
Iteration 77: (EM) log likelihood = -28786.47
Iteration 78: (EM) log likelihood = -28779.545
Iteration 79: (EM) log likelihood = -28769.233
Iteration 80: (EM) log likelihood = -28764.098
Iteration 81: (EM) log likelihood = -28759.368
Iteration 82: (EM) log likelihood = -28754.766
Iteration 83: (EM) log likelihood = -28747.194
Iteration 84: (EM) log likelihood = -28745.533
Iteration 85: (EM) log likelihood = -28743.864
Iteration 86: (EM) log likelihood = -28740.906
Iteration 87: (EM) log likelihood = -28736.781
Iteration 88: (EM) log likelihood = -28734.456
Iteration 89: (EM) log likelihood = -28733.14
Iteration 90: (EM) log likelihood = -28733.516
Iteration 91: (EM) log likelihood = -28734.004
Iteration 92: (EM) log likelihood = -28733.728
Iteration 93: (EM) log likelihood = -28731.568
Iteration 94: (EM) log likelihood = -28732.768
Iteration 95: (EM) log likelihood = -28733.104
Iteration 96: (EM) log likelihood = -28733.299
Iteration 97: (EM) log likelihood = -28734.298
Iteration 98: (EM) log likelihood = -28734.843
Iteration 99: (EM) log likelihood = -28736.066
Iteration 100: (EM) log likelihood = -28736.507
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.9919
Iteration 1: (class) log likelihood = -8321.9919
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30794.16
Iteration 1: (outcome) log likelihood = -29183.102
Iteration 2: (outcome) log likelihood = -28843.572
Iteration 3: (outcome) log likelihood = -28775.958
Iteration 4: (outcome) log likelihood = -28763.314
Iteration 5: (outcome) log likelihood = -28760.541
Iteration 6: (outcome) log likelihood = -28760.01
Iteration 7: (outcome) log likelihood = -28759.889
Iteration 8: (outcome) log likelihood = -28759.862
Iteration 9: (outcome) log likelihood = -28759.855
Iteration 10: (outcome) log likelihood = -28759.854 (not concave)
Iteration 11: (outcome) log likelihood = -28759.854 (not concave)
Iteration 12: (outcome) log likelihood = -28759.854 (not concave)
Iteration 13: (outcome) log likelihood = -28759.854 (not concave)
Iteration 14: (outcome) log likelihood = -28759.854 (not concave)
Iteration 15: (outcome) log likelihood = -28759.854 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36974.34
Iteration 1: (EM) log likelihood = -36668.157
Iteration 2: (EM) log likelihood = -35987.565
Iteration 3: (EM) log likelihood = -34781.459
Iteration 4: (EM) log likelihood = -33542.098
Iteration 5: (EM) log likelihood = -32682.132
Iteration 6: (EM) log likelihood = -32103.495
Iteration 7: (EM) log likelihood = -31661.55
Iteration 8: (EM) log likelihood = -31283.062
Iteration 9: (EM) log likelihood = -30954.195
Iteration 10: (EM) log likelihood = -30685.352
Iteration 11: (EM) log likelihood = -30465.388
Iteration 12: (EM) log likelihood = -30284.179
Iteration 13: (EM) log likelihood = -30130.568
Iteration 14: (EM) log likelihood = -29996.733
Iteration 15: (EM) log likelihood = -29877.969
Iteration 16: (EM) log likelihood = -29772.589
Iteration 17: (EM) log likelihood = -29676.036
Iteration 18: (EM) log likelihood = -29584.276
Iteration 19: (EM) log likelihood = -29493.923
Iteration 20: (EM) log likelihood = -29417.667
Iteration 21: (EM) log likelihood = -29347.74
Iteration 22: (EM) log likelihood = -29275.42
Iteration 23: (EM) log likelihood = -29213.525
Iteration 24: (EM) log likelihood = -29162.679
Iteration 25: (EM) log likelihood = -29119.5
Iteration 26: (EM) log likelihood = -29082.225
Iteration 27: (EM) log likelihood = -29047.593
Iteration 28: (EM) log likelihood = -29014.175
Iteration 29: (EM) log likelihood = -28980.738
Iteration 30: (EM) log likelihood = -28946.085
Iteration 31: (EM) log likelihood = -28914.839
Iteration 32: (EM) log likelihood = -28883.487
Iteration 33: (EM) log likelihood = -28853.635
Iteration 34: (EM) log likelihood = -28826.029
Iteration 35: (EM) log likelihood = -28800.604
Iteration 36: (EM) log likelihood = -28776.871
Iteration 37: (EM) log likelihood = -28756.953
Iteration 38: (EM) log likelihood = -28738.88
Iteration 39: (EM) log likelihood = -28721.71
Iteration 40: (EM) log likelihood = -28704.666
Iteration 41: (EM) log likelihood = -28690.822
Iteration 42: (EM) log likelihood = -28678.239
Iteration 43: (EM) log likelihood = -28666.529
Iteration 44: (EM) log likelihood = -28655.807
Iteration 45: (EM) log likelihood = -28645.11
Iteration 46: (EM) log likelihood = -28633.724
Iteration 47: (EM) log likelihood = -28620.162
Iteration 48: (EM) log likelihood = -28603.976
Iteration 49: (EM) log likelihood = -28587.886
Iteration 50: (EM) log likelihood = -28573.984
Iteration 51: (EM) log likelihood = -28565.766
Iteration 52: (EM) log likelihood = -28558.641
Iteration 53: (EM) log likelihood = -28552.104
Iteration 54: (EM) log likelihood = -28546.26
Iteration 55: (EM) log likelihood = -28542.255
Iteration 56: (EM) log likelihood = -28538.221
Iteration 57: (EM) log likelihood = -28535.144
Iteration 58: (EM) log likelihood = -28530.441
Iteration 59: (EM) log likelihood = -28526.919
Iteration 60: (EM) log likelihood = -28524.275
Iteration 61: (EM) log likelihood = -28521.974
Iteration 62: (EM) log likelihood = -28518.89
Iteration 63: (EM) log likelihood = -28517.012
Iteration 64: (EM) log likelihood = -28514.297
Iteration 65: (EM) log likelihood = -28510.862
Iteration 66: (EM) log likelihood = -28508.991
Iteration 67: (EM) log likelihood = -28506.649
Iteration 68: (EM) log likelihood = -28502.89
Iteration 69: (EM) log likelihood = -28500.989
Iteration 70: (EM) log likelihood = -28497.961
Iteration 71: (EM) log likelihood = -28494.399
Iteration 72: (EM) log likelihood = -28490.503
Iteration 73: (EM) log likelihood = -28488.536
Iteration 74: (EM) log likelihood = -28485.07
Iteration 75: (EM) log likelihood = -28483.171
Iteration 76: (EM) log likelihood = -28479.739
Iteration 77: (EM) log likelihood = -28477.375
Iteration 78: (EM) log likelihood = -28474.406
Iteration 79: (EM) log likelihood = -28472.791
Iteration 80: (EM) log likelihood = -28470.39
Iteration 81: (EM) log likelihood = -28468.646
Iteration 82: (EM) log likelihood = -28466.475
Iteration 83: (EM) log likelihood = -28461.311
Iteration 84: (EM) log likelihood = -28460.212
Iteration 85: (EM) log likelihood = -28459.054
Iteration 86: (EM) log likelihood = -28457.053
Iteration 87: (EM) log likelihood = -28455.93
Iteration 88: (EM) log likelihood = -28454.988
Iteration 89: (EM) log likelihood = -28453.519
Iteration 90: (EM) log likelihood = -28452.902
Iteration 91: (EM) log likelihood = -28452.322
Iteration 92: (EM) log likelihood = -28451.742
Iteration 93: (EM) log likelihood = -28450.564
Iteration 94: (EM) log likelihood = -28449.636
Iteration 95: (EM) log likelihood = -28448.638
Iteration 96: (EM) log likelihood = -28447.952
Iteration 97: (EM) log likelihood = -28447.341
Iteration 98: (EM) log likelihood = -28446.059
Iteration 99: (EM) log likelihood = -28445.511
Iteration 100: (EM) log likelihood = -28444.348
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.7213
Iteration 1: (class) log likelihood = -8320.7213
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30743.058
Iteration 1: (outcome) log likelihood = -29160.456
Iteration 2: (outcome) log likelihood = -28859.029
Iteration 3: (outcome) log likelihood = -28791.579
Iteration 4: (outcome) log likelihood = -28780.671
Iteration 5: (outcome) log likelihood = -28777.531
Iteration 6: (outcome) log likelihood = -28776.922
Iteration 7: (outcome) log likelihood = -28776.774
Iteration 8: (outcome) log likelihood = -28776.749
Iteration 9: (outcome) log likelihood = -28776.743
Iteration 10: (outcome) log likelihood = -28776.741 (not concave)
Iteration 11: (outcome) log likelihood = -28776.741 (not concave)
Iteration 12: (outcome) log likelihood = -28776.741 (not concave)
Iteration 13: (outcome) log likelihood = -28776.741 (not concave)
Iteration 14: (outcome) log likelihood = -28776.741 (not concave)
Iteration 15: (outcome) log likelihood = -28776.741 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37027.347
Iteration 1: (EM) log likelihood = -36846.523
Iteration 2: (EM) log likelihood = -36464.599
Iteration 3: (EM) log likelihood = -35771.052
Iteration 4: (EM) log likelihood = -34818.023
Iteration 5: (EM) log likelihood = -33877.556
Iteration 6: (EM) log likelihood = -33048.304
Iteration 7: (EM) log likelihood = -32335.642
Iteration 8: (EM) log likelihood = -31763.52
Iteration 9: (EM) log likelihood = -31310.348
Iteration 10: (EM) log likelihood = -30945.652
Iteration 11: (EM) log likelihood = -30653.284
Iteration 12: (EM) log likelihood = -30422.018
Iteration 13: (EM) log likelihood = -30236.644
Iteration 14: (EM) log likelihood = -30084.105
Iteration 15: (EM) log likelihood = -29954.029
Iteration 16: (EM) log likelihood = -29839.92
Iteration 17: (EM) log likelihood = -29734.924
Iteration 18: (EM) log likelihood = -29644.535
Iteration 19: (EM) log likelihood = -29561.53
Iteration 20: (EM) log likelihood = -29482.787
Iteration 21: (EM) log likelihood = -29415.134
Iteration 22: (EM) log likelihood = -29352.773
Iteration 23: (EM) log likelihood = -29299.375
Iteration 24: (EM) log likelihood = -29253.83
Iteration 25: (EM) log likelihood = -29211.484
Iteration 26: (EM) log likelihood = -29181.068
Iteration 27: (EM) log likelihood = -29149.144
Iteration 28: (EM) log likelihood = -29127.379
Iteration 29: (EM) log likelihood = -29108.817
Iteration 30: (EM) log likelihood = -29092.923
Iteration 31: (EM) log likelihood = -29078.789
Iteration 32: (EM) log likelihood = -29064.66
Iteration 33: (EM) log likelihood = -29042.875
Iteration 34: (EM) log likelihood = -29023.43
Iteration 35: (EM) log likelihood = -29013.515
Iteration 36: (EM) log likelihood = -29004.678
Iteration 37: (EM) log likelihood = -28995.54
Iteration 38: (EM) log likelihood = -28985.109
Iteration 39: (EM) log likelihood = -28974.772
Iteration 40: (EM) log likelihood = -28963.426
Iteration 41: (EM) log likelihood = -28950.481
Iteration 42: (EM) log likelihood = -28936.596
Iteration 43: (EM) log likelihood = -28923.003
Iteration 44: (EM) log likelihood = -28909.639
Iteration 45: (EM) log likelihood = -28895.59
Iteration 46: (EM) log likelihood = -28879.416
Iteration 47: (EM) log likelihood = -28860.334
Iteration 48: (EM) log likelihood = -28847.764
Iteration 49: (EM) log likelihood = -28833.994
Iteration 50: (EM) log likelihood = -28823.882
Iteration 51: (EM) log likelihood = -28811.072
Iteration 52: (EM) log likelihood = -28801.992
Iteration 53: (EM) log likelihood = -28795.665
Iteration 54: (EM) log likelihood = -28788.325
Iteration 55: (EM) log likelihood = -28782.892
Iteration 56: (EM) log likelihood = -28778.143
Iteration 57: (EM) log likelihood = -28772.854
Iteration 58: (EM) log likelihood = -28767.676
Iteration 59: (EM) log likelihood = -28755.412
Iteration 60: (EM) log likelihood = -28747.178
Iteration 61: (EM) log likelihood = -28736.478
Iteration 62: (EM) log likelihood = -28717.547
Iteration 63: (EM) log likelihood = -28708.184
Iteration 64: (EM) log likelihood = -28697.443
Iteration 65: (EM) log likelihood = -28690.543
Iteration 66: (EM) log likelihood = -28685.658
Iteration 67: (EM) log likelihood = -28680.328
Iteration 68: (EM) log likelihood = -28678.213
Iteration 69: (EM) log likelihood = -28675.82
Iteration 70: (EM) log likelihood = -28674.253
Iteration 71: (EM) log likelihood = -28671.653
Iteration 72: (EM) log likelihood = -28666.737
Iteration 73: (EM) log likelihood = -28663.074
Iteration 74: (EM) log likelihood = -28661.065
Iteration 75: (EM) log likelihood = -28658.171
Iteration 76: (EM) log likelihood = -28653.166
Iteration 77: (EM) log likelihood = -28648.424
Iteration 78: (EM) log likelihood = -28642.348
Iteration 79: (EM) log likelihood = -28639.554
Iteration 80: (EM) log likelihood = -28635.414
Iteration 81: (EM) log likelihood = -28631.766
Iteration 82: (EM) log likelihood = -28628.406
Iteration 83: (EM) log likelihood = -28625.155
Iteration 84: (EM) log likelihood = -28621.758
Iteration 85: (EM) log likelihood = -28618.949
Iteration 86: (EM) log likelihood = -28616.755
Iteration 87: (EM) log likelihood = -28613.413
Iteration 88: (EM) log likelihood = -28611.109
Iteration 89: (EM) log likelihood = -28609.256
Iteration 90: (EM) log likelihood = -28605.113
Iteration 91: (EM) log likelihood = -28603.191
Iteration 92: (EM) log likelihood = -28601.549
Iteration 93: (EM) log likelihood = -28600.947
Iteration 94: (EM) log likelihood = -28598.982
Iteration 95: (EM) log likelihood = -28596.865
Iteration 96: (EM) log likelihood = -28595.264
Iteration 97: (EM) log likelihood = -28594.11
Iteration 98: (EM) log likelihood = -28592.663
Iteration 99: (EM) log likelihood = -28591.755
Iteration 100: (EM) log likelihood = -28590.634
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.2068
Iteration 1: (class) log likelihood = -8322.2068
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30147.167
Iteration 1: (outcome) log likelihood = -29148.057
Iteration 2: (outcome) log likelihood = -28838.532
Iteration 3: (outcome) log likelihood = -28787.682
Iteration 4: (outcome) log likelihood = -28778.859
Iteration 5: (outcome) log likelihood = -28776.78
Iteration 6: (outcome) log likelihood = -28776.352
Iteration 7: (outcome) log likelihood = -28776.259
Iteration 8: (outcome) log likelihood = -28776.239
Iteration 9: (outcome) log likelihood = -28776.234
Iteration 10: (outcome) log likelihood = -28776.233 (not concave)
Iteration 11: (outcome) log likelihood = -28776.233 (not concave)
Iteration 12: (outcome) log likelihood = -28776.233 (not concave)
Iteration 13: (outcome) log likelihood = -28776.233 (not concave)
Iteration 14: (outcome) log likelihood = -28776.233 (not concave)
Iteration 15: (outcome) log likelihood = -28776.233 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37024.634
Iteration 1: (EM) log likelihood = -36721.258
Iteration 2: (EM) log likelihood = -35912.935
Iteration 3: (EM) log likelihood = -34739.196
Iteration 4: (EM) log likelihood = -33815.995
Iteration 5: (EM) log likelihood = -33170.399
Iteration 6: (EM) log likelihood = -32608.345
Iteration 7: (EM) log likelihood = -32086.131
Iteration 8: (EM) log likelihood = -31628.65
Iteration 9: (EM) log likelihood = -31263.433
Iteration 10: (EM) log likelihood = -30976.948
Iteration 11: (EM) log likelihood = -30757.748
Iteration 12: (EM) log likelihood = -30574.468
Iteration 13: (EM) log likelihood = -30411.017
Iteration 14: (EM) log likelihood = -30253.059
Iteration 15: (EM) log likelihood = -30099.027
Iteration 16: (EM) log likelihood = -29952.392
Iteration 17: (EM) log likelihood = -29813.321
Iteration 18: (EM) log likelihood = -29689.275
Iteration 19: (EM) log likelihood = -29577.764
Iteration 20: (EM) log likelihood = -29482.205
Iteration 21: (EM) log likelihood = -29398.467
Iteration 22: (EM) log likelihood = -29320.934
Iteration 23: (EM) log likelihood = -29260.272
Iteration 24: (EM) log likelihood = -29207.606
Iteration 25: (EM) log likelihood = -29163.948
Iteration 26: (EM) log likelihood = -29126.449
Iteration 27: (EM) log likelihood = -29095.961
Iteration 28: (EM) log likelihood = -29073.003
Iteration 29: (EM) log likelihood = -29054.142
Iteration 30: (EM) log likelihood = -29035.024
Iteration 31: (EM) log likelihood = -29021.322
Iteration 32: (EM) log likelihood = -29009.641
Iteration 33: (EM) log likelihood = -28999.657
Iteration 34: (EM) log likelihood = -28990.597
Iteration 35: (EM) log likelihood = -28982.5
Iteration 36: (EM) log likelihood = -28975.463
Iteration 37: (EM) log likelihood = -28969.615
Iteration 38: (EM) log likelihood = -28964.243
Iteration 39: (EM) log likelihood = -28959.853
Iteration 40: (EM) log likelihood = -28955.656
Iteration 41: (EM) log likelihood = -28951.745
Iteration 42: (EM) log likelihood = -28947.527
Iteration 43: (EM) log likelihood = -28943.273
Iteration 44: (EM) log likelihood = -28937.539
Iteration 45: (EM) log likelihood = -28931.589
Iteration 46: (EM) log likelihood = -28924.225
Iteration 47: (EM) log likelihood = -28916.182
Iteration 48: (EM) log likelihood = -28907.831
Iteration 49: (EM) log likelihood = -28898.294
Iteration 50: (EM) log likelihood = -28887.57
Iteration 51: (EM) log likelihood = -28877.277
Iteration 52: (EM) log likelihood = -28865.867
Iteration 53: (EM) log likelihood = -28855.03
Iteration 54: (EM) log likelihood = -28844.226
Iteration 55: (EM) log likelihood = -28833.416
Iteration 56: (EM) log likelihood = -28822.242
Iteration 57: (EM) log likelihood = -28810.963
Iteration 58: (EM) log likelihood = -28800.214
Iteration 59: (EM) log likelihood = -28789.963
Iteration 60: (EM) log likelihood = -28779.913
Iteration 61: (EM) log likelihood = -28770.149
Iteration 62: (EM) log likelihood = -28759.824
Iteration 63: (EM) log likelihood = -28749.585
Iteration 64: (EM) log likelihood = -28739.908
Iteration 65: (EM) log likelihood = -28730.314
Iteration 66: (EM) log likelihood = -28721.121
Iteration 67: (EM) log likelihood = -28712.278
Iteration 68: (EM) log likelihood = -28696.481
Iteration 69: (EM) log likelihood = -28689.543
Iteration 70: (EM) log likelihood = -28682.833
Iteration 71: (EM) log likelihood = -28675.448
Iteration 72: (EM) log likelihood = -28667.732
Iteration 73: (EM) log likelihood = -28660.401
Iteration 74: (EM) log likelihood = -28652.64
Iteration 75: (EM) log likelihood = -28646.246
Iteration 76: (EM) log likelihood = -28640.132
Iteration 77: (EM) log likelihood = -28633.802
Iteration 78: (EM) log likelihood = -28628.254
Iteration 79: (EM) log likelihood = -28622.708
Iteration 80: (EM) log likelihood = -28617.806
Iteration 81: (EM) log likelihood = -28612.581
Iteration 82: (EM) log likelihood = -28607.602
Iteration 83: (EM) log likelihood = -28602.856
Iteration 84: (EM) log likelihood = -28597.318
Iteration 85: (EM) log likelihood = -28592.707
Iteration 86: (EM) log likelihood = -28587.009
Iteration 87: (EM) log likelihood = -28582.891
Iteration 88: (EM) log likelihood = -28579.301
Iteration 89: (EM) log likelihood = -28575.449
Iteration 90: (EM) log likelihood = -28569.494
Iteration 91: (EM) log likelihood = -28565.474
Iteration 92: (EM) log likelihood = -28561.403
Iteration 93: (EM) log likelihood = -28556.054
Iteration 94: (EM) log likelihood = -28551.585
Iteration 95: (EM) log likelihood = -28548.504
Iteration 96: (EM) log likelihood = -28544.289
Iteration 97: (EM) log likelihood = -28542.397
Iteration 98: (EM) log likelihood = -28539.05
Iteration 99: (EM) log likelihood = -28536.821
Iteration 100: (EM) log likelihood = -28533.678
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.9509
Iteration 1: (class) log likelihood = -8322.9509
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30227.414
Iteration 1: (outcome) log likelihood = -29108.505
Iteration 2: (outcome) log likelihood = -28832.35
Iteration 3: (outcome) log likelihood = -28778.372
Iteration 4: (outcome) log likelihood = -28768.714
Iteration 5: (outcome) log likelihood = -28766.309
Iteration 6: (outcome) log likelihood = -28765.823
Iteration 7: (outcome) log likelihood = -28765.716
Iteration 8: (outcome) log likelihood = -28765.692
Iteration 9: (outcome) log likelihood = -28765.686
Iteration 10: (outcome) log likelihood = -28765.685 (not concave)
Iteration 11: (outcome) log likelihood = -28765.685 (not concave)
Iteration 12: (outcome) log likelihood = -28765.685 (not concave)
Iteration 13: (outcome) log likelihood = -28765.685 (not concave)
Iteration 14: (outcome) log likelihood = -28765.685 (not concave)
Iteration 15: (outcome) log likelihood = -28765.685 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37040.874
Iteration 1: (EM) log likelihood = -36863.576
Iteration 2: (EM) log likelihood = -36409.187
Iteration 3: (EM) log likelihood = -35522.502
Iteration 4: (EM) log likelihood = -34321.547
Iteration 5: (EM) log likelihood = -33243.698
Iteration 6: (EM) log likelihood = -32457.399
Iteration 7: (EM) log likelihood = -31945.707
Iteration 8: (EM) log likelihood = -31585.578
Iteration 9: (EM) log likelihood = -31302.051
Iteration 10: (EM) log likelihood = -31045.374
Iteration 11: (EM) log likelihood = -30802.608
Iteration 12: (EM) log likelihood = -30576.115
Iteration 13: (EM) log likelihood = -30365.612
Iteration 14: (EM) log likelihood = -30193.685
Iteration 15: (EM) log likelihood = -30040.615
Iteration 16: (EM) log likelihood = -29910.192
Iteration 17: (EM) log likelihood = -29793.541
Iteration 18: (EM) log likelihood = -29689.952
Iteration 19: (EM) log likelihood = -29593.583
Iteration 20: (EM) log likelihood = -29508.806
Iteration 21: (EM) log likelihood = -29430.595
Iteration 22: (EM) log likelihood = -29359.188
Iteration 23: (EM) log likelihood = -29291.19
Iteration 24: (EM) log likelihood = -29230.864
Iteration 25: (EM) log likelihood = -29177.071
Iteration 26: (EM) log likelihood = -29127.357
Iteration 27: (EM) log likelihood = -29084.136
Iteration 28: (EM) log likelihood = -29041.985
Iteration 29: (EM) log likelihood = -29002.503
Iteration 30: (EM) log likelihood = -28968.165
Iteration 31: (EM) log likelihood = -28937.374
Iteration 32: (EM) log likelihood = -28911.486
Iteration 33: (EM) log likelihood = -28889.198
Iteration 34: (EM) log likelihood = -28871.827
Iteration 35: (EM) log likelihood = -28853.123
Iteration 36: (EM) log likelihood = -28837.002
Iteration 37: (EM) log likelihood = -28823.487
Iteration 38: (EM) log likelihood = -28810.533
Iteration 39: (EM) log likelihood = -28797.919
Iteration 40: (EM) log likelihood = -28785.954
Iteration 41: (EM) log likelihood = -28773.643
Iteration 42: (EM) log likelihood = -28761.127
Iteration 43: (EM) log likelihood = -28749.457
Iteration 44: (EM) log likelihood = -28740.946
Iteration 45: (EM) log likelihood = -28731.556
Iteration 46: (EM) log likelihood = -28722.142
Iteration 47: (EM) log likelihood = -28711.504
Iteration 48: (EM) log likelihood = -28699.844
Iteration 49: (EM) log likelihood = -28690.244
Iteration 50: (EM) log likelihood = -28680.327
Iteration 51: (EM) log likelihood = -28669.503
Iteration 52: (EM) log likelihood = -28659.39
Iteration 53: (EM) log likelihood = -28649.273
Iteration 54: (EM) log likelihood = -28639.42
Iteration 55: (EM) log likelihood = -28628.934
Iteration 56: (EM) log likelihood = -28619.818
Iteration 57: (EM) log likelihood = -28610.643
Iteration 58: (EM) log likelihood = -28599.999
Iteration 59: (EM) log likelihood = -28590.758
Iteration 60: (EM) log likelihood = -28581.255
Iteration 61: (EM) log likelihood = -28570.719
Iteration 62: (EM) log likelihood = -28561.344
Iteration 63: (EM) log likelihood = -28551.668
Iteration 64: (EM) log likelihood = -28542.18
Iteration 65: (EM) log likelihood = -28532.747
Iteration 66: (EM) log likelihood = -28523.533
Iteration 67: (EM) log likelihood = -28515.482
Iteration 68: (EM) log likelihood = -28507.759
Iteration 69: (EM) log likelihood = -28499.175
Iteration 70: (EM) log likelihood = -28491.452
Iteration 71: (EM) log likelihood = -28483.81
Iteration 72: (EM) log likelihood = -28475.898
Iteration 73: (EM) log likelihood = -28469.007
Iteration 74: (EM) log likelihood = -28461.843
Iteration 75: (EM) log likelihood = -28455.693
Iteration 76: (EM) log likelihood = -28449.118
Iteration 77: (EM) log likelihood = -28443.284
Iteration 78: (EM) log likelihood = -28437.515
Iteration 79: (EM) log likelihood = -28431.879
Iteration 80: (EM) log likelihood = -28427.031
Iteration 81: (EM) log likelihood = -28422.222
Iteration 82: (EM) log likelihood = -28417.25
Iteration 83: (EM) log likelihood = -28411.727
Iteration 84: (EM) log likelihood = -28407.599
Iteration 85: (EM) log likelihood = -28403.503
Iteration 86: (EM) log likelihood = -28398.812
Iteration 87: (EM) log likelihood = -28394.389
Iteration 88: (EM) log likelihood = -28390.34
Iteration 89: (EM) log likelihood = -28386.512
Iteration 90: (EM) log likelihood = -28382.627
Iteration 91: (EM) log likelihood = -28378.53
Iteration 92: (EM) log likelihood = -28375.718
Iteration 93: (EM) log likelihood = -28372.335
Iteration 94: (EM) log likelihood = -28368.752
Iteration 95: (EM) log likelihood = -28365.008
Iteration 96: (EM) log likelihood = -28361.741
Iteration 97: (EM) log likelihood = -28358.322
Iteration 98: (EM) log likelihood = -28355.509
Iteration 99: (EM) log likelihood = -28352.676
Iteration 100: (EM) log likelihood = -28349.961
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.1017
Iteration 1: (class) log likelihood = -8319.1017
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29986.739
Iteration 1: (outcome) log likelihood = -29047.087
Iteration 2: (outcome) log likelihood = -28843.272
Iteration 3: (outcome) log likelihood = -28796.041
Iteration 4: (outcome) log likelihood = -28788.353
Iteration 5: (outcome) log likelihood = -28786.509
Iteration 6: (outcome) log likelihood = -28786.121
Iteration 7: (outcome) log likelihood = -28786.035
Iteration 8: (outcome) log likelihood = -28786.019
Iteration 9: (outcome) log likelihood = -28786.016
Iteration 10: (outcome) log likelihood = -28786.015 (not concave)
Iteration 11: (outcome) log likelihood = -28786.015 (not concave)
Iteration 12: (outcome) log likelihood = -28786.015 (not concave)
Iteration 13: (outcome) log likelihood = -28786.015 (not concave)
Iteration 14: (outcome) log likelihood = -28786.015 (not concave)
Iteration 15: (outcome) log likelihood = -28786.015 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37037.018
Iteration 1: (EM) log likelihood = -36766.143
Iteration 2: (EM) log likelihood = -36009.17
Iteration 3: (EM) log likelihood = -34781.04
Iteration 4: (EM) log likelihood = -33664.578
Iteration 5: (EM) log likelihood = -32867.55
Iteration 6: (EM) log likelihood = -32291.22
Iteration 7: (EM) log likelihood = -31882.203
Iteration 8: (EM) log likelihood = -31586.286
Iteration 9: (EM) log likelihood = -31357.926
Iteration 10: (EM) log likelihood = -31167.704
Iteration 11: (EM) log likelihood = -30995.6
Iteration 12: (EM) log likelihood = -30829.46
Iteration 13: (EM) log likelihood = -30668
Iteration 14: (EM) log likelihood = -30511.203
Iteration 15: (EM) log likelihood = -30363.692
Iteration 16: (EM) log likelihood = -30230.86
Iteration 17: (EM) log likelihood = -30110.938
Iteration 18: (EM) log likelihood = -29998.23
Iteration 19: (EM) log likelihood = -29892.366
Iteration 20: (EM) log likelihood = -29792.097
Iteration 21: (EM) log likelihood = -29699.355
Iteration 22: (EM) log likelihood = -29616.95
Iteration 23: (EM) log likelihood = -29547.412
Iteration 24: (EM) log likelihood = -29489.718
Iteration 25: (EM) log likelihood = -29440.401
Iteration 26: (EM) log likelihood = -29397.287
Iteration 27: (EM) log likelihood = -29357.19
Iteration 28: (EM) log likelihood = -29321.3
Iteration 29: (EM) log likelihood = -29288.423
Iteration 30: (EM) log likelihood = -29257.421
Iteration 31: (EM) log likelihood = -29228.985
Iteration 32: (EM) log likelihood = -29199.166
Iteration 33: (EM) log likelihood = -29171.54
Iteration 34: (EM) log likelihood = -29141.446
Iteration 35: (EM) log likelihood = -29112.951
Iteration 36: (EM) log likelihood = -29087.483
Iteration 37: (EM) log likelihood = -29062.481
Iteration 38: (EM) log likelihood = -29040.459
Iteration 39: (EM) log likelihood = -29020.886
Iteration 40: (EM) log likelihood = -28999.792
Iteration 41: (EM) log likelihood = -28981.378
Iteration 42: (EM) log likelihood = -28966.809
Iteration 43: (EM) log likelihood = -28952.171
Iteration 44: (EM) log likelihood = -28940.104
Iteration 45: (EM) log likelihood = -28928.205
Iteration 46: (EM) log likelihood = -28918.066
Iteration 47: (EM) log likelihood = -28907.488
Iteration 48: (EM) log likelihood = -28898.254
Iteration 49: (EM) log likelihood = -28889.296
Iteration 50: (EM) log likelihood = -28880.408
Iteration 51: (EM) log likelihood = -28872.194
Iteration 52: (EM) log likelihood = -28864.378
Iteration 53: (EM) log likelihood = -28858.565
Iteration 54: (EM) log likelihood = -28852.146
Iteration 55: (EM) log likelihood = -28844.122
Iteration 56: (EM) log likelihood = -28837.382
Iteration 57: (EM) log likelihood = -28830.825
Iteration 58: (EM) log likelihood = -28824.632
Iteration 59: (EM) log likelihood = -28817.405
Iteration 60: (EM) log likelihood = -28810.845
Iteration 61: (EM) log likelihood = -28802.124
Iteration 62: (EM) log likelihood = -28794.914
Iteration 63: (EM) log likelihood = -28789.103
Iteration 64: (EM) log likelihood = -28782.718
Iteration 65: (EM) log likelihood = -28776.812
Iteration 66: (EM) log likelihood = -28771.033
Iteration 67: (EM) log likelihood = -28765.623
Iteration 68: (EM) log likelihood = -28760.169
Iteration 69: (EM) log likelihood = -28754.582
Iteration 70: (EM) log likelihood = -28748.907
Iteration 71: (EM) log likelihood = -28740.846
Iteration 72: (EM) log likelihood = -28735.115
Iteration 73: (EM) log likelihood = -28730.128
Iteration 74: (EM) log likelihood = -28725.214
Iteration 75: (EM) log likelihood = -28719.734
Iteration 76: (EM) log likelihood = -28713.151
Iteration 77: (EM) log likelihood = -28706.748
Iteration 78: (EM) log likelihood = -28699.645
Iteration 79: (EM) log likelihood = -28694.013
Iteration 80: (EM) log likelihood = -28686.882
Iteration 81: (EM) log likelihood = -28678.69
Iteration 82: (EM) log likelihood = -28672.346
Iteration 83: (EM) log likelihood = -28665.475
Iteration 84: (EM) log likelihood = -28658.811
Iteration 85: (EM) log likelihood = -28651.944
Iteration 86: (EM) log likelihood = -28644.779
Iteration 87: (EM) log likelihood = -28637.3
Iteration 88: (EM) log likelihood = -28631.085
Iteration 89: (EM) log likelihood = -28622.912
Iteration 90: (EM) log likelihood = -28616.595
Iteration 91: (EM) log likelihood = -28610.592
Iteration 92: (EM) log likelihood = -28605.872
Iteration 93: (EM) log likelihood = -28601.461
Iteration 94: (EM) log likelihood = -28596.776
Iteration 95: (EM) log likelihood = -28592.302
Iteration 96: (EM) log likelihood = -28586.39
Iteration 97: (EM) log likelihood = -28581.069
Iteration 98: (EM) log likelihood = -28575.028
Iteration 99: (EM) log likelihood = -28570.744
Iteration 100: (EM) log likelihood = -28567.076
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.6267
Iteration 1: (class) log likelihood = -8322.6267
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30121.821
Iteration 1: (outcome) log likelihood = -29126.958
Iteration 2: (outcome) log likelihood = -28858.552
Iteration 3: (outcome) log likelihood = -28807.506
Iteration 4: (outcome) log likelihood = -28798.726
Iteration 5: (outcome) log likelihood = -28796.952
Iteration 6: (outcome) log likelihood = -28796.569
Iteration 7: (outcome) log likelihood = -28796.485
Iteration 8: (outcome) log likelihood = -28796.47
Iteration 9: (outcome) log likelihood = -28796.467
Iteration 10: (outcome) log likelihood = -28796.466 (not concave)
Iteration 11: (outcome) log likelihood = -28796.466 (not concave)
Iteration 12: (outcome) log likelihood = -28796.466 (not concave)
Iteration 13: (outcome) log likelihood = -28796.466 (not concave)
Iteration 14: (outcome) log likelihood = -28796.466 (not concave)
Iteration 15: (outcome) log likelihood = -28796.466 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37049.988
Iteration 1: (EM) log likelihood = -36824.756
Iteration 2: (EM) log likelihood = -36202.971
Iteration 3: (EM) log likelihood = -35083.765
Iteration 4: (EM) log likelihood = -33922.149
Iteration 5: (EM) log likelihood = -33011.597
Iteration 6: (EM) log likelihood = -32354.589
Iteration 7: (EM) log likelihood = -31885.358
Iteration 8: (EM) log likelihood = -31538.855
Iteration 9: (EM) log likelihood = -31276.031
Iteration 10: (EM) log likelihood = -31071.716
Iteration 11: (EM) log likelihood = -30907.197
Iteration 12: (EM) log likelihood = -30759.039
Iteration 13: (EM) log likelihood = -30616.142
Iteration 14: (EM) log likelihood = -30469.514
Iteration 15: (EM) log likelihood = -30320.763
Iteration 16: (EM) log likelihood = -30167.882
Iteration 17: (EM) log likelihood = -30017.762
Iteration 18: (EM) log likelihood = -29877.592
Iteration 19: (EM) log likelihood = -29762.048
Iteration 20: (EM) log likelihood = -29666.181
Iteration 21: (EM) log likelihood = -29582.284
Iteration 22: (EM) log likelihood = -29524.444
Iteration 23: (EM) log likelihood = -29477.778
Iteration 24: (EM) log likelihood = -29436.886
Iteration 25: (EM) log likelihood = -29408.841
Iteration 26: (EM) log likelihood = -29384.25
Iteration 27: (EM) log likelihood = -29362.176
Iteration 28: (EM) log likelihood = -29344.174
Iteration 29: (EM) log likelihood = -29326.789
Iteration 30: (EM) log likelihood = -29307.827
Iteration 31: (EM) log likelihood = -29293.77
Iteration 32: (EM) log likelihood = -29279.418
Iteration 33: (EM) log likelihood = -29265.026
Iteration 34: (EM) log likelihood = -29251.31
Iteration 35: (EM) log likelihood = -29238.762
Iteration 36: (EM) log likelihood = -29226.866
Iteration 37: (EM) log likelihood = -29213.518
Iteration 38: (EM) log likelihood = -29201.341
Iteration 39: (EM) log likelihood = -29190.586
Iteration 40: (EM) log likelihood = -29180.739
Iteration 41: (EM) log likelihood = -29170.898
Iteration 42: (EM) log likelihood = -29161.517
Iteration 43: (EM) log likelihood = -29152.067
Iteration 44: (EM) log likelihood = -29143.225
Iteration 45: (EM) log likelihood = -29134.898
Iteration 46: (EM) log likelihood = -29126.017
Iteration 47: (EM) log likelihood = -29118.037
Iteration 48: (EM) log likelihood = -29110.082
Iteration 49: (EM) log likelihood = -29099.332
Iteration 50: (EM) log likelihood = -29091.485
Iteration 51: (EM) log likelihood = -29084.114
Iteration 52: (EM) log likelihood = -29076.586
Iteration 53: (EM) log likelihood = -29069.727
Iteration 54: (EM) log likelihood = -29061.823
Iteration 55: (EM) log likelihood = -29054.556
Iteration 56: (EM) log likelihood = -29047.661
Iteration 57: (EM) log likelihood = -29041.223
Iteration 58: (EM) log likelihood = -29034.61
Iteration 59: (EM) log likelihood = -29027.777
Iteration 60: (EM) log likelihood = -29021.932
Iteration 61: (EM) log likelihood = -29015.663
Iteration 62: (EM) log likelihood = -29009.583
Iteration 63: (EM) log likelihood = -29003.368
Iteration 64: (EM) log likelihood = -28996.98
Iteration 65: (EM) log likelihood = -28991.496
Iteration 66: (EM) log likelihood = -28986.118
Iteration 67: (EM) log likelihood = -28980.136
Iteration 68: (EM) log likelihood = -28974.838
Iteration 69: (EM) log likelihood = -28969.927
Iteration 70: (EM) log likelihood = -28964.234
Iteration 71: (EM) log likelihood = -28959.471
Iteration 72: (EM) log likelihood = -28954.932
Iteration 73: (EM) log likelihood = -28950.543
Iteration 74: (EM) log likelihood = -28945.422
Iteration 75: (EM) log likelihood = -28941.581
Iteration 76: (EM) log likelihood = -28937.608
Iteration 77: (EM) log likelihood = -28933.141
Iteration 78: (EM) log likelihood = -28926.278
Iteration 79: (EM) log likelihood = -28922.473
Iteration 80: (EM) log likelihood = -28919.138
Iteration 81: (EM) log likelihood = -28916.024
Iteration 82: (EM) log likelihood = -28912.858
Iteration 83: (EM) log likelihood = -28910.003
Iteration 84: (EM) log likelihood = -28907.268
Iteration 85: (EM) log likelihood = -28903.729
Iteration 86: (EM) log likelihood = -28900.828
Iteration 87: (EM) log likelihood = -28897.394
Iteration 88: (EM) log likelihood = -28894.49
Iteration 89: (EM) log likelihood = -28891.759
Iteration 90: (EM) log likelihood = -28888.996
Iteration 91: (EM) log likelihood = -28886.599
Iteration 92: (EM) log likelihood = -28884.091
Iteration 93: (EM) log likelihood = -28881.722
Iteration 94: (EM) log likelihood = -28879.872
Iteration 95: (EM) log likelihood = -28877.738
Iteration 96: (EM) log likelihood = -28875.579
Iteration 97: (EM) log likelihood = -28873.121
Iteration 98: (EM) log likelihood = -28870.718
Iteration 99: (EM) log likelihood = -28868.599
Iteration 100: (EM) log likelihood = -28866.496
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.9524
Iteration 1: (class) log likelihood = -8319.9524
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30357.007
Iteration 1: (outcome) log likelihood = -29103.981
Iteration 2: (outcome) log likelihood = -28839.025
Iteration 3: (outcome) log likelihood = -28787.001
Iteration 4: (outcome) log likelihood = -28777.175
Iteration 5: (outcome) log likelihood = -28774.822
Iteration 6: (outcome) log likelihood = -28774.31
Iteration 7: (outcome) log likelihood = -28774.195
Iteration 8: (outcome) log likelihood = -28774.175
Iteration 9: (outcome) log likelihood = -28774.173 (not concave)
Iteration 10: (outcome) log likelihood = -28774.173 (not concave)
Iteration 11: (outcome) log likelihood = -28774.173 (not concave)
Iteration 12: (outcome) log likelihood = -28774.173 (not concave)
Iteration 13: (outcome) log likelihood = -28774.173 (not concave)
Iteration 14: (outcome) log likelihood = -28774.173 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37034.462
Iteration 1: (EM) log likelihood = -36822.402
Iteration 2: (EM) log likelihood = -36282.24
Iteration 3: (EM) log likelihood = -35235.381
Iteration 4: (EM) log likelihood = -33903.229
Iteration 5: (EM) log likelihood = -32829.56
Iteration 6: (EM) log likelihood = -32141.527
Iteration 7: (EM) log likelihood = -31690.968
Iteration 8: (EM) log likelihood = -31338.071
Iteration 9: (EM) log likelihood = -31026.544
Iteration 10: (EM) log likelihood = -30728.93
Iteration 11: (EM) log likelihood = -30456.423
Iteration 12: (EM) log likelihood = -30204.504
Iteration 13: (EM) log likelihood = -29994.038
Iteration 14: (EM) log likelihood = -29819.084
Iteration 15: (EM) log likelihood = -29675.252
Iteration 16: (EM) log likelihood = -29557.233
Iteration 17: (EM) log likelihood = -29463.398
Iteration 18: (EM) log likelihood = -29387.948
Iteration 19: (EM) log likelihood = -29327.304
Iteration 20: (EM) log likelihood = -29276.385
Iteration 21: (EM) log likelihood = -29232.193
Iteration 22: (EM) log likelihood = -29193.715
Iteration 23: (EM) log likelihood = -29159.355
Iteration 24: (EM) log likelihood = -29123.317
Iteration 25: (EM) log likelihood = -29092.377
Iteration 26: (EM) log likelihood = -29065.659
Iteration 27: (EM) log likelihood = -29040.411
Iteration 28: (EM) log likelihood = -29014.109
Iteration 29: (EM) log likelihood = -28989.704
Iteration 30: (EM) log likelihood = -28965.671
Iteration 31: (EM) log likelihood = -28945.374
Iteration 32: (EM) log likelihood = -28926.721
Iteration 33: (EM) log likelihood = -28908.19
Iteration 34: (EM) log likelihood = -28892.337
Iteration 35: (EM) log likelihood = -28878.058
Iteration 36: (EM) log likelihood = -28864.916
Iteration 37: (EM) log likelihood = -28851.668
Iteration 38: (EM) log likelihood = -28839.18
Iteration 39: (EM) log likelihood = -28829.103
Iteration 40: (EM) log likelihood = -28817.647
Iteration 41: (EM) log likelihood = -28806.163
Iteration 42: (EM) log likelihood = -28797.156
Iteration 43: (EM) log likelihood = -28789.268
Iteration 44: (EM) log likelihood = -28779.831
Iteration 45: (EM) log likelihood = -28770.504
Iteration 46: (EM) log likelihood = -28763.833
Iteration 47: (EM) log likelihood = -28757.859
Iteration 48: (EM) log likelihood = -28752.539
Iteration 49: (EM) log likelihood = -28747.992
Iteration 50: (EM) log likelihood = -28743.846
Iteration 51: (EM) log likelihood = -28740.013
Iteration 52: (EM) log likelihood = -28733.297
Iteration 53: (EM) log likelihood = -28728.831
Iteration 54: (EM) log likelihood = -28723.964
Iteration 55: (EM) log likelihood = -28719.97
Iteration 56: (EM) log likelihood = -28716.084
Iteration 57: (EM) log likelihood = -28712.384
Iteration 58: (EM) log likelihood = -28709.2
Iteration 59: (EM) log likelihood = -28705.547
Iteration 60: (EM) log likelihood = -28701.883
Iteration 61: (EM) log likelihood = -28697.702
Iteration 62: (EM) log likelihood = -28694.238
Iteration 63: (EM) log likelihood = -28690.634
Iteration 64: (EM) log likelihood = -28687.416
Iteration 65: (EM) log likelihood = -28684.143
Iteration 66: (EM) log likelihood = -28680.445
Iteration 67: (EM) log likelihood = -28676.189
Iteration 68: (EM) log likelihood = -28670.9
Iteration 69: (EM) log likelihood = -28663.672
Iteration 70: (EM) log likelihood = -28656.098
Iteration 71: (EM) log likelihood = -28648.402
Iteration 72: (EM) log likelihood = -28639.506
Iteration 73: (EM) log likelihood = -28630.589
Iteration 74: (EM) log likelihood = -28620.452
Iteration 75: (EM) log likelihood = -28611.475
Iteration 76: (EM) log likelihood = -28601.973
Iteration 77: (EM) log likelihood = -28593.756
Iteration 78: (EM) log likelihood = -28585.633
Iteration 79: (EM) log likelihood = -28578.046
Iteration 80: (EM) log likelihood = -28570.747
Iteration 81: (EM) log likelihood = -28563.986
Iteration 82: (EM) log likelihood = -28557.476
Iteration 83: (EM) log likelihood = -28552.046
Iteration 84: (EM) log likelihood = -28546.265
Iteration 85: (EM) log likelihood = -28541.528
Iteration 86: (EM) log likelihood = -28536.922
Iteration 87: (EM) log likelihood = -28531.912
Iteration 88: (EM) log likelihood = -28527.96
Iteration 89: (EM) log likelihood = -28523.335
Iteration 90: (EM) log likelihood = -28518.885
Iteration 91: (EM) log likelihood = -28515.119
Iteration 92: (EM) log likelihood = -28511.386
Iteration 93: (EM) log likelihood = -28507.645
Iteration 94: (EM) log likelihood = -28504.121
Iteration 95: (EM) log likelihood = -28499.923
Iteration 96: (EM) log likelihood = -28497.004
Iteration 97: (EM) log likelihood = -28493.12
Iteration 98: (EM) log likelihood = -28490.153
Iteration 99: (EM) log likelihood = -28486.138
Iteration 100: (EM) log likelihood = -28482.096
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8324.294
Iteration 1: (class) log likelihood = -8324.294
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30003.623
Iteration 1: (outcome) log likelihood = -29089.966
Iteration 2: (outcome) log likelihood = -28825.075
Iteration 3: (outcome) log likelihood = -28780.878
Iteration 4: (outcome) log likelihood = -28773.286
Iteration 5: (outcome) log likelihood = -28771.658
Iteration 6: (outcome) log likelihood = -28771.317
Iteration 7: (outcome) log likelihood = -28771.262
Iteration 8: (outcome) log likelihood = -28771.249
Iteration 9: (outcome) log likelihood = -28771.246
Iteration 10: (outcome) log likelihood = -28771.245 (not concave)
Iteration 11: (outcome) log likelihood = -28771.245 (not concave)
Iteration 12: (outcome) log likelihood = -28771.245 (not concave)
Iteration 13: (outcome) log likelihood = -28771.245 (not concave)
Iteration 14: (outcome) log likelihood = -28771.245 (not concave)
Iteration 15: (outcome) log likelihood = -28771.245 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37032.042
Iteration 1: (EM) log likelihood = -36830.624
Iteration 2: (EM) log likelihood = -36284.321
Iteration 3: (EM) log likelihood = -35230.981
Iteration 4: (EM) log likelihood = -34067.889
Iteration 5: (EM) log likelihood = -33208.969
Iteration 6: (EM) log likelihood = -32565.164
Iteration 7: (EM) log likelihood = -32047.244
Iteration 8: (EM) log likelihood = -31629.533
Iteration 9: (EM) log likelihood = -31291.959
Iteration 10: (EM) log likelihood = -31012.963
Iteration 11: (EM) log likelihood = -30774.948
Iteration 12: (EM) log likelihood = -30564.191
Iteration 13: (EM) log likelihood = -30380.694
Iteration 14: (EM) log likelihood = -30218.916
Iteration 15: (EM) log likelihood = -30082.777
Iteration 16: (EM) log likelihood = -29964.603
Iteration 17: (EM) log likelihood = -29858.772
Iteration 18: (EM) log likelihood = -29765.691
Iteration 19: (EM) log likelihood = -29685.313
Iteration 20: (EM) log likelihood = -29614.299
Iteration 21: (EM) log likelihood = -29553.613
Iteration 22: (EM) log likelihood = -29500.986
Iteration 23: (EM) log likelihood = -29451.549
Iteration 24: (EM) log likelihood = -29411.292
Iteration 25: (EM) log likelihood = -29370.303
Iteration 26: (EM) log likelihood = -29332.471
Iteration 27: (EM) log likelihood = -29296.919
Iteration 28: (EM) log likelihood = -29263.739
Iteration 29: (EM) log likelihood = -29225.655
Iteration 30: (EM) log likelihood = -29196.752
Iteration 31: (EM) log likelihood = -29167.364
Iteration 32: (EM) log likelihood = -29138.419
Iteration 33: (EM) log likelihood = -29121.373
Iteration 34: (EM) log likelihood = -29106.858
Iteration 35: (EM) log likelihood = -29093.688
Iteration 36: (EM) log likelihood = -29080.55
Iteration 37: (EM) log likelihood = -29069.797
Iteration 38: (EM) log likelihood = -29060.757
Iteration 39: (EM) log likelihood = -29051.832
Iteration 40: (EM) log likelihood = -29044.187
Iteration 41: (EM) log likelihood = -29035.266
Iteration 42: (EM) log likelihood = -29026.192
Iteration 43: (EM) log likelihood = -29016.791
Iteration 44: (EM) log likelihood = -29006.502
Iteration 45: (EM) log likelihood = -28993.465
Iteration 46: (EM) log likelihood = -28979.932
Iteration 47: (EM) log likelihood = -28966.125
Iteration 48: (EM) log likelihood = -28952.096
Iteration 49: (EM) log likelihood = -28938.837
Iteration 50: (EM) log likelihood = -28922.758
Iteration 51: (EM) log likelihood = -28909.343
Iteration 52: (EM) log likelihood = -28896.164
Iteration 53: (EM) log likelihood = -28882.859
Iteration 54: (EM) log likelihood = -28868.214
Iteration 55: (EM) log likelihood = -28853.89
Iteration 56: (EM) log likelihood = -28839.677
Iteration 57: (EM) log likelihood = -28826.568
Iteration 58: (EM) log likelihood = -28812.255
Iteration 59: (EM) log likelihood = -28797.106
Iteration 60: (EM) log likelihood = -28785.289
Iteration 61: (EM) log likelihood = -28775.272
Iteration 62: (EM) log likelihood = -28765.699
Iteration 63: (EM) log likelihood = -28753.512
Iteration 64: (EM) log likelihood = -28744.544
Iteration 65: (EM) log likelihood = -28736.323
Iteration 66: (EM) log likelihood = -28728.552
Iteration 67: (EM) log likelihood = -28720.847
Iteration 68: (EM) log likelihood = -28714.332
Iteration 69: (EM) log likelihood = -28706.164
Iteration 70: (EM) log likelihood = -28697.016
Iteration 71: (EM) log likelihood = -28689.767
Iteration 72: (EM) log likelihood = -28682.752
Iteration 73: (EM) log likelihood = -28676.269
Iteration 74: (EM) log likelihood = -28666.188
Iteration 75: (EM) log likelihood = -28658.584
Iteration 76: (EM) log likelihood = -28650.407
Iteration 77: (EM) log likelihood = -28642.417
Iteration 78: (EM) log likelihood = -28634.761
Iteration 79: (EM) log likelihood = -28625.408
Iteration 80: (EM) log likelihood = -28616.113
Iteration 81: (EM) log likelihood = -28607.727
Iteration 82: (EM) log likelihood = -28599.592
Iteration 83: (EM) log likelihood = -28589.992
Iteration 84: (EM) log likelihood = -28581.951
Iteration 85: (EM) log likelihood = -28571.74
Iteration 86: (EM) log likelihood = -28563.007
Iteration 87: (EM) log likelihood = -28555.168
Iteration 88: (EM) log likelihood = -28547.643
Iteration 89: (EM) log likelihood = -28540.354
Iteration 90: (EM) log likelihood = -28532.641
Iteration 91: (EM) log likelihood = -28525.612
Iteration 92: (EM) log likelihood = -28520.284
Iteration 93: (EM) log likelihood = -28513.406
Iteration 94: (EM) log likelihood = -28505.625
Iteration 95: (EM) log likelihood = -28497.712
Iteration 96: (EM) log likelihood = -28492.589
Iteration 97: (EM) log likelihood = -28486.012
Iteration 98: (EM) log likelihood = -28480.625
Iteration 99: (EM) log likelihood = -28475.886
Iteration 100: (EM) log likelihood = -28470.241
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.3906
Iteration 1: (class) log likelihood = -8320.3906
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31405.551
Iteration 1: (outcome) log likelihood = -29228.051
Iteration 2: (outcome) log likelihood = -28844.121
Iteration 3: (outcome) log likelihood = -28765.756
Iteration 4: (outcome) log likelihood = -28748.944
Iteration 5: (outcome) log likelihood = -28745.119
Iteration 6: (outcome) log likelihood = -28744.289
Iteration 7: (outcome) log likelihood = -28744.158
Iteration 8: (outcome) log likelihood = -28744.143
Iteration 9: (outcome) log likelihood = -28744.14 (not concave)
Iteration 10: (outcome) log likelihood = -28744.14 (not concave)
Iteration 11: (outcome) log likelihood = -28744.14 (not concave)
Iteration 12: (outcome) log likelihood = -28744.14 (not concave)
Iteration 13: (outcome) log likelihood = -28744.14 (not concave)
Iteration 14: (outcome) log likelihood = -28744.14 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36989.758
Iteration 1: (EM) log likelihood = -36779.828
Iteration 2: (EM) log likelihood = -36272.574
Iteration 3: (EM) log likelihood = -35308.478
Iteration 4: (EM) log likelihood = -34196.106
Iteration 5: (EM) log likelihood = -33339.082
Iteration 6: (EM) log likelihood = -32706.368
Iteration 7: (EM) log likelihood = -32179.673
Iteration 8: (EM) log likelihood = -31711.995
Iteration 9: (EM) log likelihood = -31296.714
Iteration 10: (EM) log likelihood = -30940.813
Iteration 11: (EM) log likelihood = -30645.128
Iteration 12: (EM) log likelihood = -30403.859
Iteration 13: (EM) log likelihood = -30210.496
Iteration 14: (EM) log likelihood = -30057.493
Iteration 15: (EM) log likelihood = -29933.315
Iteration 16: (EM) log likelihood = -29831.462
Iteration 17: (EM) log likelihood = -29748.591
Iteration 18: (EM) log likelihood = -29673.884
Iteration 19: (EM) log likelihood = -29612.354
Iteration 20: (EM) log likelihood = -29554.768
Iteration 21: (EM) log likelihood = -29494.97
Iteration 22: (EM) log likelihood = -29435.441
Iteration 23: (EM) log likelihood = -29376.987
Iteration 24: (EM) log likelihood = -29322.82
Iteration 25: (EM) log likelihood = -29273.772
Iteration 26: (EM) log likelihood = -29228.22
Iteration 27: (EM) log likelihood = -29182.029
Iteration 28: (EM) log likelihood = -29137.248
Iteration 29: (EM) log likelihood = -29099.357
Iteration 30: (EM) log likelihood = -29063.218
Iteration 31: (EM) log likelihood = -29030.753
Iteration 32: (EM) log likelihood = -29002.384
Iteration 33: (EM) log likelihood = -28976.127
Iteration 34: (EM) log likelihood = -28950.721
Iteration 35: (EM) log likelihood = -28927.101
Iteration 36: (EM) log likelihood = -28905.012
Iteration 37: (EM) log likelihood = -28884.76
Iteration 38: (EM) log likelihood = -28866.279
Iteration 39: (EM) log likelihood = -28846.488
Iteration 40: (EM) log likelihood = -28828.737
Iteration 41: (EM) log likelihood = -28812.637
Iteration 42: (EM) log likelihood = -28796.572
Iteration 43: (EM) log likelihood = -28781.834
Iteration 44: (EM) log likelihood = -28767.697
Iteration 45: (EM) log likelihood = -28753.857
Iteration 46: (EM) log likelihood = -28740.057
Iteration 47: (EM) log likelihood = -28726.257
Iteration 48: (EM) log likelihood = -28712.518
Iteration 49: (EM) log likelihood = -28698.783
Iteration 50: (EM) log likelihood = -28685.845
Iteration 51: (EM) log likelihood = -28673.803
Iteration 52: (EM) log likelihood = -28662.107
Iteration 53: (EM) log likelihood = -28652.168
Iteration 54: (EM) log likelihood = -28641.918
Iteration 55: (EM) log likelihood = -28632.318
Iteration 56: (EM) log likelihood = -28623.778
Iteration 57: (EM) log likelihood = -28616.271
Iteration 58: (EM) log likelihood = -28609.679
Iteration 59: (EM) log likelihood = -28604.19
Iteration 60: (EM) log likelihood = -28599.243
Iteration 61: (EM) log likelihood = -28594.521
Iteration 62: (EM) log likelihood = -28589.485
Iteration 63: (EM) log likelihood = -28583.951
Iteration 64: (EM) log likelihood = -28578.041
Iteration 65: (EM) log likelihood = -28571.038
Iteration 66: (EM) log likelihood = -28564.034
Iteration 67: (EM) log likelihood = -28555.839
Iteration 68: (EM) log likelihood = -28547.427
Iteration 69: (EM) log likelihood = -28537.365
Iteration 70: (EM) log likelihood = -28527.355
Iteration 71: (EM) log likelihood = -28515.3
Iteration 72: (EM) log likelihood = -28503.644
Iteration 73: (EM) log likelihood = -28492.923
Iteration 74: (EM) log likelihood = -28481.973
Iteration 75: (EM) log likelihood = -28471.921
Iteration 76: (EM) log likelihood = -28462.078
Iteration 77: (EM) log likelihood = -28453.103
Iteration 78: (EM) log likelihood = -28443.775
Iteration 79: (EM) log likelihood = -28434.757
Iteration 80: (EM) log likelihood = -28427.085
Iteration 81: (EM) log likelihood = -28419.089
Iteration 82: (EM) log likelihood = -28413.192
Iteration 83: (EM) log likelihood = -28406.189
Iteration 84: (EM) log likelihood = -28399.483
Iteration 85: (EM) log likelihood = -28393.099
Iteration 86: (EM) log likelihood = -28386.542
Iteration 87: (EM) log likelihood = -28380.703
Iteration 88: (EM) log likelihood = -28374.788
Iteration 89: (EM) log likelihood = -28369.241
Iteration 90: (EM) log likelihood = -28363.201
Iteration 91: (EM) log likelihood = -28358.909
Iteration 92: (EM) log likelihood = -28355.714
Iteration 93: (EM) log likelihood = -28351.886
Iteration 94: (EM) log likelihood = -28348.59
Iteration 95: (EM) log likelihood = -28344.675
Iteration 96: (EM) log likelihood = -28340.597
Iteration 97: (EM) log likelihood = -28336.523
Iteration 98: (EM) log likelihood = -28333.598
Iteration 99: (EM) log likelihood = -28331.234
Iteration 100: (EM) log likelihood = -28328.992
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.7128
Iteration 1: (class) log likelihood = -8321.7128
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30921.983
Iteration 1: (outcome) log likelihood = -29138.362
Iteration 2: (outcome) log likelihood = -28829.983
Iteration 3: (outcome) log likelihood = -28759.181
Iteration 4: (outcome) log likelihood = -28744.547
Iteration 5: (outcome) log likelihood = -28741.405
Iteration 6: (outcome) log likelihood = -28740.76
Iteration 7: (outcome) log likelihood = -28740.616
Iteration 8: (outcome) log likelihood = -28740.581
Iteration 9: (outcome) log likelihood = -28740.573
Iteration 10: (outcome) log likelihood = -28740.572 (not concave)
Iteration 11: (outcome) log likelihood = -28740.572 (not concave)
Iteration 12: (outcome) log likelihood = -28740.572 (not concave)
Iteration 13: (outcome) log likelihood = -28740.572 (not concave)
Iteration 14: (outcome) log likelihood = -28740.572 (not concave)
Iteration 15: (outcome) log likelihood = -28740.572 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36956.885
Iteration 1: (EM) log likelihood = -36591.863
Iteration 2: (EM) log likelihood = -35745.392
Iteration 3: (EM) log likelihood = -34638.272
Iteration 4: (EM) log likelihood = -33682.753
Iteration 5: (EM) log likelihood = -32918.189
Iteration 6: (EM) log likelihood = -32339.58
Iteration 7: (EM) log likelihood = -31908.368
Iteration 8: (EM) log likelihood = -31570.789
Iteration 9: (EM) log likelihood = -31287.581
Iteration 10: (EM) log likelihood = -31043.432
Iteration 11: (EM) log likelihood = -30822.301
Iteration 12: (EM) log likelihood = -30613.436
Iteration 13: (EM) log likelihood = -30413.263
Iteration 14: (EM) log likelihood = -30231.58
Iteration 15: (EM) log likelihood = -30076.209
Iteration 16: (EM) log likelihood = -29943.011
Iteration 17: (EM) log likelihood = -29830.734
Iteration 18: (EM) log likelihood = -29729.172
Iteration 19: (EM) log likelihood = -29638.172
Iteration 20: (EM) log likelihood = -29563.868
Iteration 21: (EM) log likelihood = -29501.744
Iteration 22: (EM) log likelihood = -29448.285
Iteration 23: (EM) log likelihood = -29401.263
Iteration 24: (EM) log likelihood = -29356.7
Iteration 25: (EM) log likelihood = -29319.317
Iteration 26: (EM) log likelihood = -29288.515
Iteration 27: (EM) log likelihood = -29262.551
Iteration 28: (EM) log likelihood = -29239.031
Iteration 29: (EM) log likelihood = -29218.329
Iteration 30: (EM) log likelihood = -29200.549
Iteration 31: (EM) log likelihood = -29183.925
Iteration 32: (EM) log likelihood = -29158.497
Iteration 33: (EM) log likelihood = -29143.942
Iteration 34: (EM) log likelihood = -29131.119
Iteration 35: (EM) log likelihood = -29120.047
Iteration 36: (EM) log likelihood = -29106.13
Iteration 37: (EM) log likelihood = -29097.033
Iteration 38: (EM) log likelihood = -29087.481
Iteration 39: (EM) log likelihood = -29080.216
Iteration 40: (EM) log likelihood = -29072.79
Iteration 41: (EM) log likelihood = -29065.959
Iteration 42: (EM) log likelihood = -29059.665
Iteration 43: (EM) log likelihood = -29052.773
Iteration 44: (EM) log likelihood = -29043.101
Iteration 45: (EM) log likelihood = -29036.394
Iteration 46: (EM) log likelihood = -29030.186
Iteration 47: (EM) log likelihood = -29022.851
Iteration 48: (EM) log likelihood = -29011.258
Iteration 49: (EM) log likelihood = -29004.257
Iteration 50: (EM) log likelihood = -28991.632
Iteration 51: (EM) log likelihood = -28980.551
Iteration 52: (EM) log likelihood = -28970.655
Iteration 53: (EM) log likelihood = -28961.12
Iteration 54: (EM) log likelihood = -28952.422
Iteration 55: (EM) log likelihood = -28946.02
Iteration 56: (EM) log likelihood = -28939.718
Iteration 57: (EM) log likelihood = -28933.285
Iteration 58: (EM) log likelihood = -28928.114
Iteration 59: (EM) log likelihood = -28924.547
Iteration 60: (EM) log likelihood = -28920.733
Iteration 61: (EM) log likelihood = -28914.763
Iteration 62: (EM) log likelihood = -28911.077
Iteration 63: (EM) log likelihood = -28905.353
Iteration 64: (EM) log likelihood = -28901.085
Iteration 65: (EM) log likelihood = -28897.842
Iteration 66: (EM) log likelihood = -28894.464
Iteration 67: (EM) log likelihood = -28890.802
Iteration 68: (EM) log likelihood = -28886.573
Iteration 69: (EM) log likelihood = -28882.962
Iteration 70: (EM) log likelihood = -28879.443
Iteration 71: (EM) log likelihood = -28876.301
Iteration 72: (EM) log likelihood = -28872.842
Iteration 73: (EM) log likelihood = -28870.341
Iteration 74: (EM) log likelihood = -28867.894
Iteration 75: (EM) log likelihood = -28868.824
Iteration 76: (EM) log likelihood = -28866.87
Iteration 77: (EM) log likelihood = -28862.677
Iteration 78: (EM) log likelihood = -28859.08
Iteration 79: (EM) log likelihood = -28856.248
Iteration 80: (EM) log likelihood = -28853.81
Iteration 81: (EM) log likelihood = -28852.878
Iteration 82: (EM) log likelihood = -28849.516
Iteration 83: (EM) log likelihood = -28852.676
Iteration 84: (EM) log likelihood = -28847.533
Iteration 85: (EM) log likelihood = -28838.621
Iteration 86: (EM) log likelihood = -28837.449
Iteration 87: (EM) log likelihood = -28835.588
Iteration 88: (EM) log likelihood = -28834.127
Iteration 89: (EM) log likelihood = -28828.434
Iteration 90: (EM) log likelihood = -28825.623
Iteration 91: (EM) log likelihood = -28822.613
Iteration 92: (EM) log likelihood = -28823.594
Iteration 93: (EM) log likelihood = -28820.493
Iteration 94: (EM) log likelihood = -28818.309
Iteration 95: (EM) log likelihood = -28816.91
Iteration 96: (EM) log likelihood = -28815.541
Iteration 97: (EM) log likelihood = -28814.263
Iteration 98: (EM) log likelihood = -28812.348
Iteration 99: (EM) log likelihood = -28809.517
Iteration 100: (EM) log likelihood = -28809.433
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.1513
Iteration 1: (class) log likelihood = -8320.1513
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30621.643
Iteration 1: (outcome) log likelihood = -29204.127
Iteration 2: (outcome) log likelihood = -28878.222
Iteration 3: (outcome) log likelihood = -28811.24
Iteration 4: (outcome) log likelihood = -28799.54
Iteration 5: (outcome) log likelihood = -28796.843
Iteration 6: (outcome) log likelihood = -28796.272
Iteration 7: (outcome) log likelihood = -28796.15
Iteration 8: (outcome) log likelihood = -28796.123
Iteration 9: (outcome) log likelihood = -28796.116
Iteration 10: (outcome) log likelihood = -28796.115 (not concave)
Iteration 11: (outcome) log likelihood = -28796.115 (not concave)
Iteration 12: (outcome) log likelihood = -28796.115 (not concave)
Iteration 13: (outcome) log likelihood = -28796.115 (not concave)
Iteration 14: (outcome) log likelihood = -28796.115 (not concave)
Iteration 15: (outcome) log likelihood = -28796.115 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37046.32
Iteration 1: (EM) log likelihood = -36789.584
Iteration 2: (EM) log likelihood = -36112.279
Iteration 3: (EM) log likelihood = -35025.042
Iteration 4: (EM) log likelihood = -33975.157
Iteration 5: (EM) log likelihood = -33138.292
Iteration 6: (EM) log likelihood = -32451.804
Iteration 7: (EM) log likelihood = -31895.089
Iteration 8: (EM) log likelihood = -31464.983
Iteration 9: (EM) log likelihood = -31145.643
Iteration 10: (EM) log likelihood = -30902.966
Iteration 11: (EM) log likelihood = -30703.385
Iteration 12: (EM) log likelihood = -30530.196
Iteration 13: (EM) log likelihood = -30375.763
Iteration 14: (EM) log likelihood = -30236.535
Iteration 15: (EM) log likelihood = -30110.792
Iteration 16: (EM) log likelihood = -29994.795
Iteration 17: (EM) log likelihood = -29894.784
Iteration 18: (EM) log likelihood = -29809.616
Iteration 19: (EM) log likelihood = -29730.62
Iteration 20: (EM) log likelihood = -29654.164
Iteration 21: (EM) log likelihood = -29583.03
Iteration 22: (EM) log likelihood = -29500.847
Iteration 23: (EM) log likelihood = -29432.344
Iteration 24: (EM) log likelihood = -29360.127
Iteration 25: (EM) log likelihood = -29301.263
Iteration 26: (EM) log likelihood = -29249.573
Iteration 27: (EM) log likelihood = -29202.56
Iteration 28: (EM) log likelihood = -29157.14
Iteration 29: (EM) log likelihood = -29106.015
Iteration 30: (EM) log likelihood = -29056.42
Iteration 31: (EM) log likelihood = -29020.038
Iteration 32: (EM) log likelihood = -28990.18
Iteration 33: (EM) log likelihood = -28961.03
Iteration 34: (EM) log likelihood = -28940.103
Iteration 35: (EM) log likelihood = -28919.799
Iteration 36: (EM) log likelihood = -28904.126
Iteration 37: (EM) log likelihood = -28889.391
Iteration 38: (EM) log likelihood = -28874.571
Iteration 39: (EM) log likelihood = -28859.209
Iteration 40: (EM) log likelihood = -28841.708
Iteration 41: (EM) log likelihood = -28820.787
Iteration 42: (EM) log likelihood = -28804.969
Iteration 43: (EM) log likelihood = -28790.061
Iteration 44: (EM) log likelihood = -28773.139
Iteration 45: (EM) log likelihood = -28762.427
Iteration 46: (EM) log likelihood = -28749.758
Iteration 47: (EM) log likelihood = -28735.219
Iteration 48: (EM) log likelihood = -28720.499
Iteration 49: (EM) log likelihood = -28708.424
Iteration 50: (EM) log likelihood = -28699.717
Iteration 51: (EM) log likelihood = -28692.583
Iteration 52: (EM) log likelihood = -28686.108
Iteration 53: (EM) log likelihood = -28678.087
Iteration 54: (EM) log likelihood = -28673.715
Iteration 55: (EM) log likelihood = -28669.802
Iteration 56: (EM) log likelihood = -28666.074
Iteration 57: (EM) log likelihood = -28662.933
Iteration 58: (EM) log likelihood = -28659.262
Iteration 59: (EM) log likelihood = -28654.654
Iteration 60: (EM) log likelihood = -28650.258
Iteration 61: (EM) log likelihood = -28647.41
Iteration 62: (EM) log likelihood = -28644.17
Iteration 63: (EM) log likelihood = -28639.732
Iteration 64: (EM) log likelihood = -28635.643
Iteration 65: (EM) log likelihood = -28632.353
Iteration 66: (EM) log likelihood = -28629.044
Iteration 67: (EM) log likelihood = -28625.58
Iteration 68: (EM) log likelihood = -28622.275
Iteration 69: (EM) log likelihood = -28619.774
Iteration 70: (EM) log likelihood = -28616.537
Iteration 71: (EM) log likelihood = -28612.212
Iteration 72: (EM) log likelihood = -28606.716
Iteration 73: (EM) log likelihood = -28602.308
Iteration 74: (EM) log likelihood = -28600.326
Iteration 75: (EM) log likelihood = -28595.862
Iteration 76: (EM) log likelihood = -28592.251
Iteration 77: (EM) log likelihood = -28589.008
Iteration 78: (EM) log likelihood = -28585.882
Iteration 79: (EM) log likelihood = -28584.549
Iteration 80: (EM) log likelihood = -28579.308
Iteration 81: (EM) log likelihood = -28577.064
Iteration 82: (EM) log likelihood = -28571.444
Iteration 83: (EM) log likelihood = -28568.247
Iteration 84: (EM) log likelihood = -28565.085
Iteration 85: (EM) log likelihood = -28562.374
Iteration 86: (EM) log likelihood = -28558.687
Iteration 87: (EM) log likelihood = -28555.625
Iteration 88: (EM) log likelihood = -28552.582
Iteration 89: (EM) log likelihood = -28548.632
Iteration 90: (EM) log likelihood = -28546.003
Iteration 91: (EM) log likelihood = -28542.771
Iteration 92: (EM) log likelihood = -28537.518
Iteration 93: (EM) log likelihood = -28533.204
Iteration 94: (EM) log likelihood = -28529.924
Iteration 95: (EM) log likelihood = -28524.945
Iteration 96: (EM) log likelihood = -28521.165
Iteration 97: (EM) log likelihood = -28517.494
Iteration 98: (EM) log likelihood = -28511.11
Iteration 99: (EM) log likelihood = -28507.159
Iteration 100: (EM) log likelihood = -28501.762
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.2956
Iteration 1: (class) log likelihood = -8322.2956
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29975.813
Iteration 1: (outcome) log likelihood = -29115.422
Iteration 2: (outcome) log likelihood = -28826.247
Iteration 3: (outcome) log likelihood = -28783.988
Iteration 4: (outcome) log likelihood = -28776.2
Iteration 5: (outcome) log likelihood = -28774.521
Iteration 6: (outcome) log likelihood = -28774.161
Iteration 7: (outcome) log likelihood = -28774.102
Iteration 8: (outcome) log likelihood = -28774.088
Iteration 9: (outcome) log likelihood = -28774.084
Iteration 10: (outcome) log likelihood = -28774.084 (not concave)
Iteration 11: (outcome) log likelihood = -28774.084 (not concave)
Iteration 12: (outcome) log likelihood = -28774.084 (not concave)
Iteration 13: (outcome) log likelihood = -28774.084 (not concave)
Iteration 14: (outcome) log likelihood = -28774.084 (not concave)
Iteration 15: (outcome) log likelihood = -28774.084 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37035.749
Iteration 1: (EM) log likelihood = -36803.213
Iteration 2: (EM) log likelihood = -36159.927
Iteration 3: (EM) log likelihood = -35084.196
Iteration 4: (EM) log likelihood = -33948.253
Iteration 5: (EM) log likelihood = -33002.26
Iteration 6: (EM) log likelihood = -32236.505
Iteration 7: (EM) log likelihood = -31639.464
Iteration 8: (EM) log likelihood = -31177.509
Iteration 9: (EM) log likelihood = -30805.44
Iteration 10: (EM) log likelihood = -30501.958
Iteration 11: (EM) log likelihood = -30250.802
Iteration 12: (EM) log likelihood = -30042.816
Iteration 13: (EM) log likelihood = -29884.856
Iteration 14: (EM) log likelihood = -29761.777
Iteration 15: (EM) log likelihood = -29663.621
Iteration 16: (EM) log likelihood = -29586.925
Iteration 17: (EM) log likelihood = -29525.334
Iteration 18: (EM) log likelihood = -29470.582
Iteration 19: (EM) log likelihood = -29425.467
Iteration 20: (EM) log likelihood = -29385.927
Iteration 21: (EM) log likelihood = -29346.619
Iteration 22: (EM) log likelihood = -29315.794
Iteration 23: (EM) log likelihood = -29288.603
Iteration 24: (EM) log likelihood = -29262.235
Iteration 25: (EM) log likelihood = -29240.23
Iteration 26: (EM) log likelihood = -29218.568
Iteration 27: (EM) log likelihood = -29197.071
Iteration 28: (EM) log likelihood = -29179.382
Iteration 29: (EM) log likelihood = -29163.474
Iteration 30: (EM) log likelihood = -29147.157
Iteration 31: (EM) log likelihood = -29131.937
Iteration 32: (EM) log likelihood = -29118.913
Iteration 33: (EM) log likelihood = -29106.149
Iteration 34: (EM) log likelihood = -29092.886
Iteration 35: (EM) log likelihood = -29080.188
Iteration 36: (EM) log likelihood = -29068.044
Iteration 37: (EM) log likelihood = -29057.051
Iteration 38: (EM) log likelihood = -29047.881
Iteration 39: (EM) log likelihood = -29038.821
Iteration 40: (EM) log likelihood = -29029.692
Iteration 41: (EM) log likelihood = -29020.267
Iteration 42: (EM) log likelihood = -29009.648
Iteration 43: (EM) log likelihood = -28999.236
Iteration 44: (EM) log likelihood = -28989.174
Iteration 45: (EM) log likelihood = -28980.099
Iteration 46: (EM) log likelihood = -28971.321
Iteration 47: (EM) log likelihood = -28962.333
Iteration 48: (EM) log likelihood = -28952.091
Iteration 49: (EM) log likelihood = -28941.019
Iteration 50: (EM) log likelihood = -28932.294
Iteration 51: (EM) log likelihood = -28922.592
Iteration 52: (EM) log likelihood = -28912.833
Iteration 53: (EM) log likelihood = -28905.257
Iteration 54: (EM) log likelihood = -28898.469
Iteration 55: (EM) log likelihood = -28891.759
Iteration 56: (EM) log likelihood = -28884.383
Iteration 57: (EM) log likelihood = -28877.156
Iteration 58: (EM) log likelihood = -28870.764
Iteration 59: (EM) log likelihood = -28864.141
Iteration 60: (EM) log likelihood = -28857.22
Iteration 61: (EM) log likelihood = -28851.671
Iteration 62: (EM) log likelihood = -28846.675
Iteration 63: (EM) log likelihood = -28841.122
Iteration 64: (EM) log likelihood = -28834.931
Iteration 65: (EM) log likelihood = -28829.56
Iteration 66: (EM) log likelihood = -28820.919
Iteration 67: (EM) log likelihood = -28814.814
Iteration 68: (EM) log likelihood = -28809.653
Iteration 69: (EM) log likelihood = -28804.924
Iteration 70: (EM) log likelihood = -28799.681
Iteration 71: (EM) log likelihood = -28794.517
Iteration 72: (EM) log likelihood = -28789.929
Iteration 73: (EM) log likelihood = -28785.431
Iteration 74: (EM) log likelihood = -28781.679
Iteration 75: (EM) log likelihood = -28777.407
Iteration 76: (EM) log likelihood = -28773.614
Iteration 77: (EM) log likelihood = -28770.225
Iteration 78: (EM) log likelihood = -28766.256
Iteration 79: (EM) log likelihood = -28761.82
Iteration 80: (EM) log likelihood = -28758.316
Iteration 81: (EM) log likelihood = -28753.788
Iteration 82: (EM) log likelihood = -28748.764
Iteration 83: (EM) log likelihood = -28743.86
Iteration 84: (EM) log likelihood = -28740.831
Iteration 85: (EM) log likelihood = -28736.189
Iteration 86: (EM) log likelihood = -28733.051
Iteration 87: (EM) log likelihood = -28729.987
Iteration 88: (EM) log likelihood = -28726.905
Iteration 89: (EM) log likelihood = -28724.179
Iteration 90: (EM) log likelihood = -28720.935
Iteration 91: (EM) log likelihood = -28718.561
Iteration 92: (EM) log likelihood = -28716.352
Iteration 93: (EM) log likelihood = -28714.112
Iteration 94: (EM) log likelihood = -28710.755
Iteration 95: (EM) log likelihood = -28709.079
Iteration 96: (EM) log likelihood = -28706.704
Iteration 97: (EM) log likelihood = -28703.014
Iteration 98: (EM) log likelihood = -28700.897
Iteration 99: (EM) log likelihood = -28698.629
Iteration 100: (EM) log likelihood = -28696.427
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.7647
Iteration 1: (class) log likelihood = -8323.7647
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30107.015
Iteration 1: (outcome) log likelihood = -29155.909
Iteration 2: (outcome) log likelihood = -28849.212
Iteration 3: (outcome) log likelihood = -28797.424
Iteration 4: (outcome) log likelihood = -28788.491
Iteration 5: (outcome) log likelihood = -28786.58
Iteration 6: (outcome) log likelihood = -28786.146
Iteration 7: (outcome) log likelihood = -28786.054
Iteration 8: (outcome) log likelihood = -28786.037
Iteration 9: (outcome) log likelihood = -28786.035 (not concave)
Iteration 10: (outcome) log likelihood = -28786.035 (not concave)
Iteration 11: (outcome) log likelihood = -28786.035 (not concave)
Iteration 12: (outcome) log likelihood = -28786.035 (not concave)
Iteration 13: (outcome) log likelihood = -28786.035 (not concave)
Iteration 14: (outcome) log likelihood = -28786.035 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37056.725
Iteration 1: (EM) log likelihood = -36860.236
Iteration 2: (EM) log likelihood = -36347.701
Iteration 3: (EM) log likelihood = -35406.002
Iteration 4: (EM) log likelihood = -34390.228
Iteration 5: (EM) log likelihood = -33601.501
Iteration 6: (EM) log likelihood = -32967.652
Iteration 7: (EM) log likelihood = -32457.728
Iteration 8: (EM) log likelihood = -32028.84
Iteration 9: (EM) log likelihood = -31651.551
Iteration 10: (EM) log likelihood = -31326.513
Iteration 11: (EM) log likelihood = -31050.155
Iteration 12: (EM) log likelihood = -30815.098
Iteration 13: (EM) log likelihood = -30611.474
Iteration 14: (EM) log likelihood = -30431.489
Iteration 15: (EM) log likelihood = -30274.318
Iteration 16: (EM) log likelihood = -30130.862
Iteration 17: (EM) log likelihood = -30001.133
Iteration 18: (EM) log likelihood = -29879.139
Iteration 19: (EM) log likelihood = -29767.437
Iteration 20: (EM) log likelihood = -29667.423
Iteration 21: (EM) log likelihood = -29580.642
Iteration 22: (EM) log likelihood = -29508.688
Iteration 23: (EM) log likelihood = -29451.57
Iteration 24: (EM) log likelihood = -29402.566
Iteration 25: (EM) log likelihood = -29359.899
Iteration 26: (EM) log likelihood = -29320.595
Iteration 27: (EM) log likelihood = -29286.274
Iteration 28: (EM) log likelihood = -29254.241
Iteration 29: (EM) log likelihood = -29220.898
Iteration 30: (EM) log likelihood = -29190.344
Iteration 31: (EM) log likelihood = -29154.99
Iteration 32: (EM) log likelihood = -29123.371
Iteration 33: (EM) log likelihood = -29089.999
Iteration 34: (EM) log likelihood = -29057.718
Iteration 35: (EM) log likelihood = -29023.697
Iteration 36: (EM) log likelihood = -28989.716
Iteration 37: (EM) log likelihood = -28954.387
Iteration 38: (EM) log likelihood = -28918.645
Iteration 39: (EM) log likelihood = -28888.493
Iteration 40: (EM) log likelihood = -28862.274
Iteration 41: (EM) log likelihood = -28835.892
Iteration 42: (EM) log likelihood = -28805.235
Iteration 43: (EM) log likelihood = -28781.767
Iteration 44: (EM) log likelihood = -28765.452
Iteration 45: (EM) log likelihood = -28747.582
Iteration 46: (EM) log likelihood = -28734.119
Iteration 47: (EM) log likelihood = -28718.311
Iteration 48: (EM) log likelihood = -28705.31
Iteration 49: (EM) log likelihood = -28692.235
Iteration 50: (EM) log likelihood = -28684.208
Iteration 51: (EM) log likelihood = -28676.08
Iteration 52: (EM) log likelihood = -28666.166
Iteration 53: (EM) log likelihood = -28657.742
Iteration 54: (EM) log likelihood = -28645.699
Iteration 55: (EM) log likelihood = -28639.413
Iteration 56: (EM) log likelihood = -28634.569
Iteration 57: (EM) log likelihood = -28627.363
Iteration 58: (EM) log likelihood = -28622.949
Iteration 59: (EM) log likelihood = -28617.132
Iteration 60: (EM) log likelihood = -28612.659
Iteration 61: (EM) log likelihood = -28608.652
Iteration 62: (EM) log likelihood = -28604.228
Iteration 63: (EM) log likelihood = -28597.341
Iteration 64: (EM) log likelihood = -28592.717
Iteration 65: (EM) log likelihood = -28587.792
Iteration 66: (EM) log likelihood = -28583.194
Iteration 67: (EM) log likelihood = -28580.676
Iteration 68: (EM) log likelihood = -28577.428
Iteration 69: (EM) log likelihood = -28574.391
Iteration 70: (EM) log likelihood = -28570.975
Iteration 71: (EM) log likelihood = -28569.255
Iteration 72: (EM) log likelihood = -28566.477
Iteration 73: (EM) log likelihood = -28561.643
Iteration 74: (EM) log likelihood = -28556.693
Iteration 75: (EM) log likelihood = -28553.509
Iteration 76: (EM) log likelihood = -28551.634
Iteration 77: (EM) log likelihood = -28550.1
Iteration 78: (EM) log likelihood = -28548.805
Iteration 79: (EM) log likelihood = -28547.345
Iteration 80: (EM) log likelihood = -28546.184
Iteration 81: (EM) log likelihood = -28545.203
Iteration 82: (EM) log likelihood = -28544.377
Iteration 83: (EM) log likelihood = -28543.603
Iteration 84: (EM) log likelihood = -28542.861
Iteration 85: (EM) log likelihood = -28542.14
Iteration 86: (EM) log likelihood = -28541.431
Iteration 87: (EM) log likelihood = -28540.727
Iteration 88: (EM) log likelihood = -28540.025
Iteration 89: (EM) log likelihood = -28539.318
Iteration 90: (EM) log likelihood = -28538.604
Iteration 91: (EM) log likelihood = -28537.829
Iteration 92: (EM) log likelihood = -28535.374
Iteration 93: (EM) log likelihood = -28533.802
Iteration 94: (EM) log likelihood = -28533.005
Iteration 95: (EM) log likelihood = -28531.93
Iteration 96: (EM) log likelihood = -28530.851
Iteration 97: (EM) log likelihood = -28528.355
Iteration 98: (EM) log likelihood = -28527.411
Iteration 99: (EM) log likelihood = -28526.656
Iteration 100: (EM) log likelihood = -28525.635
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.6245
Iteration 1: (class) log likelihood = -8321.6245
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30098.061
Iteration 1: (outcome) log likelihood = -29084.847
Iteration 2: (outcome) log likelihood = -28811.616
Iteration 3: (outcome) log likelihood = -28760.694
Iteration 4: (outcome) log likelihood = -28751.951
Iteration 5: (outcome) log likelihood = -28749.941
Iteration 6: (outcome) log likelihood = -28749.505
Iteration 7: (outcome) log likelihood = -28749.406
Iteration 8: (outcome) log likelihood = -28749.39
Iteration 9: (outcome) log likelihood = -28749.388 (not concave)
Iteration 10: (outcome) log likelihood = -28749.388 (not concave)
Iteration 11: (outcome) log likelihood = -28749.388 (not concave)
Iteration 12: (outcome) log likelihood = -28749.388 (not concave)
Iteration 13: (outcome) log likelihood = -28749.388 (not concave)
Iteration 14: (outcome) log likelihood = -28749.388 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36971.223
Iteration 1: (EM) log likelihood = -36594.619
Iteration 2: (EM) log likelihood = -35613.539
Iteration 3: (EM) log likelihood = -34432.35
Iteration 4: (EM) log likelihood = -33601.777
Iteration 5: (EM) log likelihood = -32983.504
Iteration 6: (EM) log likelihood = -32417.402
Iteration 7: (EM) log likelihood = -31924.246
Iteration 8: (EM) log likelihood = -31532.211
Iteration 9: (EM) log likelihood = -31209.803
Iteration 10: (EM) log likelihood = -30920.177
Iteration 11: (EM) log likelihood = -30658.561
Iteration 12: (EM) log likelihood = -30425.407
Iteration 13: (EM) log likelihood = -30226.326
Iteration 14: (EM) log likelihood = -30055.542
Iteration 15: (EM) log likelihood = -29908.562
Iteration 16: (EM) log likelihood = -29783.575
Iteration 17: (EM) log likelihood = -29668.918
Iteration 18: (EM) log likelihood = -29567.933
Iteration 19: (EM) log likelihood = -29475.864
Iteration 20: (EM) log likelihood = -29394.571
Iteration 21: (EM) log likelihood = -29322.834
Iteration 22: (EM) log likelihood = -29258.633
Iteration 23: (EM) log likelihood = -29207.57
Iteration 24: (EM) log likelihood = -29161.484
Iteration 25: (EM) log likelihood = -29120.409
Iteration 26: (EM) log likelihood = -29077.17
Iteration 27: (EM) log likelihood = -29039.948
Iteration 28: (EM) log likelihood = -29003.715
Iteration 29: (EM) log likelihood = -28968.139
Iteration 30: (EM) log likelihood = -28938.547
Iteration 31: (EM) log likelihood = -28916.071
Iteration 32: (EM) log likelihood = -28896.066
Iteration 33: (EM) log likelihood = -28875.55
Iteration 34: (EM) log likelihood = -28858.171
Iteration 35: (EM) log likelihood = -28842.578
Iteration 36: (EM) log likelihood = -28830.389
Iteration 37: (EM) log likelihood = -28819.276
Iteration 38: (EM) log likelihood = -28807.288
Iteration 39: (EM) log likelihood = -28797.7
Iteration 40: (EM) log likelihood = -28784.739
Iteration 41: (EM) log likelihood = -28769.798
Iteration 42: (EM) log likelihood = -28757.532
Iteration 43: (EM) log likelihood = -28747.788
Iteration 44: (EM) log likelihood = -28738.334
Iteration 45: (EM) log likelihood = -28728.862
Iteration 46: (EM) log likelihood = -28716.435
Iteration 47: (EM) log likelihood = -28701.334
Iteration 48: (EM) log likelihood = -28689.707
Iteration 49: (EM) log likelihood = -28679.536
Iteration 50: (EM) log likelihood = -28670.892
Iteration 51: (EM) log likelihood = -28664.366
Iteration 52: (EM) log likelihood = -28657.926
Iteration 53: (EM) log likelihood = -28652.506
Iteration 54: (EM) log likelihood = -28645.653
Iteration 55: (EM) log likelihood = -28640.633
Iteration 56: (EM) log likelihood = -28635.555
Iteration 57: (EM) log likelihood = -28630.513
Iteration 58: (EM) log likelihood = -28626.735
Iteration 59: (EM) log likelihood = -28622.494
Iteration 60: (EM) log likelihood = -28618.188
Iteration 61: (EM) log likelihood = -28614.636
Iteration 62: (EM) log likelihood = -28611.217
Iteration 63: (EM) log likelihood = -28605.63
Iteration 64: (EM) log likelihood = -28602.054
Iteration 65: (EM) log likelihood = -28597.688
Iteration 66: (EM) log likelihood = -28594.4
Iteration 67: (EM) log likelihood = -28591.507
Iteration 68: (EM) log likelihood = -28588.482
Iteration 69: (EM) log likelihood = -28585.151
Iteration 70: (EM) log likelihood = -28581.326
Iteration 71: (EM) log likelihood = -28578.882
Iteration 72: (EM) log likelihood = -28576.293
Iteration 73: (EM) log likelihood = -28573.072
Iteration 74: (EM) log likelihood = -28570.644
Iteration 75: (EM) log likelihood = -28567.84
Iteration 76: (EM) log likelihood = -28565.065
Iteration 77: (EM) log likelihood = -28561.716
Iteration 78: (EM) log likelihood = -28559.089
Iteration 79: (EM) log likelihood = -28555.994
Iteration 80: (EM) log likelihood = -28554.012
Iteration 81: (EM) log likelihood = -28551.858
Iteration 82: (EM) log likelihood = -28549.654
Iteration 83: (EM) log likelihood = -28547.086
Iteration 84: (EM) log likelihood = -28543.939
Iteration 85: (EM) log likelihood = -28541.415
Iteration 86: (EM) log likelihood = -28538.979
Iteration 87: (EM) log likelihood = -28536.488
Iteration 88: (EM) log likelihood = -28533.459
Iteration 89: (EM) log likelihood = -28530.825
Iteration 90: (EM) log likelihood = -28527.056
Iteration 91: (EM) log likelihood = -28524.052
Iteration 92: (EM) log likelihood = -28520.73
Iteration 93: (EM) log likelihood = -28517.856
Iteration 94: (EM) log likelihood = -28514.76
Iteration 95: (EM) log likelihood = -28511.636
Iteration 96: (EM) log likelihood = -28508.835
Iteration 97: (EM) log likelihood = -28505.75
Iteration 98: (EM) log likelihood = -28502.473
Iteration 99: (EM) log likelihood = -28498.716
Iteration 100: (EM) log likelihood = -28495.306
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.7067
Iteration 1: (class) log likelihood = -8323.7067
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29971.081
Iteration 1: (outcome) log likelihood = -29084.824
Iteration 2: (outcome) log likelihood = -28840.503
Iteration 3: (outcome) log likelihood = -28793.698
Iteration 4: (outcome) log likelihood = -28786.162
Iteration 5: (outcome) log likelihood = -28784.479
Iteration 6: (outcome) log likelihood = -28784.147
Iteration 7: (outcome) log likelihood = -28784.075
Iteration 8: (outcome) log likelihood = -28784.058
Iteration 9: (outcome) log likelihood = -28784.054
Iteration 10: (outcome) log likelihood = -28784.054 (not concave)
Iteration 11: (outcome) log likelihood = -28784.054 (not concave)
Iteration 12: (outcome) log likelihood = -28784.054 (not concave)
Iteration 13: (outcome) log likelihood = -28784.054 (not concave)
Iteration 14: (outcome) log likelihood = -28784.054 (not concave)
Iteration 15: (outcome) log likelihood = -28784.054 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37029.938
Iteration 1: (EM) log likelihood = -36741.349
Iteration 2: (EM) log likelihood = -35939.286
Iteration 3: (EM) log likelihood = -34604.27
Iteration 4: (EM) log likelihood = -33458.125
Iteration 5: (EM) log likelihood = -32717.935
Iteration 6: (EM) log likelihood = -32182.675
Iteration 7: (EM) log likelihood = -31717.045
Iteration 8: (EM) log likelihood = -31286.529
Iteration 9: (EM) log likelihood = -30903.462
Iteration 10: (EM) log likelihood = -30580.177
Iteration 11: (EM) log likelihood = -30313.124
Iteration 12: (EM) log likelihood = -30089.896
Iteration 13: (EM) log likelihood = -29900.533
Iteration 14: (EM) log likelihood = -29742.429
Iteration 15: (EM) log likelihood = -29610.537
Iteration 16: (EM) log likelihood = -29500.702
Iteration 17: (EM) log likelihood = -29411.309
Iteration 18: (EM) log likelihood = -29338.259
Iteration 19: (EM) log likelihood = -29277.227
Iteration 20: (EM) log likelihood = -29235.545
Iteration 21: (EM) log likelihood = -29198.856
Iteration 22: (EM) log likelihood = -29168.869
Iteration 23: (EM) log likelihood = -29146.245
Iteration 24: (EM) log likelihood = -29129.846
Iteration 25: (EM) log likelihood = -29116.85
Iteration 26: (EM) log likelihood = -29104.867
Iteration 27: (EM) log likelihood = -29093.677
Iteration 28: (EM) log likelihood = -29086.071
Iteration 29: (EM) log likelihood = -29078.904
Iteration 30: (EM) log likelihood = -29072.289
Iteration 31: (EM) log likelihood = -29062.851
Iteration 32: (EM) log likelihood = -29056.028
Iteration 33: (EM) log likelihood = -29050.051
Iteration 34: (EM) log likelihood = -29041.565
Iteration 35: (EM) log likelihood = -29035.395
Iteration 36: (EM) log likelihood = -29028.86
Iteration 37: (EM) log likelihood = -29021.41
Iteration 38: (EM) log likelihood = -29011.05
Iteration 39: (EM) log likelihood = -29002.738
Iteration 40: (EM) log likelihood = -28995.676
Iteration 41: (EM) log likelihood = -28987.741
Iteration 42: (EM) log likelihood = -28980.728
Iteration 43: (EM) log likelihood = -28974.327
Iteration 44: (EM) log likelihood = -28967.291
Iteration 45: (EM) log likelihood = -28960.474
Iteration 46: (EM) log likelihood = -28955.324
Iteration 47: (EM) log likelihood = -28949.822
Iteration 48: (EM) log likelihood = -28943.705
Iteration 49: (EM) log likelihood = -28938.407
Iteration 50: (EM) log likelihood = -28932.185
Iteration 51: (EM) log likelihood = -28926.269
Iteration 52: (EM) log likelihood = -28921.566
Iteration 53: (EM) log likelihood = -28916.937
Iteration 54: (EM) log likelihood = -28910.259
Iteration 55: (EM) log likelihood = -28905.272
Iteration 56: (EM) log likelihood = -28899.575
Iteration 57: (EM) log likelihood = -28894.276
Iteration 58: (EM) log likelihood = -28890.012
Iteration 59: (EM) log likelihood = -28884.236
Iteration 60: (EM) log likelihood = -28879.173
Iteration 61: (EM) log likelihood = -28875.52
Iteration 62: (EM) log likelihood = -28872.003
Iteration 63: (EM) log likelihood = -28867.34
Iteration 64: (EM) log likelihood = -28862.999
Iteration 65: (EM) log likelihood = -28859.172
Iteration 66: (EM) log likelihood = -28855.138
Iteration 67: (EM) log likelihood = -28846.122
Iteration 68: (EM) log likelihood = -28841.257
Iteration 69: (EM) log likelihood = -28836.283
Iteration 70: (EM) log likelihood = -28829.424
Iteration 71: (EM) log likelihood = -28815.993
Iteration 72: (EM) log likelihood = -28806.501
Iteration 73: (EM) log likelihood = -28797.066
Iteration 74: (EM) log likelihood = -28787.116
Iteration 75: (EM) log likelihood = -28777.332
Iteration 76: (EM) log likelihood = -28767.663
Iteration 77: (EM) log likelihood = -28757.172
Iteration 78: (EM) log likelihood = -28747.171
Iteration 79: (EM) log likelihood = -28738.08
Iteration 80: (EM) log likelihood = -28727.318
Iteration 81: (EM) log likelihood = -28717.736
Iteration 82: (EM) log likelihood = -28704.511
Iteration 83: (EM) log likelihood = -28695.047
Iteration 84: (EM) log likelihood = -28681.658
Iteration 85: (EM) log likelihood = -28669.351
Iteration 86: (EM) log likelihood = -28658.83
Iteration 87: (EM) log likelihood = -28646.644
Iteration 88: (EM) log likelihood = -28637.158
Iteration 89: (EM) log likelihood = -28632.409
Iteration 90: (EM) log likelihood = -28621.627
Iteration 91: (EM) log likelihood = -28611.578
Iteration 92: (EM) log likelihood = -28603.032
Iteration 93: (EM) log likelihood = -28595.49
Iteration 94: (EM) log likelihood = -28585.261
Iteration 95: (EM) log likelihood = -28576.967
Iteration 96: (EM) log likelihood = -28568.833
Iteration 97: (EM) log likelihood = -28562.071
Iteration 98: (EM) log likelihood = -28549.795
Iteration 99: (EM) log likelihood = -28546.742
Iteration 100: (EM) log likelihood = -28542.182
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.1504
Iteration 1: (class) log likelihood = -8322.1504
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29843.046
Iteration 1: (outcome) log likelihood = -29064.705
Iteration 2: (outcome) log likelihood = -28848.597
Iteration 3: (outcome) log likelihood = -28810.388
Iteration 4: (outcome) log likelihood = -28803.87
Iteration 5: (outcome) log likelihood = -28802.302
Iteration 6: (outcome) log likelihood = -28801.984
Iteration 7: (outcome) log likelihood = -28801.915
Iteration 8: (outcome) log likelihood = -28801.9
Iteration 9: (outcome) log likelihood = -28801.896
Iteration 10: (outcome) log likelihood = -28801.895 (not concave)
Iteration 11: (outcome) log likelihood = -28801.895 (not concave)
Iteration 12: (outcome) log likelihood = -28801.895 (not concave)
Iteration 13: (outcome) log likelihood = -28801.895 (not concave)
Iteration 14: (outcome) log likelihood = -28801.895 (not concave)
Iteration 15: (outcome) log likelihood = -28801.895 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37051.621
Iteration 1: (EM) log likelihood = -36834.085
Iteration 2: (EM) log likelihood = -36328.372
Iteration 3: (EM) log likelihood = -35301.355
Iteration 4: (EM) log likelihood = -33971.688
Iteration 5: (EM) log likelihood = -32970.408
Iteration 6: (EM) log likelihood = -32350.04
Iteration 7: (EM) log likelihood = -31923.295
Iteration 8: (EM) log likelihood = -31584.305
Iteration 9: (EM) log likelihood = -31296.643
Iteration 10: (EM) log likelihood = -31040.968
Iteration 11: (EM) log likelihood = -30805.541
Iteration 12: (EM) log likelihood = -30586.773
Iteration 13: (EM) log likelihood = -30385.769
Iteration 14: (EM) log likelihood = -30206.909
Iteration 15: (EM) log likelihood = -30048.962
Iteration 16: (EM) log likelihood = -29910.078
Iteration 17: (EM) log likelihood = -29784.253
Iteration 18: (EM) log likelihood = -29668.222
Iteration 19: (EM) log likelihood = -29555.799
Iteration 20: (EM) log likelihood = -29450.158
Iteration 21: (EM) log likelihood = -29352.652
Iteration 22: (EM) log likelihood = -29263.984
Iteration 23: (EM) log likelihood = -29187.99
Iteration 24: (EM) log likelihood = -29124.26
Iteration 25: (EM) log likelihood = -29071.866
Iteration 26: (EM) log likelihood = -29027.21
Iteration 27: (EM) log likelihood = -28987.94
Iteration 28: (EM) log likelihood = -28962.744
Iteration 29: (EM) log likelihood = -28938.543
Iteration 30: (EM) log likelihood = -28917.171
Iteration 31: (EM) log likelihood = -28901.285
Iteration 32: (EM) log likelihood = -28887.471
Iteration 33: (EM) log likelihood = -28873.631
Iteration 34: (EM) log likelihood = -28859.953
Iteration 35: (EM) log likelihood = -28850.633
Iteration 36: (EM) log likelihood = -28841.43
Iteration 37: (EM) log likelihood = -28833.083
Iteration 38: (EM) log likelihood = -28827.108
Iteration 39: (EM) log likelihood = -28821.981
Iteration 40: (EM) log likelihood = -28817.579
Iteration 41: (EM) log likelihood = -28812.741
Iteration 42: (EM) log likelihood = -28808.232
Iteration 43: (EM) log likelihood = -28805.717
Iteration 44: (EM) log likelihood = -28799.438
Iteration 45: (EM) log likelihood = -28796.843
Iteration 46: (EM) log likelihood = -28793.467
Iteration 47: (EM) log likelihood = -28789.409
Iteration 48: (EM) log likelihood = -28786.667
Iteration 49: (EM) log likelihood = -28784.854
Iteration 50: (EM) log likelihood = -28783.577
Iteration 51: (EM) log likelihood = -28782.033
Iteration 52: (EM) log likelihood = -28781.058
Iteration 53: (EM) log likelihood = -28778.42
Iteration 54: (EM) log likelihood = -28776.24
Iteration 55: (EM) log likelihood = -28774.928
Iteration 56: (EM) log likelihood = -28772.356
Iteration 57: (EM) log likelihood = -28770.794
Iteration 58: (EM) log likelihood = -28769.898
Iteration 59: (EM) log likelihood = -28765.327
Iteration 60: (EM) log likelihood = -28764.717
Iteration 61: (EM) log likelihood = -28763.642
Iteration 62: (EM) log likelihood = -28762.035
Iteration 63: (EM) log likelihood = -28760.162
Iteration 64: (EM) log likelihood = -28758.472
Iteration 65: (EM) log likelihood = -28756.591
Iteration 66: (EM) log likelihood = -28754.904
Iteration 67: (EM) log likelihood = -28752.55
Iteration 68: (EM) log likelihood = -28749.864
Iteration 69: (EM) log likelihood = -28747.222
Iteration 70: (EM) log likelihood = -28745.072
Iteration 71: (EM) log likelihood = -28743.14
Iteration 72: (EM) log likelihood = -28741.426
Iteration 73: (EM) log likelihood = -28739.568
Iteration 74: (EM) log likelihood = -28737.711
Iteration 75: (EM) log likelihood = -28735.915
Iteration 76: (EM) log likelihood = -28734.122
Iteration 77: (EM) log likelihood = -28731.956
Iteration 78: (EM) log likelihood = -28729.754
Iteration 79: (EM) log likelihood = -28727.813
Iteration 80: (EM) log likelihood = -28725.295
Iteration 81: (EM) log likelihood = -28723.283
Iteration 82: (EM) log likelihood = -28721.418
Iteration 83: (EM) log likelihood = -28717.842
Iteration 84: (EM) log likelihood = -28716.301
Iteration 85: (EM) log likelihood = -28714.213
Iteration 86: (EM) log likelihood = -28711.972
Iteration 87: (EM) log likelihood = -28710.193
Iteration 88: (EM) log likelihood = -28708.535
Iteration 89: (EM) log likelihood = -28706.509
Iteration 90: (EM) log likelihood = -28704.792
Iteration 91: (EM) log likelihood = -28703.311
Iteration 92: (EM) log likelihood = -28701.904
Iteration 93: (EM) log likelihood = -28700.576
Iteration 94: (EM) log likelihood = -28699.217
Iteration 95: (EM) log likelihood = -28697.638
Iteration 96: (EM) log likelihood = -28696.38
Iteration 97: (EM) log likelihood = -28694.475
Iteration 98: (EM) log likelihood = -28693.559
Iteration 99: (EM) log likelihood = -28691.924
Iteration 100: (EM) log likelihood = -28688.92
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.1248
Iteration 1: (class) log likelihood = -8323.1248
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30690.053
Iteration 1: (outcome) log likelihood = -29221.063
Iteration 2: (outcome) log likelihood = -28868.331
Iteration 3: (outcome) log likelihood = -28808.099
Iteration 4: (outcome) log likelihood = -28796.626
Iteration 5: (outcome) log likelihood = -28793.996
Iteration 6: (outcome) log likelihood = -28793.422
Iteration 7: (outcome) log likelihood = -28793.292
Iteration 8: (outcome) log likelihood = -28793.271
Iteration 9: (outcome) log likelihood = -28793.269 (not concave)
Iteration 10: (outcome) log likelihood = -28793.269 (not concave)
Iteration 11: (outcome) log likelihood = -28793.269 (not concave)
Iteration 12: (outcome) log likelihood = -28793.269 (not concave)
Iteration 13: (outcome) log likelihood = -28793.269 (not concave)
Iteration 14: (outcome) log likelihood = -28793.269 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37067.92
Iteration 1: (EM) log likelihood = -36900.293
Iteration 2: (EM) log likelihood = -36428.564
Iteration 3: (EM) log likelihood = -35480.558
Iteration 4: (EM) log likelihood = -34365.832
Iteration 5: (EM) log likelihood = -33460.567
Iteration 6: (EM) log likelihood = -32786.019
Iteration 7: (EM) log likelihood = -32277.874
Iteration 8: (EM) log likelihood = -31864.353
Iteration 9: (EM) log likelihood = -31497.318
Iteration 10: (EM) log likelihood = -31185.348
Iteration 11: (EM) log likelihood = -30922.808
Iteration 12: (EM) log likelihood = -30709.204
Iteration 13: (EM) log likelihood = -30536.157
Iteration 14: (EM) log likelihood = -30388.426
Iteration 15: (EM) log likelihood = -30254.924
Iteration 16: (EM) log likelihood = -30133.676
Iteration 17: (EM) log likelihood = -30022.72
Iteration 18: (EM) log likelihood = -29917.383
Iteration 19: (EM) log likelihood = -29818.386
Iteration 20: (EM) log likelihood = -29729.359
Iteration 21: (EM) log likelihood = -29645.509
Iteration 22: (EM) log likelihood = -29568.492
Iteration 23: (EM) log likelihood = -29494.847
Iteration 24: (EM) log likelihood = -29435.295
Iteration 25: (EM) log likelihood = -29380.435
Iteration 26: (EM) log likelihood = -29330.562
Iteration 27: (EM) log likelihood = -29281.173
Iteration 28: (EM) log likelihood = -29232.428
Iteration 29: (EM) log likelihood = -29195.016
Iteration 30: (EM) log likelihood = -29156.603
Iteration 31: (EM) log likelihood = -29122.678
Iteration 32: (EM) log likelihood = -29087.413
Iteration 33: (EM) log likelihood = -29055.481
Iteration 34: (EM) log likelihood = -29027.001
Iteration 35: (EM) log likelihood = -28997.439
Iteration 36: (EM) log likelihood = -28972.246
Iteration 37: (EM) log likelihood = -28943.19
Iteration 38: (EM) log likelihood = -28920.167
Iteration 39: (EM) log likelihood = -28898.104
Iteration 40: (EM) log likelihood = -28874.982
Iteration 41: (EM) log likelihood = -28855.527
Iteration 42: (EM) log likelihood = -28835.699
Iteration 43: (EM) log likelihood = -28817.651
Iteration 44: (EM) log likelihood = -28797.837
Iteration 45: (EM) log likelihood = -28781.225
Iteration 46: (EM) log likelihood = -28765.308
Iteration 47: (EM) log likelihood = -28749.611
Iteration 48: (EM) log likelihood = -28734.076
Iteration 49: (EM) log likelihood = -28718.789
Iteration 50: (EM) log likelihood = -28705.014
Iteration 51: (EM) log likelihood = -28688.917
Iteration 52: (EM) log likelihood = -28677.026
Iteration 53: (EM) log likelihood = -28664.383
Iteration 54: (EM) log likelihood = -28652.289
Iteration 55: (EM) log likelihood = -28642.618
Iteration 56: (EM) log likelihood = -28629.421
Iteration 57: (EM) log likelihood = -28620.143
Iteration 58: (EM) log likelihood = -28611.318
Iteration 59: (EM) log likelihood = -28599.391
Iteration 60: (EM) log likelihood = -28590.545
Iteration 61: (EM) log likelihood = -28582.469
Iteration 62: (EM) log likelihood = -28575.06
Iteration 63: (EM) log likelihood = -28568.2
Iteration 64: (EM) log likelihood = -28562.222
Iteration 65: (EM) log likelihood = -28556.549
Iteration 66: (EM) log likelihood = -28550.711
Iteration 67: (EM) log likelihood = -28544.134
Iteration 68: (EM) log likelihood = -28537.8
Iteration 69: (EM) log likelihood = -28533.833
Iteration 70: (EM) log likelihood = -28527.46
Iteration 71: (EM) log likelihood = -28520.846
Iteration 72: (EM) log likelihood = -28516.056
Iteration 73: (EM) log likelihood = -28512.36
Iteration 74: (EM) log likelihood = -28508.181
Iteration 75: (EM) log likelihood = -28502.423
Iteration 76: (EM) log likelihood = -28499.868
Iteration 77: (EM) log likelihood = -28496.891
Iteration 78: (EM) log likelihood = -28493.063
Iteration 79: (EM) log likelihood = -28488.656
Iteration 80: (EM) log likelihood = -28486.605
Iteration 81: (EM) log likelihood = -28481.682
Iteration 82: (EM) log likelihood = -28477.353
Iteration 83: (EM) log likelihood = -28474.05
Iteration 84: (EM) log likelihood = -28471.286
Iteration 85: (EM) log likelihood = -28467.715
Iteration 86: (EM) log likelihood = -28465.177
Iteration 87: (EM) log likelihood = -28463.001
Iteration 88: (EM) log likelihood = -28459.085
Iteration 89: (EM) log likelihood = -28455.995
Iteration 90: (EM) log likelihood = -28453.548
Iteration 91: (EM) log likelihood = -28450.535
Iteration 92: (EM) log likelihood = -28447.345
Iteration 93: (EM) log likelihood = -28445.343
Iteration 94: (EM) log likelihood = -28441.59
Iteration 95: (EM) log likelihood = -28438.546
Iteration 96: (EM) log likelihood = -28436.205
Iteration 97: (EM) log likelihood = -28432.447
Iteration 98: (EM) log likelihood = -28430.956
Iteration 99: (EM) log likelihood = -28427.787
Iteration 100: (EM) log likelihood = -28424.456
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.2814
Iteration 1: (class) log likelihood = -8320.2814 (backed up)
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29815.646
Iteration 1: (outcome) log likelihood = -29051.737
Iteration 2: (outcome) log likelihood = -28824.05
Iteration 3: (outcome) log likelihood = -28782.716
Iteration 4: (outcome) log likelihood = -28776.558
Iteration 5: (outcome) log likelihood = -28775.139
Iteration 6: (outcome) log likelihood = -28774.823
Iteration 7: (outcome) log likelihood = -28774.755
Iteration 8: (outcome) log likelihood = -28774.744
Iteration 9: (outcome) log likelihood = -28774.741
Iteration 10: (outcome) log likelihood = -28774.741 (not concave)
Iteration 11: (outcome) log likelihood = -28774.741 (not concave)
Iteration 12: (outcome) log likelihood = -28774.741 (not concave)
Iteration 13: (outcome) log likelihood = -28774.741 (not concave)
Iteration 14: (outcome) log likelihood = -28774.741 (not concave)
Iteration 15: (outcome) log likelihood = -28774.741 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37024.631
Iteration 1: (EM) log likelihood = -36827.077
Iteration 2: (EM) log likelihood = -36353.176
Iteration 3: (EM) log likelihood = -35406.245
Iteration 4: (EM) log likelihood = -34099.246
Iteration 5: (EM) log likelihood = -32950.376
Iteration 6: (EM) log likelihood = -32154.191
Iteration 7: (EM) log likelihood = -31639.099
Iteration 8: (EM) log likelihood = -31268.518
Iteration 9: (EM) log likelihood = -30960.494
Iteration 10: (EM) log likelihood = -30685.804
Iteration 11: (EM) log likelihood = -30436.455
Iteration 12: (EM) log likelihood = -30215.025
Iteration 13: (EM) log likelihood = -30027.689
Iteration 14: (EM) log likelihood = -29869.665
Iteration 15: (EM) log likelihood = -29733.831
Iteration 16: (EM) log likelihood = -29616.315
Iteration 17: (EM) log likelihood = -29509.577
Iteration 18: (EM) log likelihood = -29416.568
Iteration 19: (EM) log likelihood = -29333.866
Iteration 20: (EM) log likelihood = -29260.025
Iteration 21: (EM) log likelihood = -29204.085
Iteration 22: (EM) log likelihood = -29157.852
Iteration 23: (EM) log likelihood = -29117.469
Iteration 24: (EM) log likelihood = -29079.583
Iteration 25: (EM) log likelihood = -29050.287
Iteration 26: (EM) log likelihood = -29020.868
Iteration 27: (EM) log likelihood = -29000.292
Iteration 28: (EM) log likelihood = -28980.049
Iteration 29: (EM) log likelihood = -28962.659
Iteration 30: (EM) log likelihood = -28947.092
Iteration 31: (EM) log likelihood = -28932.928
Iteration 32: (EM) log likelihood = -28918.824
Iteration 33: (EM) log likelihood = -28904.595
Iteration 34: (EM) log likelihood = -28893.532
Iteration 35: (EM) log likelihood = -28879.603
Iteration 36: (EM) log likelihood = -28872.399
Iteration 37: (EM) log likelihood = -28864.208
Iteration 38: (EM) log likelihood = -28858.557
Iteration 39: (EM) log likelihood = -28849.331
Iteration 40: (EM) log likelihood = -28843.138
Iteration 41: (EM) log likelihood = -28836.975
Iteration 42: (EM) log likelihood = -28831.654
Iteration 43: (EM) log likelihood = -28826.083
Iteration 44: (EM) log likelihood = -28824.228
Iteration 45: (EM) log likelihood = -28820.42
Iteration 46: (EM) log likelihood = -28816.917
Iteration 47: (EM) log likelihood = -28813.296
Iteration 48: (EM) log likelihood = -28806.982
Iteration 49: (EM) log likelihood = -28804.309
Iteration 50: (EM) log likelihood = -28798.73
Iteration 51: (EM) log likelihood = -28793.521
Iteration 52: (EM) log likelihood = -28788.689
Iteration 53: (EM) log likelihood = -28785.567
Iteration 54: (EM) log likelihood = -28779.869
Iteration 55: (EM) log likelihood = -28775.324
Iteration 56: (EM) log likelihood = -28772.317
Iteration 57: (EM) log likelihood = -28768.595
Iteration 58: (EM) log likelihood = -28763.843
Iteration 59: (EM) log likelihood = -28758.522
Iteration 60: (EM) log likelihood = -28755.493
Iteration 61: (EM) log likelihood = -28750.579
Iteration 62: (EM) log likelihood = -28747.314
Iteration 63: (EM) log likelihood = -28743.063
Iteration 64: (EM) log likelihood = -28738.861
Iteration 65: (EM) log likelihood = -28737.741
Iteration 66: (EM) log likelihood = -28733.593
Iteration 67: (EM) log likelihood = -28729.836
Iteration 68: (EM) log likelihood = -28726.664
Iteration 69: (EM) log likelihood = -28720.702
Iteration 70: (EM) log likelihood = -28715.111
Iteration 71: (EM) log likelihood = -28707.481
Iteration 72: (EM) log likelihood = -28701.851
Iteration 73: (EM) log likelihood = -28697.5
Iteration 74: (EM) log likelihood = -28691.792
Iteration 75: (EM) log likelihood = -28686.453
Iteration 76: (EM) log likelihood = -28681.337
Iteration 77: (EM) log likelihood = -28677.256
Iteration 78: (EM) log likelihood = -28674.117
Iteration 79: (EM) log likelihood = -28669.714
Iteration 80: (EM) log likelihood = -28665.923
Iteration 81: (EM) log likelihood = -28661.011
Iteration 82: (EM) log likelihood = -28656.905
Iteration 83: (EM) log likelihood = -28651.248
Iteration 84: (EM) log likelihood = -28647.427
Iteration 85: (EM) log likelihood = -28643.957
Iteration 86: (EM) log likelihood = -28640.352
Iteration 87: (EM) log likelihood = -28634.314
Iteration 88: (EM) log likelihood = -28630.786
Iteration 89: (EM) log likelihood = -28626.172
Iteration 90: (EM) log likelihood = -28623.072
Iteration 91: (EM) log likelihood = -28620.111
Iteration 92: (EM) log likelihood = -28617.13
Iteration 93: (EM) log likelihood = -28607.703
Iteration 94: (EM) log likelihood = -28602.851
Iteration 95: (EM) log likelihood = -28599.403
Iteration 96: (EM) log likelihood = -28593.394
Iteration 97: (EM) log likelihood = -28589.591
Iteration 98: (EM) log likelihood = -28587.209
Iteration 99: (EM) log likelihood = -28583.83
Iteration 100: (EM) log likelihood = -28580.616
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8318.6643
Iteration 1: (class) log likelihood = -8318.6643
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30844.246
Iteration 1: (outcome) log likelihood = -29169.073
Iteration 2: (outcome) log likelihood = -28851.066
Iteration 3: (outcome) log likelihood = -28792.263
Iteration 4: (outcome) log likelihood = -28779.765
Iteration 5: (outcome) log likelihood = -28776.874
Iteration 6: (outcome) log likelihood = -28776.286
Iteration 7: (outcome) log likelihood = -28776.191
Iteration 8: (outcome) log likelihood = -28776.168
Iteration 9: (outcome) log likelihood = -28776.163
Iteration 10: (outcome) log likelihood = -28776.162 (not concave)
Iteration 11: (outcome) log likelihood = -28776.162 (not concave)
Iteration 12: (outcome) log likelihood = -28776.162 (not concave)
Iteration 13: (outcome) log likelihood = -28776.162 (not concave)
Iteration 14: (outcome) log likelihood = -28776.162 (not concave)
Iteration 15: (outcome) log likelihood = -28776.162 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37061.915
Iteration 1: (EM) log likelihood = -36890.538
Iteration 2: (EM) log likelihood = -36394.753
Iteration 3: (EM) log likelihood = -35447.959
Iteration 4: (EM) log likelihood = -34351.289
Iteration 5: (EM) log likelihood = -33464.236
Iteration 6: (EM) log likelihood = -32713.985
Iteration 7: (EM) log likelihood = -32054.548
Iteration 8: (EM) log likelihood = -31530.162
Iteration 9: (EM) log likelihood = -31124.376
Iteration 10: (EM) log likelihood = -30790.995
Iteration 11: (EM) log likelihood = -30498.865
Iteration 12: (EM) log likelihood = -30257.604
Iteration 13: (EM) log likelihood = -30056.696
Iteration 14: (EM) log likelihood = -29886.624
Iteration 15: (EM) log likelihood = -29741.954
Iteration 16: (EM) log likelihood = -29613.241
Iteration 17: (EM) log likelihood = -29501.887
Iteration 18: (EM) log likelihood = -29401.543
Iteration 19: (EM) log likelihood = -29320.667
Iteration 20: (EM) log likelihood = -29253.371
Iteration 21: (EM) log likelihood = -29195.647
Iteration 22: (EM) log likelihood = -29145.971
Iteration 23: (EM) log likelihood = -29100.188
Iteration 24: (EM) log likelihood = -29058.661
Iteration 25: (EM) log likelihood = -29021.749
Iteration 26: (EM) log likelihood = -28987.636
Iteration 27: (EM) log likelihood = -28954.986
Iteration 28: (EM) log likelihood = -28925.093
Iteration 29: (EM) log likelihood = -28897.851
Iteration 30: (EM) log likelihood = -28876.092
Iteration 31: (EM) log likelihood = -28855.894
Iteration 32: (EM) log likelihood = -28838.301
Iteration 33: (EM) log likelihood = -28821.993
Iteration 34: (EM) log likelihood = -28804.89
Iteration 35: (EM) log likelihood = -28791.078
Iteration 36: (EM) log likelihood = -28780.098
Iteration 37: (EM) log likelihood = -28769.79
Iteration 38: (EM) log likelihood = -28754.002
Iteration 39: (EM) log likelihood = -28745.377
Iteration 40: (EM) log likelihood = -28737.863
Iteration 41: (EM) log likelihood = -28730.059
Iteration 42: (EM) log likelihood = -28725.058
Iteration 43: (EM) log likelihood = -28720.023
Iteration 44: (EM) log likelihood = -28716.378
Iteration 45: (EM) log likelihood = -28713.756
Iteration 46: (EM) log likelihood = -28711.115
Iteration 47: (EM) log likelihood = -28708.616
Iteration 48: (EM) log likelihood = -28705.499
Iteration 49: (EM) log likelihood = -28702.348
Iteration 50: (EM) log likelihood = -28699.688
Iteration 51: (EM) log likelihood = -28696.68
Iteration 52: (EM) log likelihood = -28692.158
Iteration 53: (EM) log likelihood = -28687.903
Iteration 54: (EM) log likelihood = -28684.889
Iteration 55: (EM) log likelihood = -28680.429
Iteration 56: (EM) log likelihood = -28677.004
Iteration 57: (EM) log likelihood = -28673.099
Iteration 58: (EM) log likelihood = -28669.914
Iteration 59: (EM) log likelihood = -28666.465
Iteration 60: (EM) log likelihood = -28664.241
Iteration 61: (EM) log likelihood = -28661.66
Iteration 62: (EM) log likelihood = -28659.887
Iteration 63: (EM) log likelihood = -28657.627
Iteration 64: (EM) log likelihood = -28655.717
Iteration 65: (EM) log likelihood = -28653.189
Iteration 66: (EM) log likelihood = -28650.705
Iteration 67: (EM) log likelihood = -28649.221
Iteration 68: (EM) log likelihood = -28647.694
Iteration 69: (EM) log likelihood = -28645.885
Iteration 70: (EM) log likelihood = -28643.371
Iteration 71: (EM) log likelihood = -28641.295
Iteration 72: (EM) log likelihood = -28638.147
Iteration 73: (EM) log likelihood = -28635.617
Iteration 74: (EM) log likelihood = -28632.19
Iteration 75: (EM) log likelihood = -28630.127
Iteration 76: (EM) log likelihood = -28628.467
Iteration 77: (EM) log likelihood = -28626.798
Iteration 78: (EM) log likelihood = -28625.48
Iteration 79: (EM) log likelihood = -28624.197
Iteration 80: (EM) log likelihood = -28622.856
Iteration 81: (EM) log likelihood = -28621.76
Iteration 82: (EM) log likelihood = -28620.721
Iteration 83: (EM) log likelihood = -28619.699
Iteration 84: (EM) log likelihood = -28618.69
Iteration 85: (EM) log likelihood = -28617.633
Iteration 86: (EM) log likelihood = -28616.699
Iteration 87: (EM) log likelihood = -28615.592
Iteration 88: (EM) log likelihood = -28614.533
Iteration 89: (EM) log likelihood = -28613.162
Iteration 90: (EM) log likelihood = -28611.38
Iteration 91: (EM) log likelihood = -28610.56
Iteration 92: (EM) log likelihood = -28609.722
Iteration 93: (EM) log likelihood = -28608.332
Iteration 94: (EM) log likelihood = -28607.676
Iteration 95: (EM) log likelihood = -28606.553
Iteration 96: (EM) log likelihood = -28606.377
Iteration 97: (EM) log likelihood = -28605.583
Iteration 98: (EM) log likelihood = -28604.873
Iteration 99: (EM) log likelihood = -28603.744
Iteration 100: (EM) log likelihood = -28602.522
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.763
Iteration 1: (class) log likelihood = -8320.763
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30170.62
Iteration 1: (outcome) log likelihood = -29069.485
Iteration 2: (outcome) log likelihood = -28832.729
Iteration 3: (outcome) log likelihood = -28783.785
Iteration 4: (outcome) log likelihood = -28774.632
Iteration 5: (outcome) log likelihood = -28772.436
Iteration 6: (outcome) log likelihood = -28772.011
Iteration 7: (outcome) log likelihood = -28771.941
Iteration 8: (outcome) log likelihood = -28771.924
Iteration 9: (outcome) log likelihood = -28771.92
Iteration 10: (outcome) log likelihood = -28771.919 (not concave)
Iteration 11: (outcome) log likelihood = -28771.919 (not concave)
Iteration 12: (outcome) log likelihood = -28771.919 (not concave)
Iteration 13: (outcome) log likelihood = -28771.919 (not concave)
Iteration 14: (outcome) log likelihood = -28771.919 (not concave)
Iteration 15: (outcome) log likelihood = -28771.919 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37023.831
Iteration 1: (EM) log likelihood = -36814.332
Iteration 2: (EM) log likelihood = -36326.08
Iteration 3: (EM) log likelihood = -35382.656
Iteration 4: (EM) log likelihood = -34127.795
Iteration 5: (EM) log likelihood = -33045.552
Iteration 6: (EM) log likelihood = -32263.891
Iteration 7: (EM) log likelihood = -31688.805
Iteration 8: (EM) log likelihood = -31244.614
Iteration 9: (EM) log likelihood = -30914.189
Iteration 10: (EM) log likelihood = -30679.756
Iteration 11: (EM) log likelihood = -30503.266
Iteration 12: (EM) log likelihood = -30357.679
Iteration 13: (EM) log likelihood = -30228.324
Iteration 14: (EM) log likelihood = -30104.835
Iteration 15: (EM) log likelihood = -29987.754
Iteration 16: (EM) log likelihood = -29883.233
Iteration 17: (EM) log likelihood = -29783.464
Iteration 18: (EM) log likelihood = -29697.853
Iteration 19: (EM) log likelihood = -29611.672
Iteration 20: (EM) log likelihood = -29548.589
Iteration 21: (EM) log likelihood = -29491.553
Iteration 22: (EM) log likelihood = -29436.376
Iteration 23: (EM) log likelihood = -29388.037
Iteration 24: (EM) log likelihood = -29344.483
Iteration 25: (EM) log likelihood = -29305.676
Iteration 26: (EM) log likelihood = -29271.611
Iteration 27: (EM) log likelihood = -29241.388
Iteration 28: (EM) log likelihood = -29215.743
Iteration 29: (EM) log likelihood = -29192.356
Iteration 30: (EM) log likelihood = -29173.12
Iteration 31: (EM) log likelihood = -29155.134
Iteration 32: (EM) log likelihood = -29140.82
Iteration 33: (EM) log likelihood = -29128.243
Iteration 34: (EM) log likelihood = -29115.309
Iteration 35: (EM) log likelihood = -29102.748
Iteration 36: (EM) log likelihood = -29090.768
Iteration 37: (EM) log likelihood = -29079.832
Iteration 38: (EM) log likelihood = -29067.025
Iteration 39: (EM) log likelihood = -29056.309
Iteration 40: (EM) log likelihood = -29047.96
Iteration 41: (EM) log likelihood = -29039.052
Iteration 42: (EM) log likelihood = -29031.462
Iteration 43: (EM) log likelihood = -29024.071
Iteration 44: (EM) log likelihood = -29017.473
Iteration 45: (EM) log likelihood = -29009.984
Iteration 46: (EM) log likelihood = -29001.815
Iteration 47: (EM) log likelihood = -28995.726
Iteration 48: (EM) log likelihood = -28989.437
Iteration 49: (EM) log likelihood = -28984.079
Iteration 50: (EM) log likelihood = -28977.874
Iteration 51: (EM) log likelihood = -28972.74
Iteration 52: (EM) log likelihood = -28967.851
Iteration 53: (EM) log likelihood = -28963.196
Iteration 54: (EM) log likelihood = -28958.526
Iteration 55: (EM) log likelihood = -28954.126
Iteration 56: (EM) log likelihood = -28949.831
Iteration 57: (EM) log likelihood = -28946.362
Iteration 58: (EM) log likelihood = -28941.438
Iteration 59: (EM) log likelihood = -28935.779
Iteration 60: (EM) log likelihood = -28930.477
Iteration 61: (EM) log likelihood = -28926.134
Iteration 62: (EM) log likelihood = -28922.051
Iteration 63: (EM) log likelihood = -28918.632
Iteration 64: (EM) log likelihood = -28915.046
Iteration 65: (EM) log likelihood = -28911.283
Iteration 66: (EM) log likelihood = -28908.027
Iteration 67: (EM) log likelihood = -28904.492
Iteration 68: (EM) log likelihood = -28901.296
Iteration 69: (EM) log likelihood = -28898.218
Iteration 70: (EM) log likelihood = -28895.006
Iteration 71: (EM) log likelihood = -28890.962
Iteration 72: (EM) log likelihood = -28885.324
Iteration 73: (EM) log likelihood = -28879.741
Iteration 74: (EM) log likelihood = -28875.943
Iteration 75: (EM) log likelihood = -28871.755
Iteration 76: (EM) log likelihood = -28867.466
Iteration 77: (EM) log likelihood = -28863.212
Iteration 78: (EM) log likelihood = -28859.787
Iteration 79: (EM) log likelihood = -28856.405
Iteration 80: (EM) log likelihood = -28853.099
Iteration 81: (EM) log likelihood = -28849.04
Iteration 82: (EM) log likelihood = -28845.734
Iteration 83: (EM) log likelihood = -28842.505
Iteration 84: (EM) log likelihood = -28839.691
Iteration 85: (EM) log likelihood = -28836.648
Iteration 86: (EM) log likelihood = -28833.844
Iteration 87: (EM) log likelihood = -28831.017
Iteration 88: (EM) log likelihood = -28828.168
Iteration 89: (EM) log likelihood = -28826.165
Iteration 90: (EM) log likelihood = -28823.638
Iteration 91: (EM) log likelihood = -28820.748
Iteration 92: (EM) log likelihood = -28818.09
Iteration 93: (EM) log likelihood = -28815.601
Iteration 94: (EM) log likelihood = -28812.915
Iteration 95: (EM) log likelihood = -28810.621
Iteration 96: (EM) log likelihood = -28808.056
Iteration 97: (EM) log likelihood = -28805.5
Iteration 98: (EM) log likelihood = -28803.059
Iteration 99: (EM) log likelihood = -28800.712
Iteration 100: (EM) log likelihood = -28797.752
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.7432
Iteration 1: (class) log likelihood = -8322.7432
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30317.947
Iteration 1: (outcome) log likelihood = -29093.709
Iteration 2: (outcome) log likelihood = -28834.679
Iteration 3: (outcome) log likelihood = -28781.483
Iteration 4: (outcome) log likelihood = -28771.941
Iteration 5: (outcome) log likelihood = -28769.719
Iteration 6: (outcome) log likelihood = -28769.355
Iteration 7: (outcome) log likelihood = -28769.266
Iteration 8: (outcome) log likelihood = -28769.245
Iteration 9: (outcome) log likelihood = -28769.241
Iteration 10: (outcome) log likelihood = -28769.24 (not concave)
Iteration 11: (outcome) log likelihood = -28769.24 (not concave)
Iteration 12: (outcome) log likelihood = -28769.24 (not concave)
Iteration 13: (outcome) log likelihood = -28769.24 (not concave)
Iteration 14: (outcome) log likelihood = -28769.24 (not concave)
Iteration 15: (outcome) log likelihood = -28769.24 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37037.973
Iteration 1: (EM) log likelihood = -36850.66
Iteration 2: (EM) log likelihood = -36399.764
Iteration 3: (EM) log likelihood = -35511.139
Iteration 4: (EM) log likelihood = -34259.143
Iteration 5: (EM) log likelihood = -33112.73
Iteration 6: (EM) log likelihood = -32294.221
Iteration 7: (EM) log likelihood = -31723.747
Iteration 8: (EM) log likelihood = -31304.217
Iteration 9: (EM) log likelihood = -30968.825
Iteration 10: (EM) log likelihood = -30677.4
Iteration 11: (EM) log likelihood = -30414.318
Iteration 12: (EM) log likelihood = -30184.235
Iteration 13: (EM) log likelihood = -29990.63
Iteration 14: (EM) log likelihood = -29832.799
Iteration 15: (EM) log likelihood = -29710.802
Iteration 16: (EM) log likelihood = -29619.942
Iteration 17: (EM) log likelihood = -29550.714
Iteration 18: (EM) log likelihood = -29496.247
Iteration 19: (EM) log likelihood = -29449.322
Iteration 20: (EM) log likelihood = -29411.966
Iteration 21: (EM) log likelihood = -29377.423
Iteration 22: (EM) log likelihood = -29345.57
Iteration 23: (EM) log likelihood = -29312.334
Iteration 24: (EM) log likelihood = -29286.082
Iteration 25: (EM) log likelihood = -29259.231
Iteration 26: (EM) log likelihood = -29234.931
Iteration 27: (EM) log likelihood = -29211.123
Iteration 28: (EM) log likelihood = -29186.088
Iteration 29: (EM) log likelihood = -29162.909
Iteration 30: (EM) log likelihood = -29139.679
Iteration 31: (EM) log likelihood = -29119.248
Iteration 32: (EM) log likelihood = -29098.447
Iteration 33: (EM) log likelihood = -29078.565
Iteration 34: (EM) log likelihood = -29059.832
Iteration 35: (EM) log likelihood = -29042.952
Iteration 36: (EM) log likelihood = -29027.395
Iteration 37: (EM) log likelihood = -29012.68
Iteration 38: (EM) log likelihood = -28999.7
Iteration 39: (EM) log likelihood = -28986.228
Iteration 40: (EM) log likelihood = -28971.616
Iteration 41: (EM) log likelihood = -28959.462
Iteration 42: (EM) log likelihood = -28949.502
Iteration 43: (EM) log likelihood = -28938.289
Iteration 44: (EM) log likelihood = -28927.39
Iteration 45: (EM) log likelihood = -28918.106
Iteration 46: (EM) log likelihood = -28909.343
Iteration 47: (EM) log likelihood = -28899.277
Iteration 48: (EM) log likelihood = -28890.86
Iteration 49: (EM) log likelihood = -28881.881
Iteration 50: (EM) log likelihood = -28873.511
Iteration 51: (EM) log likelihood = -28866.006
Iteration 52: (EM) log likelihood = -28858.341
Iteration 53: (EM) log likelihood = -28851.089
Iteration 54: (EM) log likelihood = -28844.802
Iteration 55: (EM) log likelihood = -28838.168
Iteration 56: (EM) log likelihood = -28831.97
Iteration 57: (EM) log likelihood = -28825.935
Iteration 58: (EM) log likelihood = -28819.828
Iteration 59: (EM) log likelihood = -28814.264
Iteration 60: (EM) log likelihood = -28808.816
Iteration 61: (EM) log likelihood = -28803.332
Iteration 62: (EM) log likelihood = -28798.25
Iteration 63: (EM) log likelihood = -28793.023
Iteration 64: (EM) log likelihood = -28786.708
Iteration 65: (EM) log likelihood = -28781.594
Iteration 66: (EM) log likelihood = -28776.55
Iteration 67: (EM) log likelihood = -28771.45
Iteration 68: (EM) log likelihood = -28766.951
Iteration 69: (EM) log likelihood = -28762.724
Iteration 70: (EM) log likelihood = -28758.61
Iteration 71: (EM) log likelihood = -28754.42
Iteration 72: (EM) log likelihood = -28750.687
Iteration 73: (EM) log likelihood = -28747.271
Iteration 74: (EM) log likelihood = -28743.829
Iteration 75: (EM) log likelihood = -28740.362
Iteration 76: (EM) log likelihood = -28737.706
Iteration 77: (EM) log likelihood = -28734.319
Iteration 78: (EM) log likelihood = -28731.256
Iteration 79: (EM) log likelihood = -28724.337
Iteration 80: (EM) log likelihood = -28721.191
Iteration 81: (EM) log likelihood = -28718.247
Iteration 82: (EM) log likelihood = -28715.44
Iteration 83: (EM) log likelihood = -28710.954
Iteration 84: (EM) log likelihood = -28707.919
Iteration 85: (EM) log likelihood = -28704.54
Iteration 86: (EM) log likelihood = -28701.598
Iteration 87: (EM) log likelihood = -28699.261
Iteration 88: (EM) log likelihood = -28696.821
Iteration 89: (EM) log likelihood = -28694.696
Iteration 90: (EM) log likelihood = -28692.651
Iteration 91: (EM) log likelihood = -28690.304
Iteration 92: (EM) log likelihood = -28688.732
Iteration 93: (EM) log likelihood = -28686.996
Iteration 94: (EM) log likelihood = -28684.57
Iteration 95: (EM) log likelihood = -28682.75
Iteration 96: (EM) log likelihood = -28680.926
Iteration 97: (EM) log likelihood = -28678.665
Iteration 98: (EM) log likelihood = -28676.294
Iteration 99: (EM) log likelihood = -28674.28
Iteration 100: (EM) log likelihood = -28672.464
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.102
Iteration 1: (class) log likelihood = -8321.102
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30472.217
Iteration 1: (outcome) log likelihood = -29205.911
Iteration 2: (outcome) log likelihood = -28840.142
Iteration 3: (outcome) log likelihood = -28779.312
Iteration 4: (outcome) log likelihood = -28768.27
Iteration 5: (outcome) log likelihood = -28766.141
Iteration 6: (outcome) log likelihood = -28765.711
Iteration 7: (outcome) log likelihood = -28765.609
Iteration 8: (outcome) log likelihood = -28765.593
Iteration 9: (outcome) log likelihood = -28765.589
Iteration 10: (outcome) log likelihood = -28765.588 (not concave)
Iteration 11: (outcome) log likelihood = -28765.588 (not concave)
Iteration 12: (outcome) log likelihood = -28765.588 (not concave)
Iteration 13: (outcome) log likelihood = -28765.588 (not concave)
Iteration 14: (outcome) log likelihood = -28765.588 (not concave)
Iteration 15: (outcome) log likelihood = -28765.588 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37011.227
Iteration 1: (EM) log likelihood = -36785.231
Iteration 2: (EM) log likelihood = -36262.762
Iteration 3: (EM) log likelihood = -35388.297
Iteration 4: (EM) log likelihood = -34396.76
Iteration 5: (EM) log likelihood = -33488.787
Iteration 6: (EM) log likelihood = -32702.513
Iteration 7: (EM) log likelihood = -32085.954
Iteration 8: (EM) log likelihood = -31624.82
Iteration 9: (EM) log likelihood = -31274.289
Iteration 10: (EM) log likelihood = -30992.202
Iteration 11: (EM) log likelihood = -30755.906
Iteration 12: (EM) log likelihood = -30552.658
Iteration 13: (EM) log likelihood = -30374.065
Iteration 14: (EM) log likelihood = -30219.535
Iteration 15: (EM) log likelihood = -30084.362
Iteration 16: (EM) log likelihood = -29974.196
Iteration 17: (EM) log likelihood = -29877.47
Iteration 18: (EM) log likelihood = -29794.331
Iteration 19: (EM) log likelihood = -29720.126
Iteration 20: (EM) log likelihood = -29652.765
Iteration 21: (EM) log likelihood = -29598.724
Iteration 22: (EM) log likelihood = -29553.116
Iteration 23: (EM) log likelihood = -29514.782
Iteration 24: (EM) log likelihood = -29481.323
Iteration 25: (EM) log likelihood = -29452.789
Iteration 26: (EM) log likelihood = -29428.051
Iteration 27: (EM) log likelihood = -29406.141
Iteration 28: (EM) log likelihood = -29385.734
Iteration 29: (EM) log likelihood = -29367.632
Iteration 30: (EM) log likelihood = -29350.308
Iteration 31: (EM) log likelihood = -29333.688
Iteration 32: (EM) log likelihood = -29317.244
Iteration 33: (EM) log likelihood = -29298.506
Iteration 34: (EM) log likelihood = -29279.91
Iteration 35: (EM) log likelihood = -29257.758
Iteration 36: (EM) log likelihood = -29239.68
Iteration 37: (EM) log likelihood = -29221.088
Iteration 38: (EM) log likelihood = -29203.372
Iteration 39: (EM) log likelihood = -29187.066
Iteration 40: (EM) log likelihood = -29170.489
Iteration 41: (EM) log likelihood = -29152.198
Iteration 42: (EM) log likelihood = -29135.881
Iteration 43: (EM) log likelihood = -29120.585
Iteration 44: (EM) log likelihood = -29105.84
Iteration 45: (EM) log likelihood = -29087.506
Iteration 46: (EM) log likelihood = -29073.81
Iteration 47: (EM) log likelihood = -29059.609
Iteration 48: (EM) log likelihood = -29048.381
Iteration 49: (EM) log likelihood = -29036.325
Iteration 50: (EM) log likelihood = -29024.556
Iteration 51: (EM) log likelihood = -29014.268
Iteration 52: (EM) log likelihood = -29004.527
Iteration 53: (EM) log likelihood = -28993.539
Iteration 54: (EM) log likelihood = -28985.519
Iteration 55: (EM) log likelihood = -28977.696
Iteration 56: (EM) log likelihood = -28967.764
Iteration 57: (EM) log likelihood = -28960.864
Iteration 58: (EM) log likelihood = -28955.781
Iteration 59: (EM) log likelihood = -28949.634
Iteration 60: (EM) log likelihood = -28945.288
Iteration 61: (EM) log likelihood = -28939.498
Iteration 62: (EM) log likelihood = -28934.545
Iteration 63: (EM) log likelihood = -28931.367
Iteration 64: (EM) log likelihood = -28928.164
Iteration 65: (EM) log likelihood = -28925.238
Iteration 66: (EM) log likelihood = -28921.996
Iteration 67: (EM) log likelihood = -28919.511
Iteration 68: (EM) log likelihood = -28917.028
Iteration 69: (EM) log likelihood = -28914.564
Iteration 70: (EM) log likelihood = -28911.953
Iteration 71: (EM) log likelihood = -28909.514
Iteration 72: (EM) log likelihood = -28907.517
Iteration 73: (EM) log likelihood = -28905.537
Iteration 74: (EM) log likelihood = -28904.048
Iteration 75: (EM) log likelihood = -28902.825
Iteration 76: (EM) log likelihood = -28901.288
Iteration 77: (EM) log likelihood = -28899.476
Iteration 78: (EM) log likelihood = -28897.818
Iteration 79: (EM) log likelihood = -28895.606
Iteration 80: (EM) log likelihood = -28892.567
Iteration 81: (EM) log likelihood = -28890.674
Iteration 82: (EM) log likelihood = -28888.651
Iteration 83: (EM) log likelihood = -28887.395
Iteration 84: (EM) log likelihood = -28886.104
Iteration 85: (EM) log likelihood = -28884.221
Iteration 86: (EM) log likelihood = -28882.604
Iteration 87: (EM) log likelihood = -28881.265
Iteration 88: (EM) log likelihood = -28879.569
Iteration 89: (EM) log likelihood = -28878.527
Iteration 90: (EM) log likelihood = -28876.662
Iteration 91: (EM) log likelihood = -28876.325
Iteration 92: (EM) log likelihood = -28875.494
Iteration 93: (EM) log likelihood = -28874.385
Iteration 94: (EM) log likelihood = -28873.826
Iteration 95: (EM) log likelihood = -28872.552
Iteration 96: (EM) log likelihood = -28871.043
Iteration 97: (EM) log likelihood = -28868.289
Iteration 98: (EM) log likelihood = -28867.874
Iteration 99: (EM) log likelihood = -28866.368
Iteration 100: (EM) log likelihood = -28865.364
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.503
Iteration 1: (class) log likelihood = -8320.503
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30502.349
Iteration 1: (outcome) log likelihood = -29174.53
Iteration 2: (outcome) log likelihood = -28843.103
Iteration 3: (outcome) log likelihood = -28787.438
Iteration 4: (outcome) log likelihood = -28777.096
Iteration 5: (outcome) log likelihood = -28774.747
Iteration 6: (outcome) log likelihood = -28774.271
Iteration 7: (outcome) log likelihood = -28774.183
Iteration 8: (outcome) log likelihood = -28774.173
Iteration 9: (outcome) log likelihood = -28774.172 (not concave)
Iteration 10: (outcome) log likelihood = -28774.172 (not concave)
Iteration 11: (outcome) log likelihood = -28774.172 (not concave)
Iteration 12: (outcome) log likelihood = -28774.172 (not concave)
Iteration 13: (outcome) log likelihood = -28774.172 (not concave)
Iteration 14: (outcome) log likelihood = -28774.172 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37014.491
Iteration 1: (EM) log likelihood = -36752.118
Iteration 2: (EM) log likelihood = -36118.431
Iteration 3: (EM) log likelihood = -35047.295
Iteration 4: (EM) log likelihood = -33964.755
Iteration 5: (EM) log likelihood = -33117.419
Iteration 6: (EM) log likelihood = -32491.534
Iteration 7: (EM) log likelihood = -31989.643
Iteration 8: (EM) log likelihood = -31548.879
Iteration 9: (EM) log likelihood = -31153.193
Iteration 10: (EM) log likelihood = -30804.446
Iteration 11: (EM) log likelihood = -30517.958
Iteration 12: (EM) log likelihood = -30290.488
Iteration 13: (EM) log likelihood = -30113.34
Iteration 14: (EM) log likelihood = -29968.125
Iteration 15: (EM) log likelihood = -29844.422
Iteration 16: (EM) log likelihood = -29735.032
Iteration 17: (EM) log likelihood = -29635.668
Iteration 18: (EM) log likelihood = -29537.17
Iteration 19: (EM) log likelihood = -29453.508
Iteration 20: (EM) log likelihood = -29377.63
Iteration 21: (EM) log likelihood = -29307.277
Iteration 22: (EM) log likelihood = -29244.28
Iteration 23: (EM) log likelihood = -29190.173
Iteration 24: (EM) log likelihood = -29137.904
Iteration 25: (EM) log likelihood = -29088.745
Iteration 26: (EM) log likelihood = -29042.44
Iteration 27: (EM) log likelihood = -28996.523
Iteration 28: (EM) log likelihood = -28954.032
Iteration 29: (EM) log likelihood = -28911.549
Iteration 30: (EM) log likelihood = -28869.824
Iteration 31: (EM) log likelihood = -28830.585
Iteration 32: (EM) log likelihood = -28793.53
Iteration 33: (EM) log likelihood = -28758.85
Iteration 34: (EM) log likelihood = -28726.181
Iteration 35: (EM) log likelihood = -28695.269
Iteration 36: (EM) log likelihood = -28666.664
Iteration 37: (EM) log likelihood = -28639.854
Iteration 38: (EM) log likelihood = -28617.551
Iteration 39: (EM) log likelihood = -28597.129
Iteration 40: (EM) log likelihood = -28576.754
Iteration 41: (EM) log likelihood = -28560.199
Iteration 42: (EM) log likelihood = -28542.754
Iteration 43: (EM) log likelihood = -28526.677
Iteration 44: (EM) log likelihood = -28512.923
Iteration 45: (EM) log likelihood = -28502.173
Iteration 46: (EM) log likelihood = -28491.749
Iteration 47: (EM) log likelihood = -28481.467
Iteration 48: (EM) log likelihood = -28473.51
Iteration 49: (EM) log likelihood = -28465.11
Iteration 50: (EM) log likelihood = -28456.508
Iteration 51: (EM) log likelihood = -28449.978
Iteration 52: (EM) log likelihood = -28442.034
Iteration 53: (EM) log likelihood = -28435.001
Iteration 54: (EM) log likelihood = -28428.103
Iteration 55: (EM) log likelihood = -28422.704
Iteration 56: (EM) log likelihood = -28415.826
Iteration 57: (EM) log likelihood = -28410.491
Iteration 58: (EM) log likelihood = -28406.12
Iteration 59: (EM) log likelihood = -28400.786
Iteration 60: (EM) log likelihood = -28396.135
Iteration 61: (EM) log likelihood = -28393.249
Iteration 62: (EM) log likelihood = -28389.41
Iteration 63: (EM) log likelihood = -28385.785
Iteration 64: (EM) log likelihood = -28379.213
Iteration 65: (EM) log likelihood = -28374.676
Iteration 66: (EM) log likelihood = -28371.191
Iteration 67: (EM) log likelihood = -28367.836
Iteration 68: (EM) log likelihood = -28365.06
Iteration 69: (EM) log likelihood = -28361.381
Iteration 70: (EM) log likelihood = -28359.035
Iteration 71: (EM) log likelihood = -28356.903
Iteration 72: (EM) log likelihood = -28354.243
Iteration 73: (EM) log likelihood = -28351.228
Iteration 74: (EM) log likelihood = -28349.138
Iteration 75: (EM) log likelihood = -28346.083
Iteration 76: (EM) log likelihood = -28343.678
Iteration 77: (EM) log likelihood = -28341.331
Iteration 78: (EM) log likelihood = -28338.807
Iteration 79: (EM) log likelihood = -28335.874
Iteration 80: (EM) log likelihood = -28332.994
Iteration 81: (EM) log likelihood = -28330.8
Iteration 82: (EM) log likelihood = -28327.744
Iteration 83: (EM) log likelihood = -28325.715
Iteration 84: (EM) log likelihood = -28322.814
Iteration 85: (EM) log likelihood = -28318.842
Iteration 86: (EM) log likelihood = -28316.66
Iteration 87: (EM) log likelihood = -28313.702
Iteration 88: (EM) log likelihood = -28311.469
Iteration 89: (EM) log likelihood = -28308.329
Iteration 90: (EM) log likelihood = -28306.152
Iteration 91: (EM) log likelihood = -28304.195
Iteration 92: (EM) log likelihood = -28301.56
Iteration 93: (EM) log likelihood = -28299.394
Iteration 94: (EM) log likelihood = -28297.24
Iteration 95: (EM) log likelihood = -28294.84
Iteration 96: (EM) log likelihood = -28293.207
Iteration 97: (EM) log likelihood = -28291.513
Iteration 98: (EM) log likelihood = -28289.542
Iteration 99: (EM) log likelihood = -28287.763
Iteration 100: (EM) log likelihood = -28283.261
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.7976
Iteration 1: (class) log likelihood = -8320.7976
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29988.222
Iteration 1: (outcome) log likelihood = -29071.669
Iteration 2: (outcome) log likelihood = -28832.81
Iteration 3: (outcome) log likelihood = -28795.251
Iteration 4: (outcome) log likelihood = -28787.675
Iteration 5: (outcome) log likelihood = -28786.319
Iteration 6: (outcome) log likelihood = -28786.082
Iteration 7: (outcome) log likelihood = -28786.028
Iteration 8: (outcome) log likelihood = -28786.015
Iteration 9: (outcome) log likelihood = -28786.012
Iteration 10: (outcome) log likelihood = -28786.012 (not concave)
Iteration 11: (outcome) log likelihood = -28786.012 (not concave)
Iteration 12: (outcome) log likelihood = -28786.012 (not concave)
Iteration 13: (outcome) log likelihood = -28786.012 (not concave)
Iteration 14: (outcome) log likelihood = -28786.012 (not concave)
Iteration 15: (outcome) log likelihood = -28786.012 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37029.49
Iteration 1: (EM) log likelihood = -36785.853
Iteration 2: (EM) log likelihood = -36217.476
Iteration 3: (EM) log likelihood = -35183.509
Iteration 4: (EM) log likelihood = -33969.089
Iteration 5: (EM) log likelihood = -32973.236
Iteration 6: (EM) log likelihood = -32271.931
Iteration 7: (EM) log likelihood = -31800.48
Iteration 8: (EM) log likelihood = -31457.272
Iteration 9: (EM) log likelihood = -31179.211
Iteration 10: (EM) log likelihood = -30935.908
Iteration 11: (EM) log likelihood = -30721.788
Iteration 12: (EM) log likelihood = -30531.255
Iteration 13: (EM) log likelihood = -30367.15
Iteration 14: (EM) log likelihood = -30225.21
Iteration 15: (EM) log likelihood = -30101.837
Iteration 16: (EM) log likelihood = -29991.765
Iteration 17: (EM) log likelihood = -29889.604
Iteration 18: (EM) log likelihood = -29792.868
Iteration 19: (EM) log likelihood = -29698.444
Iteration 20: (EM) log likelihood = -29608.001
Iteration 21: (EM) log likelihood = -29520.013
Iteration 22: (EM) log likelihood = -29445.297
Iteration 23: (EM) log likelihood = -29381.94
Iteration 24: (EM) log likelihood = -29327.087
Iteration 25: (EM) log likelihood = -29280.895
Iteration 26: (EM) log likelihood = -29239.932
Iteration 27: (EM) log likelihood = -29203.961
Iteration 28: (EM) log likelihood = -29171.657
Iteration 29: (EM) log likelihood = -29142.038
Iteration 30: (EM) log likelihood = -29115.871
Iteration 31: (EM) log likelihood = -29087.721
Iteration 32: (EM) log likelihood = -29066.591
Iteration 33: (EM) log likelihood = -29046.733
Iteration 34: (EM) log likelihood = -29028.032
Iteration 35: (EM) log likelihood = -29006.359
Iteration 36: (EM) log likelihood = -28988.242
Iteration 37: (EM) log likelihood = -28967.745
Iteration 38: (EM) log likelihood = -28944.934
Iteration 39: (EM) log likelihood = -28921.089
Iteration 40: (EM) log likelihood = -28887.494
Iteration 41: (EM) log likelihood = -28868.606
Iteration 42: (EM) log likelihood = -28850.199
Iteration 43: (EM) log likelihood = -28829.363
Iteration 44: (EM) log likelihood = -28811.613
Iteration 45: (EM) log likelihood = -28793.842
Iteration 46: (EM) log likelihood = -28775.159
Iteration 47: (EM) log likelihood = -28753.329
Iteration 48: (EM) log likelihood = -28735.547
Iteration 49: (EM) log likelihood = -28719.96
Iteration 50: (EM) log likelihood = -28699.361
Iteration 51: (EM) log likelihood = -28682.654
Iteration 52: (EM) log likelihood = -28668.332
Iteration 53: (EM) log likelihood = -28651.504
Iteration 54: (EM) log likelihood = -28632.876
Iteration 55: (EM) log likelihood = -28619.945
Iteration 56: (EM) log likelihood = -28602.214
Iteration 57: (EM) log likelihood = -28586.574
Iteration 58: (EM) log likelihood = -28573.986
Iteration 59: (EM) log likelihood = -28562.295
Iteration 60: (EM) log likelihood = -28550.791
Iteration 61: (EM) log likelihood = -28538.884
Iteration 62: (EM) log likelihood = -28527.041
Iteration 63: (EM) log likelihood = -28515.342
Iteration 64: (EM) log likelihood = -28506.028
Iteration 65: (EM) log likelihood = -28498.947
Iteration 66: (EM) log likelihood = -28492.089
Iteration 67: (EM) log likelihood = -28483.072
Iteration 68: (EM) log likelihood = -28476.743
Iteration 69: (EM) log likelihood = -28471.568
Iteration 70: (EM) log likelihood = -28465.298
Iteration 71: (EM) log likelihood = -28460.113
Iteration 72: (EM) log likelihood = -28456.134
Iteration 73: (EM) log likelihood = -28451.907
Iteration 74: (EM) log likelihood = -28445.265
Iteration 75: (EM) log likelihood = -28439.9
Iteration 76: (EM) log likelihood = -28435.86
Iteration 77: (EM) log likelihood = -28431.584
Iteration 78: (EM) log likelihood = -28428.361
Iteration 79: (EM) log likelihood = -28422.494
Iteration 80: (EM) log likelihood = -28418.883
Iteration 81: (EM) log likelihood = -28414.043
Iteration 82: (EM) log likelihood = -28409.3
Iteration 83: (EM) log likelihood = -28405.963
Iteration 84: (EM) log likelihood = -28403.117
Iteration 85: (EM) log likelihood = -28400.476
Iteration 86: (EM) log likelihood = -28397.651
Iteration 87: (EM) log likelihood = -28393.904
Iteration 88: (EM) log likelihood = -28390.929
Iteration 89: (EM) log likelihood = -28386.639
Iteration 90: (EM) log likelihood = -28383.605
Iteration 91: (EM) log likelihood = -28381.716
Iteration 92: (EM) log likelihood = -28379.795
Iteration 93: (EM) log likelihood = -28377.544
Iteration 94: (EM) log likelihood = -28375.982
Iteration 95: (EM) log likelihood = -28374.992
Iteration 96: (EM) log likelihood = -28373.513
Iteration 97: (EM) log likelihood = -28371.421
Iteration 98: (EM) log likelihood = -28369.604
Iteration 99: (EM) log likelihood = -28368.031
Iteration 100: (EM) log likelihood = -28360.736
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.6432
Iteration 1: (class) log likelihood = -8321.6432
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30183.492
Iteration 1: (outcome) log likelihood = -29120.055
Iteration 2: (outcome) log likelihood = -28843.579
Iteration 3: (outcome) log likelihood = -28795.628
Iteration 4: (outcome) log likelihood = -28787.244
Iteration 5: (outcome) log likelihood = -28785.84
Iteration 6: (outcome) log likelihood = -28785.493
Iteration 7: (outcome) log likelihood = -28785.416
Iteration 8: (outcome) log likelihood = -28785.398
Iteration 9: (outcome) log likelihood = -28785.395 (not concave)
Iteration 10: (outcome) log likelihood = -28785.394 (not concave)
Iteration 11: (outcome) log likelihood = -28785.394 (not concave)
Iteration 12: (outcome) log likelihood = -28785.394 (not concave)
Iteration 13: (outcome) log likelihood = -28785.394 (not concave)
Iteration 14: (outcome) log likelihood = -28785.394 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37048.087
Iteration 1: (EM) log likelihood = -36853.71
Iteration 2: (EM) log likelihood = -36283.207
Iteration 3: (EM) log likelihood = -35110.627
Iteration 4: (EM) log likelihood = -33864.237
Iteration 5: (EM) log likelihood = -32946.841
Iteration 6: (EM) log likelihood = -32296.124
Iteration 7: (EM) log likelihood = -31822.948
Iteration 8: (EM) log likelihood = -31477.87
Iteration 9: (EM) log likelihood = -31212.562
Iteration 10: (EM) log likelihood = -30989.666
Iteration 11: (EM) log likelihood = -30796.121
Iteration 12: (EM) log likelihood = -30625.146
Iteration 13: (EM) log likelihood = -30477.449
Iteration 14: (EM) log likelihood = -30350.902
Iteration 15: (EM) log likelihood = -30241.096
Iteration 16: (EM) log likelihood = -30143.751
Iteration 17: (EM) log likelihood = -30059.203
Iteration 18: (EM) log likelihood = -29981.694
Iteration 19: (EM) log likelihood = -29906.955
Iteration 20: (EM) log likelihood = -29835.332
Iteration 21: (EM) log likelihood = -29768.897
Iteration 22: (EM) log likelihood = -29710.035
Iteration 23: (EM) log likelihood = -29649.999
Iteration 24: (EM) log likelihood = -29599.608
Iteration 25: (EM) log likelihood = -29552.673
Iteration 26: (EM) log likelihood = -29508.106
Iteration 27: (EM) log likelihood = -29462.121
Iteration 28: (EM) log likelihood = -29419.508
Iteration 29: (EM) log likelihood = -29379.24
Iteration 30: (EM) log likelihood = -29337.734
Iteration 31: (EM) log likelihood = -29296.361
Iteration 32: (EM) log likelihood = -29254.409
Iteration 33: (EM) log likelihood = -29210.835
Iteration 34: (EM) log likelihood = -29163.608
Iteration 35: (EM) log likelihood = -29115.642
Iteration 36: (EM) log likelihood = -29066.01
Iteration 37: (EM) log likelihood = -29022.637
Iteration 38: (EM) log likelihood = -28981.885
Iteration 39: (EM) log likelihood = -28942.626
Iteration 40: (EM) log likelihood = -28904.045
Iteration 41: (EM) log likelihood = -28863.925
Iteration 42: (EM) log likelihood = -28831.715
Iteration 43: (EM) log likelihood = -28803.315
Iteration 44: (EM) log likelihood = -28774.396
Iteration 45: (EM) log likelihood = -28751.265
Iteration 46: (EM) log likelihood = -28730.84
Iteration 47: (EM) log likelihood = -28711.645
Iteration 48: (EM) log likelihood = -28694.128
Iteration 49: (EM) log likelihood = -28677.951
Iteration 50: (EM) log likelihood = -28661.655
Iteration 51: (EM) log likelihood = -28645.269
Iteration 52: (EM) log likelihood = -28629.363
Iteration 53: (EM) log likelihood = -28616.125
Iteration 54: (EM) log likelihood = -28600.636
Iteration 55: (EM) log likelihood = -28588.999
Iteration 56: (EM) log likelihood = -28578.388
Iteration 57: (EM) log likelihood = -28567.435
Iteration 58: (EM) log likelihood = -28558.54
Iteration 59: (EM) log likelihood = -28549.975
Iteration 60: (EM) log likelihood = -28539.934
Iteration 61: (EM) log likelihood = -28530.107
Iteration 62: (EM) log likelihood = -28522.085
Iteration 63: (EM) log likelihood = -28514.479
Iteration 64: (EM) log likelihood = -28506.779
Iteration 65: (EM) log likelihood = -28498.045
Iteration 66: (EM) log likelihood = -28491.003
Iteration 67: (EM) log likelihood = -28482.88
Iteration 68: (EM) log likelihood = -28474.694
Iteration 69: (EM) log likelihood = -28468.165
Iteration 70: (EM) log likelihood = -28461.171
Iteration 71: (EM) log likelihood = -28454.376
Iteration 72: (EM) log likelihood = -28447.977
Iteration 73: (EM) log likelihood = -28441.316
Iteration 74: (EM) log likelihood = -28435.359
Iteration 75: (EM) log likelihood = -28428.77
Iteration 76: (EM) log likelihood = -28420.917
Iteration 77: (EM) log likelihood = -28415.441
Iteration 78: (EM) log likelihood = -28409.84
Iteration 79: (EM) log likelihood = -28405.87
Iteration 80: (EM) log likelihood = -28402.074
Iteration 81: (EM) log likelihood = -28396.171
Iteration 82: (EM) log likelihood = -28391.561
Iteration 83: (EM) log likelihood = -28384.128
Iteration 84: (EM) log likelihood = -28380.708
Iteration 85: (EM) log likelihood = -28375.789
Iteration 86: (EM) log likelihood = -28372.716
Iteration 87: (EM) log likelihood = -28366.54
Iteration 88: (EM) log likelihood = -28363.208
Iteration 89: (EM) log likelihood = -28360.149
Iteration 90: (EM) log likelihood = -28356.597
Iteration 91: (EM) log likelihood = -28353.633
Iteration 92: (EM) log likelihood = -28350.378
Iteration 93: (EM) log likelihood = -28347.957
Iteration 94: (EM) log likelihood = -28342.853
Iteration 95: (EM) log likelihood = -28340.094
Iteration 96: (EM) log likelihood = -28338.258
Iteration 97: (EM) log likelihood = -28333.606
Iteration 98: (EM) log likelihood = -28330.539
Iteration 99: (EM) log likelihood = -28328.269
Iteration 100: (EM) log likelihood = -28324.301
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8321.5242
Iteration 1: (class) log likelihood = -8321.5242
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30524.876
Iteration 1: (outcome) log likelihood = -29155.219
Iteration 2: (outcome) log likelihood = -28864.393
Iteration 3: (outcome) log likelihood = -28808.867
Iteration 4: (outcome) log likelihood = -28798.504
Iteration 5: (outcome) log likelihood = -28795.923
Iteration 6: (outcome) log likelihood = -28795.428
Iteration 7: (outcome) log likelihood = -28795.348
Iteration 8: (outcome) log likelihood = -28795.329
Iteration 9: (outcome) log likelihood = -28795.325
Iteration 10: (outcome) log likelihood = -28795.324 (not concave)
Iteration 11: (outcome) log likelihood = -28795.324 (not concave)
Iteration 12: (outcome) log likelihood = -28795.324 (not concave)
Iteration 13: (outcome) log likelihood = -28795.324 (not concave)
Iteration 14: (outcome) log likelihood = -28795.324 (not concave)
Iteration 15: (outcome) log likelihood = -28795.324 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37048.242
Iteration 1: (EM) log likelihood = -36833.015
Iteration 2: (EM) log likelihood = -36248.057
Iteration 3: (EM) log likelihood = -35066.424
Iteration 4: (EM) log likelihood = -33835.635
Iteration 5: (EM) log likelihood = -32996.078
Iteration 6: (EM) log likelihood = -32452.083
Iteration 7: (EM) log likelihood = -32041.877
Iteration 8: (EM) log likelihood = -31681.996
Iteration 9: (EM) log likelihood = -31333.068
Iteration 10: (EM) log likelihood = -30988.236
Iteration 11: (EM) log likelihood = -30671.002
Iteration 12: (EM) log likelihood = -30390.725
Iteration 13: (EM) log likelihood = -30165.821
Iteration 14: (EM) log likelihood = -29985.813
Iteration 15: (EM) log likelihood = -29844.873
Iteration 16: (EM) log likelihood = -29725.075
Iteration 17: (EM) log likelihood = -29627.062
Iteration 18: (EM) log likelihood = -29551.037
Iteration 19: (EM) log likelihood = -29486.913
Iteration 20: (EM) log likelihood = -29430.57
Iteration 21: (EM) log likelihood = -29386.525
Iteration 22: (EM) log likelihood = -29347.99
Iteration 23: (EM) log likelihood = -29314.062
Iteration 24: (EM) log likelihood = -29280.137
Iteration 25: (EM) log likelihood = -29254.716
Iteration 26: (EM) log likelihood = -29228.713
Iteration 27: (EM) log likelihood = -29208.343
Iteration 28: (EM) log likelihood = -29191.18
Iteration 29: (EM) log likelihood = -29174.964
Iteration 30: (EM) log likelihood = -29156.28
Iteration 31: (EM) log likelihood = -29141.047
Iteration 32: (EM) log likelihood = -29124.656
Iteration 33: (EM) log likelihood = -29112.804
Iteration 34: (EM) log likelihood = -29100.739
Iteration 35: (EM) log likelihood = -29090.023
Iteration 36: (EM) log likelihood = -29078.657
Iteration 37: (EM) log likelihood = -29067.558
Iteration 38: (EM) log likelihood = -29056.854
Iteration 39: (EM) log likelihood = -29046.777
Iteration 40: (EM) log likelihood = -29040.064
Iteration 41: (EM) log likelihood = -29031.658
Iteration 42: (EM) log likelihood = -29022.044
Iteration 43: (EM) log likelihood = -29016.011
Iteration 44: (EM) log likelihood = -29009.216
Iteration 45: (EM) log likelihood = -29003.857
Iteration 46: (EM) log likelihood = -28998.696
Iteration 47: (EM) log likelihood = -28993.697
Iteration 48: (EM) log likelihood = -28986.548
Iteration 49: (EM) log likelihood = -28979.368
Iteration 50: (EM) log likelihood = -28972.481
Iteration 51: (EM) log likelihood = -28962.054
Iteration 52: (EM) log likelihood = -28956.36
Iteration 53: (EM) log likelihood = -28949.363
Iteration 54: (EM) log likelihood = -28943.113
Iteration 55: (EM) log likelihood = -28936.97
Iteration 56: (EM) log likelihood = -28930.29
Iteration 57: (EM) log likelihood = -28924.565
Iteration 58: (EM) log likelihood = -28919.691
Iteration 59: (EM) log likelihood = -28915.062
Iteration 60: (EM) log likelihood = -28910.251
Iteration 61: (EM) log likelihood = -28904.561
Iteration 62: (EM) log likelihood = -28900.633
Iteration 63: (EM) log likelihood = -28896.059
Iteration 64: (EM) log likelihood = -28891.595
Iteration 65: (EM) log likelihood = -28887.232
Iteration 66: (EM) log likelihood = -28882.744
Iteration 67: (EM) log likelihood = -28877.863
Iteration 68: (EM) log likelihood = -28873.179
Iteration 69: (EM) log likelihood = -28869.121
Iteration 70: (EM) log likelihood = -28864.511
Iteration 71: (EM) log likelihood = -28859.275
Iteration 72: (EM) log likelihood = -28854.359
Iteration 73: (EM) log likelihood = -28850.77
Iteration 74: (EM) log likelihood = -28847.473
Iteration 75: (EM) log likelihood = -28843.898
Iteration 76: (EM) log likelihood = -28839.138
Iteration 77: (EM) log likelihood = -28833.391
Iteration 78: (EM) log likelihood = -28829.417
Iteration 79: (EM) log likelihood = -28825.099
Iteration 80: (EM) log likelihood = -28821.905
Iteration 81: (EM) log likelihood = -28818.055
Iteration 82: (EM) log likelihood = -28814.48
Iteration 83: (EM) log likelihood = -28812.155
Iteration 84: (EM) log likelihood = -28808.154
Iteration 85: (EM) log likelihood = -28804.42
Iteration 86: (EM) log likelihood = -28801.917
Iteration 87: (EM) log likelihood = -28797.987
Iteration 88: (EM) log likelihood = -28794.799
Iteration 89: (EM) log likelihood = -28792.152
Iteration 90: (EM) log likelihood = -28788.417
Iteration 91: (EM) log likelihood = -28784.496
Iteration 92: (EM) log likelihood = -28782.28
Iteration 93: (EM) log likelihood = -28779.322
Iteration 94: (EM) log likelihood = -28776.905
Iteration 95: (EM) log likelihood = -28774.452
Iteration 96: (EM) log likelihood = -28772.702
Iteration 97: (EM) log likelihood = -28770.585
Iteration 98: (EM) log likelihood = -28767.901
Iteration 99: (EM) log likelihood = -28764.804
Iteration 100: (EM) log likelihood = -28763.502
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.7923
Iteration 1: (class) log likelihood = -8322.7923
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31285.562
Iteration 1: (outcome) log likelihood = -29259.227
Iteration 2: (outcome) log likelihood = -28886.826
Iteration 3: (outcome) log likelihood = -28805.693
Iteration 4: (outcome) log likelihood = -28791.003
Iteration 5: (outcome) log likelihood = -28787.52
Iteration 6: (outcome) log likelihood = -28786.809
Iteration 7: (outcome) log likelihood = -28786.643
Iteration 8: (outcome) log likelihood = -28786.615
Iteration 9: (outcome) log likelihood = -28786.609
Iteration 10: (outcome) log likelihood = -28786.607 (not concave)
Iteration 11: (outcome) log likelihood = -28786.607 (not concave)
Iteration 12: (outcome) log likelihood = -28786.607 (not concave)
Iteration 13: (outcome) log likelihood = -28786.607 (not concave)
Iteration 14: (outcome) log likelihood = -28786.607 (not concave)
Iteration 15: (outcome) log likelihood = -28786.607 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37034.422
Iteration 1: (EM) log likelihood = -36815.388
Iteration 2: (EM) log likelihood = -36290.497
Iteration 3: (EM) log likelihood = -35252.855
Iteration 4: (EM) log likelihood = -34130.713
Iteration 5: (EM) log likelihood = -33314.868
Iteration 6: (EM) log likelihood = -32658.92
Iteration 7: (EM) log likelihood = -32099.164
Iteration 8: (EM) log likelihood = -31639.887
Iteration 9: (EM) log likelihood = -31272.187
Iteration 10: (EM) log likelihood = -30978.035
Iteration 11: (EM) log likelihood = -30744.645
Iteration 12: (EM) log likelihood = -30555.727
Iteration 13: (EM) log likelihood = -30399.013
Iteration 14: (EM) log likelihood = -30261.214
Iteration 15: (EM) log likelihood = -30147.347
Iteration 16: (EM) log likelihood = -30048.849
Iteration 17: (EM) log likelihood = -29958.28
Iteration 18: (EM) log likelihood = -29869.85
Iteration 19: (EM) log likelihood = -29784.076
Iteration 20: (EM) log likelihood = -29701.613
Iteration 21: (EM) log likelihood = -29618.454
Iteration 22: (EM) log likelihood = -29531.704
Iteration 23: (EM) log likelihood = -29448.289
Iteration 24: (EM) log likelihood = -29365.902
Iteration 25: (EM) log likelihood = -29287.161
Iteration 26: (EM) log likelihood = -29218.48
Iteration 27: (EM) log likelihood = -29160.707
Iteration 28: (EM) log likelihood = -29111.424
Iteration 29: (EM) log likelihood = -29071.486
Iteration 30: (EM) log likelihood = -29036.301
Iteration 31: (EM) log likelihood = -29007.392
Iteration 32: (EM) log likelihood = -28981.357
Iteration 33: (EM) log likelihood = -28955.628
Iteration 34: (EM) log likelihood = -28930.572
Iteration 35: (EM) log likelihood = -28904.115
Iteration 36: (EM) log likelihood = -28876.931
Iteration 37: (EM) log likelihood = -28847.22
Iteration 38: (EM) log likelihood = -28816.996
Iteration 39: (EM) log likelihood = -28787.083
Iteration 40: (EM) log likelihood = -28755.479
Iteration 41: (EM) log likelihood = -28724.108
Iteration 42: (EM) log likelihood = -28693.335
Iteration 43: (EM) log likelihood = -28663.475
Iteration 44: (EM) log likelihood = -28633.609
Iteration 45: (EM) log likelihood = -28605.212
Iteration 46: (EM) log likelihood = -28576.331
Iteration 47: (EM) log likelihood = -28548.252
Iteration 48: (EM) log likelihood = -28521.752
Iteration 49: (EM) log likelihood = -28495.928
Iteration 50: (EM) log likelihood = -28470.158
Iteration 51: (EM) log likelihood = -28447.189
Iteration 52: (EM) log likelihood = -28426.392
Iteration 53: (EM) log likelihood = -28406.783
Iteration 54: (EM) log likelihood = -28388.76
Iteration 55: (EM) log likelihood = -28372.34
Iteration 56: (EM) log likelihood = -28357.077
Iteration 57: (EM) log likelihood = -28344.287
Iteration 58: (EM) log likelihood = -28331.103
Iteration 59: (EM) log likelihood = -28319.869
Iteration 60: (EM) log likelihood = -28308.536
Iteration 61: (EM) log likelihood = -28299.973
Iteration 62: (EM) log likelihood = -28291.439
Iteration 63: (EM) log likelihood = -28282.996
Iteration 64: (EM) log likelihood = -28275.916
Iteration 65: (EM) log likelihood = -28269.207
Iteration 66: (EM) log likelihood = -28264.535
Iteration 67: (EM) log likelihood = -28258.68
Iteration 68: (EM) log likelihood = -28255.263
Iteration 69: (EM) log likelihood = -28251.328
Iteration 70: (EM) log likelihood = -28247.01
Iteration 71: (EM) log likelihood = -28242.468
Iteration 72: (EM) log likelihood = -28239.33
Iteration 73: (EM) log likelihood = -28235.939
Iteration 74: (EM) log likelihood = -28233.033
Iteration 75: (EM) log likelihood = -28230.298
Iteration 76: (EM) log likelihood = -28228.651
Iteration 77: (EM) log likelihood = -28224.808
Iteration 78: (EM) log likelihood = -28221.627
Iteration 79: (EM) log likelihood = -28219.807
Iteration 80: (EM) log likelihood = -28217.494
Iteration 81: (EM) log likelihood = -28214.55
Iteration 82: (EM) log likelihood = -28213.014
Iteration 83: (EM) log likelihood = -28210.35
Iteration 84: (EM) log likelihood = -28207.283
Iteration 85: (EM) log likelihood = -28205.698
Iteration 86: (EM) log likelihood = -28203.147
Iteration 87: (EM) log likelihood = -28200.671
Iteration 88: (EM) log likelihood = -28197.832
Iteration 89: (EM) log likelihood = -28195.773
Iteration 90: (EM) log likelihood = -28193.849
Iteration 91: (EM) log likelihood = -28191.88
Iteration 92: (EM) log likelihood = -28190.018
Iteration 93: (EM) log likelihood = -28188.282
Iteration 94: (EM) log likelihood = -28186.199
Iteration 95: (EM) log likelihood = -28184.227
Iteration 96: (EM) log likelihood = -28181.676
Iteration 97: (EM) log likelihood = -28179.22
Iteration 98: (EM) log likelihood = -28176.945
Iteration 99: (EM) log likelihood = -28174.648
Iteration 100: (EM) log likelihood = -28171.91
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.5816
Iteration 1: (class) log likelihood = -8323.5816
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30259.441
Iteration 1: (outcome) log likelihood = -29067.118
Iteration 2: (outcome) log likelihood = -28811.264
Iteration 3: (outcome) log likelihood = -28764.654
Iteration 4: (outcome) log likelihood = -28755.021
Iteration 5: (outcome) log likelihood = -28753.119
Iteration 6: (outcome) log likelihood = -28752.74
Iteration 7: (outcome) log likelihood = -28752.656
Iteration 8: (outcome) log likelihood = -28752.637
Iteration 9: (outcome) log likelihood = -28752.633
Iteration 10: (outcome) log likelihood = -28752.632 (not concave)
Iteration 11: (outcome) log likelihood = -28752.632 (not concave)
Iteration 12: (outcome) log likelihood = -28752.632 (not concave)
Iteration 13: (outcome) log likelihood = -28752.632 (not concave)
Iteration 14: (outcome) log likelihood = -28752.632 (not concave)
Iteration 15: (outcome) log likelihood = -28752.632 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36965.361
Iteration 1: (EM) log likelihood = -36659.021
Iteration 2: (EM) log likelihood = -35990.513
Iteration 3: (EM) log likelihood = -34943.697
Iteration 4: (EM) log likelihood = -33812.18
Iteration 5: (EM) log likelihood = -32871.404
Iteration 6: (EM) log likelihood = -32161.808
Iteration 7: (EM) log likelihood = -31623.934
Iteration 8: (EM) log likelihood = -31186.169
Iteration 9: (EM) log likelihood = -30827.532
Iteration 10: (EM) log likelihood = -30555.595
Iteration 11: (EM) log likelihood = -30351.01
Iteration 12: (EM) log likelihood = -30203.236
Iteration 13: (EM) log likelihood = -30090.527
Iteration 14: (EM) log likelihood = -30004.547
Iteration 15: (EM) log likelihood = -29936.13
Iteration 16: (EM) log likelihood = -29879.503
Iteration 17: (EM) log likelihood = -29832.858
Iteration 18: (EM) log likelihood = -29797.587
Iteration 19: (EM) log likelihood = -29772.272
Iteration 20: (EM) log likelihood = -29744.047
Iteration 21: (EM) log likelihood = -29721.957
Iteration 22: (EM) log likelihood = -29700.313
Iteration 23: (EM) log likelihood = -29682.055
Iteration 24: (EM) log likelihood = -29656.575
Iteration 25: (EM) log likelihood = -29637.078
Iteration 26: (EM) log likelihood = -29618.537
Iteration 27: (EM) log likelihood = -29601.374
Iteration 28: (EM) log likelihood = -29583.033
Iteration 29: (EM) log likelihood = -29564.758
Iteration 30: (EM) log likelihood = -29547.094
Iteration 31: (EM) log likelihood = -29527.089
Iteration 32: (EM) log likelihood = -29504.9
Iteration 33: (EM) log likelihood = -29483.685
Iteration 34: (EM) log likelihood = -29457.804
Iteration 35: (EM) log likelihood = -29433.835
Iteration 36: (EM) log likelihood = -29403.691
Iteration 37: (EM) log likelihood = -29375.429
Iteration 38: (EM) log likelihood = -29344.465
Iteration 39: (EM) log likelihood = -29316.714
Iteration 40: (EM) log likelihood = -29291.238
Iteration 41: (EM) log likelihood = -29265.327
Iteration 42: (EM) log likelihood = -29240.495
Iteration 43: (EM) log likelihood = -29214.802
Iteration 44: (EM) log likelihood = -29190.753
Iteration 45: (EM) log likelihood = -29173.01
Iteration 46: (EM) log likelihood = -29157.324
Iteration 47: (EM) log likelihood = -29143.446
Iteration 48: (EM) log likelihood = -29131.456
Iteration 49: (EM) log likelihood = -29121.315
Iteration 50: (EM) log likelihood = -29111.087
Iteration 51: (EM) log likelihood = -29098.95
Iteration 52: (EM) log likelihood = -29090.986
Iteration 53: (EM) log likelihood = -29078.233
Iteration 54: (EM) log likelihood = -29071.283
Iteration 55: (EM) log likelihood = -29060.178
Iteration 56: (EM) log likelihood = -29053.639
Iteration 57: (EM) log likelihood = -29047.963
Iteration 58: (EM) log likelihood = -29042.834
Iteration 59: (EM) log likelihood = -29037.248
Iteration 60: (EM) log likelihood = -29032.224
Iteration 61: (EM) log likelihood = -29027.534
Iteration 62: (EM) log likelihood = -29022.934
Iteration 63: (EM) log likelihood = -29017.901
Iteration 64: (EM) log likelihood = -29013.615
Iteration 65: (EM) log likelihood = -29009.88
Iteration 66: (EM) log likelihood = -29006.238
Iteration 67: (EM) log likelihood = -29002.334
Iteration 68: (EM) log likelihood = -28998.632
Iteration 69: (EM) log likelihood = -28994.387
Iteration 70: (EM) log likelihood = -28990.511
Iteration 71: (EM) log likelihood = -28985.612
Iteration 72: (EM) log likelihood = -28980.091
Iteration 73: (EM) log likelihood = -28974.018
Iteration 74: (EM) log likelihood = -28967.988
Iteration 75: (EM) log likelihood = -28962.495
Iteration 76: (EM) log likelihood = -28956.917
Iteration 77: (EM) log likelihood = -28951.988
Iteration 78: (EM) log likelihood = -28945.991
Iteration 79: (EM) log likelihood = -28939.149
Iteration 80: (EM) log likelihood = -28933.272
Iteration 81: (EM) log likelihood = -28925.196
Iteration 82: (EM) log likelihood = -28918.954
Iteration 83: (EM) log likelihood = -28913.108
Iteration 84: (EM) log likelihood = -28907.063
Iteration 85: (EM) log likelihood = -28901.565
Iteration 86: (EM) log likelihood = -28895.295
Iteration 87: (EM) log likelihood = -28888.097
Iteration 88: (EM) log likelihood = -28881.276
Iteration 89: (EM) log likelihood = -28874.029
Iteration 90: (EM) log likelihood = -28868.244
Iteration 91: (EM) log likelihood = -28861.729
Iteration 92: (EM) log likelihood = -28852.475
Iteration 93: (EM) log likelihood = -28845.798
Iteration 94: (EM) log likelihood = -28839.229
Iteration 95: (EM) log likelihood = -28833.26
Iteration 96: (EM) log likelihood = -28826.552
Iteration 97: (EM) log likelihood = -28821.177
Iteration 98: (EM) log likelihood = -28815.828
Iteration 99: (EM) log likelihood = -28809.831
Iteration 100: (EM) log likelihood = -28804.114
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.7199
Iteration 1: (class) log likelihood = -8320.7199
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30763.224
Iteration 1: (outcome) log likelihood = -29338.04
Iteration 2: (outcome) log likelihood = -28858.547
Iteration 3: (outcome) log likelihood = -28774.477
Iteration 4: (outcome) log likelihood = -28761.049
Iteration 5: (outcome) log likelihood = -28757.58
Iteration 6: (outcome) log likelihood = -28756.869
Iteration 7: (outcome) log likelihood = -28756.715
Iteration 8: (outcome) log likelihood = -28756.682
Iteration 9: (outcome) log likelihood = -28756.675
Iteration 10: (outcome) log likelihood = -28756.674 (not concave)
Iteration 11: (outcome) log likelihood = -28756.674 (not concave)
Iteration 12: (outcome) log likelihood = -28756.674 (not concave)
Iteration 13: (outcome) log likelihood = -28756.674 (not concave)
Iteration 14: (outcome) log likelihood = -28756.674 (not concave)
Iteration 15: (outcome) log likelihood = -28756.674 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -36997.351
Iteration 1: (EM) log likelihood = -36741.334
Iteration 2: (EM) log likelihood = -36239.742
Iteration 3: (EM) log likelihood = -35413.177
Iteration 4: (EM) log likelihood = -34299.633
Iteration 5: (EM) log likelihood = -33223.924
Iteration 6: (EM) log likelihood = -32382.636
Iteration 7: (EM) log likelihood = -31813.27
Iteration 8: (EM) log likelihood = -31430.96
Iteration 9: (EM) log likelihood = -31134.466
Iteration 10: (EM) log likelihood = -30878.015
Iteration 11: (EM) log likelihood = -30649.32
Iteration 12: (EM) log likelihood = -30445.372
Iteration 13: (EM) log likelihood = -30250.578
Iteration 14: (EM) log likelihood = -30055.287
Iteration 15: (EM) log likelihood = -29870.544
Iteration 16: (EM) log likelihood = -29704.431
Iteration 17: (EM) log likelihood = -29564.98
Iteration 18: (EM) log likelihood = -29453.5
Iteration 19: (EM) log likelihood = -29376.595
Iteration 20: (EM) log likelihood = -29316.025
Iteration 21: (EM) log likelihood = -29264.606
Iteration 22: (EM) log likelihood = -29222.828
Iteration 23: (EM) log likelihood = -29188.468
Iteration 24: (EM) log likelihood = -29165.468
Iteration 25: (EM) log likelihood = -29144.244
Iteration 26: (EM) log likelihood = -29122.817
Iteration 27: (EM) log likelihood = -29099.862
Iteration 28: (EM) log likelihood = -29079.911
Iteration 29: (EM) log likelihood = -29060.013
Iteration 30: (EM) log likelihood = -29042.811
Iteration 31: (EM) log likelihood = -29026.771
Iteration 32: (EM) log likelihood = -29007.933
Iteration 33: (EM) log likelihood = -28995.525
Iteration 34: (EM) log likelihood = -28983.356
Iteration 35: (EM) log likelihood = -28973.797
Iteration 36: (EM) log likelihood = -28963.469
Iteration 37: (EM) log likelihood = -28955.705
Iteration 38: (EM) log likelihood = -28947.905
Iteration 39: (EM) log likelihood = -28940.941
Iteration 40: (EM) log likelihood = -28934.672
Iteration 41: (EM) log likelihood = -28928.622
Iteration 42: (EM) log likelihood = -28921.465
Iteration 43: (EM) log likelihood = -28914.18
Iteration 44: (EM) log likelihood = -28908.3
Iteration 45: (EM) log likelihood = -28902.048
Iteration 46: (EM) log likelihood = -28896.076
Iteration 47: (EM) log likelihood = -28891.171
Iteration 48: (EM) log likelihood = -28886.539
Iteration 49: (EM) log likelihood = -28881.944
Iteration 50: (EM) log likelihood = -28877.354
Iteration 51: (EM) log likelihood = -28871.956
Iteration 52: (EM) log likelihood = -28867.107
Iteration 53: (EM) log likelihood = -28860.413
Iteration 54: (EM) log likelihood = -28855.961
Iteration 55: (EM) log likelihood = -28851.878
Iteration 56: (EM) log likelihood = -28846.475
Iteration 57: (EM) log likelihood = -28842.545
Iteration 58: (EM) log likelihood = -28838.817
Iteration 59: (EM) log likelihood = -28835.057
Iteration 60: (EM) log likelihood = -28830.84
Iteration 61: (EM) log likelihood = -28827.199
Iteration 62: (EM) log likelihood = -28822.988
Iteration 63: (EM) log likelihood = -28819.604
Iteration 64: (EM) log likelihood = -28816.365
Iteration 65: (EM) log likelihood = -28813.1
Iteration 66: (EM) log likelihood = -28808.801
Iteration 67: (EM) log likelihood = -28805.694
Iteration 68: (EM) log likelihood = -28801.706
Iteration 69: (EM) log likelihood = -28798.626
Iteration 70: (EM) log likelihood = -28790.827
Iteration 71: (EM) log likelihood = -28785.701
Iteration 72: (EM) log likelihood = -28782.599
Iteration 73: (EM) log likelihood = -28779.359
Iteration 74: (EM) log likelihood = -28774.836
Iteration 75: (EM) log likelihood = -28771.864
Iteration 76: (EM) log likelihood = -28768.991
Iteration 77: (EM) log likelihood = -28766.326
Iteration 78: (EM) log likelihood = -28763.681
Iteration 79: (EM) log likelihood = -28756.554
Iteration 80: (EM) log likelihood = -28754.418
Iteration 81: (EM) log likelihood = -28752.148
Iteration 82: (EM) log likelihood = -28749.601
Iteration 83: (EM) log likelihood = -28747.326
Iteration 84: (EM) log likelihood = -28745.037
Iteration 85: (EM) log likelihood = -28742.113
Iteration 86: (EM) log likelihood = -28737.907
Iteration 87: (EM) log likelihood = -28733.874
Iteration 88: (EM) log likelihood = -28728.318
Iteration 89: (EM) log likelihood = -28725.531
Iteration 90: (EM) log likelihood = -28722.202
Iteration 91: (EM) log likelihood = -28719.777
Iteration 92: (EM) log likelihood = -28717.606
Iteration 93: (EM) log likelihood = -28713.982
Iteration 94: (EM) log likelihood = -28711.65
Iteration 95: (EM) log likelihood = -28706.737
Iteration 96: (EM) log likelihood = -28703.679
Iteration 97: (EM) log likelihood = -28701.466
Iteration 98: (EM) log likelihood = -28699.968
Iteration 99: (EM) log likelihood = -28698.351
Iteration 100: (EM) log likelihood = -28696.933
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.6443
Iteration 1: (class) log likelihood = -8323.6443
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29777.75
Iteration 1: (outcome) log likelihood = -29035.76
Iteration 2: (outcome) log likelihood = -28822.264
Iteration 3: (outcome) log likelihood = -28785.732
Iteration 4: (outcome) log likelihood = -28779.293
Iteration 5: (outcome) log likelihood = -28778.147
Iteration 6: (outcome) log likelihood = -28777.948
Iteration 7: (outcome) log likelihood = -28777.903
Iteration 8: (outcome) log likelihood = -28777.892
Iteration 9: (outcome) log likelihood = -28777.89
Iteration 10: (outcome) log likelihood = -28777.889 (not concave)
Iteration 11: (outcome) log likelihood = -28777.889 (not concave)
Iteration 12: (outcome) log likelihood = -28777.889 (not concave)
Iteration 13: (outcome) log likelihood = -28777.889 (not concave)
Iteration 14: (outcome) log likelihood = -28777.889 (not concave)
Iteration 15: (outcome) log likelihood = -28777.889 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37046.56
Iteration 1: (EM) log likelihood = -36830.244
Iteration 2: (EM) log likelihood = -36151.847
Iteration 3: (EM) log likelihood = -34857.124
Iteration 4: (EM) log likelihood = -33730.131
Iteration 5: (EM) log likelihood = -32988.98
Iteration 6: (EM) log likelihood = -32419.698
Iteration 7: (EM) log likelihood = -31918.597
Iteration 8: (EM) log likelihood = -31454.63
Iteration 9: (EM) log likelihood = -31039.887
Iteration 10: (EM) log likelihood = -30700.922
Iteration 11: (EM) log likelihood = -30442.867
Iteration 12: (EM) log likelihood = -30244.195
Iteration 13: (EM) log likelihood = -30091.541
Iteration 14: (EM) log likelihood = -29963.257
Iteration 15: (EM) log likelihood = -29854.606
Iteration 16: (EM) log likelihood = -29752.489
Iteration 17: (EM) log likelihood = -29661.894
Iteration 18: (EM) log likelihood = -29575.584
Iteration 19: (EM) log likelihood = -29495.242
Iteration 20: (EM) log likelihood = -29416.542
Iteration 21: (EM) log likelihood = -29338.952
Iteration 22: (EM) log likelihood = -29265.793
Iteration 23: (EM) log likelihood = -29196.061
Iteration 24: (EM) log likelihood = -29130.552
Iteration 25: (EM) log likelihood = -29070.327
Iteration 26: (EM) log likelihood = -29022.17
Iteration 27: (EM) log likelihood = -28980.109
Iteration 28: (EM) log likelihood = -28945.253
Iteration 29: (EM) log likelihood = -28916.308
Iteration 30: (EM) log likelihood = -28889.877
Iteration 31: (EM) log likelihood = -28867.75
Iteration 32: (EM) log likelihood = -28849.927
Iteration 33: (EM) log likelihood = -28829.759
Iteration 34: (EM) log likelihood = -28813.346
Iteration 35: (EM) log likelihood = -28796.852
Iteration 36: (EM) log likelihood = -28779.273
Iteration 37: (EM) log likelihood = -28761.107
Iteration 38: (EM) log likelihood = -28749.664
Iteration 39: (EM) log likelihood = -28737.199
Iteration 40: (EM) log likelihood = -28722.004
Iteration 41: (EM) log likelihood = -28714.172
Iteration 42: (EM) log likelihood = -28705.262
Iteration 43: (EM) log likelihood = -28699.126
Iteration 44: (EM) log likelihood = -28693.772
Iteration 45: (EM) log likelihood = -28689.281
Iteration 46: (EM) log likelihood = -28684.076
Iteration 47: (EM) log likelihood = -28679.461
Iteration 48: (EM) log likelihood = -28674.813
Iteration 49: (EM) log likelihood = -28671.893
Iteration 50: (EM) log likelihood = -28667.105
Iteration 51: (EM) log likelihood = -28661.936
Iteration 52: (EM) log likelihood = -28660.218
Iteration 53: (EM) log likelihood = -28657.255
Iteration 54: (EM) log likelihood = -28654.326
Iteration 55: (EM) log likelihood = -28653.326
Iteration 56: (EM) log likelihood = -28651.059
Iteration 57: (EM) log likelihood = -28649.571
Iteration 58: (EM) log likelihood = -28646.932
Iteration 59: (EM) log likelihood = -28645.291
Iteration 60: (EM) log likelihood = -28642.501
Iteration 61: (EM) log likelihood = -28641.527
Iteration 62: (EM) log likelihood = -28639.252
Iteration 63: (EM) log likelihood = -28637.564
Iteration 64: (EM) log likelihood = -28636.437
Iteration 65: (EM) log likelihood = -28634.725
Iteration 66: (EM) log likelihood = -28633.489
Iteration 67: (EM) log likelihood = -28631.63
Iteration 68: (EM) log likelihood = -28630.237
Iteration 69: (EM) log likelihood = -28628.289
Iteration 70: (EM) log likelihood = -28627.304
Iteration 71: (EM) log likelihood = -28625.869
Iteration 72: (EM) log likelihood = -28625.127
Iteration 73: (EM) log likelihood = -28622.537
Iteration 74: (EM) log likelihood = -28620.39
Iteration 75: (EM) log likelihood = -28617.859
Iteration 76: (EM) log likelihood = -28616.462
Iteration 77: (EM) log likelihood = -28615.358
Iteration 78: (EM) log likelihood = -28613.988
Iteration 79: (EM) log likelihood = -28613.45
Iteration 80: (EM) log likelihood = -28612.83
Iteration 81: (EM) log likelihood = -28610.56
Iteration 82: (EM) log likelihood = -28609.599
Iteration 83: (EM) log likelihood = -28607.817
Iteration 84: (EM) log likelihood = -28606.714
Iteration 85: (EM) log likelihood = -28605.35
Iteration 86: (EM) log likelihood = -28603.512
Iteration 87: (EM) log likelihood = -28602.717
Iteration 88: (EM) log likelihood = -28601.499
Iteration 89: (EM) log likelihood = -28601.287
Iteration 90: (EM) log likelihood = -28600.746
Iteration 91: (EM) log likelihood = -28599.553
Iteration 92: (EM) log likelihood = -28597.42
Iteration 93: (EM) log likelihood = -28596.156
Iteration 94: (EM) log likelihood = -28595.14
Iteration 95: (EM) log likelihood = -28594.101
Iteration 96: (EM) log likelihood = -28593.095
Iteration 97: (EM) log likelihood = -28592.186
Iteration 98: (EM) log likelihood = -28591.045
Iteration 99: (EM) log likelihood = -28588.031
Iteration 100: (EM) log likelihood = -28586.528
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.5832
Iteration 1: (class) log likelihood = -8323.5832
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30377.131
Iteration 1: (outcome) log likelihood = -29179.102
Iteration 2: (outcome) log likelihood = -28865.039
Iteration 3: (outcome) log likelihood = -28794.289
Iteration 4: (outcome) log likelihood = -28782.845
Iteration 5: (outcome) log likelihood = -28780.146
Iteration 6: (outcome) log likelihood = -28779.558
Iteration 7: (outcome) log likelihood = -28779.443
Iteration 8: (outcome) log likelihood = -28779.419
Iteration 9: (outcome) log likelihood = -28779.413
Iteration 10: (outcome) log likelihood = -28779.412 (not concave)
Iteration 11: (outcome) log likelihood = -28779.412 (not concave)
Iteration 12: (outcome) log likelihood = -28779.412 (not concave)
Iteration 13: (outcome) log likelihood = -28779.412 (not concave)
Iteration 14: (outcome) log likelihood = -28779.412 (not concave)
Iteration 15: (outcome) log likelihood = -28779.412 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37023.478
Iteration 1: (EM) log likelihood = -36770.169
Iteration 2: (EM) log likelihood = -36138.142
Iteration 3: (EM) log likelihood = -35072.261
Iteration 4: (EM) log likelihood = -33953.162
Iteration 5: (EM) log likelihood = -33031.562
Iteration 6: (EM) log likelihood = -32314.309
Iteration 7: (EM) log likelihood = -31784.53
Iteration 8: (EM) log likelihood = -31409.876
Iteration 9: (EM) log likelihood = -31139.735
Iteration 10: (EM) log likelihood = -30934.529
Iteration 11: (EM) log likelihood = -30769.327
Iteration 12: (EM) log likelihood = -30627.894
Iteration 13: (EM) log likelihood = -30498.552
Iteration 14: (EM) log likelihood = -30374.046
Iteration 15: (EM) log likelihood = -30247.139
Iteration 16: (EM) log likelihood = -30113.289
Iteration 17: (EM) log likelihood = -29987.752
Iteration 18: (EM) log likelihood = -29869.959
Iteration 19: (EM) log likelihood = -29765.258
Iteration 20: (EM) log likelihood = -29672.02
Iteration 21: (EM) log likelihood = -29588.479
Iteration 22: (EM) log likelihood = -29523.455
Iteration 23: (EM) log likelihood = -29466.404
Iteration 24: (EM) log likelihood = -29409.024
Iteration 25: (EM) log likelihood = -29357.99
Iteration 26: (EM) log likelihood = -29306.271
Iteration 27: (EM) log likelihood = -29258.674
Iteration 28: (EM) log likelihood = -29208.892
Iteration 29: (EM) log likelihood = -29164.09
Iteration 30: (EM) log likelihood = -29123.192
Iteration 31: (EM) log likelihood = -29083.474
Iteration 32: (EM) log likelihood = -29048.19
Iteration 33: (EM) log likelihood = -29014.899
Iteration 34: (EM) log likelihood = -28984.288
Iteration 35: (EM) log likelihood = -28953.103
Iteration 36: (EM) log likelihood = -28923.869
Iteration 37: (EM) log likelihood = -28897.18
Iteration 38: (EM) log likelihood = -28871.262
Iteration 39: (EM) log likelihood = -28846.926
Iteration 40: (EM) log likelihood = -28823.544
Iteration 41: (EM) log likelihood = -28799.361
Iteration 42: (EM) log likelihood = -28772.703
Iteration 43: (EM) log likelihood = -28743.678
Iteration 44: (EM) log likelihood = -28718.37
Iteration 45: (EM) log likelihood = -28696.146
Iteration 46: (EM) log likelihood = -28671.702
Iteration 47: (EM) log likelihood = -28649.661
Iteration 48: (EM) log likelihood = -28628.52
Iteration 49: (EM) log likelihood = -28609.431
Iteration 50: (EM) log likelihood = -28590.405
Iteration 51: (EM) log likelihood = -28570.095
Iteration 52: (EM) log likelihood = -28552.205
Iteration 53: (EM) log likelihood = -28534.551
Iteration 54: (EM) log likelihood = -28518.07
Iteration 55: (EM) log likelihood = -28500.403
Iteration 56: (EM) log likelihood = -28482.123
Iteration 57: (EM) log likelihood = -28469.275
Iteration 58: (EM) log likelihood = -28453.636
Iteration 59: (EM) log likelihood = -28438.123
Iteration 60: (EM) log likelihood = -28426.259
Iteration 61: (EM) log likelihood = -28413.938
Iteration 62: (EM) log likelihood = -28405.451
Iteration 63: (EM) log likelihood = -28396.786
Iteration 64: (EM) log likelihood = -28390.525
Iteration 65: (EM) log likelihood = -28383.551
Iteration 66: (EM) log likelihood = -28377.112
Iteration 67: (EM) log likelihood = -28370.084
Iteration 68: (EM) log likelihood = -28363.702
Iteration 69: (EM) log likelihood = -28359.761
Iteration 70: (EM) log likelihood = -28355.892
Iteration 71: (EM) log likelihood = -28348.6
Iteration 72: (EM) log likelihood = -28343.944
Iteration 73: (EM) log likelihood = -28339.643
Iteration 74: (EM) log likelihood = -28334.686
Iteration 75: (EM) log likelihood = -28330.815
Iteration 76: (EM) log likelihood = -28326.831
Iteration 77: (EM) log likelihood = -28324.266
Iteration 78: (EM) log likelihood = -28321.384
Iteration 79: (EM) log likelihood = -28317.643
Iteration 80: (EM) log likelihood = -28313.988
Iteration 81: (EM) log likelihood = -28311.782
Iteration 82: (EM) log likelihood = -28309.692
Iteration 83: (EM) log likelihood = -28306.928
Iteration 84: (EM) log likelihood = -28304.872
Iteration 85: (EM) log likelihood = -28302.658
Iteration 86: (EM) log likelihood = -28300.733
Iteration 87: (EM) log likelihood = -28298.309
Iteration 88: (EM) log likelihood = -28296.517
Iteration 89: (EM) log likelihood = -28294.968
Iteration 90: (EM) log likelihood = -28292.336
Iteration 91: (EM) log likelihood = -28289.586
Iteration 92: (EM) log likelihood = -28284.174
Iteration 93: (EM) log likelihood = -28281.788
Iteration 94: (EM) log likelihood = -28280.45
Iteration 95: (EM) log likelihood = -28278.843
Iteration 96: (EM) log likelihood = -28277.634
Iteration 97: (EM) log likelihood = -28276.198
Iteration 98: (EM) log likelihood = -28275.285
Iteration 99: (EM) log likelihood = -28273.936
Iteration 100: (EM) log likelihood = -28272.672
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8319.5779
Iteration 1: (class) log likelihood = -8319.5779
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30036.475
Iteration 1: (outcome) log likelihood = -29198.56
Iteration 2: (outcome) log likelihood = -28833.505
Iteration 3: (outcome) log likelihood = -28781.89
Iteration 4: (outcome) log likelihood = -28772.882
Iteration 5: (outcome) log likelihood = -28771.171
Iteration 6: (outcome) log likelihood = -28770.759
Iteration 7: (outcome) log likelihood = -28770.691
Iteration 8: (outcome) log likelihood = -28770.674
Iteration 9: (outcome) log likelihood = -28770.67
Iteration 10: (outcome) log likelihood = -28770.67 (not concave)
Iteration 11: (outcome) log likelihood = -28770.67 (not concave)
Iteration 12: (outcome) log likelihood = -28770.67 (not concave)
Iteration 13: (outcome) log likelihood = -28770.67 (not concave)
Iteration 14: (outcome) log likelihood = -28770.67 (not concave)
Iteration 15: (outcome) log likelihood = -28770.67 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37021.58
Iteration 1: (EM) log likelihood = -36776.746
Iteration 2: (EM) log likelihood = -36146.19
Iteration 3: (EM) log likelihood = -34972.203
Iteration 4: (EM) log likelihood = -33785.807
Iteration 5: (EM) log likelihood = -32971.292
Iteration 6: (EM) log likelihood = -32396.133
Iteration 7: (EM) log likelihood = -31963.552
Iteration 8: (EM) log likelihood = -31616.409
Iteration 9: (EM) log likelihood = -31326.319
Iteration 10: (EM) log likelihood = -31085.272
Iteration 11: (EM) log likelihood = -30881.99
Iteration 12: (EM) log likelihood = -30707.089
Iteration 13: (EM) log likelihood = -30556.023
Iteration 14: (EM) log likelihood = -30421.275
Iteration 15: (EM) log likelihood = -30299.687
Iteration 16: (EM) log likelihood = -30191.865
Iteration 17: (EM) log likelihood = -30089.932
Iteration 18: (EM) log likelihood = -29991.641
Iteration 19: (EM) log likelihood = -29901.686
Iteration 20: (EM) log likelihood = -29821.078
Iteration 21: (EM) log likelihood = -29754.24
Iteration 22: (EM) log likelihood = -29697.229
Iteration 23: (EM) log likelihood = -29643.606
Iteration 24: (EM) log likelihood = -29598.119
Iteration 25: (EM) log likelihood = -29560.338
Iteration 26: (EM) log likelihood = -29526.424
Iteration 27: (EM) log likelihood = -29495.982
Iteration 28: (EM) log likelihood = -29466.424
Iteration 29: (EM) log likelihood = -29435.33
Iteration 30: (EM) log likelihood = -29408.823
Iteration 31: (EM) log likelihood = -29381.943
Iteration 32: (EM) log likelihood = -29354.978
Iteration 33: (EM) log likelihood = -29330.032
Iteration 34: (EM) log likelihood = -29305.413
Iteration 35: (EM) log likelihood = -29283.386
Iteration 36: (EM) log likelihood = -29262.007
Iteration 37: (EM) log likelihood = -29240.449
Iteration 38: (EM) log likelihood = -29220.061
Iteration 39: (EM) log likelihood = -29199.429
Iteration 40: (EM) log likelihood = -29182.33
Iteration 41: (EM) log likelihood = -29166.475
Iteration 42: (EM) log likelihood = -29148.92
Iteration 43: (EM) log likelihood = -29131.301
Iteration 44: (EM) log likelihood = -29116.149
Iteration 45: (EM) log likelihood = -29098.161
Iteration 46: (EM) log likelihood = -29085.41
Iteration 47: (EM) log likelihood = -29072.215
Iteration 48: (EM) log likelihood = -29056.716
Iteration 49: (EM) log likelihood = -29039.825
Iteration 50: (EM) log likelihood = -29025.314
Iteration 51: (EM) log likelihood = -29009.966
Iteration 52: (EM) log likelihood = -28993.707
Iteration 53: (EM) log likelihood = -28975.557
Iteration 54: (EM) log likelihood = -28958.469
Iteration 55: (EM) log likelihood = -28938.978
Iteration 56: (EM) log likelihood = -28922.933
Iteration 57: (EM) log likelihood = -28907.202
Iteration 58: (EM) log likelihood = -28892.821
Iteration 59: (EM) log likelihood = -28881.25
Iteration 60: (EM) log likelihood = -28870.232
Iteration 61: (EM) log likelihood = -28861.225
Iteration 62: (EM) log likelihood = -28852.412
Iteration 63: (EM) log likelihood = -28844.938
Iteration 64: (EM) log likelihood = -28837.234
Iteration 65: (EM) log likelihood = -28829.062
Iteration 66: (EM) log likelihood = -28822.191
Iteration 67: (EM) log likelihood = -28814.749
Iteration 68: (EM) log likelihood = -28808.87
Iteration 69: (EM) log likelihood = -28803.799
Iteration 70: (EM) log likelihood = -28799.297
Iteration 71: (EM) log likelihood = -28795.378
Iteration 72: (EM) log likelihood = -28790.406
Iteration 73: (EM) log likelihood = -28785.069
Iteration 74: (EM) log likelihood = -28778.897
Iteration 75: (EM) log likelihood = -28775.405
Iteration 76: (EM) log likelihood = -28772.011
Iteration 77: (EM) log likelihood = -28767.774
Iteration 78: (EM) log likelihood = -28763.502
Iteration 79: (EM) log likelihood = -28759.907
Iteration 80: (EM) log likelihood = -28757.208
Iteration 81: (EM) log likelihood = -28752.294
Iteration 82: (EM) log likelihood = -28747.743
Iteration 83: (EM) log likelihood = -28743.369
Iteration 84: (EM) log likelihood = -28739.143
Iteration 85: (EM) log likelihood = -28736.142
Iteration 86: (EM) log likelihood = -28731.888
Iteration 87: (EM) log likelihood = -28728.966
Iteration 88: (EM) log likelihood = -28726.377
Iteration 89: (EM) log likelihood = -28723.202
Iteration 90: (EM) log likelihood = -28721.449
Iteration 91: (EM) log likelihood = -28718.751
Iteration 92: (EM) log likelihood = -28714.608
Iteration 93: (EM) log likelihood = -28711.951
Iteration 94: (EM) log likelihood = -28709.891
Iteration 95: (EM) log likelihood = -28707.425
Iteration 96: (EM) log likelihood = -28704.551
Iteration 97: (EM) log likelihood = -28702.08
Iteration 98: (EM) log likelihood = -28698.765
Iteration 99: (EM) log likelihood = -28695.36
Iteration 100: (EM) log likelihood = -28692.609
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.659
Iteration 1: (class) log likelihood = -8320.659
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30079.602
Iteration 1: (outcome) log likelihood = -29100.853
Iteration 2: (outcome) log likelihood = -28824.616
Iteration 3: (outcome) log likelihood = -28783.014
Iteration 4: (outcome) log likelihood = -28774.666
Iteration 5: (outcome) log likelihood = -28772.745
Iteration 6: (outcome) log likelihood = -28772.35
Iteration 7: (outcome) log likelihood = -28772.286
Iteration 8: (outcome) log likelihood = -28772.27
Iteration 9: (outcome) log likelihood = -28772.267
Iteration 10: (outcome) log likelihood = -28772.266 (not concave)
Iteration 11: (outcome) log likelihood = -28772.266 (not concave)
Iteration 12: (outcome) log likelihood = -28772.266 (not concave)
Iteration 13: (outcome) log likelihood = -28772.266 (not concave)
Iteration 14: (outcome) log likelihood = -28772.266 (not concave)
Iteration 15: (outcome) log likelihood = -28772.266 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37011.062
Iteration 1: (EM) log likelihood = -36771.62
Iteration 2: (EM) log likelihood = -36225.489
Iteration 3: (EM) log likelihood = -35254.208
Iteration 4: (EM) log likelihood = -33991.284
Iteration 5: (EM) log likelihood = -32827.044
Iteration 6: (EM) log likelihood = -31984.247
Iteration 7: (EM) log likelihood = -31447.022
Iteration 8: (EM) log likelihood = -31094.35
Iteration 9: (EM) log likelihood = -30811.719
Iteration 10: (EM) log likelihood = -30563.663
Iteration 11: (EM) log likelihood = -30333.233
Iteration 12: (EM) log likelihood = -30118.203
Iteration 13: (EM) log likelihood = -29932.518
Iteration 14: (EM) log likelihood = -29775.284
Iteration 15: (EM) log likelihood = -29646.668
Iteration 16: (EM) log likelihood = -29538.765
Iteration 17: (EM) log likelihood = -29448.404
Iteration 18: (EM) log likelihood = -29367.983
Iteration 19: (EM) log likelihood = -29305.872
Iteration 20: (EM) log likelihood = -29251.789
Iteration 21: (EM) log likelihood = -29199.174
Iteration 22: (EM) log likelihood = -29158.303
Iteration 23: (EM) log likelihood = -29124.137
Iteration 24: (EM) log likelihood = -29087.521
Iteration 25: (EM) log likelihood = -29059.063
Iteration 26: (EM) log likelihood = -29032.306
Iteration 27: (EM) log likelihood = -29010.3
Iteration 28: (EM) log likelihood = -28991.173
Iteration 29: (EM) log likelihood = -28974.371
Iteration 30: (EM) log likelihood = -28958.132
Iteration 31: (EM) log likelihood = -28942.685
Iteration 32: (EM) log likelihood = -28927.349
Iteration 33: (EM) log likelihood = -28911.384
Iteration 34: (EM) log likelihood = -28896.934
Iteration 35: (EM) log likelihood = -28881.762
Iteration 36: (EM) log likelihood = -28867.463
Iteration 37: (EM) log likelihood = -28855.358
Iteration 38: (EM) log likelihood = -28843.482
Iteration 39: (EM) log likelihood = -28830.013
Iteration 40: (EM) log likelihood = -28819.328
Iteration 41: (EM) log likelihood = -28807.162
Iteration 42: (EM) log likelihood = -28792.715
Iteration 43: (EM) log likelihood = -28780.803
Iteration 44: (EM) log likelihood = -28766.022
Iteration 45: (EM) log likelihood = -28756.115
Iteration 46: (EM) log likelihood = -28746.418
Iteration 47: (EM) log likelihood = -28734.345
Iteration 48: (EM) log likelihood = -28724.201
Iteration 49: (EM) log likelihood = -28713.96
Iteration 50: (EM) log likelihood = -28703.181
Iteration 51: (EM) log likelihood = -28693.871
Iteration 52: (EM) log likelihood = -28680.123
Iteration 53: (EM) log likelihood = -28671.097
Iteration 54: (EM) log likelihood = -28660.487
Iteration 55: (EM) log likelihood = -28649.956
Iteration 56: (EM) log likelihood = -28640.935
Iteration 57: (EM) log likelihood = -28632.046
Iteration 58: (EM) log likelihood = -28623.966
Iteration 59: (EM) log likelihood = -28613.357
Iteration 60: (EM) log likelihood = -28607.209
Iteration 61: (EM) log likelihood = -28599.583
Iteration 62: (EM) log likelihood = -28591.497
Iteration 63: (EM) log likelihood = -28587.001
Iteration 64: (EM) log likelihood = -28580.531
Iteration 65: (EM) log likelihood = -28573.565
Iteration 66: (EM) log likelihood = -28566.217
Iteration 67: (EM) log likelihood = -28561.27
Iteration 68: (EM) log likelihood = -28555.6
Iteration 69: (EM) log likelihood = -28550.55
Iteration 70: (EM) log likelihood = -28547.092
Iteration 71: (EM) log likelihood = -28539.964
Iteration 72: (EM) log likelihood = -28534.163
Iteration 73: (EM) log likelihood = -28526.186
Iteration 74: (EM) log likelihood = -28522.041
Iteration 75: (EM) log likelihood = -28518.168
Iteration 76: (EM) log likelihood = -28514.035
Iteration 77: (EM) log likelihood = -28510.841
Iteration 78: (EM) log likelihood = -28505.911
Iteration 79: (EM) log likelihood = -28502.111
Iteration 80: (EM) log likelihood = -28499.155
Iteration 81: (EM) log likelihood = -28493.606
Iteration 82: (EM) log likelihood = -28489.97
Iteration 83: (EM) log likelihood = -28487.109
Iteration 84: (EM) log likelihood = -28484.179
Iteration 85: (EM) log likelihood = -28481.114
Iteration 86: (EM) log likelihood = -28475.946
Iteration 87: (EM) log likelihood = -28472.867
Iteration 88: (EM) log likelihood = -28464.539
Iteration 89: (EM) log likelihood = -28462.432
Iteration 90: (EM) log likelihood = -28460.094
Iteration 91: (EM) log likelihood = -28457.754
Iteration 92: (EM) log likelihood = -28454.723
Iteration 93: (EM) log likelihood = -28452.654
Iteration 94: (EM) log likelihood = -28450.688
Iteration 95: (EM) log likelihood = -28448.744
Iteration 96: (EM) log likelihood = -28446.369
Iteration 97: (EM) log likelihood = -28442.645
Iteration 98: (EM) log likelihood = -28438.315
Iteration 99: (EM) log likelihood = -28436.644
Iteration 100: (EM) log likelihood = -28434.776
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8323.1438
Iteration 1: (class) log likelihood = -8323.1438
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30902.309
Iteration 1: (outcome) log likelihood = -29209.043
Iteration 2: (outcome) log likelihood = -28856.703
Iteration 3: (outcome) log likelihood = -28785.415
Iteration 4: (outcome) log likelihood = -28771.483
Iteration 5: (outcome) log likelihood = -28768.008
Iteration 6: (outcome) log likelihood = -28767.303
Iteration 7: (outcome) log likelihood = -28767.15
Iteration 8: (outcome) log likelihood = -28767.116
Iteration 9: (outcome) log likelihood = -28767.107
Iteration 10: (outcome) log likelihood = -28767.105 (not concave)
Iteration 11: (outcome) log likelihood = -28767.105 (not concave)
Iteration 12: (outcome) log likelihood = -28767.105 (not concave)
Iteration 13: (outcome) log likelihood = -28767.105 (not concave)
Iteration 14: (outcome) log likelihood = -28767.105 (not concave)
Iteration 15: (outcome) log likelihood = -28767.105 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37030.111
Iteration 1: (EM) log likelihood = -36837.193
Iteration 2: (EM) log likelihood = -36256.256
Iteration 3: (EM) log likelihood = -34963.306
Iteration 4: (EM) log likelihood = -33614.469
Iteration 5: (EM) log likelihood = -32759.359
Iteration 6: (EM) log likelihood = -32200.187
Iteration 7: (EM) log likelihood = -31745.108
Iteration 8: (EM) log likelihood = -31336.291
Iteration 9: (EM) log likelihood = -30966.045
Iteration 10: (EM) log likelihood = -30684.164
Iteration 11: (EM) log likelihood = -30453.053
Iteration 12: (EM) log likelihood = -30260.306
Iteration 13: (EM) log likelihood = -30100.366
Iteration 14: (EM) log likelihood = -29966.683
Iteration 15: (EM) log likelihood = -29853.271
Iteration 16: (EM) log likelihood = -29764.109
Iteration 17: (EM) log likelihood = -29691.552
Iteration 18: (EM) log likelihood = -29632.495
Iteration 19: (EM) log likelihood = -29581.317
Iteration 20: (EM) log likelihood = -29537.62
Iteration 21: (EM) log likelihood = -29498.481
Iteration 22: (EM) log likelihood = -29461.289
Iteration 23: (EM) log likelihood = -29423.335
Iteration 24: (EM) log likelihood = -29387.745
Iteration 25: (EM) log likelihood = -29357.948
Iteration 26: (EM) log likelihood = -29331.836
Iteration 27: (EM) log likelihood = -29306.977
Iteration 28: (EM) log likelihood = -29281.642
Iteration 29: (EM) log likelihood = -29261.071
Iteration 30: (EM) log likelihood = -29242.533
Iteration 31: (EM) log likelihood = -29225.765
Iteration 32: (EM) log likelihood = -29210.294
Iteration 33: (EM) log likelihood = -29198.275
Iteration 34: (EM) log likelihood = -29188.833
Iteration 35: (EM) log likelihood = -29179.534
Iteration 36: (EM) log likelihood = -29170.825
Iteration 37: (EM) log likelihood = -29163.149
Iteration 38: (EM) log likelihood = -29155.773
Iteration 39: (EM) log likelihood = -29148.819
Iteration 40: (EM) log likelihood = -29141.862
Iteration 41: (EM) log likelihood = -29135.633
Iteration 42: (EM) log likelihood = -29128.227
Iteration 43: (EM) log likelihood = -29122.21
Iteration 44: (EM) log likelihood = -29116.391
Iteration 45: (EM) log likelihood = -29111.356
Iteration 46: (EM) log likelihood = -29106.277
Iteration 47: (EM) log likelihood = -29101.031
Iteration 48: (EM) log likelihood = -29090.658
Iteration 49: (EM) log likelihood = -29084.267
Iteration 50: (EM) log likelihood = -29077.93
Iteration 51: (EM) log likelihood = -29071.701
Iteration 52: (EM) log likelihood = -29066.732
Iteration 53: (EM) log likelihood = -29062.091
Iteration 54: (EM) log likelihood = -29057.457
Iteration 55: (EM) log likelihood = -29053.018
Iteration 56: (EM) log likelihood = -29048.378
Iteration 57: (EM) log likelihood = -29044.043
Iteration 58: (EM) log likelihood = -29039.848
Iteration 59: (EM) log likelihood = -29035.771
Iteration 60: (EM) log likelihood = -29030.967
Iteration 61: (EM) log likelihood = -29025.963
Iteration 62: (EM) log likelihood = -29016.676
Iteration 63: (EM) log likelihood = -29011.04
Iteration 64: (EM) log likelihood = -29006.155
Iteration 65: (EM) log likelihood = -29001.475
Iteration 66: (EM) log likelihood = -28997.233
Iteration 67: (EM) log likelihood = -28992.439
Iteration 68: (EM) log likelihood = -28988.653
Iteration 69: (EM) log likelihood = -28985.176
Iteration 70: (EM) log likelihood = -28981.459
Iteration 71: (EM) log likelihood = -28977.173
Iteration 72: (EM) log likelihood = -28973.699
Iteration 73: (EM) log likelihood = -28970.44
Iteration 74: (EM) log likelihood = -28967.191
Iteration 75: (EM) log likelihood = -28964.085
Iteration 76: (EM) log likelihood = -28958.144
Iteration 77: (EM) log likelihood = -28952.431
Iteration 78: (EM) log likelihood = -28948.675
Iteration 79: (EM) log likelihood = -28945.324
Iteration 80: (EM) log likelihood = -28942.225
Iteration 81: (EM) log likelihood = -28938.626
Iteration 82: (EM) log likelihood = -28933.243
Iteration 83: (EM) log likelihood = -28929.785
Iteration 84: (EM) log likelihood = -28925.657
Iteration 85: (EM) log likelihood = -28922.734
Iteration 86: (EM) log likelihood = -28918.346
Iteration 87: (EM) log likelihood = -28915.413
Iteration 88: (EM) log likelihood = -28912.712
Iteration 89: (EM) log likelihood = -28910.356
Iteration 90: (EM) log likelihood = -28907.548
Iteration 91: (EM) log likelihood = -28904.87
Iteration 92: (EM) log likelihood = -28902.665
Iteration 93: (EM) log likelihood = -28900.581
Iteration 94: (EM) log likelihood = -28898.527
Iteration 95: (EM) log likelihood = -28896.53
Iteration 96: (EM) log likelihood = -28893.495
Iteration 97: (EM) log likelihood = -28891.324
Iteration 98: (EM) log likelihood = -28888.909
Iteration 99: (EM) log likelihood = -28887.306
Iteration 100: (EM) log likelihood = -28885.3
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8320.7327
Iteration 1: (class) log likelihood = -8320.7327
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29833.934
Iteration 1: (outcome) log likelihood = -29052.631
Iteration 2: (outcome) log likelihood = -28814.463
Iteration 3: (outcome) log likelihood = -28782.359
Iteration 4: (outcome) log likelihood = -28776.246
Iteration 5: (outcome) log likelihood = -28774.821
Iteration 6: (outcome) log likelihood = -28774.54
Iteration 7: (outcome) log likelihood = -28774.494
Iteration 8: (outcome) log likelihood = -28774.482
Iteration 9: (outcome) log likelihood = -28774.48
Iteration 10: (outcome) log likelihood = -28774.479 (not concave)
Iteration 11: (outcome) log likelihood = -28774.479 (not concave)
Iteration 12: (outcome) log likelihood = -28774.479 (not concave)
Iteration 13: (outcome) log likelihood = -28774.479 (not concave)
Iteration 14: (outcome) log likelihood = -28774.479 (not concave)
Iteration 15: (outcome) log likelihood = -28774.479 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37041.864
Iteration 1: (EM) log likelihood = -36884.151
Iteration 2: (EM) log likelihood = -36446.706
Iteration 3: (EM) log likelihood = -35486.898
Iteration 4: (EM) log likelihood = -34285.56
Iteration 5: (EM) log likelihood = -33349.426
Iteration 6: (EM) log likelihood = -32649.73
Iteration 7: (EM) log likelihood = -32099.686
Iteration 8: (EM) log likelihood = -31654.466
Iteration 9: (EM) log likelihood = -31260.824
Iteration 10: (EM) log likelihood = -30929.986
Iteration 11: (EM) log likelihood = -30647.046
Iteration 12: (EM) log likelihood = -30403.509
Iteration 13: (EM) log likelihood = -30193.146
Iteration 14: (EM) log likelihood = -29994.985
Iteration 15: (EM) log likelihood = -29820.385
Iteration 16: (EM) log likelihood = -29659.037
Iteration 17: (EM) log likelihood = -29520.2
Iteration 18: (EM) log likelihood = -29398.487
Iteration 19: (EM) log likelihood = -29304.405
Iteration 20: (EM) log likelihood = -29224.995
Iteration 21: (EM) log likelihood = -29166.312
Iteration 22: (EM) log likelihood = -29121.86
Iteration 23: (EM) log likelihood = -29083.399
Iteration 24: (EM) log likelihood = -29054.36
Iteration 25: (EM) log likelihood = -29030.023
Iteration 26: (EM) log likelihood = -29008.574
Iteration 27: (EM) log likelihood = -28989.893
Iteration 28: (EM) log likelihood = -28974.346
Iteration 29: (EM) log likelihood = -28959.284
Iteration 30: (EM) log likelihood = -28945.247
Iteration 31: (EM) log likelihood = -28932.53
Iteration 32: (EM) log likelihood = -28920.084
Iteration 33: (EM) log likelihood = -28908.185
Iteration 34: (EM) log likelihood = -28896.477
Iteration 35: (EM) log likelihood = -28884.547
Iteration 36: (EM) log likelihood = -28872.911
Iteration 37: (EM) log likelihood = -28861.459
Iteration 38: (EM) log likelihood = -28850.482
Iteration 39: (EM) log likelihood = -28839.245
Iteration 40: (EM) log likelihood = -28827.998
Iteration 41: (EM) log likelihood = -28816.987
Iteration 42: (EM) log likelihood = -28806.277
Iteration 43: (EM) log likelihood = -28795.957
Iteration 44: (EM) log likelihood = -28785.996
Iteration 45: (EM) log likelihood = -28775.97
Iteration 46: (EM) log likelihood = -28764.974
Iteration 47: (EM) log likelihood = -28754.677
Iteration 48: (EM) log likelihood = -28744.905
Iteration 49: (EM) log likelihood = -28735.628
Iteration 50: (EM) log likelihood = -28726.766
Iteration 51: (EM) log likelihood = -28718.187
Iteration 52: (EM) log likelihood = -28709.355
Iteration 53: (EM) log likelihood = -28699.361
Iteration 54: (EM) log likelihood = -28689.664
Iteration 55: (EM) log likelihood = -28680.652
Iteration 56: (EM) log likelihood = -28672.356
Iteration 57: (EM) log likelihood = -28664.069
Iteration 58: (EM) log likelihood = -28655.008
Iteration 59: (EM) log likelihood = -28648.372
Iteration 60: (EM) log likelihood = -28641.025
Iteration 61: (EM) log likelihood = -28634.265
Iteration 62: (EM) log likelihood = -28627.466
Iteration 63: (EM) log likelihood = -28620.955
Iteration 64: (EM) log likelihood = -28614.535
Iteration 65: (EM) log likelihood = -28607.315
Iteration 66: (EM) log likelihood = -28601.165
Iteration 67: (EM) log likelihood = -28595.57
Iteration 68: (EM) log likelihood = -28591.04
Iteration 69: (EM) log likelihood = -28586.361
Iteration 70: (EM) log likelihood = -28582.17
Iteration 71: (EM) log likelihood = -28574.699
Iteration 72: (EM) log likelihood = -28570.002
Iteration 73: (EM) log likelihood = -28565.57
Iteration 74: (EM) log likelihood = -28561.761
Iteration 75: (EM) log likelihood = -28558.699
Iteration 76: (EM) log likelihood = -28555.395
Iteration 77: (EM) log likelihood = -28552.759
Iteration 78: (EM) log likelihood = -28548.488
Iteration 79: (EM) log likelihood = -28544.901
Iteration 80: (EM) log likelihood = -28541.781
Iteration 81: (EM) log likelihood = -28538.908
Iteration 82: (EM) log likelihood = -28536.774
Iteration 83: (EM) log likelihood = -28534.751
Iteration 84: (EM) log likelihood = -28532.666
Iteration 85: (EM) log likelihood = -28529.507
Iteration 86: (EM) log likelihood = -28527.417
Iteration 87: (EM) log likelihood = -28525.398
Iteration 88: (EM) log likelihood = -28523.366
Iteration 89: (EM) log likelihood = -28519.764
Iteration 90: (EM) log likelihood = -28517.563
Iteration 91: (EM) log likelihood = -28515.441
Iteration 92: (EM) log likelihood = -28511.802
Iteration 93: (EM) log likelihood = -28509.555
Iteration 94: (EM) log likelihood = -28505.184
Iteration 95: (EM) log likelihood = -28502.824
Iteration 96: (EM) log likelihood = -28500.593
Iteration 97: (EM) log likelihood = -28498.889
Iteration 98: (EM) log likelihood = -28496.946
Iteration 99: (EM) log likelihood = -28495.419
Iteration 100: (EM) log likelihood = -28493.655
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8322.0496
Iteration 1: (class) log likelihood = -8322.0496
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29991.407
Iteration 1: (outcome) log likelihood = -29069.907
Iteration 2: (outcome) log likelihood = -28830.792
Iteration 3: (outcome) log likelihood = -28793.612
Iteration 4: (outcome) log likelihood = -28786.537
Iteration 5: (outcome) log likelihood = -28784.847
Iteration 6: (outcome) log likelihood = -28784.495
Iteration 7: (outcome) log likelihood = -28784.421
Iteration 8: (outcome) log likelihood = -28784.404
Iteration 9: (outcome) log likelihood = -28784.4
Iteration 10: (outcome) log likelihood = -28784.399 (not concave)
Iteration 11: (outcome) log likelihood = -28784.399 (not concave)
Iteration 12: (outcome) log likelihood = -28784.399 (not concave)
Iteration 13: (outcome) log likelihood = -28784.399 (not concave)
Iteration 14: (outcome) log likelihood = -28784.399 (not concave)
Iteration 15: (outcome) log likelihood = -28784.399 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37019.449
Iteration 1: (EM) log likelihood = -36748.391
Iteration 2: (EM) log likelihood = -36103.685
Iteration 3: (EM) log likelihood = -35072.558
Iteration 4: (EM) log likelihood = -34057.532
Iteration 5: (EM) log likelihood = -33288.385
Iteration 6: (EM) log likelihood = -32690.28
Iteration 7: (EM) log likelihood = -32190.919
Iteration 8: (EM) log likelihood = -31761.818
Iteration 9: (EM) log likelihood = -31406.615
Iteration 10: (EM) log likelihood = -31108.666
Iteration 11: (EM) log likelihood = -30852.538
Iteration 12: (EM) log likelihood = -30627.693
Iteration 13: (EM) log likelihood = -30425.581
Iteration 14: (EM) log likelihood = -30239.624
Iteration 15: (EM) log likelihood = -30070.975
Iteration 16: (EM) log likelihood = -29917.433
Iteration 17: (EM) log likelihood = -29779.81
Iteration 18: (EM) log likelihood = -29653.834
Iteration 19: (EM) log likelihood = -29540.486
Iteration 20: (EM) log likelihood = -29440.122
Iteration 21: (EM) log likelihood = -29354.203
Iteration 22: (EM) log likelihood = -29281.368
Iteration 23: (EM) log likelihood = -29221.534
Iteration 24: (EM) log likelihood = -29172.511
Iteration 25: (EM) log likelihood = -29130.937
Iteration 26: (EM) log likelihood = -29096.192
Iteration 27: (EM) log likelihood = -29066.275
Iteration 28: (EM) log likelihood = -29040.689
Iteration 29: (EM) log likelihood = -29017.917
Iteration 30: (EM) log likelihood = -28995.144
Iteration 31: (EM) log likelihood = -28978.649
Iteration 32: (EM) log likelihood = -28961.843
Iteration 33: (EM) log likelihood = -28946.386
Iteration 34: (EM) log likelihood = -28933.89
Iteration 35: (EM) log likelihood = -28920.854
Iteration 36: (EM) log likelihood = -28908.284
Iteration 37: (EM) log likelihood = -28897.748
Iteration 38: (EM) log likelihood = -28887.438
Iteration 39: (EM) log likelihood = -28875.277
Iteration 40: (EM) log likelihood = -28864.483
Iteration 41: (EM) log likelihood = -28855.111
Iteration 42: (EM) log likelihood = -28846.928
Iteration 43: (EM) log likelihood = -28838.732
Iteration 44: (EM) log likelihood = -28829.46
Iteration 45: (EM) log likelihood = -28819.993
Iteration 46: (EM) log likelihood = -28810.142
Iteration 47: (EM) log likelihood = -28799.112
Iteration 48: (EM) log likelihood = -28787.532
Iteration 49: (EM) log likelihood = -28776.465
Iteration 50: (EM) log likelihood = -28765.443
Iteration 51: (EM) log likelihood = -28753.899
Iteration 52: (EM) log likelihood = -28743.195
Iteration 53: (EM) log likelihood = -28732.823
Iteration 54: (EM) log likelihood = -28722.375
Iteration 55: (EM) log likelihood = -28712.782
Iteration 56: (EM) log likelihood = -28703.023
Iteration 57: (EM) log likelihood = -28692.318
Iteration 58: (EM) log likelihood = -28681.108
Iteration 59: (EM) log likelihood = -28670.886
Iteration 60: (EM) log likelihood = -28659.441
Iteration 61: (EM) log likelihood = -28649.081
Iteration 62: (EM) log likelihood = -28638.905
Iteration 63: (EM) log likelihood = -28629.555
Iteration 64: (EM) log likelihood = -28622.269
Iteration 65: (EM) log likelihood = -28614.958
Iteration 66: (EM) log likelihood = -28607.583
Iteration 67: (EM) log likelihood = -28600.791
Iteration 68: (EM) log likelihood = -28593.926
Iteration 69: (EM) log likelihood = -28588.059
Iteration 70: (EM) log likelihood = -28581.867
Iteration 71: (EM) log likelihood = -28576.654
Iteration 72: (EM) log likelihood = -28572.08
Iteration 73: (EM) log likelihood = -28566.128
Iteration 74: (EM) log likelihood = -28561.211
Iteration 75: (EM) log likelihood = -28556.477
Iteration 76: (EM) log likelihood = -28552.23
Iteration 77: (EM) log likelihood = -28547.813
Iteration 78: (EM) log likelihood = -28542.162
Iteration 79: (EM) log likelihood = -28536.881
Iteration 80: (EM) log likelihood = -28533.365
Iteration 81: (EM) log likelihood = -28529.121
Iteration 82: (EM) log likelihood = -28526.226
Iteration 83: (EM) log likelihood = -28523.022
Iteration 84: (EM) log likelihood = -28520.462
Iteration 85: (EM) log likelihood = -28518.53
Iteration 86: (EM) log likelihood = -28516.506
Iteration 87: (EM) log likelihood = -28514.41
Iteration 88: (EM) log likelihood = -28513.031
Iteration 89: (EM) log likelihood = -28511.526
Iteration 90: (EM) log likelihood = -28509.793
Iteration 91: (EM) log likelihood = -28507.668
Iteration 92: (EM) log likelihood = -28505.934
Iteration 93: (EM) log likelihood = -28504.114
Iteration 94: (EM) log likelihood = -28502.454
Iteration 95: (EM) log likelihood = -28501.224
Iteration 96: (EM) log likelihood = -28499.519
Iteration 97: (EM) log likelihood = -28498.121
Iteration 98: (EM) log likelihood = -28496.162
Iteration 99: (EM) log likelihood = -28495.079
Iteration 100: (EM) log likelihood = -28490.738
Note: EM algorithm reached maximum iterations.
Fitting full model:
Iteration 0: log likelihood = -26438.312 (not concave)
Iteration 1: log likelihood = -26438.017 (not concave)
Iteration 2: log likelihood = -26437.932 (not concave)
Iteration 3: log likelihood = -26437.708 (not concave)
Iteration 4: log likelihood = -26437.512 (not concave)
Iteration 5: log likelihood = -26437.403 (not concave)
Iteration 6: log likelihood = -26437.292 (not concave)
Iteration 7: log likelihood = -26437.192 (not concave)
Iteration 8: log likelihood = -26437.133 (not concave)
Iteration 9: log likelihood = -26437.083 (not concave)
Iteration 10: log likelihood = -26437.034 (not concave)
Iteration 11: log likelihood = -26436.992 (not concave)
Iteration 12: log likelihood = -26436.952 (not concave)
Iteration 13: log likelihood = -26436.913 (not concave)
Iteration 14: log likelihood = -26436.898 (not concave)
Iteration 15: log likelihood = -26436.817 (not concave)
Iteration 16: log likelihood = -26436.734 (not concave)
Iteration 17: log likelihood = -26436.717 (not concave)
Iteration 18: log likelihood = -26436.631 (not concave)
Iteration 19: log likelihood = -26436.614 (not concave)
Iteration 20: log likelihood = -26436.562 (not concave)
Iteration 21: log likelihood = -26436.528 (not concave)
Iteration 22: log likelihood = -26436.501 (not concave)
Iteration 23: log likelihood = -26436.469 (not concave)
Iteration 24: log likelihood = -26436.464 (not concave)
Iteration 25: log likelihood = -26436.427 (not concave)
Iteration 26: log likelihood = -26436.315 (not concave)
Iteration 27: log likelihood = -26436.291 (not concave)
Iteration 28: log likelihood = -26436.203 (not concave)
Iteration 29: log likelihood = -26436.147 (not concave)
Iteration 30: log likelihood = -26436.084 (not concave)
Iteration 31: log likelihood = -26436.058 (not concave)
Iteration 32: log likelihood = -26436.035 (not concave)
Iteration 33: log likelihood = -26436.013 (not concave)
Iteration 34: log likelihood = -26435.991 (not concave)
Iteration 35: log likelihood = -26435.969 (not concave)
Iteration 36: log likelihood = -26435.949 (not concave)
Iteration 37: log likelihood = -26435.928 (not concave)
Iteration 38: log likelihood = -26435.908 (not concave)
Iteration 39: log likelihood = -26435.887 (not concave)
Iteration 40: log likelihood = -26435.867 (not concave)
Iteration 41: log likelihood = -26435.848 (not concave)
Iteration 42: log likelihood = -26435.828 (not concave)
Iteration 43: log likelihood = -26435.808 (not concave)
Iteration 44: log likelihood = -26435.789 (not concave)
Iteration 45: log likelihood = -26435.77 (not concave)
Iteration 46: log likelihood = -26435.751 (not concave)
Iteration 47: log likelihood = -26435.733 (not concave)
Iteration 48: log likelihood = -26435.714 (not concave)
Iteration 49: log likelihood = -26435.696 (not concave)
Iteration 50: log likelihood = -26435.677 (not concave)
Iteration 51: log likelihood = -26435.659 (not concave)
Iteration 52: log likelihood = -26435.642 (not concave)
Iteration 53: log likelihood = -26435.624 (not concave)
Iteration 54: log likelihood = -26435.606 (not concave)
Iteration 55: log likelihood = -26435.589 (not concave)
Iteration 56: log likelihood = -26435.572 (not concave)
Iteration 57: log likelihood = -26435.554 (not concave)
Iteration 58: log likelihood = -26435.537 (not concave)
Iteration 59: log likelihood = -26435.521 (not concave)
Iteration 60: log likelihood = -26435.504 (not concave)
Iteration 61: log likelihood = -26435.487 (not concave)
Iteration 62: log likelihood = -26435.471 (not concave)
Iteration 63: log likelihood = -26435.455 (not concave)
Iteration 64: log likelihood = -26435.438 (not concave)
Iteration 65: log likelihood = -26435.422 (not concave)
Iteration 66: log likelihood = -26435.406 (not concave)
Iteration 67: log likelihood = -26435.391 (not concave)
Iteration 68: log likelihood = -26435.375 (not concave)
Iteration 69: log likelihood = -26435.359 (not concave)
Iteration 70: log likelihood = -26435.349 (not concave)
Iteration 71: log likelihood = -26434.444 (not concave)
Iteration 72: log likelihood = -26434.432 (not concave)
Iteration 73: log likelihood = -26434.42 (not concave)
Iteration 74: log likelihood = -26434.406 (not concave)
Iteration 75: log likelihood = -26434.394 (not concave)
Iteration 76: log likelihood = -26434.384 (not concave)
Iteration 77: log likelihood = -26434.374 (not concave)
Iteration 78: log likelihood = -26434.353 (not concave)
Iteration 79: log likelihood = -26434.34 (not concave)
Iteration 80: log likelihood = -26434.33 (not concave)
Iteration 81: log likelihood = -26434.321 (not concave)
Iteration 82: log likelihood = -26434.299 (not concave)
Iteration 83: log likelihood = -26434.261 (not concave)
Iteration 84: log likelihood = -26434.23 (not concave)
Iteration 85: log likelihood = -26434.204 (not concave)
Iteration 86: log likelihood = -26434.18 (not concave)
Iteration 87: log likelihood = -26434.167 (not concave)
Iteration 88: log likelihood = -26434.145 (not concave)
Iteration 89: log likelihood = -26434.126 (not concave)
Iteration 90: log likelihood = -26434.11 (not concave)
Iteration 91: log likelihood = -26434.097 (not concave)
Iteration 92: log likelihood = -26434.071 (not concave)
Iteration 93: log likelihood = -26434.057 (not concave)
Iteration 94: log likelihood = -26434.044 (not concave)
Iteration 95: log likelihood = -26434.033 (not concave)
Iteration 96: log likelihood = -26434.021 (not concave)
Iteration 97: log likelihood = -26434.012 (not concave)
Iteration 98: log likelihood = -26434.003 (not concave)
Iteration 99: log likelihood = -26433.994 (not concave)
Iteration 100: log likelihood = -26433.985 (not concave)
Iteration 101: log likelihood = -26433.976 (not concave)
Iteration 102: log likelihood = -26433.967 (not concave)
Iteration 103: log likelihood = -26433.958 (not concave)
Iteration 104: log likelihood = -26433.95 (not concave)
Iteration 105: log likelihood = -26433.941 (not concave)
Iteration 106: log likelihood = -26433.932 (not concave)
Iteration 107: log likelihood = -26433.923 (not concave)
Iteration 108: log likelihood = -26433.915 (not concave)
Iteration 109: log likelihood = -26433.906 (not concave)
Iteration 110: log likelihood = -26433.897 (not concave)
Iteration 111: log likelihood = -26433.889 (not concave)
Iteration 112: log likelihood = -26433.88 (not concave)
Iteration 113: log likelihood = -26433.872 (not concave)
Iteration 114: log likelihood = -26433.863 (not concave)
Iteration 115: log likelihood = -26433.855 (not concave)
Iteration 116: log likelihood = -26433.846 (not concave)
Iteration 117: log likelihood = -26433.838 (not concave)
Iteration 118: log likelihood = -26433.829 (not concave)
Iteration 119: log likelihood = -26433.821 (not concave)
Iteration 120: log likelihood = -26433.813 (not concave)
Iteration 121: log likelihood = -26433.805 (not concave)
Iteration 122: log likelihood = -26433.796 (not concave)
Iteration 123: log likelihood = -26433.788 (not concave)
Iteration 124: log likelihood = -26433.78 (not concave)
Iteration 125: log likelihood = -26433.772 (not concave)
Iteration 126: log likelihood = -26433.764 (not concave)
Iteration 127: log likelihood = -26433.755 (not concave)
Iteration 128: log likelihood = -26433.747 (not concave)
Iteration 129: log likelihood = -26433.739 (not concave)
Iteration 130: log likelihood = -26433.731 (not concave)
Iteration 131: log likelihood = -26433.723 (not concave)
Iteration 132: log likelihood = -26433.72 (not concave)
Iteration 133: log likelihood = -26433.702 (not concave)
Iteration 134: log likelihood = -26433.684 (not concave)
Iteration 135: log likelihood = -26433.666 (not concave)
Iteration 136: log likelihood = -26433.656 (not concave)
Iteration 137: log likelihood = -26433.628 (not concave)
Iteration 138: log likelihood = -26433.595 (not concave)
Iteration 139: log likelihood = -26433.587 (not concave)
Iteration 140: log likelihood = -26433.572 (not concave)
Iteration 141: log likelihood = -26433.561 (not concave)
Iteration 142: log likelihood = -26433.553 (not concave)
Iteration 143: log likelihood = -26433.545 (not concave)
Iteration 144: log likelihood = -26433.443 (not concave)
Iteration 145: log likelihood = -26433.351 (not concave)
Iteration 146: log likelihood = -26433.343 (not concave)
Iteration 147: log likelihood = -26433.336 (not concave)
Iteration 148: log likelihood = -26433.329 (not concave)
Iteration 149: log likelihood = -26433.322 (not concave)
Iteration 150: log likelihood = -26433.316 (not concave)
Iteration 151: log likelihood = -26433.309 (not concave)
Iteration 152: log likelihood = -26433.302 (not concave)
Iteration 153: log likelihood = -26433.295 (not concave)
Iteration 154: log likelihood = -26433.289 (not concave)
Iteration 155: log likelihood = -26433.282 (not concave)
Iteration 156: log likelihood = -26433.276 (not concave)
Iteration 157: log likelihood = -26433.269 (not concave)
Iteration 158: log likelihood = -26433.263 (not concave)
Iteration 159: log likelihood = -26433.256 (not concave)
Iteration 160: log likelihood = -26433.25 (not concave)
Iteration 161: log likelihood = -26433.247 (not concave)
Generalized structural equation model Number of obs = 3,789
Log likelihood = -26433.247
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
1.C | (base outcome)
-------------+----------------------------------------------------------------
2.C |
_cons | -1.039093 .1583956 -6.56 0.000 -1.349543 -.7286436
-------------+----------------------------------------------------------------
3.C |
_cons | .5580918 .1960198 2.85 0.004 .1739001 .9422834
-------------+----------------------------------------------------------------
4.C |
_cons | .2927136 .1490321 1.96 0.050 .000616 .5848112
-------------+----------------------------------------------------------------
5.C |
_cons | -.8827935 .2580865 -3.42 0.001 -1.388634 -.3769533
-------------+----------------------------------------------------------------
6.C |
_cons | -1.207154 .1900228 -6.35 0.000 -1.579591 -.8347159
-------------+----------------------------------------------------------------
7.C |
_cons | -.3154903 .1647674 -1.91 0.056 -.6384285 .0074479
-------------+----------------------------------------------------------------
8.C |
_cons | -1.158166 .1938306 -5.98 0.000 -1.538067 -.7782653
-------------+----------------------------------------------------------------
9.C |
_cons | .2038816 .1319196 1.55 0.122 -.0546762 .4624393
------------------------------------------------------------------------------
Class : 1
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 1.158007 .7157175 1.62 0.106 -.2447734 2.560788
_cons | .4791655 1.220556 0.39 0.695 -1.91308 2.871411
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -90.451 . . . . .
_cons | -256.3695 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -113.8822 . . . . .
_cons | -107.6514 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | 3.59224 2.66774 1.35 0.178 -1.636434 8.820915
_cons | -3.970121 5.050721 -0.79 0.432 -13.86935 5.929111
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 1.647221 1.282241 1.28 0.199 -.8659262 4.160368
_cons | 1.165461 1.92439 0.61 0.545 -2.606274 4.937196
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 2.037515 1.260194 1.62 0.106 -.4324194 4.507448
_cons | 1.047029 1.866391 0.56 0.575 -2.611031 4.705089
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | .9739499 1.355813 0.72 0.473 -1.683395 3.631295
_cons | 1.02023 2.08887 0.49 0.625 -3.073879 5.114339
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | 1.126678 .384757 2.93 0.003 .3725684 1.880788
_cons | -.3755518 .7111641 -0.53 0.597 -1.769408 1.018304
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -139.3289 . . . . .
_cons | -144.8284 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -14.83861 7.915966 -1.87 0.061 -30.35362 .6764002
_cons | 39.17833 14.61677 2.68 0.007 10.52999 67.82667
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -11.79407 3.046137 -3.87 0.000 -17.76439 -5.823747
_cons | 30.32597 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.58489 2124.78 -0.00 0.996 -4175.078 4153.908
_cons | 20.13592 4249.559 0.00 0.996 -8308.847 8349.119
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -13.86588 2124.686 -0.01 0.995 -4178.174 4150.442
_cons | 32.04676 4249.372 0.01 0.994 -8296.57 8360.663
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -14.99428 2124.686 -0.01 0.994 -4179.303 4149.314
_cons | 33.34625 4249.372 0.01 0.994 -8295.27 8361.963
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -16.72236 2124.686 -0.01 0.994 -4181.031 4147.586
_cons | 35.68413 4249.372 0.01 0.993 -8292.932 8364.3
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -16.47927 2124.686 -0.01 0.994 -4180.788 4147.829
_cons | 33.42665 4249.372 0.01 0.994 -8295.19 8362.044
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -13.22246 2.907409 -4.55 0.000 -18.92087 -7.524038
_cons | 35.23044 3.214431 10.96 0.000 28.93027 41.53061
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.56828 2.935665 -4.62 0.000 -19.32208 -7.814485
_cons | 34.05578 3.302725 10.31 0.000 27.58255 40.529
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -14.96764 2.917945 -5.13 0.000 -20.6867 -9.248571
_cons | 36.40409 3.234037 11.26 0.000 30.0655 42.74269
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -12.00835 2.425147 -4.95 0.000 -16.76155 -7.255147
_cons | 30.52787 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.06812 2.97172 -4.73 0.000 -19.89258 -8.243653
_cons | 34.71755 3.433421 10.11 0.000 27.98817 41.44693
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 1.222597 668.8036 0.00 0.999 -1309.608 1312.054
_cons | 14.0981 1004.868 0.01 0.989 -1955.407 1983.603
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -1.379387 668.8049 -0.00 0.998 -1312.213 1309.454
_cons | 16.39437 1004.869 0.02 0.987 -1953.113 1985.902
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.7805922 668.8034 -0.00 0.999 -1311.611 1310.05
_cons | 16.63387 1004.868 0.02 0.987 -1952.871 1986.139
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 12.44664 1072.247 0.01 0.991 -2089.119 2114.013
_cons | -13.77195 1954.333 -0.01 0.994 -3844.195 3816.651
--------------------------------------------------------------------------------------------
Class : 2
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -10.92013 54.01387 -0.20 0.840 -116.7854 94.9451
_cons | 11.9327 54.02607 0.22 0.825 -93.95645 117.8219
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 6.996807 4.188322 1.67 0.095 -1.212154 15.20577
_cons | -11.40713 8.336726 -1.37 0.171 -27.74681 4.932552
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -10.93534 3.552539 -3.08 0.002 -17.89819 -3.972493
_cons | 29.09233 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.61989 4.435259 -3.07 0.002 -22.31283 -4.926936
_cons | 35.25225 5.310721 6.64 0.000 24.84343 45.66107
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.19511 4.455357 -2.96 0.003 -21.92745 -4.462773
_cons | 33.97244 5.374645 6.32 0.000 23.43833 44.50655
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.51912 4.387718 -3.31 0.001 -23.11889 -5.919349
_cons | 36.34986 5.141517 7.07 0.000 26.27267 46.42705
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -15.50108 4.453254 -3.48 0.000 -24.2293 -6.772861
_cons | 36.57504 5.316162 6.88 0.000 26.15556 46.99453
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | 4.6777 2.935595 1.59 0.111 -1.075961 10.43136
_cons | -7.631773 5.856051 -1.30 0.192 -19.10942 3.845875
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 2.526648 .2282109 11.07 0.000 2.079363 2.973934
_cons | -6.260806 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 4.563677 3.815635 1.20 0.232 -2.914831 12.04218
_cons | -4.32449 4.094577 -1.06 0.291 -12.34971 3.700734
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 7.194999 3.703834 1.94 0.052 -.064382 14.45438
_cons | -6.806323 3.869411 -1.76 0.079 -14.39023 .7775841
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 4.588674 8.603077 0.53 0.594 -12.27305 21.4504
_cons | -5.567917 17.1427 -0.32 0.745 -39.16698 28.03115
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .2154238 .3143419 0.69 0.493 -.4006751 .8315226
_cons | 1.579832 . . . . .
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -11.06851 21.07082 -0.53 0.599 -52.36656 30.22954
_cons | 15.02152 23.36087 0.64 0.520 -30.76494 60.80798
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -12.32774 22.24451 -0.55 0.579 -55.92619 31.2707
_cons | 17.26655 24.57232 0.70 0.482 -30.8943 65.42741
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -11.34662 27.05856 -0.42 0.675 -64.38042 41.68718
_cons | 14.90256 28.98338 0.51 0.607 -41.90382 71.70895
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.934721 1.072681 1.80 0.071 -.1676957 4.037138
_cons | -.416656 1.863307 -0.22 0.823 -4.06867 3.235358
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.183803 1.422666 0.83 0.405 -1.604571 3.972177
_cons | -1.131535 2.574296 -0.44 0.660 -6.177062 3.913993
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 2.766412 4.966961 0.56 0.578 -6.968653 12.50148
_cons | -5.776095 9.778831 -0.59 0.555 -24.94225 13.39006
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 1.53858 1.140537 1.35 0.177 -.6968309 3.773991
_cons | -.3120394 2.013216 -0.15 0.877 -4.257871 3.633792
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 3.349868 5.91945 0.57 0.571 -8.252042 14.95178
_cons | -5.823878 11.76563 -0.49 0.621 -28.88409 17.23633
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -98.8265 . . . . .
_cons | -121.8272 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 2.126801 .870143 2.44 0.015 .4213526 3.83225
_cons | -1.503031 1.550633 -0.97 0.332 -4.542216 1.536155
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 1.095922 .92238 1.19 0.235 -.7119101 2.903753
_cons | -.4479648 1.64408 -0.27 0.785 -3.670303 2.774373
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 15.53439 410.3512 0.04 0.970 -788.7391 819.8079
_cons | -28.86197 820.702 -0.04 0.972 -1637.408 1579.684
--------------------------------------------------------------------------------------------
Class : 3
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | .7408372 .7915401 0.94 0.349 -.8105529 2.292227
_cons | 1.157672 1.227549 0.94 0.346 -1.248279 3.563623
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -98.73454 . . . . .
_cons | -200.8627 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -14.80267 .7111084 -20.82 0.000 -16.19642 -13.40892
_cons | 32.86914 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -13.97595 .9617113 -14.53 0.000 -15.86087 -12.09103
_cons | 33.18395 1.269612 26.14 0.000 30.69555 35.67234
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -13.8259 .9217499 -15.00 0.000 -15.63249 -12.0193
_cons | 32.9815 1.170316 28.18 0.000 30.68772 35.27527
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -14.89235 .8610142 -17.30 0.000 -16.57991 -13.2048
_cons | 34.9275 .9815128 35.59 0.000 33.00377 36.85122
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -14.09611 1.113898 -12.65 0.000 -16.27931 -11.91291
_cons | 32.05579 1.698505 18.87 0.000 28.72679 35.3848
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.6156768 .1494827 -4.12 0.000 -.9086576 -.322696
_cons | 3.491475 . . . . .
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.142321 . . . . .
_cons | 10.21481 .3676325 27.79 0.000 9.494265 10.93536
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.988959 . . . . .
_cons | 18.70293 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -2.402464 . . . . .
_cons | 19.97159 . . . . .
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -115.4389 . . . . .
_cons | -126.2135 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -14.04681 .3760694 -37.35 0.000 -14.78389 -13.30972
_cons | 32.04679 . . . . .
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -14.57855 .69506 -20.97 0.000 -15.94085 -13.21626
_cons | 33.12134 1.165759 28.41 0.000 30.83649 35.40618
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -15.39476 .6490054 -23.72 0.000 -16.66679 -14.12273
_cons | 34.20448 1.069778 31.97 0.000 32.10775 36.30121
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -16.39188 .6398148 -25.62 0.000 -17.64589 -15.13786
_cons | 34.93898 1.007447 34.68 0.000 32.96442 36.91355
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | 1.416424 .8751888 1.62 0.106 -.2989141 3.131763
_cons | 12.75111 2.081422 6.13 0.000 8.671596 16.83062
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | .253641 .4844122 0.52 0.601 -.6957895 1.203071
_cons | 14.63478 1.392669 10.51 0.000 11.9052 17.36436
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -.67527 .4762254 -1.42 0.156 -1.608655 .2581146
_cons | 16.28279 1.266404 12.86 0.000 13.80069 18.7649
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -.2356955 .6891128 -0.34 0.732 -1.586332 1.114941
_cons | 14.40575 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -.8278797 . . . . .
_cons | 16.18271 1.308795 12.36 0.000 13.61751 18.7479
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -110.6722 . . . . .
_cons | -75.48659 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -14.38156 1.946654 -7.39 0.000 -18.19694 -10.56619
_cons | 36.15245 . . . . .
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -14.33618 1.965871 -7.29 0.000 -18.18922 -10.48315
_cons | 35.51842 .5938564 59.81 0.000 34.35448 36.68236
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -107.2177 . . . . .
_cons | -137.535 . . . . .
--------------------------------------------------------------------------------------------
Class : 4
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 3.226817 4.689478 0.69 0.491 -5.96439 12.41802
_cons | -9.557492 9.333093 -1.02 0.306 -27.85002 8.735035
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -103.262 . . . . .
_cons | -191.0645 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | .0342693 1.358998 0.03 0.980 -2.629318 2.697856
_cons | 12.16748 2.591532 4.70 0.000 7.08817 17.24679
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -.0227229 .9416524 -0.02 0.981 -1.868328 1.822882
_cons | 15.02283 1.822266 8.24 0.000 11.45126 18.59441
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | .0903873 1.137219 0.08 0.937 -2.138521 2.319295
_cons | 15.31832 2.222836 6.89 0.000 10.96164 19.675
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.5708681 .9717121 -0.59 0.557 -2.475389 1.333653
_cons | 16.23828 1.885181 8.61 0.000 12.54339 19.93317
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -.0382422 . . . . .
_cons | 13.23339 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .8165274 .526252 1.55 0.121 -.2149075 1.847962
_cons | .8706158 .9074623 0.96 0.337 -.9079776 2.649209
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | .1750081 .7970366 0.22 0.826 -1.387155 1.737171
_cons | -1.330992 1.425009 -0.93 0.350 -4.123958 1.461974
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | 2.678857 60.2556 0.04 0.965 -115.42 120.7777
_cons | 6.889277 63.6369 0.11 0.914 -117.8368 131.6153
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 3.380624 60.3524 0.06 0.955 -114.9079 121.6692
_cons | 3.088994 64.00349 0.05 0.962 -122.3555 128.5335
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | .581632 .6311913 0.92 0.357 -.6554802 1.818744
_cons | -.0973681 1.221714 -0.08 0.936 -2.491883 2.297147
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | .5723812 .4902136 1.17 0.243 -.3884198 1.533182
_cons | .0361357 .9028841 0.04 0.968 -1.733485 1.805756
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | .450898 .4301905 1.05 0.295 -.3922599 1.294056
_cons | 1.005651 .7981864 1.26 0.208 -.5587657 2.570068
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -4.835814 4.025278 -1.20 0.230 -12.72521 3.053586
_cons | 4.727477 4.1853 1.13 0.259 -3.47556 12.93051
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.193422 .9658752 3.31 0.001 1.300342 5.086503
_cons | -9.168186 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -13.86871 .6399502 -21.67 0.000 -15.12299 -12.61444
_cons | 35.47912 2.173247 16.33 0.000 31.21963 39.7386
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.318 .6328308 -21.05 0.000 -14.55832 -12.07767
_cons | 33.577 1.862624 18.03 0.000 29.92632 37.22767
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -13.7699 .6815419 -20.20 0.000 -15.1057 -12.43411
_cons | 34.41984 . . . . .
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -12.5153 .671305 -18.64 0.000 -13.83104 -11.19957
_cons | 31.312 . . . . .
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -14.52788 . . . . .
_cons | 35.70959 1.316085 27.13 0.000 33.13011 38.28907
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 1.206273 515.2855 0.00 0.998 -1008.735 1011.147
_cons | 11.92384 963.7638 0.01 0.990 -1877.018 1900.866
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.7784972 515.2845 -0.00 0.999 -1010.718 1009.161
_cons | 17.44485 963.7616 0.02 0.986 -1871.493 1906.383
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.0536046 515.2846 -0.00 1.000 -1009.993 1009.886
_cons | 15.63897 963.7618 0.02 0.987 -1873.299 1904.577
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -98.11086 . . . . .
_cons | -250.0483 . . . . .
--------------------------------------------------------------------------------------------
Class : 5
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -.4878704 .678945 -0.72 0.472 -1.818578 .8428373
_cons | 2.095317 1.246742 1.68 0.093 -.3482517 4.538885
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -59.21204 . . . . .
_cons | -184.6075 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | .3360081 704.9033 0.00 1.000 -1381.249 1381.921
_cons | 12.32311 1316.126 0.01 0.993 -2567.237 2591.883
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | .5358606 704.9018 0.00 0.999 -1381.046 1382.118
_cons | 14.10753 1316.123 0.01 0.991 -2565.446 2593.661
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | .8564969 704.902 0.00 0.999 -1380.726 1382.439
_cons | 13.48546 1316.123 0.01 0.992 -2566.069 2593.04
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -.5118875 704.9017 -0.00 0.999 -1382.094 1381.07
_cons | 16.20362 1316.123 0.01 0.990 -2563.35 2595.757
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -2.146885 704.902 -0.00 0.998 -1383.729 1379.436
_cons | 17.33729 1316.123 0.01 0.989 -2562.216 2596.891
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -2.021611 2.942681 -0.69 0.492 -7.789161 3.745938
_cons | 6.372698 5.012278 1.27 0.204 -3.451187 16.19658
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | .3651643 2.975487 0.12 0.902 -5.466683 6.197012
_cons | 1.398372 5.135595 0.27 0.785 -8.66721 11.46395
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -10.48607 4.501495 -2.33 0.020 -19.30883 -1.663298
_cons | 30.26933 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -15.37947 4.928038 -3.12 0.002 -25.03825 -5.720692
_cons | 38.23848 3.975545 9.62 0.000 30.44656 46.03041
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -114.8526 . . . . .
_cons | -94.05057 . . . . .
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -11.13775 2.633222 -4.23 0.000 -16.29877 -5.976732
_cons | 28.57389 . . . . .
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -14.45939 3.535922 -4.09 0.000 -21.38967 -7.529108
_cons | 35.03115 4.726008 7.41 0.000 25.76834 44.29395
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -15.51797 3.541306 -4.38 0.000 -22.4588 -8.577137
_cons | 36.35928 4.710423 7.72 0.000 27.12702 45.59154
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -16.81182 3.603473 -4.67 0.000 -23.8745 -9.749143
_cons | 37.41247 4.770486 7.84 0.000 28.06249 46.76245
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -15.63101 1.135809 -13.76 0.000 -17.85715 -13.40486
_cons | 37.19232 1.877761 19.81 0.000 33.51197 40.87266
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -15.44647 1.377096 -11.22 0.000 -18.14553 -12.74741
_cons | 35.7306 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.79257 . . . . .
_cons | 36.5271 2.062416 17.71 0.000 32.48483 40.56936
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.81226 .9707972 -15.26 0.000 -16.71499 -12.90954
_cons | 36.80413 1.684702 21.85 0.000 33.50218 40.10609
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -11.5234 1.629135 -7.07 0.000 -14.71644 -8.330353
_cons | 30.85726 3.120259 9.89 0.000 24.74167 36.97286
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -5.667441 31.21879 -0.18 0.856 -66.85514 55.52026
_cons | 7.298789 31.3152 0.23 0.816 -54.07787 68.67545
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 1.971279 .687302 2.87 0.004 .6241918 3.318366
_cons | 2.956571 . . . . .
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 2.203761 .9716797 2.27 0.023 .2993041 4.108218
_cons | 1.7979 .9838585 1.83 0.068 -.1304276 3.726227
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -5.502494 . . . . .
_cons | 8.397382 . . . . .
--------------------------------------------------------------------------------------------
Class : 6
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 2.251999 .2908856 7.74 0.000 1.681873 2.822124
_cons | -6.801634 . . . . .
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -76.65003 487.8811 -0.16 0.875 -1032.879 879.5793
_cons | 134.859 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -18.92607 3382.8 -0.01 0.996 -6649.093 6611.241
_cons | 38.07754 6765.6 0.01 0.996 -13222.26 13298.41
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.00489 3382.8 -0.00 0.997 -6644.172 6616.162
_cons | 30.30969 6765.601 0.00 0.996 -13230.02 13290.64
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.98698 3382.8 -0.00 0.996 -6645.154 6615.18
_cons | 32.33309 6765.6 0.00 0.996 -13228 13292.67
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -15.35555 3382.8 -0.00 0.996 -6645.522 6614.811
_cons | 32.99317 6765.6 0.00 0.996 -13227.34 13293.33
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -11.17429 3382.821 -0.00 0.997 -6641.382 6619.034
_cons | 22.46184 6765.643 0.00 0.997 -13237.95 13282.88
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -3.583639 .9676638 -3.70 0.000 -5.480225 -1.687053
_cons | 5.029566 1.297502 3.88 0.000 2.486509 7.572624
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -61.54007 . . . . .
_cons | -188.5326 . . . . .
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -1.170239 4.662445 -0.25 0.802 -10.30846 7.967986
_cons | 6.959709 9.089696 0.77 0.444 -10.85577 24.77519
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -2.970939 4.678729 -0.63 0.525 -12.14108 6.199201
_cons | 8.278119 9.10321 0.91 0.363 -9.563845 26.12008
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -7.467155 10.72932 -0.70 0.486 -28.49623 13.56192
_cons | 14.33219 21.3058 0.67 0.501 -27.4264 56.09079
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -6.313746 10.76082 -0.59 0.557 -27.40457 14.77707
_cons | 12.4358 21.33027 0.58 0.560 -29.37075 54.24235
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.004948 14.89271 0.13 0.893 -27.18422 31.19412
_cons | -2.696713 29.74699 -0.09 0.928 -60.99975 55.60632
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.228579 13.3781 0.17 0.868 -23.99201 28.44917
_cons | -2.419804 26.72572 -0.09 0.928 -54.80125 49.96164
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.429369 12.64662 0.19 0.848 -22.35754 27.21628
_cons | -2.278318 25.26299 -0.09 0.928 -51.79288 47.23624
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -1.682745 380.654 -0.00 0.996 -747.7509 744.3854
_cons | 17.33991 11.87434 1.46 0.144 -5.933377 40.61319
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -1.290642 380.6537 -0.00 0.997 -747.3581 744.7768
_cons | 18.23584 11.82538 1.54 0.123 -4.941469 41.41316
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | 2.058147 380.6659 0.01 0.996 -744.0333 748.1496
_cons | 10.69575 13.3177 0.80 0.422 -15.40646 36.79797
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -3.362332 380.654 -0.01 0.993 -749.4306 742.7059
_cons | 19.54738 11.86262 1.65 0.099 -3.702931 42.7977
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | 3.469951 380.6209 0.01 0.993 -742.5334 749.4733
_cons | 7.720503 . . . . .
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | 20.27635 14636.49 0.00 0.999 -28666.71 28707.26
_cons | -20.38386 14636.51 -0.00 0.999 -28707.42 28666.65
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | 15.78392 14636.48 0.00 0.999 -28671.19 28702.76
_cons | -7.954792 14636.49 -0.00 1.000 -28694.95 28679.04
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | 17.75224 14636.48 0.00 0.999 -28669.22 28704.73
_cons | -13.03528 14636.49 -0.00 0.999 -28700.03 28673.96
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 15.37088 14636.48 0.00 0.999 -28671.61 28702.35
_cons | -10.72405 14636.49 -0.00 0.999 -28697.72 28676.27
--------------------------------------------------------------------------------------------
Class : 7
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | 2.010293 1.256581 1.60 0.110 -.4525596 4.473146
_cons | -3.660592 2.525794 -1.45 0.147 -8.611057 1.289873
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -95.42312 . . . . .
_cons | -183.8648 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -9.264068 2.648523 -3.50 0.000 -14.45508 -4.073058
_cons | 23.19918 . . . . .
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.17839 12.03429 -1.18 0.239 -37.76516 9.408388
_cons | 36.16995 23.48419 1.54 0.124 -9.858227 82.19812
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.33447 12.03034 -1.19 0.233 -37.91351 9.244563
_cons | 36.6345 23.47752 1.56 0.119 -9.380597 82.64959
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -12.82542 12.07871 -1.06 0.288 -36.49926 10.84842
_cons | 33.55579 23.57794 1.42 0.155 -12.65612 79.76769
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -12.67844 12.22447 -1.04 0.300 -36.63797 11.28108
_cons | 31.21689 23.86889 1.31 0.191 -15.56527 77.99905
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -.5242707 1.649581 -0.32 0.751 -3.757389 2.708848
_cons | 3.385991 3.228948 1.05 0.294 -2.942632 9.714613
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -5.877064 4.132769 -1.42 0.155 -13.97714 2.223014
_cons | 6.377066 4.832548 1.32 0.187 -3.094553 15.84869
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -3.109731 4262.661 -0.00 0.999 -8357.771 8351.552
_cons | 18.535 4301.529 0.00 0.997 -8412.307 8449.377
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 3.234951 4262.661 0.00 0.999 -8351.428 8357.898
_cons | 11.30151 4301.531 0.00 0.998 -8419.544 8442.147
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -3.399702 7.735202 -0.44 0.660 -18.56042 11.76102
_cons | 6.647615 15.39002 0.43 0.666 -23.51626 36.81149
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.344063 7.102687 -0.19 0.850 -15.26507 12.57695
_cons | 5.908429 14.23359 0.42 0.678 -21.9889 33.80576
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.35858 6.611483 -0.21 0.837 -14.31685 11.59969
_cons | 6.109189 13.23454 0.46 0.644 -19.83004 32.04842
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.080465 7.901587 0.39 0.697 -12.40636 18.56729
_cons | -3.627068 15.83227 -0.23 0.819 -34.65776 27.40362
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | 2.794593 .4046222 6.91 0.000 2.001548 3.587638
_cons | -4.605947 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -12.60339 11831.28 -0.00 0.999 -23201.49 23176.28
_cons | 34.28192 23662.56 0.00 0.999 -46343.48 46412.05
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | -13.53242 11831.28 -0.00 0.999 -23202.42 23175.35
_cons | 34.11189 23662.56 0.00 0.999 -46343.65 46411.88
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -15.62054 11831.28 -0.00 0.999 -23204.51 23173.26
_cons | 37.11371 23662.56 0.00 0.999 -46340.65 46414.88
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | -14.30145 11831.28 -0.00 0.999 -23203.19 23174.58
_cons | 36.2218 23662.56 0.00 0.999 -46341.54 46413.99
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -11.94412 11831.28 -0.00 0.999 -23200.83 23176.95
_cons | 28.69146 23662.56 0.00 0.999 -46349.08 46406.47
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -1.224616 826.9772 -0.00 0.999 -1622.07 1619.621
_cons | 15.29723 1601.908 0.01 0.992 -3124.384 3154.979
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -1.135758 826.9764 -0.00 0.999 -1621.98 1619.708
_cons | 18.18808 1601.907 0.01 0.991 -3121.491 3157.868
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -1.08125 826.9764 -0.00 0.999 -1621.925 1619.763
_cons | 17.49132 1601.907 0.01 0.991 -3122.188 3157.171
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 13.55764 1024.037 0.01 0.989 -1993.517 2020.633
_cons | -12.95377 2006.277 -0.01 0.995 -3945.185 3919.278
--------------------------------------------------------------------------------------------
Class : 8
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -.0244135 13.26154 -0.00 0.999 -26.01656 25.96773
_cons | .6670091 26.52154 0.03 0.980 -51.31425 52.64827
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | -10.27011 6.892939 -1.49 0.136 -23.78002 3.239804
_cons | 17.04367 13.66135 1.25 0.212 -9.732086 43.81943
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -6.367519 3.640893 -1.75 0.080 -13.50354 .7684999
_cons | 12.19045 7.149167 1.71 0.088 -1.821654 26.20256
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -2.454307 3.613063 -0.68 0.497 -9.535779 4.627166
_cons | 6.328415 7.182431 0.88 0.378 -7.74889 20.40572
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | 2.006638 5.433898 0.37 0.712 -8.643606 12.65688
_cons | -2.127856 10.84157 -0.20 0.844 -23.37694 19.12123
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | 1.584896 6.666559 0.24 0.812 -11.48132 14.65111
_cons | -2.500822 13.2938 -0.19 0.851 -28.55618 23.55454
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | 2.534828 19.45079 0.13 0.896 -35.58802 40.65768
_cons | -5.901194 38.8611 -0.15 0.879 -82.06756 70.26517
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | -4.634838 1.039404 -4.46 0.000 -6.672033 -2.597643
_cons | 7.212568 1.641153 4.39 0.000 3.995967 10.42917
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | -9.249691 17.00571 -0.54 0.586 -42.58027 24.08089
_cons | 9.235496 17.09442 0.54 0.589 -24.26895 42.73994
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -3.952562 3.778187 -1.05 0.295 -11.35767 3.452547
_cons | 10.02644 7.527933 1.33 0.183 -4.728035 24.78092
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | 2.990852 15.31224 0.20 0.845 -27.02059 33.0023
_cons | -5.484227 30.60544 -0.18 0.858 -65.46978 54.50132
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | -8.534825 7.653763 -1.12 0.265 -23.53593 6.466275
_cons | 11.49099 7.919359 1.45 0.147 -4.03067 27.01265
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -1.058909 1.322209 -0.80 0.423 -3.65039 1.532572
_cons | 3.973429 2.427686 1.64 0.102 -.7847481 8.731607
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.551948 2.75898 1.29 0.198 -1.855553 8.959449
_cons | -5.10088 5.422892 -0.94 0.347 -15.72955 5.527792
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | 3.874458 4.458506 0.87 0.385 -4.864052 12.61297
_cons | -6.540005 8.848631 -0.74 0.460 -23.883 10.80299
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -100.9615 . . . . .
_cons | -136.9233 . . . . .
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | .4848682 1.205467 0.40 0.688 -1.877804 2.84754
_cons | 1.460284 2.241222 0.65 0.515 -2.932431 5.852999
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 3.709276 12.1384 0.31 0.760 -20.08156 27.50011
_cons | -6.666589 24.25923 -0.27 0.783 -54.21381 40.88064
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -1.560762 1.289593 -1.21 0.226 -4.088318 .9667941
_cons | 4.050245 2.229472 1.82 0.069 -.3194397 8.41993
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 4.304496 5.769143 0.75 0.456 -7.002817 15.61181
_cons | -7.012971 11.5015 -0.61 0.542 -29.55551 15.52956
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -.9824043 1.238741 -0.79 0.428 -3.410292 1.445483
_cons | 3.401923 2.20498 1.54 0.123 -.9197581 7.723605
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -14.71931 1681.161 -0.01 0.993 -3309.734 3280.296
_cons | 29.5722 3362.322 0.01 0.993 -6560.457 6619.602
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -15.17536 1681.161 -0.01 0.993 -3310.19 3279.839
_cons | 33.2481 3362.321 0.01 0.992 -6556.78 6623.276
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -14.65218 1681.161 -0.01 0.993 -3309.666 3280.362
_cons | 31.0967 3362.321 0.01 0.993 -6558.932 6621.125
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | -.0116533 1950.213 -0.00 1.000 -3822.358 3822.335
_cons | 1.075108 3900.425 0.00 1.000 -7643.618 7645.768
--------------------------------------------------------------------------------------------
Class : 9
Response : CAUSAL
Base outcome : 2
Family : multinomial
Link : logit
Response : EDAD_MUJER_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : PUEBLO_ORIGINARIO_~C
Base outcome : 1
Family : multinomial
Link : logit
Response : PAIS_ORIGEN_REC
Base outcome : 1
Family : multinomial
Link : logit
Response : HITO1_EDAD_GEST_SE~C
Base outcome : 1
Family : multinomial
Link : logit
Response : MACROZONA
Base outcome : 1
Family : multinomial
Link : logit
Response : PREV_TRAMO_REC
Base outcome : 1
Family : multinomial
Link : logit
--------------------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------+----------------------------------------------------------------
2.CAUSAL | (base outcome)
---------------------------+----------------------------------------------------------------
3.CAUSAL |
outcome | -31.00382 138816.4 -0.00 1.000 -272106.2 272044.2
_cons | 62.22649 136034.4 0.00 1.000 -266560.3 266684.8
---------------------------+----------------------------------------------------------------
4.CAUSAL |
outcome | 23.29626 104435.7 0.00 1.000 -204667 204713.6
_cons | -18.60561 . . . . .
---------------------------+----------------------------------------------------------------
1.EDAD_MUJER_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.EDAD_MUJER_REC |
outcome | -12.12965 1.541811 -7.87 0.000 -15.15154 -9.107758
_cons | 29.39221 2.913947 10.09 0.000 23.68098 35.10344
---------------------------+----------------------------------------------------------------
3.EDAD_MUJER_REC |
outcome | -14.40658 1.457365 -9.89 0.000 -17.26296 -11.5502
_cons | 33.91673 2.734342 12.40 0.000 28.55752 39.27595
---------------------------+----------------------------------------------------------------
4.EDAD_MUJER_REC |
outcome | -14.74053 1.498731 -9.84 0.000 -17.67799 -11.80307
_cons | 34.24963 2.821151 12.14 0.000 28.72028 39.77899
---------------------------+----------------------------------------------------------------
5.EDAD_MUJER_REC |
outcome | -13.39805 .504629 -26.55 0.000 -14.3871 -12.40899
_cons | 30.84856 . . . . .
---------------------------+----------------------------------------------------------------
6.EDAD_MUJER_REC |
outcome | -14.7987 .5238015 -28.25 0.000 -15.82533 -13.77207
_cons | 31.97218 . . . . .
---------------------------+----------------------------------------------------------------
1.PUEBLO_ORIGINARIO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PUEBLO_ORIGINARIO_REC |
outcome | .3171817 .3770891 0.84 0.400 -.4218993 1.056263
_cons | 1.05596 .7222953 1.46 0.144 -.3597129 2.471633
---------------------------+----------------------------------------------------------------
3.PUEBLO_ORIGINARIO_REC |
outcome | 1.371626 2.06029 0.67 0.506 -2.666468 5.40972
_cons | -3.960792 4.099664 -0.97 0.334 -11.99598 4.074401
---------------------------+----------------------------------------------------------------
1.PAIS_ORIGEN_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PAIS_ORIGEN_REC |
outcome | -12.15311 9.619719 -1.26 0.206 -31.00741 6.701198
_cons | 36.46119 . . . . .
---------------------------+----------------------------------------------------------------
3.PAIS_ORIGEN_REC |
outcome | -13.42419 9.702671 -1.38 0.166 -32.44107 5.592698
_cons | 34.88084 2.268079 15.38 0.000 30.43549 39.3262
---------------------------+----------------------------------------------------------------
1.HITO1_EDAD_GEST_SEM_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.HITO1_EDAD_GEST_SEM_REC |
outcome | 5.758702 4.359618 1.32 0.187 -2.785993 14.3034
_cons | -6.810866 8.670527 -0.79 0.432 -23.80479 10.18306
---------------------------+----------------------------------------------------------------
3.HITO1_EDAD_GEST_SEM_REC |
outcome | -.7372665 2.330057 -0.32 0.752 -5.304095 3.829562
_cons | 4.768464 4.56576 1.04 0.296 -4.180261 13.71719
---------------------------+----------------------------------------------------------------
4.HITO1_EDAD_GEST_SEM_REC |
outcome | -10.58643 6.715368 -1.58 0.115 -23.74831 2.575447
_cons | 16.16056 7.730875 2.09 0.037 1.008322 31.3128
---------------------------+----------------------------------------------------------------
5.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.843212 7.205922 -1.37 0.172 -23.96656 4.280135
_cons | 14.51783 8.174456 1.78 0.076 -1.503808 30.53947
---------------------------+----------------------------------------------------------------
6.HITO1_EDAD_GEST_SEM_REC |
outcome | -9.910483 8.652541 -1.15 0.252 -26.86915 7.048185
_cons | 14.253 9.478677 1.50 0.133 -4.324863 32.83087
---------------------------+----------------------------------------------------------------
1.MACROZONA | (base outcome)
---------------------------+----------------------------------------------------------------
2.MACROZONA |
outcome | -.4512809 .5204461 -0.87 0.386 -1.471336 .5687747
_cons | 16.45656 2.899231 5.68 0.000 10.77418 22.13895
---------------------------+----------------------------------------------------------------
3.MACROZONA |
outcome | 1.40087 1.371299 1.02 0.307 -1.286827 4.088567
_cons | 11.89077 . . . . .
---------------------------+----------------------------------------------------------------
4.MACROZONA |
outcome | -1.069534 . . . . .
_cons | 16.60219 2.728492 6.08 0.000 11.25444 21.94993
---------------------------+----------------------------------------------------------------
5.MACROZONA |
outcome | 3.112227 3.058347 1.02 0.309 -2.882023 9.106476
_cons | 7.797421 6.621369 1.18 0.239 -5.180223 20.77506
---------------------------+----------------------------------------------------------------
6.MACROZONA |
outcome | -.0119672 .6386894 -0.02 0.985 -1.263775 1.239841
_cons | 14.89134 3.002906 4.96 0.000 9.005755 20.77693
---------------------------+----------------------------------------------------------------
1.PREV_TRAMO_REC | (base outcome)
---------------------------+----------------------------------------------------------------
2.PREV_TRAMO_REC |
outcome | -.6209874 . . . . .
_cons | 15.45129 . . . . .
---------------------------+----------------------------------------------------------------
3.PREV_TRAMO_REC |
outcome | -.8447942 .6326565 -1.34 0.182 -2.084778 .3951898
_cons | 18.12978 1.232044 14.72 0.000 15.71501 20.54454
---------------------------+----------------------------------------------------------------
4.PREV_TRAMO_REC |
outcome | -.6684792 .8537863 -0.78 0.434 -2.34187 1.004911
_cons | 16.53018 1.677393 9.85 0.000 13.24255 19.81781
---------------------------+----------------------------------------------------------------
5.PREV_TRAMO_REC |
outcome | 12.31261 1339.968 0.01 0.993 -2613.977 2638.602
_cons | -13.79181 2679.935 -0.01 0.996 -5266.368 5238.784
--------------------------------------------------------------------------------------------
----------------------------------------------------------------------------
Fit statistic | Value Description
---------------------+------------------------------------------------------
Information criteria |
AIC | 53626.495 Akaike's information criterion
BIC | 55997.640 Bayesian information criterion
----------------------------------------------------------------------------
Entropy:
.80698019
(results lca_prueba_c8 are active now)
(results lca_prueba_c9 are active now)
LMR LT test statistic:
112.08647
P value Lo-Mendel:
0.00000007387634945
__00000B = 112.08647
__00000A = 116.62079
__00000D = 23
__00000C = 26
__000009 = 9
__000005 = 380
__000003 = -26433.247
__000008 = 8
__000004 = 336
__000002 = -26491.558
__000001 = 3789
scalars:
r(lmrt_p) = 7.38763494512e-08
r(lmrt) = 112.0864678065246
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8719.0828
Iteration 1: (class) log likelihood = -8719.0828
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30357.357
Iteration 1: (outcome) log likelihood = -29135.239
Iteration 2: (outcome) log likelihood = -28810.186
Iteration 3: (outcome) log likelihood = -28754.181
Iteration 4: (outcome) log likelihood = -28743.679
Iteration 5: (outcome) log likelihood = -28741.432
Iteration 6: (outcome) log likelihood = -28741.052
Iteration 7: (outcome) log likelihood = -28740.96
Iteration 8: (outcome) log likelihood = -28740.938
Iteration 9: (outcome) log likelihood = -28740.934
Iteration 10: (outcome) log likelihood = -28740.933 (not concave)
Iteration 11: (outcome) log likelihood = -28740.933 (not concave)
Iteration 12: (outcome) log likelihood = -28740.933 (not concave)
Iteration 13: (outcome) log likelihood = -28740.933 (not concave)
Iteration 14: (outcome) log likelihood = -28740.933 (not concave)
Iteration 15: (outcome) log likelihood = -28740.933 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37336.518
Iteration 1: (EM) log likelihood = -37070.936
Iteration 2: (EM) log likelihood = -36665.421
Iteration 3: (EM) log likelihood = -35777.979
Iteration 4: (EM) log likelihood = -34550.607
Iteration 5: (EM) log likelihood = -33598.416
Iteration 6: (EM) log likelihood = -32890.602
Iteration 7: (EM) log likelihood = -32305.866
Iteration 8: (EM) log likelihood = -31804.381
Iteration 9: (EM) log likelihood = -31383.317
Iteration 10: (EM) log likelihood = -31062.354
Iteration 11: (EM) log likelihood = -30815.615
Iteration 12: (EM) log likelihood = -30614.891
Iteration 13: (EM) log likelihood = -30445.059
Iteration 14: (EM) log likelihood = -30294.185
Iteration 15: (EM) log likelihood = -30156.082
Iteration 16: (EM) log likelihood = -30029.815
Iteration 17: (EM) log likelihood = -29915.623
Iteration 18: (EM) log likelihood = -29809.492
Iteration 19: (EM) log likelihood = -29712.73
Iteration 20: (EM) log likelihood = -29616.287
Iteration 21: (EM) log likelihood = -29548.154
Iteration 22: (EM) log likelihood = -29488.219
Iteration 23: (EM) log likelihood = -29438.923
Iteration 24: (EM) log likelihood = -29396.625
Iteration 25: (EM) log likelihood = -29358.047
Iteration 26: (EM) log likelihood = -29324.906
Iteration 27: (EM) log likelihood = -29293.41
Iteration 28: (EM) log likelihood = -29267.616
Iteration 29: (EM) log likelihood = -29249.572
Iteration 30: (EM) log likelihood = -29233.506
Iteration 31: (EM) log likelihood = -29216.79
Iteration 32: (EM) log likelihood = -29199.623
Iteration 33: (EM) log likelihood = -29184.983
Iteration 34: (EM) log likelihood = -29167.467
Iteration 35: (EM) log likelihood = -29152.919
Iteration 36: (EM) log likelihood = -29139.451
Iteration 37: (EM) log likelihood = -29125.724
Iteration 38: (EM) log likelihood = -29111.411
Iteration 39: (EM) log likelihood = -29097.299
Iteration 40: (EM) log likelihood = -29084.031
Iteration 41: (EM) log likelihood = -29070.529
Iteration 42: (EM) log likelihood = -29056.818
Iteration 43: (EM) log likelihood = -29040.914
Iteration 44: (EM) log likelihood = -29028.388
Iteration 45: (EM) log likelihood = -29014.588
Iteration 46: (EM) log likelihood = -29001.373
Iteration 47: (EM) log likelihood = -28989.227
Iteration 48: (EM) log likelihood = -28976.362
Iteration 49: (EM) log likelihood = -28966.895
Iteration 50: (EM) log likelihood = -28957.318
Iteration 51: (EM) log likelihood = -28948.583
Iteration 52: (EM) log likelihood = -28940.235
Iteration 53: (EM) log likelihood = -28931.803
Iteration 54: (EM) log likelihood = -28924.619
Iteration 55: (EM) log likelihood = -28917.888
Iteration 56: (EM) log likelihood = -28910.58
Iteration 57: (EM) log likelihood = -28904.703
Iteration 58: (EM) log likelihood = -28898.346
Iteration 59: (EM) log likelihood = -28892.771
Iteration 60: (EM) log likelihood = -28888.745
Iteration 61: (EM) log likelihood = -28884.944
Iteration 62: (EM) log likelihood = -28880.991
Iteration 63: (EM) log likelihood = -28875.292
Iteration 64: (EM) log likelihood = -28871.578
Iteration 65: (EM) log likelihood = -28867.305
Iteration 66: (EM) log likelihood = -28862.274
Iteration 67: (EM) log likelihood = -28856.553
Iteration 68: (EM) log likelihood = -28852.333
Iteration 69: (EM) log likelihood = -28848.177
Iteration 70: (EM) log likelihood = -28844.569
Iteration 71: (EM) log likelihood = -28841.344
Iteration 72: (EM) log likelihood = -28838.194
Iteration 73: (EM) log likelihood = -28835.465
Iteration 74: (EM) log likelihood = -28832.7
Iteration 75: (EM) log likelihood = -28829.428
Iteration 76: (EM) log likelihood = -28826.324
Iteration 77: (EM) log likelihood = -28821.915
Iteration 78: (EM) log likelihood = -28818.769
Iteration 79: (EM) log likelihood = -28816.231
Iteration 80: (EM) log likelihood = -28813.336
Iteration 81: (EM) log likelihood = -28810.275
Iteration 82: (EM) log likelihood = -28807.776
Iteration 83: (EM) log likelihood = -28804.975
Iteration 84: (EM) log likelihood = -28802.001
Iteration 85: (EM) log likelihood = -28799.579
Iteration 86: (EM) log likelihood = -28796.905
Iteration 87: (EM) log likelihood = -28794.645
Iteration 88: (EM) log likelihood = -28792.124
Iteration 89: (EM) log likelihood = -28789.177
Iteration 90: (EM) log likelihood = -28783.724
Iteration 91: (EM) log likelihood = -28780.098
Iteration 92: (EM) log likelihood = -28776.306
Iteration 93: (EM) log likelihood = -28771.748
Iteration 94: (EM) log likelihood = -28765.324
Iteration 95: (EM) log likelihood = -28758.554
Iteration 96: (EM) log likelihood = -28752.928
Iteration 97: (EM) log likelihood = -28748.503
Iteration 98: (EM) log likelihood = -28744.294
Iteration 99: (EM) log likelihood = -28740.385
Iteration 100: (EM) log likelihood = -28736.912
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.1071
Iteration 1: (class) log likelihood = -8722.1071
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30464.607
Iteration 1: (outcome) log likelihood = -29185.64
Iteration 2: (outcome) log likelihood = -28814.434
Iteration 3: (outcome) log likelihood = -28761.667
Iteration 4: (outcome) log likelihood = -28751.491
Iteration 5: (outcome) log likelihood = -28749.098
Iteration 6: (outcome) log likelihood = -28748.593
Iteration 7: (outcome) log likelihood = -28748.486
Iteration 8: (outcome) log likelihood = -28748.462
Iteration 9: (outcome) log likelihood = -28748.456
Iteration 10: (outcome) log likelihood = -28748.455 (not concave)
Iteration 11: (outcome) log likelihood = -28748.455 (not concave)
Iteration 12: (outcome) log likelihood = -28748.455 (not concave)
Iteration 13: (outcome) log likelihood = -28748.455 (not concave)
Iteration 14: (outcome) log likelihood = -28748.455 (not concave)
Iteration 15: (outcome) log likelihood = -28748.455 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37398.73
Iteration 1: (EM) log likelihood = -37190.63
Iteration 2: (EM) log likelihood = -36690.205
Iteration 3: (EM) log likelihood = -35763.182
Iteration 4: (EM) log likelihood = -34696.323
Iteration 5: (EM) log likelihood = -33773.873
Iteration 6: (EM) log likelihood = -33011.419
Iteration 7: (EM) log likelihood = -32392.745
Iteration 8: (EM) log likelihood = -31878.98
Iteration 9: (EM) log likelihood = -31448.552
Iteration 10: (EM) log likelihood = -31088.438
Iteration 11: (EM) log likelihood = -30783.228
Iteration 12: (EM) log likelihood = -30531.255
Iteration 13: (EM) log likelihood = -30323.718
Iteration 14: (EM) log likelihood = -30151.986
Iteration 15: (EM) log likelihood = -30003.056
Iteration 16: (EM) log likelihood = -29867.748
Iteration 17: (EM) log likelihood = -29745.414
Iteration 18: (EM) log likelihood = -29626.421
Iteration 19: (EM) log likelihood = -29531.239
Iteration 20: (EM) log likelihood = -29449.565
Iteration 21: (EM) log likelihood = -29381.27
Iteration 22: (EM) log likelihood = -29324.627
Iteration 23: (EM) log likelihood = -29278.889
Iteration 24: (EM) log likelihood = -29240.014
Iteration 25: (EM) log likelihood = -29207.436
Iteration 26: (EM) log likelihood = -29180.822
Iteration 27: (EM) log likelihood = -29158.176
Iteration 28: (EM) log likelihood = -29140.578
Iteration 29: (EM) log likelihood = -29125.368
Iteration 30: (EM) log likelihood = -29112.27
Iteration 31: (EM) log likelihood = -29100.483
Iteration 32: (EM) log likelihood = -29089.344
Iteration 33: (EM) log likelihood = -29079.178
Iteration 34: (EM) log likelihood = -29071.78
Iteration 35: (EM) log likelihood = -29064.891
Iteration 36: (EM) log likelihood = -29057.58
Iteration 37: (EM) log likelihood = -29050.878
Iteration 38: (EM) log likelihood = -29044.983
Iteration 39: (EM) log likelihood = -29039.824
Iteration 40: (EM) log likelihood = -29034.715
Iteration 41: (EM) log likelihood = -29029.624
Iteration 42: (EM) log likelihood = -29024.445
Iteration 43: (EM) log likelihood = -29018.207
Iteration 44: (EM) log likelihood = -29013.222
Iteration 45: (EM) log likelihood = -29008.014
Iteration 46: (EM) log likelihood = -29002.714
Iteration 47: (EM) log likelihood = -28996.986
Iteration 48: (EM) log likelihood = -28991.651
Iteration 49: (EM) log likelihood = -28985.371
Iteration 50: (EM) log likelihood = -28977.116
Iteration 51: (EM) log likelihood = -28971.19
Iteration 52: (EM) log likelihood = -28966.503
Iteration 53: (EM) log likelihood = -28962.022
Iteration 54: (EM) log likelihood = -28956.449
Iteration 55: (EM) log likelihood = -28949.924
Iteration 56: (EM) log likelihood = -28945.165
Iteration 57: (EM) log likelihood = -28939.554
Iteration 58: (EM) log likelihood = -28933.948
Iteration 59: (EM) log likelihood = -28928.784
Iteration 60: (EM) log likelihood = -28921.615
Iteration 61: (EM) log likelihood = -28915.046
Iteration 62: (EM) log likelihood = -28909.183
Iteration 63: (EM) log likelihood = -28903.319
Iteration 64: (EM) log likelihood = -28895.029
Iteration 65: (EM) log likelihood = -28888.183
Iteration 66: (EM) log likelihood = -28881.375
Iteration 67: (EM) log likelihood = -28874.848
Iteration 68: (EM) log likelihood = -28867.968
Iteration 69: (EM) log likelihood = -28861.414
Iteration 70: (EM) log likelihood = -28853.231
Iteration 71: (EM) log likelihood = -28846.555
Iteration 72: (EM) log likelihood = -28839.226
Iteration 73: (EM) log likelihood = -28832.541
Iteration 74: (EM) log likelihood = -28826.263
Iteration 75: (EM) log likelihood = -28819.837
Iteration 76: (EM) log likelihood = -28811.359
Iteration 77: (EM) log likelihood = -28804.971
Iteration 78: (EM) log likelihood = -28795.927
Iteration 79: (EM) log likelihood = -28789.612
Iteration 80: (EM) log likelihood = -28784.029
Iteration 81: (EM) log likelihood = -28779.009
Iteration 82: (EM) log likelihood = -28774.224
Iteration 83: (EM) log likelihood = -28769.656
Iteration 84: (EM) log likelihood = -28764.698
Iteration 85: (EM) log likelihood = -28760.523
Iteration 86: (EM) log likelihood = -28756.214
Iteration 87: (EM) log likelihood = -28750.18
Iteration 88: (EM) log likelihood = -28746.031
Iteration 89: (EM) log likelihood = -28742.473
Iteration 90: (EM) log likelihood = -28739.28
Iteration 91: (EM) log likelihood = -28736.157
Iteration 92: (EM) log likelihood = -28732.701
Iteration 93: (EM) log likelihood = -28729.722
Iteration 94: (EM) log likelihood = -28726.459
Iteration 95: (EM) log likelihood = -28722.798
Iteration 96: (EM) log likelihood = -28719.56
Iteration 97: (EM) log likelihood = -28715.56
Iteration 98: (EM) log likelihood = -28712.587
Iteration 99: (EM) log likelihood = -28709.523
Iteration 100: (EM) log likelihood = -28707.273
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8714.5012
Iteration 1: (class) log likelihood = -8714.5012
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30140.657
Iteration 1: (outcome) log likelihood = -29091.423
Iteration 2: (outcome) log likelihood = -28794.095
Iteration 3: (outcome) log likelihood = -28749.363
Iteration 4: (outcome) log likelihood = -28739.095
Iteration 5: (outcome) log likelihood = -28736.979
Iteration 6: (outcome) log likelihood = -28736.561
Iteration 7: (outcome) log likelihood = -28736.491
Iteration 8: (outcome) log likelihood = -28736.474
Iteration 9: (outcome) log likelihood = -28736.47
Iteration 10: (outcome) log likelihood = -28736.469 (not concave)
Iteration 11: (outcome) log likelihood = -28736.469 (not concave)
Iteration 12: (outcome) log likelihood = -28736.469 (not concave)
Iteration 13: (outcome) log likelihood = -28736.469 (not concave)
Iteration 14: (outcome) log likelihood = -28736.469 (not concave)
Iteration 15: (outcome) log likelihood = -28736.469 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37342.767
Iteration 1: (EM) log likelihood = -37005.861
Iteration 2: (EM) log likelihood = -36181.95
Iteration 3: (EM) log likelihood = -35027.823
Iteration 4: (EM) log likelihood = -34001.21
Iteration 5: (EM) log likelihood = -33208.589
Iteration 6: (EM) log likelihood = -32612.426
Iteration 7: (EM) log likelihood = -32162.17
Iteration 8: (EM) log likelihood = -31799.937
Iteration 9: (EM) log likelihood = -31497.972
Iteration 10: (EM) log likelihood = -31226.76
Iteration 11: (EM) log likelihood = -30979.141
Iteration 12: (EM) log likelihood = -30751.134
Iteration 13: (EM) log likelihood = -30536.344
Iteration 14: (EM) log likelihood = -30326.334
Iteration 15: (EM) log likelihood = -30121.791
Iteration 16: (EM) log likelihood = -29918.77
Iteration 17: (EM) log likelihood = -29737.134
Iteration 18: (EM) log likelihood = -29607.988
Iteration 19: (EM) log likelihood = -29513.987
Iteration 20: (EM) log likelihood = -29444.116
Iteration 21: (EM) log likelihood = -29385.698
Iteration 22: (EM) log likelihood = -29335.769
Iteration 23: (EM) log likelihood = -29291.499
Iteration 24: (EM) log likelihood = -29247.058
Iteration 25: (EM) log likelihood = -29208.233
Iteration 26: (EM) log likelihood = -29170.87
Iteration 27: (EM) log likelihood = -29137.009
Iteration 28: (EM) log likelihood = -29100.533
Iteration 29: (EM) log likelihood = -29066.872
Iteration 30: (EM) log likelihood = -29038.229
Iteration 31: (EM) log likelihood = -29012.682
Iteration 32: (EM) log likelihood = -28988.379
Iteration 33: (EM) log likelihood = -28964.944
Iteration 34: (EM) log likelihood = -28945.442
Iteration 35: (EM) log likelihood = -28928.326
Iteration 36: (EM) log likelihood = -28909.841
Iteration 37: (EM) log likelihood = -28892.183
Iteration 38: (EM) log likelihood = -28873.21
Iteration 39: (EM) log likelihood = -28858.221
Iteration 40: (EM) log likelihood = -28845.138
Iteration 41: (EM) log likelihood = -28832.989
Iteration 42: (EM) log likelihood = -28822.337
Iteration 43: (EM) log likelihood = -28811.704
Iteration 44: (EM) log likelihood = -28797.846
Iteration 45: (EM) log likelihood = -28788.103
Iteration 46: (EM) log likelihood = -28779.705
Iteration 47: (EM) log likelihood = -28771.602
Iteration 48: (EM) log likelihood = -28762.304
Iteration 49: (EM) log likelihood = -28755.443
Iteration 50: (EM) log likelihood = -28748.494
Iteration 51: (EM) log likelihood = -28742.828
Iteration 52: (EM) log likelihood = -28735.995
Iteration 53: (EM) log likelihood = -28729.17
Iteration 54: (EM) log likelihood = -28722.4
Iteration 55: (EM) log likelihood = -28715.887
Iteration 56: (EM) log likelihood = -28709.628
Iteration 57: (EM) log likelihood = -28704.574
Iteration 58: (EM) log likelihood = -28699.129
Iteration 59: (EM) log likelihood = -28693.224
Iteration 60: (EM) log likelihood = -28687.432
Iteration 61: (EM) log likelihood = -28681.505
Iteration 62: (EM) log likelihood = -28675.983
Iteration 63: (EM) log likelihood = -28669.316
Iteration 64: (EM) log likelihood = -28662.168
Iteration 65: (EM) log likelihood = -28653.427
Iteration 66: (EM) log likelihood = -28646.644
Iteration 67: (EM) log likelihood = -28640.76
Iteration 68: (EM) log likelihood = -28634.88
Iteration 69: (EM) log likelihood = -28629.756
Iteration 70: (EM) log likelihood = -28623.274
Iteration 71: (EM) log likelihood = -28617.095
Iteration 72: (EM) log likelihood = -28610.287
Iteration 73: (EM) log likelihood = -28604.763
Iteration 74: (EM) log likelihood = -28599.14
Iteration 75: (EM) log likelihood = -28593.712
Iteration 76: (EM) log likelihood = -28588.283
Iteration 77: (EM) log likelihood = -28584.116
Iteration 78: (EM) log likelihood = -28578.428
Iteration 79: (EM) log likelihood = -28573.162
Iteration 80: (EM) log likelihood = -28568.528
Iteration 81: (EM) log likelihood = -28563.576
Iteration 82: (EM) log likelihood = -28559.157
Iteration 83: (EM) log likelihood = -28555.204
Iteration 84: (EM) log likelihood = -28551.398
Iteration 85: (EM) log likelihood = -28547.694
Iteration 86: (EM) log likelihood = -28543.902
Iteration 87: (EM) log likelihood = -28539.792
Iteration 88: (EM) log likelihood = -28536.117
Iteration 89: (EM) log likelihood = -28531.026
Iteration 90: (EM) log likelihood = -28526.648
Iteration 91: (EM) log likelihood = -28523.023
Iteration 92: (EM) log likelihood = -28519.736
Iteration 93: (EM) log likelihood = -28516.077
Iteration 94: (EM) log likelihood = -28512.937
Iteration 95: (EM) log likelihood = -28510.065
Iteration 96: (EM) log likelihood = -28506.736
Iteration 97: (EM) log likelihood = -28503.008
Iteration 98: (EM) log likelihood = -28499.695
Iteration 99: (EM) log likelihood = -28496.572
Iteration 100: (EM) log likelihood = -28493.586
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.8985
Iteration 1: (class) log likelihood = -8721.8985
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30117.683
Iteration 1: (outcome) log likelihood = -29150.392
Iteration 2: (outcome) log likelihood = -28829.489
Iteration 3: (outcome) log likelihood = -28774.124
Iteration 4: (outcome) log likelihood = -28764.454
Iteration 5: (outcome) log likelihood = -28762.312
Iteration 6: (outcome) log likelihood = -28761.877
Iteration 7: (outcome) log likelihood = -28761.802
Iteration 8: (outcome) log likelihood = -28761.785
Iteration 9: (outcome) log likelihood = -28761.78
Iteration 10: (outcome) log likelihood = -28761.779 (not concave)
Iteration 11: (outcome) log likelihood = -28761.779 (not concave)
Iteration 12: (outcome) log likelihood = -28761.779 (not concave)
Iteration 13: (outcome) log likelihood = -28761.779 (not concave)
Iteration 14: (outcome) log likelihood = -28761.779 (not concave)
Iteration 15: (outcome) log likelihood = -28761.779 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37430.731
Iteration 1: (EM) log likelihood = -37211.733
Iteration 2: (EM) log likelihood = -36604.363
Iteration 3: (EM) log likelihood = -35503.894
Iteration 4: (EM) log likelihood = -34265.014
Iteration 5: (EM) log likelihood = -33330.433
Iteration 6: (EM) log likelihood = -32678.962
Iteration 7: (EM) log likelihood = -32164.61
Iteration 8: (EM) log likelihood = -31727.746
Iteration 9: (EM) log likelihood = -31369.173
Iteration 10: (EM) log likelihood = -31082.157
Iteration 11: (EM) log likelihood = -30847.227
Iteration 12: (EM) log likelihood = -30651.8
Iteration 13: (EM) log likelihood = -30483.049
Iteration 14: (EM) log likelihood = -30334.5
Iteration 15: (EM) log likelihood = -30207.14
Iteration 16: (EM) log likelihood = -30102.551
Iteration 17: (EM) log likelihood = -30002.601
Iteration 18: (EM) log likelihood = -29919.806
Iteration 19: (EM) log likelihood = -29837.56
Iteration 20: (EM) log likelihood = -29766.825
Iteration 21: (EM) log likelihood = -29705.12
Iteration 22: (EM) log likelihood = -29653.708
Iteration 23: (EM) log likelihood = -29598.185
Iteration 24: (EM) log likelihood = -29553.228
Iteration 25: (EM) log likelihood = -29506.922
Iteration 26: (EM) log likelihood = -29456.736
Iteration 27: (EM) log likelihood = -29413.16
Iteration 28: (EM) log likelihood = -29368.859
Iteration 29: (EM) log likelihood = -29328.657
Iteration 30: (EM) log likelihood = -29291.315
Iteration 31: (EM) log likelihood = -29257.741
Iteration 32: (EM) log likelihood = -29224.072
Iteration 33: (EM) log likelihood = -29193.672
Iteration 34: (EM) log likelihood = -29170.33
Iteration 35: (EM) log likelihood = -29139.738
Iteration 36: (EM) log likelihood = -29120.836
Iteration 37: (EM) log likelihood = -29103.843
Iteration 38: (EM) log likelihood = -29087.193
Iteration 39: (EM) log likelihood = -29070.757
Iteration 40: (EM) log likelihood = -29057.312
Iteration 41: (EM) log likelihood = -29044.509
Iteration 42: (EM) log likelihood = -29029.11
Iteration 43: (EM) log likelihood = -29016.829
Iteration 44: (EM) log likelihood = -29005.269
Iteration 45: (EM) log likelihood = -28993.475
Iteration 46: (EM) log likelihood = -28981.645
Iteration 47: (EM) log likelihood = -28969.724
Iteration 48: (EM) log likelihood = -28957.445
Iteration 49: (EM) log likelihood = -28944.683
Iteration 50: (EM) log likelihood = -28934.647
Iteration 51: (EM) log likelihood = -28925.485
Iteration 52: (EM) log likelihood = -28913.841
Iteration 53: (EM) log likelihood = -28901.946
Iteration 54: (EM) log likelihood = -28892.269
Iteration 55: (EM) log likelihood = -28881.133
Iteration 56: (EM) log likelihood = -28871.218
Iteration 57: (EM) log likelihood = -28858.986
Iteration 58: (EM) log likelihood = -28847.069
Iteration 59: (EM) log likelihood = -28835.082
Iteration 60: (EM) log likelihood = -28823.31
Iteration 61: (EM) log likelihood = -28811.659
Iteration 62: (EM) log likelihood = -28802.029
Iteration 63: (EM) log likelihood = -28789.03
Iteration 64: (EM) log likelihood = -28779.435
Iteration 65: (EM) log likelihood = -28771.679
Iteration 66: (EM) log likelihood = -28761.642
Iteration 67: (EM) log likelihood = -28752.873
Iteration 68: (EM) log likelihood = -28743.614
Iteration 69: (EM) log likelihood = -28735.987
Iteration 70: (EM) log likelihood = -28725.923
Iteration 71: (EM) log likelihood = -28719.69
Iteration 72: (EM) log likelihood = -28714.117
Iteration 73: (EM) log likelihood = -28707.851
Iteration 74: (EM) log likelihood = -28701.61
Iteration 75: (EM) log likelihood = -28696.085
Iteration 76: (EM) log likelihood = -28690.928
Iteration 77: (EM) log likelihood = -28687.028
Iteration 78: (EM) log likelihood = -28681.77
Iteration 79: (EM) log likelihood = -28674.995
Iteration 80: (EM) log likelihood = -28669.244
Iteration 81: (EM) log likelihood = -28662.283
Iteration 82: (EM) log likelihood = -28656.922
Iteration 83: (EM) log likelihood = -28650.078
Iteration 84: (EM) log likelihood = -28644.359
Iteration 85: (EM) log likelihood = -28639.88
Iteration 86: (EM) log likelihood = -28634.742
Iteration 87: (EM) log likelihood = -28630.194
Iteration 88: (EM) log likelihood = -28625.201
Iteration 89: (EM) log likelihood = -28620.717
Iteration 90: (EM) log likelihood = -28616.759
Iteration 91: (EM) log likelihood = -28612.539
Iteration 92: (EM) log likelihood = -28610.39
Iteration 93: (EM) log likelihood = -28606.494
Iteration 94: (EM) log likelihood = -28602.352
Iteration 95: (EM) log likelihood = -28599.654
Iteration 96: (EM) log likelihood = -28596.361
Iteration 97: (EM) log likelihood = -28591.497
Iteration 98: (EM) log likelihood = -28587.9
Iteration 99: (EM) log likelihood = -28583.636
Iteration 100: (EM) log likelihood = -28581.066
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8723.1704
Iteration 1: (class) log likelihood = -8723.1704
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30830.17
Iteration 1: (outcome) log likelihood = -29192.29
Iteration 2: (outcome) log likelihood = -28834.085
Iteration 3: (outcome) log likelihood = -28769.845
Iteration 4: (outcome) log likelihood = -28755.842
Iteration 5: (outcome) log likelihood = -28752.747
Iteration 6: (outcome) log likelihood = -28752.074
Iteration 7: (outcome) log likelihood = -28751.956
Iteration 8: (outcome) log likelihood = -28751.943
Iteration 9: (outcome) log likelihood = -28751.941
Iteration 10: (outcome) log likelihood = -28751.94 (not concave)
Iteration 11: (outcome) log likelihood = -28751.94 (not concave)
Iteration 12: (outcome) log likelihood = -28751.94 (not concave)
Iteration 13: (outcome) log likelihood = -28751.94 (not concave)
Iteration 14: (outcome) log likelihood = -28751.94 (not concave)
Iteration 15: (outcome) log likelihood = -28751.94 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37400.167
Iteration 1: (EM) log likelihood = -37133.002
Iteration 2: (EM) log likelihood = -36413.846
Iteration 3: (EM) log likelihood = -35139.16
Iteration 4: (EM) log likelihood = -33938.828
Iteration 5: (EM) log likelihood = -33176.044
Iteration 6: (EM) log likelihood = -32690.478
Iteration 7: (EM) log likelihood = -32315.758
Iteration 8: (EM) log likelihood = -31989.188
Iteration 9: (EM) log likelihood = -31694.505
Iteration 10: (EM) log likelihood = -31436.408
Iteration 11: (EM) log likelihood = -31226.407
Iteration 12: (EM) log likelihood = -31054.674
Iteration 13: (EM) log likelihood = -30904.967
Iteration 14: (EM) log likelihood = -30764.727
Iteration 15: (EM) log likelihood = -30629.309
Iteration 16: (EM) log likelihood = -30499.961
Iteration 17: (EM) log likelihood = -30378.854
Iteration 18: (EM) log likelihood = -30272.055
Iteration 19: (EM) log likelihood = -30175.909
Iteration 20: (EM) log likelihood = -30093.109
Iteration 21: (EM) log likelihood = -30015.8
Iteration 22: (EM) log likelihood = -29945.428
Iteration 23: (EM) log likelihood = -29874.381
Iteration 24: (EM) log likelihood = -29802.751
Iteration 25: (EM) log likelihood = -29731.41
Iteration 26: (EM) log likelihood = -29660.589
Iteration 27: (EM) log likelihood = -29604.945
Iteration 28: (EM) log likelihood = -29553.373
Iteration 29: (EM) log likelihood = -29508.813
Iteration 30: (EM) log likelihood = -29468.083
Iteration 31: (EM) log likelihood = -29429.602
Iteration 32: (EM) log likelihood = -29389.472
Iteration 33: (EM) log likelihood = -29346.131
Iteration 34: (EM) log likelihood = -29300.027
Iteration 35: (EM) log likelihood = -29255.051
Iteration 36: (EM) log likelihood = -29212.139
Iteration 37: (EM) log likelihood = -29168.876
Iteration 38: (EM) log likelihood = -29124.902
Iteration 39: (EM) log likelihood = -29087.248
Iteration 40: (EM) log likelihood = -29049.413
Iteration 41: (EM) log likelihood = -29018.651
Iteration 42: (EM) log likelihood = -28991.17
Iteration 43: (EM) log likelihood = -28965.896
Iteration 44: (EM) log likelihood = -28937.45
Iteration 45: (EM) log likelihood = -28908.666
Iteration 46: (EM) log likelihood = -28882.985
Iteration 47: (EM) log likelihood = -28859.16
Iteration 48: (EM) log likelihood = -28834.824
Iteration 49: (EM) log likelihood = -28814.884
Iteration 50: (EM) log likelihood = -28795.921
Iteration 51: (EM) log likelihood = -28777.346
Iteration 52: (EM) log likelihood = -28764.554
Iteration 53: (EM) log likelihood = -28747.903
Iteration 54: (EM) log likelihood = -28731.836
Iteration 55: (EM) log likelihood = -28713.686
Iteration 56: (EM) log likelihood = -28693.547
Iteration 57: (EM) log likelihood = -28673.132
Iteration 58: (EM) log likelihood = -28658.148
Iteration 59: (EM) log likelihood = -28642.751
Iteration 60: (EM) log likelihood = -28629.306
Iteration 61: (EM) log likelihood = -28619.759
Iteration 62: (EM) log likelihood = -28610.703
Iteration 63: (EM) log likelihood = -28599.973
Iteration 64: (EM) log likelihood = -28584.34
Iteration 65: (EM) log likelihood = -28573.643
Iteration 66: (EM) log likelihood = -28563.078
Iteration 67: (EM) log likelihood = -28555.641
Iteration 68: (EM) log likelihood = -28548.724
Iteration 69: (EM) log likelihood = -28542.331
Iteration 70: (EM) log likelihood = -28536.832
Iteration 71: (EM) log likelihood = -28532.07
Iteration 72: (EM) log likelihood = -28526.757
Iteration 73: (EM) log likelihood = -28521.715
Iteration 74: (EM) log likelihood = -28516.33
Iteration 75: (EM) log likelihood = -28512.49
Iteration 76: (EM) log likelihood = -28508.356
Iteration 77: (EM) log likelihood = -28503.973
Iteration 78: (EM) log likelihood = -28500.089
Iteration 79: (EM) log likelihood = -28497.149
Iteration 80: (EM) log likelihood = -28493.445
Iteration 81: (EM) log likelihood = -28490.561
Iteration 82: (EM) log likelihood = -28486.792
Iteration 83: (EM) log likelihood = -28482.616
Iteration 84: (EM) log likelihood = -28478.431
Iteration 85: (EM) log likelihood = -28474.966
Iteration 86: (EM) log likelihood = -28471.149
Iteration 87: (EM) log likelihood = -28467.238
Iteration 88: (EM) log likelihood = -28462.577
Iteration 89: (EM) log likelihood = -28457.78
Iteration 90: (EM) log likelihood = -28453.535
Iteration 91: (EM) log likelihood = -28447.885
Iteration 92: (EM) log likelihood = -28440.362
Iteration 93: (EM) log likelihood = -28436.901
Iteration 94: (EM) log likelihood = -28432.714
Iteration 95: (EM) log likelihood = -28427.294
Iteration 96: (EM) log likelihood = -28424.163
Iteration 97: (EM) log likelihood = -28421.733
Iteration 98: (EM) log likelihood = -28420.475
Iteration 99: (EM) log likelihood = -28415.816
Iteration 100: (EM) log likelihood = -28411.247
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8719.0978
Iteration 1: (class) log likelihood = -8719.0978
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30464.805
Iteration 1: (outcome) log likelihood = -29082.487
Iteration 2: (outcome) log likelihood = -28820.184
Iteration 3: (outcome) log likelihood = -28766.911
Iteration 4: (outcome) log likelihood = -28756.587
Iteration 5: (outcome) log likelihood = -28754.572
Iteration 6: (outcome) log likelihood = -28754.145
Iteration 7: (outcome) log likelihood = -28754.045
Iteration 8: (outcome) log likelihood = -28754.023
Iteration 9: (outcome) log likelihood = -28754.018 (not concave)
Iteration 10: (outcome) log likelihood = -28754.017 (not concave)
Iteration 11: (outcome) log likelihood = -28754.017 (not concave)
Iteration 12: (outcome) log likelihood = -28754.017 (not concave)
Iteration 13: (outcome) log likelihood = -28754.017 (not concave)
Iteration 14: (outcome) log likelihood = -28754.017 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37396.787
Iteration 1: (EM) log likelihood = -37164.455
Iteration 2: (EM) log likelihood = -36636.862
Iteration 3: (EM) log likelihood = -35677.15
Iteration 4: (EM) log likelihood = -34416.505
Iteration 5: (EM) log likelihood = -33351.11
Iteration 6: (EM) log likelihood = -32605.408
Iteration 7: (EM) log likelihood = -32028.924
Iteration 8: (EM) log likelihood = -31540.043
Iteration 9: (EM) log likelihood = -31135.705
Iteration 10: (EM) log likelihood = -30822.399
Iteration 11: (EM) log likelihood = -30578.066
Iteration 12: (EM) log likelihood = -30386.49
Iteration 13: (EM) log likelihood = -30234.23
Iteration 14: (EM) log likelihood = -30110.161
Iteration 15: (EM) log likelihood = -30008.162
Iteration 16: (EM) log likelihood = -29922.228
Iteration 17: (EM) log likelihood = -29847.164
Iteration 18: (EM) log likelihood = -29778.889
Iteration 19: (EM) log likelihood = -29718.866
Iteration 20: (EM) log likelihood = -29664.135
Iteration 21: (EM) log likelihood = -29615.438
Iteration 22: (EM) log likelihood = -29573.082
Iteration 23: (EM) log likelihood = -29538.241
Iteration 24: (EM) log likelihood = -29505.784
Iteration 25: (EM) log likelihood = -29479.55
Iteration 26: (EM) log likelihood = -29449.709
Iteration 27: (EM) log likelihood = -29423.102
Iteration 28: (EM) log likelihood = -29401.74
Iteration 29: (EM) log likelihood = -29384.354
Iteration 30: (EM) log likelihood = -29367.286
Iteration 31: (EM) log likelihood = -29351.081
Iteration 32: (EM) log likelihood = -29333.515
Iteration 33: (EM) log likelihood = -29314.279
Iteration 34: (EM) log likelihood = -29288.374
Iteration 35: (EM) log likelihood = -29268.61
Iteration 36: (EM) log likelihood = -29250.584
Iteration 37: (EM) log likelihood = -29232.806
Iteration 38: (EM) log likelihood = -29216.439
Iteration 39: (EM) log likelihood = -29199.696
Iteration 40: (EM) log likelihood = -29181.405
Iteration 41: (EM) log likelihood = -29164.734
Iteration 42: (EM) log likelihood = -29150.1
Iteration 43: (EM) log likelihood = -29134.369
Iteration 44: (EM) log likelihood = -29121.406
Iteration 45: (EM) log likelihood = -29109.118
Iteration 46: (EM) log likelihood = -29094.827
Iteration 47: (EM) log likelihood = -29079.555
Iteration 48: (EM) log likelihood = -29062.492
Iteration 49: (EM) log likelihood = -29044.827
Iteration 50: (EM) log likelihood = -29030.196
Iteration 51: (EM) log likelihood = -29020.274
Iteration 52: (EM) log likelihood = -29011.279
Iteration 53: (EM) log likelihood = -29000.244
Iteration 54: (EM) log likelihood = -28991.316
Iteration 55: (EM) log likelihood = -28981.859
Iteration 56: (EM) log likelihood = -28970.852
Iteration 57: (EM) log likelihood = -28962.401
Iteration 58: (EM) log likelihood = -28953.577
Iteration 59: (EM) log likelihood = -28944.108
Iteration 60: (EM) log likelihood = -28935.274
Iteration 61: (EM) log likelihood = -28927.945
Iteration 62: (EM) log likelihood = -28921.403
Iteration 63: (EM) log likelihood = -28914.719
Iteration 64: (EM) log likelihood = -28908.086
Iteration 65: (EM) log likelihood = -28901.21
Iteration 66: (EM) log likelihood = -28893.531
Iteration 67: (EM) log likelihood = -28887.495
Iteration 68: (EM) log likelihood = -28881.808
Iteration 69: (EM) log likelihood = -28873.878
Iteration 70: (EM) log likelihood = -28868.496
Iteration 71: (EM) log likelihood = -28861.806
Iteration 72: (EM) log likelihood = -28855.901
Iteration 73: (EM) log likelihood = -28850.008
Iteration 74: (EM) log likelihood = -28843.91
Iteration 75: (EM) log likelihood = -28838.745
Iteration 76: (EM) log likelihood = -28832.52
Iteration 77: (EM) log likelihood = -28825.424
Iteration 78: (EM) log likelihood = -28819.12
Iteration 79: (EM) log likelihood = -28811.947
Iteration 80: (EM) log likelihood = -28805.213
Iteration 81: (EM) log likelihood = -28797.647
Iteration 82: (EM) log likelihood = -28790.653
Iteration 83: (EM) log likelihood = -28784.377
Iteration 84: (EM) log likelihood = -28776.696
Iteration 85: (EM) log likelihood = -28769.59
Iteration 86: (EM) log likelihood = -28762.087
Iteration 87: (EM) log likelihood = -28755.618
Iteration 88: (EM) log likelihood = -28749.078
Iteration 89: (EM) log likelihood = -28742.869
Iteration 90: (EM) log likelihood = -28737.859
Iteration 91: (EM) log likelihood = -28732.04
Iteration 92: (EM) log likelihood = -28720.709
Iteration 93: (EM) log likelihood = -28715.004
Iteration 94: (EM) log likelihood = -28709.366
Iteration 95: (EM) log likelihood = -28702.414
Iteration 96: (EM) log likelihood = -28696.934
Iteration 97: (EM) log likelihood = -28691.736
Iteration 98: (EM) log likelihood = -28686.181
Iteration 99: (EM) log likelihood = -28680.944
Iteration 100: (EM) log likelihood = -28676.611
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8719.517
Iteration 1: (class) log likelihood = -8719.517
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30455.819
Iteration 1: (outcome) log likelihood = -29140.008
Iteration 2: (outcome) log likelihood = -28823.152
Iteration 3: (outcome) log likelihood = -28763.273
Iteration 4: (outcome) log likelihood = -28752.386
Iteration 5: (outcome) log likelihood = -28750.176
Iteration 6: (outcome) log likelihood = -28749.702
Iteration 7: (outcome) log likelihood = -28749.599
Iteration 8: (outcome) log likelihood = -28749.573
Iteration 9: (outcome) log likelihood = -28749.568
Iteration 10: (outcome) log likelihood = -28749.567 (not concave)
Iteration 11: (outcome) log likelihood = -28749.567 (not concave)
Iteration 12: (outcome) log likelihood = -28749.567 (not concave)
Iteration 13: (outcome) log likelihood = -28749.567 (not concave)
Iteration 14: (outcome) log likelihood = -28749.567 (not concave)
Iteration 15: (outcome) log likelihood = -28749.567 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37408.274
Iteration 1: (EM) log likelihood = -37205.732
Iteration 2: (EM) log likelihood = -36615.531
Iteration 3: (EM) log likelihood = -35442.573
Iteration 4: (EM) log likelihood = -34200.75
Iteration 5: (EM) log likelihood = -33270.009
Iteration 6: (EM) log likelihood = -32583.622
Iteration 7: (EM) log likelihood = -32048.461
Iteration 8: (EM) log likelihood = -31619.843
Iteration 9: (EM) log likelihood = -31270.318
Iteration 10: (EM) log likelihood = -30974.883
Iteration 11: (EM) log likelihood = -30715.252
Iteration 12: (EM) log likelihood = -30488.009
Iteration 13: (EM) log likelihood = -30289.399
Iteration 14: (EM) log likelihood = -30107.184
Iteration 15: (EM) log likelihood = -29926.856
Iteration 16: (EM) log likelihood = -29768.808
Iteration 17: (EM) log likelihood = -29645.964
Iteration 18: (EM) log likelihood = -29546.587
Iteration 19: (EM) log likelihood = -29464.914
Iteration 20: (EM) log likelihood = -29394.825
Iteration 21: (EM) log likelihood = -29330.324
Iteration 22: (EM) log likelihood = -29275.981
Iteration 23: (EM) log likelihood = -29233.673
Iteration 24: (EM) log likelihood = -29194.845
Iteration 25: (EM) log likelihood = -29150.187
Iteration 26: (EM) log likelihood = -29110.117
Iteration 27: (EM) log likelihood = -29076.581
Iteration 28: (EM) log likelihood = -29043.205
Iteration 29: (EM) log likelihood = -29013.784
Iteration 30: (EM) log likelihood = -28983.637
Iteration 31: (EM) log likelihood = -28954.634
Iteration 32: (EM) log likelihood = -28927.852
Iteration 33: (EM) log likelihood = -28899.852
Iteration 34: (EM) log likelihood = -28879.561
Iteration 35: (EM) log likelihood = -28856.917
Iteration 36: (EM) log likelihood = -28838.169
Iteration 37: (EM) log likelihood = -28822.208
Iteration 38: (EM) log likelihood = -28808.101
Iteration 39: (EM) log likelihood = -28795.389
Iteration 40: (EM) log likelihood = -28782.732
Iteration 41: (EM) log likelihood = -28773.065
Iteration 42: (EM) log likelihood = -28763.941
Iteration 43: (EM) log likelihood = -28752.296
Iteration 44: (EM) log likelihood = -28741.507
Iteration 45: (EM) log likelihood = -28734.182
Iteration 46: (EM) log likelihood = -28723.528
Iteration 47: (EM) log likelihood = -28712.015
Iteration 48: (EM) log likelihood = -28703.166
Iteration 49: (EM) log likelihood = -28696.993
Iteration 50: (EM) log likelihood = -28691.782
Iteration 51: (EM) log likelihood = -28682.821
Iteration 52: (EM) log likelihood = -28676.488
Iteration 53: (EM) log likelihood = -28672.403
Iteration 54: (EM) log likelihood = -28668.454
Iteration 55: (EM) log likelihood = -28665.376
Iteration 56: (EM) log likelihood = -28662.038
Iteration 57: (EM) log likelihood = -28656.305
Iteration 58: (EM) log likelihood = -28652.122
Iteration 59: (EM) log likelihood = -28649.398
Iteration 60: (EM) log likelihood = -28646.896
Iteration 61: (EM) log likelihood = -28643.739
Iteration 62: (EM) log likelihood = -28640.133
Iteration 63: (EM) log likelihood = -28636.37
Iteration 64: (EM) log likelihood = -28633.846
Iteration 65: (EM) log likelihood = -28629.512
Iteration 66: (EM) log likelihood = -28619.518
Iteration 67: (EM) log likelihood = -28615.862
Iteration 68: (EM) log likelihood = -28612.733
Iteration 69: (EM) log likelihood = -28610.393
Iteration 70: (EM) log likelihood = -28607.846
Iteration 71: (EM) log likelihood = -28604.597
Iteration 72: (EM) log likelihood = -28601.866
Iteration 73: (EM) log likelihood = -28596.222
Iteration 74: (EM) log likelihood = -28588.807
Iteration 75: (EM) log likelihood = -28584.023
Iteration 76: (EM) log likelihood = -28580.071
Iteration 77: (EM) log likelihood = -28577.423
Iteration 78: (EM) log likelihood = -28575.341
Iteration 79: (EM) log likelihood = -28572.692
Iteration 80: (EM) log likelihood = -28570.698
Iteration 81: (EM) log likelihood = -28567.153
Iteration 82: (EM) log likelihood = -28564.689
Iteration 83: (EM) log likelihood = -28561.232
Iteration 84: (EM) log likelihood = -28559.452
Iteration 85: (EM) log likelihood = -28556.638
Iteration 86: (EM) log likelihood = -28554.997
Iteration 87: (EM) log likelihood = -28552.168
Iteration 88: (EM) log likelihood = -28550.94
Iteration 89: (EM) log likelihood = -28549.625
Iteration 90: (EM) log likelihood = -28546.915
Iteration 91: (EM) log likelihood = -28545.812
Iteration 92: (EM) log likelihood = -28544.44
Iteration 93: (EM) log likelihood = -28542.583
Iteration 94: (EM) log likelihood = -28538.317
Iteration 95: (EM) log likelihood = -28537.167
Iteration 96: (EM) log likelihood = -28536.335
Iteration 97: (EM) log likelihood = -28535.58
Iteration 98: (EM) log likelihood = -28534.083
Iteration 99: (EM) log likelihood = -28532.224
Iteration 100: (EM) log likelihood = -28530.538
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.6112
Iteration 1: (class) log likelihood = -8722.6112
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30581.851
Iteration 1: (outcome) log likelihood = -29179.93
Iteration 2: (outcome) log likelihood = -28846.025
Iteration 3: (outcome) log likelihood = -28781.834
Iteration 4: (outcome) log likelihood = -28769.827
Iteration 5: (outcome) log likelihood = -28766.807
Iteration 6: (outcome) log likelihood = -28766.23
Iteration 7: (outcome) log likelihood = -28766.125
Iteration 8: (outcome) log likelihood = -28766.114
Iteration 9: (outcome) log likelihood = -28766.111 (not concave)
Iteration 10: (outcome) log likelihood = -28766.111 (not concave)
Iteration 11: (outcome) log likelihood = -28766.111 (not concave)
Iteration 12: (outcome) log likelihood = -28766.111 (not concave)
Iteration 13: (outcome) log likelihood = -28766.111 (not concave)
Iteration 14: (outcome) log likelihood = -28766.111 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37431.387
Iteration 1: (EM) log likelihood = -37269.775
Iteration 2: (EM) log likelihood = -36870.398
Iteration 3: (EM) log likelihood = -35964.665
Iteration 4: (EM) log likelihood = -34670.726
Iteration 5: (EM) log likelihood = -33638.015
Iteration 6: (EM) log likelihood = -32907.067
Iteration 7: (EM) log likelihood = -32363.261
Iteration 8: (EM) log likelihood = -31951.316
Iteration 9: (EM) log likelihood = -31620.463
Iteration 10: (EM) log likelihood = -31334.234
Iteration 11: (EM) log likelihood = -31076.985
Iteration 12: (EM) log likelihood = -30842.215
Iteration 13: (EM) log likelihood = -30638.699
Iteration 14: (EM) log likelihood = -30476.377
Iteration 15: (EM) log likelihood = -30331.237
Iteration 16: (EM) log likelihood = -30205.538
Iteration 17: (EM) log likelihood = -30095.321
Iteration 18: (EM) log likelihood = -29999.533
Iteration 19: (EM) log likelihood = -29915.871
Iteration 20: (EM) log likelihood = -29843.573
Iteration 21: (EM) log likelihood = -29780.548
Iteration 22: (EM) log likelihood = -29722.306
Iteration 23: (EM) log likelihood = -29676.799
Iteration 24: (EM) log likelihood = -29635.431
Iteration 25: (EM) log likelihood = -29599.109
Iteration 26: (EM) log likelihood = -29570
Iteration 27: (EM) log likelihood = -29548.348
Iteration 28: (EM) log likelihood = -29529.066
Iteration 29: (EM) log likelihood = -29512.04
Iteration 30: (EM) log likelihood = -29495.29
Iteration 31: (EM) log likelihood = -29479.162
Iteration 32: (EM) log likelihood = -29465.573
Iteration 33: (EM) log likelihood = -29453.23
Iteration 34: (EM) log likelihood = -29441.302
Iteration 35: (EM) log likelihood = -29425.05
Iteration 36: (EM) log likelihood = -29412.536
Iteration 37: (EM) log likelihood = -29399.574
Iteration 38: (EM) log likelihood = -29388.157
Iteration 39: (EM) log likelihood = -29376.128
Iteration 40: (EM) log likelihood = -29358.588
Iteration 41: (EM) log likelihood = -29342.255
Iteration 42: (EM) log likelihood = -29331.1
Iteration 43: (EM) log likelihood = -29318.779
Iteration 44: (EM) log likelihood = -29307.218
Iteration 45: (EM) log likelihood = -29296.702
Iteration 46: (EM) log likelihood = -29283.106
Iteration 47: (EM) log likelihood = -29271.532
Iteration 48: (EM) log likelihood = -29260.726
Iteration 49: (EM) log likelihood = -29248.969
Iteration 50: (EM) log likelihood = -29235.499
Iteration 51: (EM) log likelihood = -29224.013
Iteration 52: (EM) log likelihood = -29213.179
Iteration 53: (EM) log likelihood = -29202.607
Iteration 54: (EM) log likelihood = -29193.859
Iteration 55: (EM) log likelihood = -29183.603
Iteration 56: (EM) log likelihood = -29175.299
Iteration 57: (EM) log likelihood = -29164.702
Iteration 58: (EM) log likelihood = -29154.369
Iteration 59: (EM) log likelihood = -29145.517
Iteration 60: (EM) log likelihood = -29137.918
Iteration 61: (EM) log likelihood = -29130.213
Iteration 62: (EM) log likelihood = -29122.591
Iteration 63: (EM) log likelihood = -29112.364
Iteration 64: (EM) log likelihood = -29103.307
Iteration 65: (EM) log likelihood = -29095.87
Iteration 66: (EM) log likelihood = -29087.4
Iteration 67: (EM) log likelihood = -29080.033
Iteration 68: (EM) log likelihood = -29071.396
Iteration 69: (EM) log likelihood = -29058.911
Iteration 70: (EM) log likelihood = -29049.217
Iteration 71: (EM) log likelihood = -29039.536
Iteration 72: (EM) log likelihood = -29031.079
Iteration 73: (EM) log likelihood = -29022.939
Iteration 74: (EM) log likelihood = -29015.378
Iteration 75: (EM) log likelihood = -29004.537
Iteration 76: (EM) log likelihood = -28994.619
Iteration 77: (EM) log likelihood = -28985.587
Iteration 78: (EM) log likelihood = -28975.531
Iteration 79: (EM) log likelihood = -28966.39
Iteration 80: (EM) log likelihood = -28958.499
Iteration 81: (EM) log likelihood = -28949.746
Iteration 82: (EM) log likelihood = -28939.866
Iteration 83: (EM) log likelihood = -28927.996
Iteration 84: (EM) log likelihood = -28917.994
Iteration 85: (EM) log likelihood = -28907.739
Iteration 86: (EM) log likelihood = -28898.263
Iteration 87: (EM) log likelihood = -28888.292
Iteration 88: (EM) log likelihood = -28877.788
Iteration 89: (EM) log likelihood = -28867.183
Iteration 90: (EM) log likelihood = -28855.89
Iteration 91: (EM) log likelihood = -28846.467
Iteration 92: (EM) log likelihood = -28835.957
Iteration 93: (EM) log likelihood = -28825.702
Iteration 94: (EM) log likelihood = -28817.224
Iteration 95: (EM) log likelihood = -28808.49
Iteration 96: (EM) log likelihood = -28799.677
Iteration 97: (EM) log likelihood = -28790.257
Iteration 98: (EM) log likelihood = -28780.572
Iteration 99: (EM) log likelihood = -28769.628
Iteration 100: (EM) log likelihood = -28759.999
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8718.9481
Iteration 1: (class) log likelihood = -8718.9481
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30249.361
Iteration 1: (outcome) log likelihood = -29109.147
Iteration 2: (outcome) log likelihood = -28802.099
Iteration 3: (outcome) log likelihood = -28749.027
Iteration 4: (outcome) log likelihood = -28739.562
Iteration 5: (outcome) log likelihood = -28737.394
Iteration 6: (outcome) log likelihood = -28736.929
Iteration 7: (outcome) log likelihood = -28736.831
Iteration 8: (outcome) log likelihood = -28736.809
Iteration 9: (outcome) log likelihood = -28736.804
Iteration 10: (outcome) log likelihood = -28736.803 (not concave)
Iteration 11: (outcome) log likelihood = -28736.803 (not concave)
Iteration 12: (outcome) log likelihood = -28736.803 (not concave)
Iteration 13: (outcome) log likelihood = -28736.803 (not concave)
Iteration 14: (outcome) log likelihood = -28736.803 (not concave)
Iteration 15: (outcome) log likelihood = -28736.803 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37361.114
Iteration 1: (EM) log likelihood = -37072.894
Iteration 2: (EM) log likelihood = -36360.976
Iteration 3: (EM) log likelihood = -35131.526
Iteration 4: (EM) log likelihood = -33887.769
Iteration 5: (EM) log likelihood = -32988.787
Iteration 6: (EM) log likelihood = -32369.125
Iteration 7: (EM) log likelihood = -31903.699
Iteration 8: (EM) log likelihood = -31521.877
Iteration 9: (EM) log likelihood = -31203.353
Iteration 10: (EM) log likelihood = -30926.378
Iteration 11: (EM) log likelihood = -30679.912
Iteration 12: (EM) log likelihood = -30463.543
Iteration 13: (EM) log likelihood = -30277.46
Iteration 14: (EM) log likelihood = -30117.075
Iteration 15: (EM) log likelihood = -29979.37
Iteration 16: (EM) log likelihood = -29860.239
Iteration 17: (EM) log likelihood = -29757.624
Iteration 18: (EM) log likelihood = -29671.671
Iteration 19: (EM) log likelihood = -29596.985
Iteration 20: (EM) log likelihood = -29532.764
Iteration 21: (EM) log likelihood = -29475.559
Iteration 22: (EM) log likelihood = -29423.385
Iteration 23: (EM) log likelihood = -29376.127
Iteration 24: (EM) log likelihood = -29333.679
Iteration 25: (EM) log likelihood = -29295.422
Iteration 26: (EM) log likelihood = -29262.478
Iteration 27: (EM) log likelihood = -29230.737
Iteration 28: (EM) log likelihood = -29202.621
Iteration 29: (EM) log likelihood = -29173.497
Iteration 30: (EM) log likelihood = -29149.343
Iteration 31: (EM) log likelihood = -29128.532
Iteration 32: (EM) log likelihood = -29106.404
Iteration 33: (EM) log likelihood = -29087.526
Iteration 34: (EM) log likelihood = -29074.28
Iteration 35: (EM) log likelihood = -29061.44
Iteration 36: (EM) log likelihood = -29048.516
Iteration 37: (EM) log likelihood = -29037.538
Iteration 38: (EM) log likelihood = -29024.863
Iteration 39: (EM) log likelihood = -29015.351
Iteration 40: (EM) log likelihood = -29007.56
Iteration 41: (EM) log likelihood = -29000.295
Iteration 42: (EM) log likelihood = -28993.014
Iteration 43: (EM) log likelihood = -28986.023
Iteration 44: (EM) log likelihood = -28979.23
Iteration 45: (EM) log likelihood = -28973.124
Iteration 46: (EM) log likelihood = -28963.81
Iteration 47: (EM) log likelihood = -28957.875
Iteration 48: (EM) log likelihood = -28951.851
Iteration 49: (EM) log likelihood = -28945.586
Iteration 50: (EM) log likelihood = -28939.273
Iteration 51: (EM) log likelihood = -28934.101
Iteration 52: (EM) log likelihood = -28927.186
Iteration 53: (EM) log likelihood = -28920.06
Iteration 54: (EM) log likelihood = -28913.455
Iteration 55: (EM) log likelihood = -28907.541
Iteration 56: (EM) log likelihood = -28899.765
Iteration 57: (EM) log likelihood = -28892.648
Iteration 58: (EM) log likelihood = -28885.744
Iteration 59: (EM) log likelihood = -28879.034
Iteration 60: (EM) log likelihood = -28871.295
Iteration 61: (EM) log likelihood = -28864.245
Iteration 62: (EM) log likelihood = -28858.3
Iteration 63: (EM) log likelihood = -28851.174
Iteration 64: (EM) log likelihood = -28843.992
Iteration 65: (EM) log likelihood = -28836.611
Iteration 66: (EM) log likelihood = -28829.859
Iteration 67: (EM) log likelihood = -28822.199
Iteration 68: (EM) log likelihood = -28814.039
Iteration 69: (EM) log likelihood = -28806.521
Iteration 70: (EM) log likelihood = -28799.482
Iteration 71: (EM) log likelihood = -28791.373
Iteration 72: (EM) log likelihood = -28784.355
Iteration 73: (EM) log likelihood = -28776.003
Iteration 74: (EM) log likelihood = -28768.952
Iteration 75: (EM) log likelihood = -28761.057
Iteration 76: (EM) log likelihood = -28751.028
Iteration 77: (EM) log likelihood = -28743.626
Iteration 78: (EM) log likelihood = -28736.558
Iteration 79: (EM) log likelihood = -28728.761
Iteration 80: (EM) log likelihood = -28723.193
Iteration 81: (EM) log likelihood = -28715.293
Iteration 82: (EM) log likelihood = -28707.189
Iteration 83: (EM) log likelihood = -28698.695
Iteration 84: (EM) log likelihood = -28690.791
Iteration 85: (EM) log likelihood = -28683.542
Iteration 86: (EM) log likelihood = -28676.15
Iteration 87: (EM) log likelihood = -28669.612
Iteration 88: (EM) log likelihood = -28664.748
Iteration 89: (EM) log likelihood = -28659.829
Iteration 90: (EM) log likelihood = -28653.921
Iteration 91: (EM) log likelihood = -28647.394
Iteration 92: (EM) log likelihood = -28640.425
Iteration 93: (EM) log likelihood = -28634.268
Iteration 94: (EM) log likelihood = -28628.303
Iteration 95: (EM) log likelihood = -28624.132
Iteration 96: (EM) log likelihood = -28619.153
Iteration 97: (EM) log likelihood = -28614.999
Iteration 98: (EM) log likelihood = -28610.796
Iteration 99: (EM) log likelihood = -28607.196
Iteration 100: (EM) log likelihood = -28603.943
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.2974
Iteration 1: (class) log likelihood = -8722.2974
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30323.977
Iteration 1: (outcome) log likelihood = -29154.932
Iteration 2: (outcome) log likelihood = -28816.598
Iteration 3: (outcome) log likelihood = -28759.401
Iteration 4: (outcome) log likelihood = -28750.094
Iteration 5: (outcome) log likelihood = -28748.118
Iteration 6: (outcome) log likelihood = -28747.763
Iteration 7: (outcome) log likelihood = -28747.682
Iteration 8: (outcome) log likelihood = -28747.663
Iteration 9: (outcome) log likelihood = -28747.659
Iteration 10: (outcome) log likelihood = -28747.658 (not concave)
Iteration 11: (outcome) log likelihood = -28747.658 (not concave)
Iteration 12: (outcome) log likelihood = -28747.658 (not concave)
Iteration 13: (outcome) log likelihood = -28747.658 (not concave)
Iteration 14: (outcome) log likelihood = -28747.658 (not concave)
Iteration 15: (outcome) log likelihood = -28747.658 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37364.51
Iteration 1: (EM) log likelihood = -37021.828
Iteration 2: (EM) log likelihood = -36236.6
Iteration 3: (EM) log likelihood = -35025.017
Iteration 4: (EM) log likelihood = -33880.456
Iteration 5: (EM) log likelihood = -33022.703
Iteration 6: (EM) log likelihood = -32416.179
Iteration 7: (EM) log likelihood = -31973.82
Iteration 8: (EM) log likelihood = -31590.798
Iteration 9: (EM) log likelihood = -31223.329
Iteration 10: (EM) log likelihood = -30884
Iteration 11: (EM) log likelihood = -30602.691
Iteration 12: (EM) log likelihood = -30373.857
Iteration 13: (EM) log likelihood = -30183.424
Iteration 14: (EM) log likelihood = -30016.465
Iteration 15: (EM) log likelihood = -29869.544
Iteration 16: (EM) log likelihood = -29754.089
Iteration 17: (EM) log likelihood = -29658.508
Iteration 18: (EM) log likelihood = -29580.378
Iteration 19: (EM) log likelihood = -29515.995
Iteration 20: (EM) log likelihood = -29462.679
Iteration 21: (EM) log likelihood = -29417.647
Iteration 22: (EM) log likelihood = -29373.336
Iteration 23: (EM) log likelihood = -29330.469
Iteration 24: (EM) log likelihood = -29297.591
Iteration 25: (EM) log likelihood = -29271.781
Iteration 26: (EM) log likelihood = -29247.771
Iteration 27: (EM) log likelihood = -29222.981
Iteration 28: (EM) log likelihood = -29201.902
Iteration 29: (EM) log likelihood = -29184.157
Iteration 30: (EM) log likelihood = -29166.727
Iteration 31: (EM) log likelihood = -29149.792
Iteration 32: (EM) log likelihood = -29128.631
Iteration 33: (EM) log likelihood = -29115.726
Iteration 34: (EM) log likelihood = -29102.792
Iteration 35: (EM) log likelihood = -29087.207
Iteration 36: (EM) log likelihood = -29076.461
Iteration 37: (EM) log likelihood = -29061.1
Iteration 38: (EM) log likelihood = -29043.68
Iteration 39: (EM) log likelihood = -29030.864
Iteration 40: (EM) log likelihood = -29021.344
Iteration 41: (EM) log likelihood = -29009.753
Iteration 42: (EM) log likelihood = -28998.085
Iteration 43: (EM) log likelihood = -28988.612
Iteration 44: (EM) log likelihood = -28979.68
Iteration 45: (EM) log likelihood = -28961.908
Iteration 46: (EM) log likelihood = -28951.28
Iteration 47: (EM) log likelihood = -28942.658
Iteration 48: (EM) log likelihood = -28934.057
Iteration 49: (EM) log likelihood = -28925.625
Iteration 50: (EM) log likelihood = -28911.212
Iteration 51: (EM) log likelihood = -28902.321
Iteration 52: (EM) log likelihood = -28894.197
Iteration 53: (EM) log likelihood = -28885.24
Iteration 54: (EM) log likelihood = -28879.015
Iteration 55: (EM) log likelihood = -28867.412
Iteration 56: (EM) log likelihood = -28860.917
Iteration 57: (EM) log likelihood = -28854.071
Iteration 58: (EM) log likelihood = -28846.527
Iteration 59: (EM) log likelihood = -28840.929
Iteration 60: (EM) log likelihood = -28834.504
Iteration 61: (EM) log likelihood = -28829.249
Iteration 62: (EM) log likelihood = -28826.533
Iteration 63: (EM) log likelihood = -28823.278
Iteration 64: (EM) log likelihood = -28819.269
Iteration 65: (EM) log likelihood = -28816.094
Iteration 66: (EM) log likelihood = -28812.509
Iteration 67: (EM) log likelihood = -28806.334
Iteration 68: (EM) log likelihood = -28803.848
Iteration 69: (EM) log likelihood = -28800.631
Iteration 70: (EM) log likelihood = -28798.242
Iteration 71: (EM) log likelihood = -28795.769
Iteration 72: (EM) log likelihood = -28793.094
Iteration 73: (EM) log likelihood = -28790.999
Iteration 74: (EM) log likelihood = -28789.011
Iteration 75: (EM) log likelihood = -28786.175
Iteration 76: (EM) log likelihood = -28783.207
Iteration 77: (EM) log likelihood = -28783.331
Iteration 78: (EM) log likelihood = -28782.596
Iteration 79: (EM) log likelihood = -28781.91
Iteration 80: (EM) log likelihood = -28781.311
Iteration 81: (EM) log likelihood = -28780.746
Iteration 82: (EM) log likelihood = -28780.194
Iteration 83: (EM) log likelihood = -28779.533
Iteration 84: (EM) log likelihood = -28778.361
Iteration 85: (EM) log likelihood = -28776.825
Iteration 86: (EM) log likelihood = -28774.549
Iteration 87: (EM) log likelihood = -28773.76
Iteration 88: (EM) log likelihood = -28773.308
Iteration 89: (EM) log likelihood = -28771.102
Iteration 90: (EM) log likelihood = -28768.972
Iteration 91: (EM) log likelihood = -28767.718
Iteration 92: (EM) log likelihood = -28767.33
Iteration 93: (EM) log likelihood = -28763.148
Iteration 94: (EM) log likelihood = -28762.433
Iteration 95: (EM) log likelihood = -28760.798
Iteration 96: (EM) log likelihood = -28760.143
Iteration 97: (EM) log likelihood = -28758.346
Iteration 98: (EM) log likelihood = -28757.935
Iteration 99: (EM) log likelihood = -28756.553
Iteration 100: (EM) log likelihood = -28752.91
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.7795
Iteration 1: (class) log likelihood = -8721.7795
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30295.023
Iteration 1: (outcome) log likelihood = -29194.806
Iteration 2: (outcome) log likelihood = -28819.021
Iteration 3: (outcome) log likelihood = -28771.61
Iteration 4: (outcome) log likelihood = -28753.535
Iteration 5: (outcome) log likelihood = -28752.049
Iteration 6: (outcome) log likelihood = -28751.254
Iteration 7: (outcome) log likelihood = -28751.19
Iteration 8: (outcome) log likelihood = -28751.176
Iteration 9: (outcome) log likelihood = -28751.174
Iteration 10: (outcome) log likelihood = -28751.173 (not concave)
Iteration 11: (outcome) log likelihood = -28751.173 (not concave)
Iteration 12: (outcome) log likelihood = -28751.173 (not concave)
Iteration 13: (outcome) log likelihood = -28751.173 (not concave)
Iteration 14: (outcome) log likelihood = -28751.173 (not concave)
Iteration 15: (outcome) log likelihood = -28751.173 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37373.922
Iteration 1: (EM) log likelihood = -37037.776
Iteration 2: (EM) log likelihood = -36255.312
Iteration 3: (EM) log likelihood = -35081.978
Iteration 4: (EM) log likelihood = -33937.641
Iteration 5: (EM) log likelihood = -33100.778
Iteration 6: (EM) log likelihood = -32542.473
Iteration 7: (EM) log likelihood = -32146.426
Iteration 8: (EM) log likelihood = -31812.531
Iteration 9: (EM) log likelihood = -31498.143
Iteration 10: (EM) log likelihood = -31189.896
Iteration 11: (EM) log likelihood = -30893.251
Iteration 12: (EM) log likelihood = -30615.758
Iteration 13: (EM) log likelihood = -30371.631
Iteration 14: (EM) log likelihood = -30164.413
Iteration 15: (EM) log likelihood = -29991.71
Iteration 16: (EM) log likelihood = -29849.073
Iteration 17: (EM) log likelihood = -29726.336
Iteration 18: (EM) log likelihood = -29622.662
Iteration 19: (EM) log likelihood = -29533.928
Iteration 20: (EM) log likelihood = -29454.081
Iteration 21: (EM) log likelihood = -29381.464
Iteration 22: (EM) log likelihood = -29319.554
Iteration 23: (EM) log likelihood = -29265.781
Iteration 24: (EM) log likelihood = -29217.236
Iteration 25: (EM) log likelihood = -29177.414
Iteration 26: (EM) log likelihood = -29139.329
Iteration 27: (EM) log likelihood = -29108.892
Iteration 28: (EM) log likelihood = -29085.813
Iteration 29: (EM) log likelihood = -29065.045
Iteration 30: (EM) log likelihood = -29048.005
Iteration 31: (EM) log likelihood = -29031.876
Iteration 32: (EM) log likelihood = -29016.641
Iteration 33: (EM) log likelihood = -28997.726
Iteration 34: (EM) log likelihood = -28983.985
Iteration 35: (EM) log likelihood = -28973.09
Iteration 36: (EM) log likelihood = -28959.906
Iteration 37: (EM) log likelihood = -28949.497
Iteration 38: (EM) log likelihood = -28937.495
Iteration 39: (EM) log likelihood = -28928.227
Iteration 40: (EM) log likelihood = -28920.749
Iteration 41: (EM) log likelihood = -28913.513
Iteration 42: (EM) log likelihood = -28906.463
Iteration 43: (EM) log likelihood = -28898.273
Iteration 44: (EM) log likelihood = -28885.702
Iteration 45: (EM) log likelihood = -28878.424
Iteration 46: (EM) log likelihood = -28864.255
Iteration 47: (EM) log likelihood = -28857.134
Iteration 48: (EM) log likelihood = -28848.309
Iteration 49: (EM) log likelihood = -28841.573
Iteration 50: (EM) log likelihood = -28834.567
Iteration 51: (EM) log likelihood = -28828.045
Iteration 52: (EM) log likelihood = -28822.647
Iteration 53: (EM) log likelihood = -28818.361
Iteration 54: (EM) log likelihood = -28812.811
Iteration 55: (EM) log likelihood = -28806.379
Iteration 56: (EM) log likelihood = -28801.839
Iteration 57: (EM) log likelihood = -28796.853
Iteration 58: (EM) log likelihood = -28792.165
Iteration 59: (EM) log likelihood = -28785.834
Iteration 60: (EM) log likelihood = -28780.11
Iteration 61: (EM) log likelihood = -28775.414
Iteration 62: (EM) log likelihood = -28770.067
Iteration 63: (EM) log likelihood = -28764.001
Iteration 64: (EM) log likelihood = -28759.411
Iteration 65: (EM) log likelihood = -28754.038
Iteration 66: (EM) log likelihood = -28747.919
Iteration 67: (EM) log likelihood = -28743.445
Iteration 68: (EM) log likelihood = -28738.63
Iteration 69: (EM) log likelihood = -28734.424
Iteration 70: (EM) log likelihood = -28730.133
Iteration 71: (EM) log likelihood = -28725.015
Iteration 72: (EM) log likelihood = -28721.101
Iteration 73: (EM) log likelihood = -28716.152
Iteration 74: (EM) log likelihood = -28711.238
Iteration 75: (EM) log likelihood = -28707.25
Iteration 76: (EM) log likelihood = -28703.484
Iteration 77: (EM) log likelihood = -28700.22
Iteration 78: (EM) log likelihood = -28696.937
Iteration 79: (EM) log likelihood = -28693.686
Iteration 80: (EM) log likelihood = -28688.635
Iteration 81: (EM) log likelihood = -28684.405
Iteration 82: (EM) log likelihood = -28681.114
Iteration 83: (EM) log likelihood = -28678.539
Iteration 84: (EM) log likelihood = -28676.69
Iteration 85: (EM) log likelihood = -28674.129
Iteration 86: (EM) log likelihood = -28671.903
Iteration 87: (EM) log likelihood = -28669.023
Iteration 88: (EM) log likelihood = -28666.966
Iteration 89: (EM) log likelihood = -28664.38
Iteration 90: (EM) log likelihood = -28662.491
Iteration 91: (EM) log likelihood = -28660.378
Iteration 92: (EM) log likelihood = -28658.401
Iteration 93: (EM) log likelihood = -28654.697
Iteration 94: (EM) log likelihood = -28651.465
Iteration 95: (EM) log likelihood = -28648.869
Iteration 96: (EM) log likelihood = -28646.988
Iteration 97: (EM) log likelihood = -28644.491
Iteration 98: (EM) log likelihood = -28640.835
Iteration 99: (EM) log likelihood = -28638.06
Iteration 100: (EM) log likelihood = -28635.651
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8717.9543
Iteration 1: (class) log likelihood = -8717.9543
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30052.077
Iteration 1: (outcome) log likelihood = -29108.033
Iteration 2: (outcome) log likelihood = -28810.827
Iteration 3: (outcome) log likelihood = -28768.112
Iteration 4: (outcome) log likelihood = -28753.696
Iteration 5: (outcome) log likelihood = -28751.496
Iteration 6: (outcome) log likelihood = -28750.853
Iteration 7: (outcome) log likelihood = -28750.745
Iteration 8: (outcome) log likelihood = -28750.719
Iteration 9: (outcome) log likelihood = -28750.713
Iteration 10: (outcome) log likelihood = -28750.712 (not concave)
Iteration 11: (outcome) log likelihood = -28750.712 (not concave)
Iteration 12: (outcome) log likelihood = -28750.712 (not concave)
Iteration 13: (outcome) log likelihood = -28750.712 (not concave)
Iteration 14: (outcome) log likelihood = -28750.712 (not concave)
Iteration 15: (outcome) log likelihood = -28750.712 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37385.804
Iteration 1: (EM) log likelihood = -37133.528
Iteration 2: (EM) log likelihood = -36480.819
Iteration 3: (EM) log likelihood = -35334.678
Iteration 4: (EM) log likelihood = -34198.429
Iteration 5: (EM) log likelihood = -33382.018
Iteration 6: (EM) log likelihood = -32757.919
Iteration 7: (EM) log likelihood = -32232.901
Iteration 8: (EM) log likelihood = -31790.131
Iteration 9: (EM) log likelihood = -31427.893
Iteration 10: (EM) log likelihood = -31143.74
Iteration 11: (EM) log likelihood = -30923.244
Iteration 12: (EM) log likelihood = -30754.735
Iteration 13: (EM) log likelihood = -30620.626
Iteration 14: (EM) log likelihood = -30514.435
Iteration 15: (EM) log likelihood = -30421.345
Iteration 16: (EM) log likelihood = -30342.599
Iteration 17: (EM) log likelihood = -30269.627
Iteration 18: (EM) log likelihood = -30199.702
Iteration 19: (EM) log likelihood = -30131.178
Iteration 20: (EM) log likelihood = -30065.493
Iteration 21: (EM) log likelihood = -30002.933
Iteration 22: (EM) log likelihood = -29946.451
Iteration 23: (EM) log likelihood = -29896.147
Iteration 24: (EM) log likelihood = -29851.727
Iteration 25: (EM) log likelihood = -29811.898
Iteration 26: (EM) log likelihood = -29775.423
Iteration 27: (EM) log likelihood = -29740.406
Iteration 28: (EM) log likelihood = -29705.124
Iteration 29: (EM) log likelihood = -29666.858
Iteration 30: (EM) log likelihood = -29628.217
Iteration 31: (EM) log likelihood = -29589.076
Iteration 32: (EM) log likelihood = -29548.767
Iteration 33: (EM) log likelihood = -29509.379
Iteration 34: (EM) log likelihood = -29479.241
Iteration 35: (EM) log likelihood = -29453.538
Iteration 36: (EM) log likelihood = -29429.569
Iteration 37: (EM) log likelihood = -29408.866
Iteration 38: (EM) log likelihood = -29388.412
Iteration 39: (EM) log likelihood = -29370.318
Iteration 40: (EM) log likelihood = -29353.816
Iteration 41: (EM) log likelihood = -29335.809
Iteration 42: (EM) log likelihood = -29320.199
Iteration 43: (EM) log likelihood = -29306.515
Iteration 44: (EM) log likelihood = -29292.243
Iteration 45: (EM) log likelihood = -29277.583
Iteration 46: (EM) log likelihood = -29264.493
Iteration 47: (EM) log likelihood = -29252.855
Iteration 48: (EM) log likelihood = -29240.202
Iteration 49: (EM) log likelihood = -29227.587
Iteration 50: (EM) log likelihood = -29215.57
Iteration 51: (EM) log likelihood = -29203.856
Iteration 52: (EM) log likelihood = -29191.881
Iteration 53: (EM) log likelihood = -29177.178
Iteration 54: (EM) log likelihood = -29163.755
Iteration 55: (EM) log likelihood = -29151.62
Iteration 56: (EM) log likelihood = -29140.358
Iteration 57: (EM) log likelihood = -29129.53
Iteration 58: (EM) log likelihood = -29118.942
Iteration 59: (EM) log likelihood = -29108.609
Iteration 60: (EM) log likelihood = -29099.363
Iteration 61: (EM) log likelihood = -29090.052
Iteration 62: (EM) log likelihood = -29079.226
Iteration 63: (EM) log likelihood = -29067.256
Iteration 64: (EM) log likelihood = -29057.527
Iteration 65: (EM) log likelihood = -29047.636
Iteration 66: (EM) log likelihood = -29036.653
Iteration 67: (EM) log likelihood = -29026.543
Iteration 68: (EM) log likelihood = -29017.612
Iteration 69: (EM) log likelihood = -29008.729
Iteration 70: (EM) log likelihood = -28999.76
Iteration 71: (EM) log likelihood = -28989.864
Iteration 72: (EM) log likelihood = -28982.184
Iteration 73: (EM) log likelihood = -28972.013
Iteration 74: (EM) log likelihood = -28962.216
Iteration 75: (EM) log likelihood = -28950.527
Iteration 76: (EM) log likelihood = -28940.261
Iteration 77: (EM) log likelihood = -28931.318
Iteration 78: (EM) log likelihood = -28923.44
Iteration 79: (EM) log likelihood = -28915.423
Iteration 80: (EM) log likelihood = -28907.607
Iteration 81: (EM) log likelihood = -28898.559
Iteration 82: (EM) log likelihood = -28888.736
Iteration 83: (EM) log likelihood = -28881.159
Iteration 84: (EM) log likelihood = -28872.868
Iteration 85: (EM) log likelihood = -28864.849
Iteration 86: (EM) log likelihood = -28857.227
Iteration 87: (EM) log likelihood = -28849.508
Iteration 88: (EM) log likelihood = -28843.086
Iteration 89: (EM) log likelihood = -28836.688
Iteration 90: (EM) log likelihood = -28830.43
Iteration 91: (EM) log likelihood = -28824.74
Iteration 92: (EM) log likelihood = -28819.161
Iteration 93: (EM) log likelihood = -28814.942
Iteration 94: (EM) log likelihood = -28811.704
Iteration 95: (EM) log likelihood = -28807.216
Iteration 96: (EM) log likelihood = -28803.249
Iteration 97: (EM) log likelihood = -28799.399
Iteration 98: (EM) log likelihood = -28796.287
Iteration 99: (EM) log likelihood = -28793.732
Iteration 100: (EM) log likelihood = -28790.376
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.8889
Iteration 1: (class) log likelihood = -8720.8889
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30390.326
Iteration 1: (outcome) log likelihood = -29127.964
Iteration 2: (outcome) log likelihood = -28834.913
Iteration 3: (outcome) log likelihood = -28775.22
Iteration 4: (outcome) log likelihood = -28765.082
Iteration 5: (outcome) log likelihood = -28762.622
Iteration 6: (outcome) log likelihood = -28762.103
Iteration 7: (outcome) log likelihood = -28761.983
Iteration 8: (outcome) log likelihood = -28761.963
Iteration 9: (outcome) log likelihood = -28761.96 (not concave)
Iteration 10: (outcome) log likelihood = -28761.96 (not concave)
Iteration 11: (outcome) log likelihood = -28761.96 (not concave)
Iteration 12: (outcome) log likelihood = -28761.96 (not concave)
Iteration 13: (outcome) log likelihood = -28761.96 (not concave)
Iteration 14: (outcome) log likelihood = -28761.96 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37408.739
Iteration 1: (EM) log likelihood = -37134.304
Iteration 2: (EM) log likelihood = -36386.965
Iteration 3: (EM) log likelihood = -35151.388
Iteration 4: (EM) log likelihood = -34152.651
Iteration 5: (EM) log likelihood = -33521.167
Iteration 6: (EM) log likelihood = -33014.455
Iteration 7: (EM) log likelihood = -32521.054
Iteration 8: (EM) log likelihood = -32041.651
Iteration 9: (EM) log likelihood = -31605.402
Iteration 10: (EM) log likelihood = -31223.9
Iteration 11: (EM) log likelihood = -30899.249
Iteration 12: (EM) log likelihood = -30626.212
Iteration 13: (EM) log likelihood = -30395.324
Iteration 14: (EM) log likelihood = -30198.242
Iteration 15: (EM) log likelihood = -30033.37
Iteration 16: (EM) log likelihood = -29884.083
Iteration 17: (EM) log likelihood = -29752.345
Iteration 18: (EM) log likelihood = -29650.141
Iteration 19: (EM) log likelihood = -29561.103
Iteration 20: (EM) log likelihood = -29480.762
Iteration 21: (EM) log likelihood = -29411.609
Iteration 22: (EM) log likelihood = -29351.295
Iteration 23: (EM) log likelihood = -29297.122
Iteration 24: (EM) log likelihood = -29247.918
Iteration 25: (EM) log likelihood = -29207.953
Iteration 26: (EM) log likelihood = -29177.442
Iteration 27: (EM) log likelihood = -29153.095
Iteration 28: (EM) log likelihood = -29127.19
Iteration 29: (EM) log likelihood = -29104.149
Iteration 30: (EM) log likelihood = -29085.228
Iteration 31: (EM) log likelihood = -29067.932
Iteration 32: (EM) log likelihood = -29056.206
Iteration 33: (EM) log likelihood = -29046.705
Iteration 34: (EM) log likelihood = -29038.874
Iteration 35: (EM) log likelihood = -29030.814
Iteration 36: (EM) log likelihood = -29023.768
Iteration 37: (EM) log likelihood = -29013.919
Iteration 38: (EM) log likelihood = -29007.66
Iteration 39: (EM) log likelihood = -28997.785
Iteration 40: (EM) log likelihood = -28991.467
Iteration 41: (EM) log likelihood = -28985.105
Iteration 42: (EM) log likelihood = -28980.286
Iteration 43: (EM) log likelihood = -28975.027
Iteration 44: (EM) log likelihood = -28969.995
Iteration 45: (EM) log likelihood = -28965.023
Iteration 46: (EM) log likelihood = -28960.213
Iteration 47: (EM) log likelihood = -28954.59
Iteration 48: (EM) log likelihood = -28950.143
Iteration 49: (EM) log likelihood = -28945.717
Iteration 50: (EM) log likelihood = -28941.628
Iteration 51: (EM) log likelihood = -28937.402
Iteration 52: (EM) log likelihood = -28933.3
Iteration 53: (EM) log likelihood = -28929.024
Iteration 54: (EM) log likelihood = -28925.148
Iteration 55: (EM) log likelihood = -28921.479
Iteration 56: (EM) log likelihood = -28917.624
Iteration 57: (EM) log likelihood = -28914.242
Iteration 58: (EM) log likelihood = -28910.911
Iteration 59: (EM) log likelihood = -28907.508
Iteration 60: (EM) log likelihood = -28904.242
Iteration 61: (EM) log likelihood = -28901.127
Iteration 62: (EM) log likelihood = -28896.829
Iteration 63: (EM) log likelihood = -28893.323
Iteration 64: (EM) log likelihood = -28889.862
Iteration 65: (EM) log likelihood = -28886.256
Iteration 66: (EM) log likelihood = -28882.732
Iteration 67: (EM) log likelihood = -28878.855
Iteration 68: (EM) log likelihood = -28874.655
Iteration 69: (EM) log likelihood = -28870.991
Iteration 70: (EM) log likelihood = -28866.616
Iteration 71: (EM) log likelihood = -28862.707
Iteration 72: (EM) log likelihood = -28858.392
Iteration 73: (EM) log likelihood = -28854.352
Iteration 74: (EM) log likelihood = -28851.171
Iteration 75: (EM) log likelihood = -28847.416
Iteration 76: (EM) log likelihood = -28843.346
Iteration 77: (EM) log likelihood = -28839.586
Iteration 78: (EM) log likelihood = -28836.154
Iteration 79: (EM) log likelihood = -28832.197
Iteration 80: (EM) log likelihood = -28829.66
Iteration 81: (EM) log likelihood = -28827.02
Iteration 82: (EM) log likelihood = -28823.386
Iteration 83: (EM) log likelihood = -28819.739
Iteration 84: (EM) log likelihood = -28816.795
Iteration 85: (EM) log likelihood = -28814.828
Iteration 86: (EM) log likelihood = -28811.944
Iteration 87: (EM) log likelihood = -28808.907
Iteration 88: (EM) log likelihood = -28804.98
Iteration 89: (EM) log likelihood = -28802.661
Iteration 90: (EM) log likelihood = -28799.014
Iteration 91: (EM) log likelihood = -28796.693
Iteration 92: (EM) log likelihood = -28794.307
Iteration 93: (EM) log likelihood = -28790.073
Iteration 94: (EM) log likelihood = -28785.992
Iteration 95: (EM) log likelihood = -28783.409
Iteration 96: (EM) log likelihood = -28780.842
Iteration 97: (EM) log likelihood = -28777.357
Iteration 98: (EM) log likelihood = -28775.191
Iteration 99: (EM) log likelihood = -28772.968
Iteration 100: (EM) log likelihood = -28770.931
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8716.8237
Iteration 1: (class) log likelihood = -8716.8237
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30729.67
Iteration 1: (outcome) log likelihood = -29206.943
Iteration 2: (outcome) log likelihood = -28835.197
Iteration 3: (outcome) log likelihood = -28798.828
Iteration 4: (outcome) log likelihood = -28756.379
Iteration 5: (outcome) log likelihood = -28750.726
Iteration 6: (outcome) log likelihood = -28749.259
Iteration 7: (outcome) log likelihood = -28748.945
Iteration 8: (outcome) log likelihood = -28748.871 (not concave)
Iteration 9: (outcome) log likelihood = -28748.871 (not concave)
Iteration 10: (outcome) log likelihood = -28748.87 (not concave)
Iteration 11: (outcome) log likelihood = -28748.87 (not concave)
Iteration 12: (outcome) log likelihood = -28748.87 (not concave)
Iteration 13: (outcome) log likelihood = -28748.87 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37376.114
Iteration 1: (EM) log likelihood = -37058.918
Iteration 2: (EM) log likelihood = -36336.781
Iteration 3: (EM) log likelihood = -35135.278
Iteration 4: (EM) log likelihood = -33984.739
Iteration 5: (EM) log likelihood = -33148.662
Iteration 6: (EM) log likelihood = -32533.712
Iteration 7: (EM) log likelihood = -32068.609
Iteration 8: (EM) log likelihood = -31701.832
Iteration 9: (EM) log likelihood = -31413.495
Iteration 10: (EM) log likelihood = -31186.769
Iteration 11: (EM) log likelihood = -31006.689
Iteration 12: (EM) log likelihood = -30847.616
Iteration 13: (EM) log likelihood = -30704.557
Iteration 14: (EM) log likelihood = -30577.966
Iteration 15: (EM) log likelihood = -30459.115
Iteration 16: (EM) log likelihood = -30346.906
Iteration 17: (EM) log likelihood = -30239.867
Iteration 18: (EM) log likelihood = -30132.705
Iteration 19: (EM) log likelihood = -30025.264
Iteration 20: (EM) log likelihood = -29918.893
Iteration 21: (EM) log likelihood = -29818.048
Iteration 22: (EM) log likelihood = -29722.162
Iteration 23: (EM) log likelihood = -29637.16
Iteration 24: (EM) log likelihood = -29564.398
Iteration 25: (EM) log likelihood = -29499.162
Iteration 26: (EM) log likelihood = -29442.257
Iteration 27: (EM) log likelihood = -29392.718
Iteration 28: (EM) log likelihood = -29347.194
Iteration 29: (EM) log likelihood = -29307.665
Iteration 30: (EM) log likelihood = -29270.831
Iteration 31: (EM) log likelihood = -29236.028
Iteration 32: (EM) log likelihood = -29204.604
Iteration 33: (EM) log likelihood = -29174.448
Iteration 34: (EM) log likelihood = -29146.199
Iteration 35: (EM) log likelihood = -29121.113
Iteration 36: (EM) log likelihood = -29097.381
Iteration 37: (EM) log likelihood = -29075.74
Iteration 38: (EM) log likelihood = -29056.761
Iteration 39: (EM) log likelihood = -29037.764
Iteration 40: (EM) log likelihood = -29017.872
Iteration 41: (EM) log likelihood = -28999.847
Iteration 42: (EM) log likelihood = -28979.688
Iteration 43: (EM) log likelihood = -28962.914
Iteration 44: (EM) log likelihood = -28945.951
Iteration 45: (EM) log likelihood = -28931.089
Iteration 46: (EM) log likelihood = -28918.084
Iteration 47: (EM) log likelihood = -28904.743
Iteration 48: (EM) log likelihood = -28890.515
Iteration 49: (EM) log likelihood = -28875.782
Iteration 50: (EM) log likelihood = -28863.26
Iteration 51: (EM) log likelihood = -28849.923
Iteration 52: (EM) log likelihood = -28838.657
Iteration 53: (EM) log likelihood = -28827.078
Iteration 54: (EM) log likelihood = -28816.412
Iteration 55: (EM) log likelihood = -28802.987
Iteration 56: (EM) log likelihood = -28791.645
Iteration 57: (EM) log likelihood = -28779.968
Iteration 58: (EM) log likelihood = -28768.569
Iteration 59: (EM) log likelihood = -28758.265
Iteration 60: (EM) log likelihood = -28747.887
Iteration 61: (EM) log likelihood = -28738.176
Iteration 62: (EM) log likelihood = -28728.883
Iteration 63: (EM) log likelihood = -28719.973
Iteration 64: (EM) log likelihood = -28712.577
Iteration 65: (EM) log likelihood = -28703.778
Iteration 66: (EM) log likelihood = -28695.694
Iteration 67: (EM) log likelihood = -28685.733
Iteration 68: (EM) log likelihood = -28677.945
Iteration 69: (EM) log likelihood = -28667.436
Iteration 70: (EM) log likelihood = -28657.314
Iteration 71: (EM) log likelihood = -28647.469
Iteration 72: (EM) log likelihood = -28637.889
Iteration 73: (EM) log likelihood = -28629.125
Iteration 74: (EM) log likelihood = -28620.181
Iteration 75: (EM) log likelihood = -28611.967
Iteration 76: (EM) log likelihood = -28603.919
Iteration 77: (EM) log likelihood = -28596.32
Iteration 78: (EM) log likelihood = -28588.515
Iteration 79: (EM) log likelihood = -28581.143
Iteration 80: (EM) log likelihood = -28573.037
Iteration 81: (EM) log likelihood = -28565.253
Iteration 82: (EM) log likelihood = -28557.561
Iteration 83: (EM) log likelihood = -28546.519
Iteration 84: (EM) log likelihood = -28540.378
Iteration 85: (EM) log likelihood = -28533.422
Iteration 86: (EM) log likelihood = -28527.117
Iteration 87: (EM) log likelihood = -28519.656
Iteration 88: (EM) log likelihood = -28513.086
Iteration 89: (EM) log likelihood = -28506.147
Iteration 90: (EM) log likelihood = -28498.752
Iteration 91: (EM) log likelihood = -28492.173
Iteration 92: (EM) log likelihood = -28483.052
Iteration 93: (EM) log likelihood = -28477.216
Iteration 94: (EM) log likelihood = -28473.699
Iteration 95: (EM) log likelihood = -28467.954
Iteration 96: (EM) log likelihood = -28463.9
Iteration 97: (EM) log likelihood = -28458.718
Iteration 98: (EM) log likelihood = -28454.72
Iteration 99: (EM) log likelihood = -28451.558
Iteration 100: (EM) log likelihood = -28448.307
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.2221
Iteration 1: (class) log likelihood = -8722.2221
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29980.175
Iteration 1: (outcome) log likelihood = -29090.687
Iteration 2: (outcome) log likelihood = -28814.01
Iteration 3: (outcome) log likelihood = -28766.303
Iteration 4: (outcome) log likelihood = -28758.342
Iteration 5: (outcome) log likelihood = -28756.653
Iteration 6: (outcome) log likelihood = -28756.233
Iteration 7: (outcome) log likelihood = -28756.152
Iteration 8: (outcome) log likelihood = -28756.139
Iteration 9: (outcome) log likelihood = -28756.135
Iteration 10: (outcome) log likelihood = -28756.135 (not concave)
Iteration 11: (outcome) log likelihood = -28756.135 (not concave)
Iteration 12: (outcome) log likelihood = -28756.135 (not concave)
Iteration 13: (outcome) log likelihood = -28756.135 (not concave)
Iteration 14: (outcome) log likelihood = -28756.135 (not concave)
Iteration 15: (outcome) log likelihood = -28756.135 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37363.984
Iteration 1: (EM) log likelihood = -36972.387
Iteration 2: (EM) log likelihood = -35952.013
Iteration 3: (EM) log likelihood = -34678.554
Iteration 4: (EM) log likelihood = -33745.751
Iteration 5: (EM) log likelihood = -33050.16
Iteration 6: (EM) log likelihood = -32493.401
Iteration 7: (EM) log likelihood = -32076.325
Iteration 8: (EM) log likelihood = -31767.776
Iteration 9: (EM) log likelihood = -31523.713
Iteration 10: (EM) log likelihood = -31305.934
Iteration 11: (EM) log likelihood = -31091.789
Iteration 12: (EM) log likelihood = -30872.002
Iteration 13: (EM) log likelihood = -30672.26
Iteration 14: (EM) log likelihood = -30486.502
Iteration 15: (EM) log likelihood = -30315.988
Iteration 16: (EM) log likelihood = -30160.28
Iteration 17: (EM) log likelihood = -30022.643
Iteration 18: (EM) log likelihood = -29898.903
Iteration 19: (EM) log likelihood = -29788.326
Iteration 20: (EM) log likelihood = -29693.702
Iteration 21: (EM) log likelihood = -29613.903
Iteration 22: (EM) log likelihood = -29545.199
Iteration 23: (EM) log likelihood = -29482.795
Iteration 24: (EM) log likelihood = -29431.212
Iteration 25: (EM) log likelihood = -29382.441
Iteration 26: (EM) log likelihood = -29337.399
Iteration 27: (EM) log likelihood = -29300.342
Iteration 28: (EM) log likelihood = -29265.889
Iteration 29: (EM) log likelihood = -29229.885
Iteration 30: (EM) log likelihood = -29195.539
Iteration 31: (EM) log likelihood = -29166.563
Iteration 32: (EM) log likelihood = -29138.157
Iteration 33: (EM) log likelihood = -29111.367
Iteration 34: (EM) log likelihood = -29084.894
Iteration 35: (EM) log likelihood = -29059.446
Iteration 36: (EM) log likelihood = -29036.813
Iteration 37: (EM) log likelihood = -29015.129
Iteration 38: (EM) log likelihood = -28993.542
Iteration 39: (EM) log likelihood = -28974.801
Iteration 40: (EM) log likelihood = -28954.132
Iteration 41: (EM) log likelihood = -28936.956
Iteration 42: (EM) log likelihood = -28921.727
Iteration 43: (EM) log likelihood = -28908.508
Iteration 44: (EM) log likelihood = -28893.72
Iteration 45: (EM) log likelihood = -28881.191
Iteration 46: (EM) log likelihood = -28870.858
Iteration 47: (EM) log likelihood = -28861.604
Iteration 48: (EM) log likelihood = -28854.159
Iteration 49: (EM) log likelihood = -28845.661
Iteration 50: (EM) log likelihood = -28836.522
Iteration 51: (EM) log likelihood = -28829.627
Iteration 52: (EM) log likelihood = -28821.858
Iteration 53: (EM) log likelihood = -28815.239
Iteration 54: (EM) log likelihood = -28808.15
Iteration 55: (EM) log likelihood = -28800.449
Iteration 56: (EM) log likelihood = -28793.117
Iteration 57: (EM) log likelihood = -28785.057
Iteration 58: (EM) log likelihood = -28777.966
Iteration 59: (EM) log likelihood = -28769.785
Iteration 60: (EM) log likelihood = -28762.599
Iteration 61: (EM) log likelihood = -28756.716
Iteration 62: (EM) log likelihood = -28748.489
Iteration 63: (EM) log likelihood = -28741.061
Iteration 64: (EM) log likelihood = -28734.993
Iteration 65: (EM) log likelihood = -28729.501
Iteration 66: (EM) log likelihood = -28723.984
Iteration 67: (EM) log likelihood = -28718.622
Iteration 68: (EM) log likelihood = -28712.981
Iteration 69: (EM) log likelihood = -28707.55
Iteration 70: (EM) log likelihood = -28702.929
Iteration 71: (EM) log likelihood = -28698.597
Iteration 72: (EM) log likelihood = -28694.302
Iteration 73: (EM) log likelihood = -28690.687
Iteration 74: (EM) log likelihood = -28687.117
Iteration 75: (EM) log likelihood = -28683.736
Iteration 76: (EM) log likelihood = -28680.721
Iteration 77: (EM) log likelihood = -28678.084
Iteration 78: (EM) log likelihood = -28675.279
Iteration 79: (EM) log likelihood = -28672.023
Iteration 80: (EM) log likelihood = -28668.421
Iteration 81: (EM) log likelihood = -28665.433
Iteration 82: (EM) log likelihood = -28662.724
Iteration 83: (EM) log likelihood = -28658.925
Iteration 84: (EM) log likelihood = -28655.41
Iteration 85: (EM) log likelihood = -28652.572
Iteration 86: (EM) log likelihood = -28650.15
Iteration 87: (EM) log likelihood = -28648.026
Iteration 88: (EM) log likelihood = -28646.031
Iteration 89: (EM) log likelihood = -28644.061
Iteration 90: (EM) log likelihood = -28642.035
Iteration 91: (EM) log likelihood = -28639.931
Iteration 92: (EM) log likelihood = -28637.759
Iteration 93: (EM) log likelihood = -28636.224
Iteration 94: (EM) log likelihood = -28634.421
Iteration 95: (EM) log likelihood = -28632.918
Iteration 96: (EM) log likelihood = -28630.82
Iteration 97: (EM) log likelihood = -28629.476
Iteration 98: (EM) log likelihood = -28628.17
Iteration 99: (EM) log likelihood = -28626.819
Iteration 100: (EM) log likelihood = -28625.237
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.792
Iteration 1: (class) log likelihood = -8721.792
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30230.083
Iteration 1: (outcome) log likelihood = -29151.717
Iteration 2: (outcome) log likelihood = -28807.618
Iteration 3: (outcome) log likelihood = -28756.759
Iteration 4: (outcome) log likelihood = -28747.148
Iteration 5: (outcome) log likelihood = -28745.276
Iteration 6: (outcome) log likelihood = -28744.935
Iteration 7: (outcome) log likelihood = -28744.858
Iteration 8: (outcome) log likelihood = -28744.839
Iteration 9: (outcome) log likelihood = -28744.835
Iteration 10: (outcome) log likelihood = -28744.835 (not concave)
Iteration 11: (outcome) log likelihood = -28744.835 (not concave)
Iteration 12: (outcome) log likelihood = -28744.835 (not concave)
Iteration 13: (outcome) log likelihood = -28744.835 (not concave)
Iteration 14: (outcome) log likelihood = -28744.835 (not concave)
Iteration 15: (outcome) log likelihood = -28744.835 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37371.195
Iteration 1: (EM) log likelihood = -37006.081
Iteration 2: (EM) log likelihood = -36014.747
Iteration 3: (EM) log likelihood = -34642.905
Iteration 4: (EM) log likelihood = -33659.995
Iteration 5: (EM) log likelihood = -32999.63
Iteration 6: (EM) log likelihood = -32482.808
Iteration 7: (EM) log likelihood = -32045.034
Iteration 8: (EM) log likelihood = -31661.296
Iteration 9: (EM) log likelihood = -31314.327
Iteration 10: (EM) log likelihood = -31005.415
Iteration 11: (EM) log likelihood = -30735.505
Iteration 12: (EM) log likelihood = -30506.658
Iteration 13: (EM) log likelihood = -30315.192
Iteration 14: (EM) log likelihood = -30152.681
Iteration 15: (EM) log likelihood = -30011.988
Iteration 16: (EM) log likelihood = -29892.179
Iteration 17: (EM) log likelihood = -29790.452
Iteration 18: (EM) log likelihood = -29704.488
Iteration 19: (EM) log likelihood = -29630.903
Iteration 20: (EM) log likelihood = -29561.889
Iteration 21: (EM) log likelihood = -29506.1
Iteration 22: (EM) log likelihood = -29454.464
Iteration 23: (EM) log likelihood = -29407.523
Iteration 24: (EM) log likelihood = -29361.307
Iteration 25: (EM) log likelihood = -29319.235
Iteration 26: (EM) log likelihood = -29281.801
Iteration 27: (EM) log likelihood = -29251.314
Iteration 28: (EM) log likelihood = -29222.244
Iteration 29: (EM) log likelihood = -29197.741
Iteration 30: (EM) log likelihood = -29174.305
Iteration 31: (EM) log likelihood = -29152.132
Iteration 32: (EM) log likelihood = -29123.601
Iteration 33: (EM) log likelihood = -29101.737
Iteration 34: (EM) log likelihood = -29082.153
Iteration 35: (EM) log likelihood = -29063.606
Iteration 36: (EM) log likelihood = -29044.692
Iteration 37: (EM) log likelihood = -29015.392
Iteration 38: (EM) log likelihood = -28996.936
Iteration 39: (EM) log likelihood = -28979.024
Iteration 40: (EM) log likelihood = -28959.728
Iteration 41: (EM) log likelihood = -28935.413
Iteration 42: (EM) log likelihood = -28915.735
Iteration 43: (EM) log likelihood = -28896.928
Iteration 44: (EM) log likelihood = -28873.738
Iteration 45: (EM) log likelihood = -28858.093
Iteration 46: (EM) log likelihood = -28843.035
Iteration 47: (EM) log likelihood = -28830.19
Iteration 48: (EM) log likelihood = -28816.409
Iteration 49: (EM) log likelihood = -28801.182
Iteration 50: (EM) log likelihood = -28787.667
Iteration 51: (EM) log likelihood = -28775.398
Iteration 52: (EM) log likelihood = -28759.957
Iteration 53: (EM) log likelihood = -28747.458
Iteration 54: (EM) log likelihood = -28735.847
Iteration 55: (EM) log likelihood = -28724.042
Iteration 56: (EM) log likelihood = -28715.751
Iteration 57: (EM) log likelihood = -28704.689
Iteration 58: (EM) log likelihood = -28693.488
Iteration 59: (EM) log likelihood = -28684.67
Iteration 60: (EM) log likelihood = -28666.561
Iteration 61: (EM) log likelihood = -28657.6
Iteration 62: (EM) log likelihood = -28650.701
Iteration 63: (EM) log likelihood = -28643.942
Iteration 64: (EM) log likelihood = -28639.15
Iteration 65: (EM) log likelihood = -28633.193
Iteration 66: (EM) log likelihood = -28628.297
Iteration 67: (EM) log likelihood = -28622.83
Iteration 68: (EM) log likelihood = -28617.838
Iteration 69: (EM) log likelihood = -28611.869
Iteration 70: (EM) log likelihood = -28606.873
Iteration 71: (EM) log likelihood = -28600.923
Iteration 72: (EM) log likelihood = -28594.611
Iteration 73: (EM) log likelihood = -28588.508
Iteration 74: (EM) log likelihood = -28583.515
Iteration 75: (EM) log likelihood = -28577.293
Iteration 76: (EM) log likelihood = -28567.583
Iteration 77: (EM) log likelihood = -28561.055
Iteration 78: (EM) log likelihood = -28555.565
Iteration 79: (EM) log likelihood = -28550.967
Iteration 80: (EM) log likelihood = -28546.124
Iteration 81: (EM) log likelihood = -28541.265
Iteration 82: (EM) log likelihood = -28536.845
Iteration 83: (EM) log likelihood = -28534.034
Iteration 84: (EM) log likelihood = -28530.643
Iteration 85: (EM) log likelihood = -28526.148
Iteration 86: (EM) log likelihood = -28521.827
Iteration 87: (EM) log likelihood = -28516.805
Iteration 88: (EM) log likelihood = -28512.347
Iteration 89: (EM) log likelihood = -28509.386
Iteration 90: (EM) log likelihood = -28503.512
Iteration 91: (EM) log likelihood = -28499.349
Iteration 92: (EM) log likelihood = -28495.493
Iteration 93: (EM) log likelihood = -28492.246
Iteration 94: (EM) log likelihood = -28488.335
Iteration 95: (EM) log likelihood = -28485.413
Iteration 96: (EM) log likelihood = -28482.473
Iteration 97: (EM) log likelihood = -28480.201
Iteration 98: (EM) log likelihood = -28476.545
Iteration 99: (EM) log likelihood = -28474.187
Iteration 100: (EM) log likelihood = -28472.023
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.8702
Iteration 1: (class) log likelihood = -8720.8702
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30614.812
Iteration 1: (outcome) log likelihood = -29130.26
Iteration 2: (outcome) log likelihood = -28774.914
Iteration 3: (outcome) log likelihood = -28711.761
Iteration 4: (outcome) log likelihood = -28699.748
Iteration 5: (outcome) log likelihood = -28696.923
Iteration 6: (outcome) log likelihood = -28696.324
Iteration 7: (outcome) log likelihood = -28696.198
Iteration 8: (outcome) log likelihood = -28696.169
Iteration 9: (outcome) log likelihood = -28696.162
Iteration 10: (outcome) log likelihood = -28696.161 (not concave)
Iteration 11: (outcome) log likelihood = -28696.161 (not concave)
Iteration 12: (outcome) log likelihood = -28696.161 (not concave)
Iteration 13: (outcome) log likelihood = -28696.161 (not concave)
Iteration 14: (outcome) log likelihood = -28696.161 (not concave)
Iteration 15: (outcome) log likelihood = -28696.161 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37282.049
Iteration 1: (EM) log likelihood = -36939.032
Iteration 2: (EM) log likelihood = -36259.509
Iteration 3: (EM) log likelihood = -35169.855
Iteration 4: (EM) log likelihood = -34016.507
Iteration 5: (EM) log likelihood = -33073.561
Iteration 6: (EM) log likelihood = -32329.918
Iteration 7: (EM) log likelihood = -31742.671
Iteration 8: (EM) log likelihood = -31289.791
Iteration 9: (EM) log likelihood = -30939.766
Iteration 10: (EM) log likelihood = -30667.933
Iteration 11: (EM) log likelihood = -30450.881
Iteration 12: (EM) log likelihood = -30264.119
Iteration 13: (EM) log likelihood = -30096.876
Iteration 14: (EM) log likelihood = -29950.005
Iteration 15: (EM) log likelihood = -29817.009
Iteration 16: (EM) log likelihood = -29695.536
Iteration 17: (EM) log likelihood = -29584.649
Iteration 18: (EM) log likelihood = -29493.988
Iteration 19: (EM) log likelihood = -29424.775
Iteration 20: (EM) log likelihood = -29365.247
Iteration 21: (EM) log likelihood = -29317.975
Iteration 22: (EM) log likelihood = -29279.394
Iteration 23: (EM) log likelihood = -29246.327
Iteration 24: (EM) log likelihood = -29214.092
Iteration 25: (EM) log likelihood = -29192.358
Iteration 26: (EM) log likelihood = -29174.635
Iteration 27: (EM) log likelihood = -29156.246
Iteration 28: (EM) log likelihood = -29130.576
Iteration 29: (EM) log likelihood = -29118.343
Iteration 30: (EM) log likelihood = -29104.539
Iteration 31: (EM) log likelihood = -29078.983
Iteration 32: (EM) log likelihood = -29065.921
Iteration 33: (EM) log likelihood = -29054.741
Iteration 34: (EM) log likelihood = -29043.757
Iteration 35: (EM) log likelihood = -29030.294
Iteration 36: (EM) log likelihood = -29020.078
Iteration 37: (EM) log likelihood = -29011.96
Iteration 38: (EM) log likelihood = -29001.407
Iteration 39: (EM) log likelihood = -28994.043
Iteration 40: (EM) log likelihood = -28985.56
Iteration 41: (EM) log likelihood = -28976.444
Iteration 42: (EM) log likelihood = -28960.144
Iteration 43: (EM) log likelihood = -28952.108
Iteration 44: (EM) log likelihood = -28943.662
Iteration 45: (EM) log likelihood = -28935.582
Iteration 46: (EM) log likelihood = -28925.698
Iteration 47: (EM) log likelihood = -28910.824
Iteration 48: (EM) log likelihood = -28902.934
Iteration 49: (EM) log likelihood = -28886.726
Iteration 50: (EM) log likelihood = -28878.825
Iteration 51: (EM) log likelihood = -28873.329
Iteration 52: (EM) log likelihood = -28866.668
Iteration 53: (EM) log likelihood = -28860.316
Iteration 54: (EM) log likelihood = -28854.075
Iteration 55: (EM) log likelihood = -28846.51
Iteration 56: (EM) log likelihood = -28841.457
Iteration 57: (EM) log likelihood = -28834.294
Iteration 58: (EM) log likelihood = -28829.162
Iteration 59: (EM) log likelihood = -28823.366
Iteration 60: (EM) log likelihood = -28816.866
Iteration 61: (EM) log likelihood = -28811.12
Iteration 62: (EM) log likelihood = -28807.442
Iteration 63: (EM) log likelihood = -28802.74
Iteration 64: (EM) log likelihood = -28798.826
Iteration 65: (EM) log likelihood = -28793.167
Iteration 66: (EM) log likelihood = -28788.242
Iteration 67: (EM) log likelihood = -28781.777
Iteration 68: (EM) log likelihood = -28771.218
Iteration 69: (EM) log likelihood = -28766.16
Iteration 70: (EM) log likelihood = -28761.951
Iteration 71: (EM) log likelihood = -28756.402
Iteration 72: (EM) log likelihood = -28752.951
Iteration 73: (EM) log likelihood = -28748.963
Iteration 74: (EM) log likelihood = -28744.299
Iteration 75: (EM) log likelihood = -28738.051
Iteration 76: (EM) log likelihood = -28732.373
Iteration 77: (EM) log likelihood = -28725.242
Iteration 78: (EM) log likelihood = -28721.398
Iteration 79: (EM) log likelihood = -28717.077
Iteration 80: (EM) log likelihood = -28712.808
Iteration 81: (EM) log likelihood = -28708.521
Iteration 82: (EM) log likelihood = -28704.927
Iteration 83: (EM) log likelihood = -28701.829
Iteration 84: (EM) log likelihood = -28698.858
Iteration 85: (EM) log likelihood = -28694.058
Iteration 86: (EM) log likelihood = -28691.571
Iteration 87: (EM) log likelihood = -28687.465
Iteration 88: (EM) log likelihood = -28682.565
Iteration 89: (EM) log likelihood = -28678.708
Iteration 90: (EM) log likelihood = -28673.945
Iteration 91: (EM) log likelihood = -28669.41
Iteration 92: (EM) log likelihood = -28665.529
Iteration 93: (EM) log likelihood = -28661.847
Iteration 94: (EM) log likelihood = -28657.916
Iteration 95: (EM) log likelihood = -28649.282
Iteration 96: (EM) log likelihood = -28647.134
Iteration 97: (EM) log likelihood = -28644.311
Iteration 98: (EM) log likelihood = -28639.265
Iteration 99: (EM) log likelihood = -28636.195
Iteration 100: (EM) log likelihood = -28633.343
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8718.393
Iteration 1: (class) log likelihood = -8718.393
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30136.122
Iteration 1: (outcome) log likelihood = -29065.458
Iteration 2: (outcome) log likelihood = -28798.698
Iteration 3: (outcome) log likelihood = -28743.187
Iteration 4: (outcome) log likelihood = -28734.299
Iteration 5: (outcome) log likelihood = -28732.168
Iteration 6: (outcome) log likelihood = -28731.751
Iteration 7: (outcome) log likelihood = -28731.68
Iteration 8: (outcome) log likelihood = -28731.67
Iteration 9: (outcome) log likelihood = -28731.67 (not concave)
Iteration 10: (outcome) log likelihood = -28731.67 (not concave)
Iteration 11: (outcome) log likelihood = -28731.67 (not concave)
Iteration 12: (outcome) log likelihood = -28731.67 (not concave)
Iteration 13: (outcome) log likelihood = -28731.67 (not concave)
Iteration 14: (outcome) log likelihood = -28731.67 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37343.987
Iteration 1: (EM) log likelihood = -37093.219
Iteration 2: (EM) log likelihood = -36517.556
Iteration 3: (EM) log likelihood = -35480.067
Iteration 4: (EM) log likelihood = -34347.6
Iteration 5: (EM) log likelihood = -33438.048
Iteration 6: (EM) log likelihood = -32730.82
Iteration 7: (EM) log likelihood = -32155.844
Iteration 8: (EM) log likelihood = -31701.425
Iteration 9: (EM) log likelihood = -31344.129
Iteration 10: (EM) log likelihood = -31051.169
Iteration 11: (EM) log likelihood = -30801.75
Iteration 12: (EM) log likelihood = -30588.947
Iteration 13: (EM) log likelihood = -30405.978
Iteration 14: (EM) log likelihood = -30246.069
Iteration 15: (EM) log likelihood = -30100.822
Iteration 16: (EM) log likelihood = -29970.303
Iteration 17: (EM) log likelihood = -29848.525
Iteration 18: (EM) log likelihood = -29737.299
Iteration 19: (EM) log likelihood = -29636.101
Iteration 20: (EM) log likelihood = -29548.86
Iteration 21: (EM) log likelihood = -29474.866
Iteration 22: (EM) log likelihood = -29410.798
Iteration 23: (EM) log likelihood = -29346.48
Iteration 24: (EM) log likelihood = -29299.957
Iteration 25: (EM) log likelihood = -29261.528
Iteration 26: (EM) log likelihood = -29226.563
Iteration 27: (EM) log likelihood = -29199.346
Iteration 28: (EM) log likelihood = -29173.944
Iteration 29: (EM) log likelihood = -29153.709
Iteration 30: (EM) log likelihood = -29139.01
Iteration 31: (EM) log likelihood = -29124.481
Iteration 32: (EM) log likelihood = -29114.278
Iteration 33: (EM) log likelihood = -29104.136
Iteration 34: (EM) log likelihood = -29088.345
Iteration 35: (EM) log likelihood = -29078.006
Iteration 36: (EM) log likelihood = -29070.039
Iteration 37: (EM) log likelihood = -29062.206
Iteration 38: (EM) log likelihood = -29054.788
Iteration 39: (EM) log likelihood = -29043.561
Iteration 40: (EM) log likelihood = -29037.523
Iteration 41: (EM) log likelihood = -29030.423
Iteration 42: (EM) log likelihood = -29023.684
Iteration 43: (EM) log likelihood = -29014.319
Iteration 44: (EM) log likelihood = -28999.714
Iteration 45: (EM) log likelihood = -28987.12
Iteration 46: (EM) log likelihood = -28974.152
Iteration 47: (EM) log likelihood = -28959.804
Iteration 48: (EM) log likelihood = -28946.124
Iteration 49: (EM) log likelihood = -28933.179
Iteration 50: (EM) log likelihood = -28923.275
Iteration 51: (EM) log likelihood = -28912.649
Iteration 52: (EM) log likelihood = -28904.397
Iteration 53: (EM) log likelihood = -28895.114
Iteration 54: (EM) log likelihood = -28885.724
Iteration 55: (EM) log likelihood = -28877.624
Iteration 56: (EM) log likelihood = -28869.436
Iteration 57: (EM) log likelihood = -28865.062
Iteration 58: (EM) log likelihood = -28858.184
Iteration 59: (EM) log likelihood = -28852.521
Iteration 60: (EM) log likelihood = -28847.432
Iteration 61: (EM) log likelihood = -28843.424
Iteration 62: (EM) log likelihood = -28838.986
Iteration 63: (EM) log likelihood = -28833.833
Iteration 64: (EM) log likelihood = -28828.529
Iteration 65: (EM) log likelihood = -28826.739
Iteration 66: (EM) log likelihood = -28824.308
Iteration 67: (EM) log likelihood = -28821.27
Iteration 68: (EM) log likelihood = -28817.438
Iteration 69: (EM) log likelihood = -28813.442
Iteration 70: (EM) log likelihood = -28809.628
Iteration 71: (EM) log likelihood = -28807.226
Iteration 72: (EM) log likelihood = -28805.402
Iteration 73: (EM) log likelihood = -28803.319
Iteration 74: (EM) log likelihood = -28801.303
Iteration 75: (EM) log likelihood = -28799.671
Iteration 76: (EM) log likelihood = -28796.927
Iteration 77: (EM) log likelihood = -28795.535
Iteration 78: (EM) log likelihood = -28792.95
Iteration 79: (EM) log likelihood = -28790.353
Iteration 80: (EM) log likelihood = -28789.166
Iteration 81: (EM) log likelihood = -28787.985
Iteration 82: (EM) log likelihood = -28785.753
Iteration 83: (EM) log likelihood = -28784.797
Iteration 84: (EM) log likelihood = -28782.078
Iteration 85: (EM) log likelihood = -28779.477
Iteration 86: (EM) log likelihood = -28771.799
Iteration 87: (EM) log likelihood = -28768.633
Iteration 88: (EM) log likelihood = -28765.553
Iteration 89: (EM) log likelihood = -28765.783
Iteration 90: (EM) log likelihood = -28761.572
Iteration 91: (EM) log likelihood = -28759.323
Iteration 92: (EM) log likelihood = -28756.326
Iteration 93: (EM) log likelihood = -28753.451
Iteration 94: (EM) log likelihood = -28742.627
Iteration 95: (EM) log likelihood = -28740.621
Iteration 96: (EM) log likelihood = -28738.253
Iteration 97: (EM) log likelihood = -28736.205
Iteration 98: (EM) log likelihood = -28733.299
Iteration 99: (EM) log likelihood = -28725.879
Iteration 100: (EM) log likelihood = -28723.816
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.0469
Iteration 1: (class) log likelihood = -8721.0469
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31031.094
Iteration 1: (outcome) log likelihood = -29208.717
Iteration 2: (outcome) log likelihood = -28837.246
Iteration 3: (outcome) log likelihood = -28758.803
Iteration 4: (outcome) log likelihood = -28745.562
Iteration 5: (outcome) log likelihood = -28742.345
Iteration 6: (outcome) log likelihood = -28741.753
Iteration 7: (outcome) log likelihood = -28741.613
Iteration 8: (outcome) log likelihood = -28741.582
Iteration 9: (outcome) log likelihood = -28741.574
Iteration 10: (outcome) log likelihood = -28741.573 (not concave)
Iteration 11: (outcome) log likelihood = -28741.573 (not concave)
Iteration 12: (outcome) log likelihood = -28741.573 (not concave)
Iteration 13: (outcome) log likelihood = -28741.573 (not concave)
Iteration 14: (outcome) log likelihood = -28741.573 (not concave)
Iteration 15: (outcome) log likelihood = -28741.573 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37339.586
Iteration 1: (EM) log likelihood = -36979.332
Iteration 2: (EM) log likelihood = -36246.759
Iteration 3: (EM) log likelihood = -35139.11
Iteration 4: (EM) log likelihood = -34038.612
Iteration 5: (EM) log likelihood = -33143.434
Iteration 6: (EM) log likelihood = -32466.246
Iteration 7: (EM) log likelihood = -31958.754
Iteration 8: (EM) log likelihood = -31543.029
Iteration 9: (EM) log likelihood = -31179.174
Iteration 10: (EM) log likelihood = -30854.016
Iteration 11: (EM) log likelihood = -30570.72
Iteration 12: (EM) log likelihood = -30340.103
Iteration 13: (EM) log likelihood = -30154.478
Iteration 14: (EM) log likelihood = -30005.469
Iteration 15: (EM) log likelihood = -29886.152
Iteration 16: (EM) log likelihood = -29791.616
Iteration 17: (EM) log likelihood = -29709.05
Iteration 18: (EM) log likelihood = -29639.056
Iteration 19: (EM) log likelihood = -29576.509
Iteration 20: (EM) log likelihood = -29524.823
Iteration 21: (EM) log likelihood = -29473.031
Iteration 22: (EM) log likelihood = -29434.101
Iteration 23: (EM) log likelihood = -29398.324
Iteration 24: (EM) log likelihood = -29366.004
Iteration 25: (EM) log likelihood = -29337.779
Iteration 26: (EM) log likelihood = -29306.489
Iteration 27: (EM) log likelihood = -29279.103
Iteration 28: (EM) log likelihood = -29251.942
Iteration 29: (EM) log likelihood = -29231.866
Iteration 30: (EM) log likelihood = -29212.062
Iteration 31: (EM) log likelihood = -29194.329
Iteration 32: (EM) log likelihood = -29178.503
Iteration 33: (EM) log likelihood = -29163.724
Iteration 34: (EM) log likelihood = -29146.588
Iteration 35: (EM) log likelihood = -29128.982
Iteration 36: (EM) log likelihood = -29110.526
Iteration 37: (EM) log likelihood = -29090.883
Iteration 38: (EM) log likelihood = -29073.123
Iteration 39: (EM) log likelihood = -29056.988
Iteration 40: (EM) log likelihood = -29040.128
Iteration 41: (EM) log likelihood = -29023.867
Iteration 42: (EM) log likelihood = -29009.519
Iteration 43: (EM) log likelihood = -28994.034
Iteration 44: (EM) log likelihood = -28980.856
Iteration 45: (EM) log likelihood = -28966.708
Iteration 46: (EM) log likelihood = -28954.359
Iteration 47: (EM) log likelihood = -28941.699
Iteration 48: (EM) log likelihood = -28928.547
Iteration 49: (EM) log likelihood = -28915.448
Iteration 50: (EM) log likelihood = -28903.138
Iteration 51: (EM) log likelihood = -28888.811
Iteration 52: (EM) log likelihood = -28877.733
Iteration 53: (EM) log likelihood = -28866.266
Iteration 54: (EM) log likelihood = -28854.587
Iteration 55: (EM) log likelihood = -28844.891
Iteration 56: (EM) log likelihood = -28835.076
Iteration 57: (EM) log likelihood = -28826.205
Iteration 58: (EM) log likelihood = -28818.158
Iteration 59: (EM) log likelihood = -28809.468
Iteration 60: (EM) log likelihood = -28801.457
Iteration 61: (EM) log likelihood = -28795.285
Iteration 62: (EM) log likelihood = -28787.922
Iteration 63: (EM) log likelihood = -28782.03
Iteration 64: (EM) log likelihood = -28775.568
Iteration 65: (EM) log likelihood = -28768.95
Iteration 66: (EM) log likelihood = -28763.067
Iteration 67: (EM) log likelihood = -28757.744
Iteration 68: (EM) log likelihood = -28754.224
Iteration 69: (EM) log likelihood = -28745.851
Iteration 70: (EM) log likelihood = -28742.423
Iteration 71: (EM) log likelihood = -28737.987
Iteration 72: (EM) log likelihood = -28733.723
Iteration 73: (EM) log likelihood = -28729.822
Iteration 74: (EM) log likelihood = -28725.877
Iteration 75: (EM) log likelihood = -28722.479
Iteration 76: (EM) log likelihood = -28720.03
Iteration 77: (EM) log likelihood = -28720.033
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8718.0784
Iteration 1: (class) log likelihood = -8718.0784
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30523.223
Iteration 1: (outcome) log likelihood = -29085.397
Iteration 2: (outcome) log likelihood = -28781.448
Iteration 3: (outcome) log likelihood = -28722.276
Iteration 4: (outcome) log likelihood = -28710.418
Iteration 5: (outcome) log likelihood = -28707.521
Iteration 6: (outcome) log likelihood = -28706.923
Iteration 7: (outcome) log likelihood = -28706.795
Iteration 8: (outcome) log likelihood = -28706.766
Iteration 9: (outcome) log likelihood = -28706.759
Iteration 10: (outcome) log likelihood = -28706.758 (not concave)
Iteration 11: (outcome) log likelihood = -28706.758 (not concave)
Iteration 12: (outcome) log likelihood = -28706.758 (not concave)
Iteration 13: (outcome) log likelihood = -28706.758 (not concave)
Iteration 14: (outcome) log likelihood = -28706.758 (not concave)
Iteration 15: (outcome) log likelihood = -28706.758 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37331.323
Iteration 1: (EM) log likelihood = -37030.613
Iteration 2: (EM) log likelihood = -36305.26
Iteration 3: (EM) log likelihood = -35143.899
Iteration 4: (EM) log likelihood = -34047.477
Iteration 5: (EM) log likelihood = -33248.672
Iteration 6: (EM) log likelihood = -32635.557
Iteration 7: (EM) log likelihood = -32122.46
Iteration 8: (EM) log likelihood = -31685.566
Iteration 9: (EM) log likelihood = -31314.972
Iteration 10: (EM) log likelihood = -30996.214
Iteration 11: (EM) log likelihood = -30724.474
Iteration 12: (EM) log likelihood = -30500.425
Iteration 13: (EM) log likelihood = -30315.507
Iteration 14: (EM) log likelihood = -30160.734
Iteration 15: (EM) log likelihood = -30028.03
Iteration 16: (EM) log likelihood = -29911.501
Iteration 17: (EM) log likelihood = -29815.83
Iteration 18: (EM) log likelihood = -29731.119
Iteration 19: (EM) log likelihood = -29659.913
Iteration 20: (EM) log likelihood = -29591.826
Iteration 21: (EM) log likelihood = -29537.14
Iteration 22: (EM) log likelihood = -29486.409
Iteration 23: (EM) log likelihood = -29440.736
Iteration 24: (EM) log likelihood = -29396.093
Iteration 25: (EM) log likelihood = -29347.365
Iteration 26: (EM) log likelihood = -29300.78
Iteration 27: (EM) log likelihood = -29258.023
Iteration 28: (EM) log likelihood = -29215.414
Iteration 29: (EM) log likelihood = -29175.433
Iteration 30: (EM) log likelihood = -29136.361
Iteration 31: (EM) log likelihood = -29097.575
Iteration 32: (EM) log likelihood = -29061.15
Iteration 33: (EM) log likelihood = -29030.089
Iteration 34: (EM) log likelihood = -29001.234
Iteration 35: (EM) log likelihood = -28974.663
Iteration 36: (EM) log likelihood = -28950.131
Iteration 37: (EM) log likelihood = -28925.929
Iteration 38: (EM) log likelihood = -28903.44
Iteration 39: (EM) log likelihood = -28877.623
Iteration 40: (EM) log likelihood = -28855.943
Iteration 41: (EM) log likelihood = -28835.643
Iteration 42: (EM) log likelihood = -28818.26
Iteration 43: (EM) log likelihood = -28801.591
Iteration 44: (EM) log likelihood = -28784.755
Iteration 45: (EM) log likelihood = -28769.702
Iteration 46: (EM) log likelihood = -28754.987
Iteration 47: (EM) log likelihood = -28740.076
Iteration 48: (EM) log likelihood = -28725.702
Iteration 49: (EM) log likelihood = -28711.348
Iteration 50: (EM) log likelihood = -28698.746
Iteration 51: (EM) log likelihood = -28687.192
Iteration 52: (EM) log likelihood = -28675.878
Iteration 53: (EM) log likelihood = -28663.59
Iteration 54: (EM) log likelihood = -28652.006
Iteration 55: (EM) log likelihood = -28641.042
Iteration 56: (EM) log likelihood = -28632.103
Iteration 57: (EM) log likelihood = -28623.624
Iteration 58: (EM) log likelihood = -28614.366
Iteration 59: (EM) log likelihood = -28606.939
Iteration 60: (EM) log likelihood = -28599.167
Iteration 61: (EM) log likelihood = -28588.627
Iteration 62: (EM) log likelihood = -28579.711
Iteration 63: (EM) log likelihood = -28571.992
Iteration 64: (EM) log likelihood = -28561.878
Iteration 65: (EM) log likelihood = -28551.909
Iteration 66: (EM) log likelihood = -28542.852
Iteration 67: (EM) log likelihood = -28536.31
Iteration 68: (EM) log likelihood = -28529.199
Iteration 69: (EM) log likelihood = -28522.108
Iteration 70: (EM) log likelihood = -28516.053
Iteration 71: (EM) log likelihood = -28510.109
Iteration 72: (EM) log likelihood = -28505.565
Iteration 73: (EM) log likelihood = -28501.314
Iteration 74: (EM) log likelihood = -28496.515
Iteration 75: (EM) log likelihood = -28491.156
Iteration 76: (EM) log likelihood = -28484.136
Iteration 77: (EM) log likelihood = -28478.228
Iteration 78: (EM) log likelihood = -28472.901
Iteration 79: (EM) log likelihood = -28467.985
Iteration 80: (EM) log likelihood = -28462.14
Iteration 81: (EM) log likelihood = -28458.976
Iteration 82: (EM) log likelihood = -28455.861
Iteration 83: (EM) log likelihood = -28451.426
Iteration 84: (EM) log likelihood = -28448.102
Iteration 85: (EM) log likelihood = -28445.796
Iteration 86: (EM) log likelihood = -28443.155
Iteration 87: (EM) log likelihood = -28440.042
Iteration 88: (EM) log likelihood = -28437.146
Iteration 89: (EM) log likelihood = -28433.947
Iteration 90: (EM) log likelihood = -28432.261
Iteration 91: (EM) log likelihood = -28428.839
Iteration 92: (EM) log likelihood = -28425.783
Iteration 93: (EM) log likelihood = -28423.148
Iteration 94: (EM) log likelihood = -28421.374
Iteration 95: (EM) log likelihood = -28418.398
Iteration 96: (EM) log likelihood = -28416.831
Iteration 97: (EM) log likelihood = -28415.444
Iteration 98: (EM) log likelihood = -28413.039
Iteration 99: (EM) log likelihood = -28410.55
Iteration 100: (EM) log likelihood = -28409.343
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.5113
Iteration 1: (class) log likelihood = -8722.5113
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29994.357
Iteration 1: (outcome) log likelihood = -29083.949
Iteration 2: (outcome) log likelihood = -28827.49
Iteration 3: (outcome) log likelihood = -28782.908
Iteration 4: (outcome) log likelihood = -28774.828
Iteration 5: (outcome) log likelihood = -28772.882
Iteration 6: (outcome) log likelihood = -28772.463
Iteration 7: (outcome) log likelihood = -28772.368
Iteration 8: (outcome) log likelihood = -28772.352
Iteration 9: (outcome) log likelihood = -28772.35 (not concave)
Iteration 10: (outcome) log likelihood = -28772.35 (not concave)
Iteration 11: (outcome) log likelihood = -28772.35 (not concave)
Iteration 12: (outcome) log likelihood = -28772.35 (not concave)
Iteration 13: (outcome) log likelihood = -28772.35 (not concave)
Iteration 14: (outcome) log likelihood = -28772.35 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37426.156
Iteration 1: (EM) log likelihood = -37195.865
Iteration 2: (EM) log likelihood = -36569.478
Iteration 3: (EM) log likelihood = -35341.976
Iteration 4: (EM) log likelihood = -34052.903
Iteration 5: (EM) log likelihood = -33126.445
Iteration 6: (EM) log likelihood = -32480.328
Iteration 7: (EM) log likelihood = -32004.497
Iteration 8: (EM) log likelihood = -31600.053
Iteration 9: (EM) log likelihood = -31224.714
Iteration 10: (EM) log likelihood = -30883.859
Iteration 11: (EM) log likelihood = -30600.993
Iteration 12: (EM) log likelihood = -30383.449
Iteration 13: (EM) log likelihood = -30216.465
Iteration 14: (EM) log likelihood = -30085.942
Iteration 15: (EM) log likelihood = -29976.846
Iteration 16: (EM) log likelihood = -29882.481
Iteration 17: (EM) log likelihood = -29798.886
Iteration 18: (EM) log likelihood = -29718.544
Iteration 19: (EM) log likelihood = -29645.647
Iteration 20: (EM) log likelihood = -29580.223
Iteration 21: (EM) log likelihood = -29517.92
Iteration 22: (EM) log likelihood = -29460.626
Iteration 23: (EM) log likelihood = -29407.521
Iteration 24: (EM) log likelihood = -29355.681
Iteration 25: (EM) log likelihood = -29311.71
Iteration 26: (EM) log likelihood = -29272.123
Iteration 27: (EM) log likelihood = -29232.644
Iteration 28: (EM) log likelihood = -29194.617
Iteration 29: (EM) log likelihood = -29161.327
Iteration 30: (EM) log likelihood = -29129.188
Iteration 31: (EM) log likelihood = -29098.59
Iteration 32: (EM) log likelihood = -29072.119
Iteration 33: (EM) log likelihood = -29046.767
Iteration 34: (EM) log likelihood = -29027.146
Iteration 35: (EM) log likelihood = -29009.771
Iteration 36: (EM) log likelihood = -28992.859
Iteration 37: (EM) log likelihood = -28979.353
Iteration 38: (EM) log likelihood = -28967.97
Iteration 39: (EM) log likelihood = -28955.102
Iteration 40: (EM) log likelihood = -28942.086
Iteration 41: (EM) log likelihood = -28932.201
Iteration 42: (EM) log likelihood = -28920.085
Iteration 43: (EM) log likelihood = -28912.391
Iteration 44: (EM) log likelihood = -28905.868
Iteration 45: (EM) log likelihood = -28899.205
Iteration 46: (EM) log likelihood = -28892.939
Iteration 47: (EM) log likelihood = -28883.682
Iteration 48: (EM) log likelihood = -28876.892
Iteration 49: (EM) log likelihood = -28863.184
Iteration 50: (EM) log likelihood = -28857.737
Iteration 51: (EM) log likelihood = -28852.619
Iteration 52: (EM) log likelihood = -28848.345
Iteration 53: (EM) log likelihood = -28844.422
Iteration 54: (EM) log likelihood = -28837.552
Iteration 55: (EM) log likelihood = -28831.905
Iteration 56: (EM) log likelihood = -28829.102
Iteration 57: (EM) log likelihood = -28825.862
Iteration 58: (EM) log likelihood = -28821.059
Iteration 59: (EM) log likelihood = -28817.861
Iteration 60: (EM) log likelihood = -28814.004
Iteration 61: (EM) log likelihood = -28811.123
Iteration 62: (EM) log likelihood = -28808.593
Iteration 63: (EM) log likelihood = -28805.815
Iteration 64: (EM) log likelihood = -28803.382
Iteration 65: (EM) log likelihood = -28800.669
Iteration 66: (EM) log likelihood = -28798.464
Iteration 67: (EM) log likelihood = -28796.385
Iteration 68: (EM) log likelihood = -28794.236
Iteration 69: (EM) log likelihood = -28791.143
Iteration 70: (EM) log likelihood = -28788.588
Iteration 71: (EM) log likelihood = -28785.594
Iteration 72: (EM) log likelihood = -28784.368
Iteration 73: (EM) log likelihood = -28781.479
Iteration 74: (EM) log likelihood = -28777.814
Iteration 75: (EM) log likelihood = -28776.208
Iteration 76: (EM) log likelihood = -28771.997
Iteration 77: (EM) log likelihood = -28769.795
Iteration 78: (EM) log likelihood = -28767.756
Iteration 79: (EM) log likelihood = -28764.208
Iteration 80: (EM) log likelihood = -28757.898
Iteration 81: (EM) log likelihood = -28757.042
Iteration 82: (EM) log likelihood = -28755.922
Iteration 83: (EM) log likelihood = -28754.262
Iteration 84: (EM) log likelihood = -28748.263
Iteration 85: (EM) log likelihood = -28745.765
Iteration 86: (EM) log likelihood = -28744.087
Iteration 87: (EM) log likelihood = -28742.663
Iteration 88: (EM) log likelihood = -28741.137
Iteration 89: (EM) log likelihood = -28739.614
Iteration 90: (EM) log likelihood = -28738.088
Iteration 91: (EM) log likelihood = -28736.518
Iteration 92: (EM) log likelihood = -28734.825
Iteration 93: (EM) log likelihood = -28733.168
Iteration 94: (EM) log likelihood = -28731.561
Iteration 95: (EM) log likelihood = -28729.947
Iteration 96: (EM) log likelihood = -28727.941
Iteration 97: (EM) log likelihood = -28725.595
Iteration 98: (EM) log likelihood = -28724.184
Iteration 99: (EM) log likelihood = -28722.309
Iteration 100: (EM) log likelihood = -28720.625
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.2001
Iteration 1: (class) log likelihood = -8720.2001
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30141.443
Iteration 1: (outcome) log likelihood = -29072.959
Iteration 2: (outcome) log likelihood = -28809.753
Iteration 3: (outcome) log likelihood = -28756.318
Iteration 4: (outcome) log likelihood = -28747.728
Iteration 5: (outcome) log likelihood = -28745.785
Iteration 6: (outcome) log likelihood = -28745.361
Iteration 7: (outcome) log likelihood = -28745.266
Iteration 8: (outcome) log likelihood = -28745.25
Iteration 9: (outcome) log likelihood = -28745.248 (not concave)
Iteration 10: (outcome) log likelihood = -28745.248 (not concave)
Iteration 11: (outcome) log likelihood = -28745.248 (not concave)
Iteration 12: (outcome) log likelihood = -28745.248 (not concave)
Iteration 13: (outcome) log likelihood = -28745.248 (not concave)
Iteration 14: (outcome) log likelihood = -28745.248 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37353.549
Iteration 1: (EM) log likelihood = -37040.142
Iteration 2: (EM) log likelihood = -36381.09
Iteration 3: (EM) log likelihood = -35397.108
Iteration 4: (EM) log likelihood = -34410.898
Iteration 5: (EM) log likelihood = -33553.407
Iteration 6: (EM) log likelihood = -32837.672
Iteration 7: (EM) log likelihood = -32292.709
Iteration 8: (EM) log likelihood = -31873.499
Iteration 9: (EM) log likelihood = -31530.125
Iteration 10: (EM) log likelihood = -31267.778
Iteration 11: (EM) log likelihood = -31061.727
Iteration 12: (EM) log likelihood = -30887.384
Iteration 13: (EM) log likelihood = -30744.678
Iteration 14: (EM) log likelihood = -30612.437
Iteration 15: (EM) log likelihood = -30480.797
Iteration 16: (EM) log likelihood = -30358.423
Iteration 17: (EM) log likelihood = -30235.483
Iteration 18: (EM) log likelihood = -30116.41
Iteration 19: (EM) log likelihood = -29999.931
Iteration 20: (EM) log likelihood = -29892.267
Iteration 21: (EM) log likelihood = -29788.309
Iteration 22: (EM) log likelihood = -29693.743
Iteration 23: (EM) log likelihood = -29615.357
Iteration 24: (EM) log likelihood = -29544.105
Iteration 25: (EM) log likelihood = -29479.144
Iteration 26: (EM) log likelihood = -29419.676
Iteration 27: (EM) log likelihood = -29365.37
Iteration 28: (EM) log likelihood = -29314.912
Iteration 29: (EM) log likelihood = -29271.367
Iteration 30: (EM) log likelihood = -29231.494
Iteration 31: (EM) log likelihood = -29193.334
Iteration 32: (EM) log likelihood = -29162.432
Iteration 33: (EM) log likelihood = -29138.305
Iteration 34: (EM) log likelihood = -29115.601
Iteration 35: (EM) log likelihood = -29097.636
Iteration 36: (EM) log likelihood = -29076.407
Iteration 37: (EM) log likelihood = -29052.298
Iteration 38: (EM) log likelihood = -29029.639
Iteration 39: (EM) log likelihood = -29017.194
Iteration 40: (EM) log likelihood = -29006.271
Iteration 41: (EM) log likelihood = -28995.88
Iteration 42: (EM) log likelihood = -28986.179
Iteration 43: (EM) log likelihood = -28978.189
Iteration 44: (EM) log likelihood = -28972.907
Iteration 45: (EM) log likelihood = -28968.232
Iteration 46: (EM) log likelihood = -28963.793
Iteration 47: (EM) log likelihood = -28957.281
Iteration 48: (EM) log likelihood = -28950.387
Iteration 49: (EM) log likelihood = -28945.969
Iteration 50: (EM) log likelihood = -28940.174
Iteration 51: (EM) log likelihood = -28932.413
Iteration 52: (EM) log likelihood = -28924.544
Iteration 53: (EM) log likelihood = -28916.303
Iteration 54: (EM) log likelihood = -28907.281
Iteration 55: (EM) log likelihood = -28900.616
Iteration 56: (EM) log likelihood = -28893.614
Iteration 57: (EM) log likelihood = -28888.092
Iteration 58: (EM) log likelihood = -28882.932
Iteration 59: (EM) log likelihood = -28877.956
Iteration 60: (EM) log likelihood = -28872.457
Iteration 61: (EM) log likelihood = -28867.578
Iteration 62: (EM) log likelihood = -28862.958
Iteration 63: (EM) log likelihood = -28857.521
Iteration 64: (EM) log likelihood = -28852.636
Iteration 65: (EM) log likelihood = -28847.701
Iteration 66: (EM) log likelihood = -28842.622
Iteration 67: (EM) log likelihood = -28834.32
Iteration 68: (EM) log likelihood = -28829.602
Iteration 69: (EM) log likelihood = -28824.394
Iteration 70: (EM) log likelihood = -28820.222
Iteration 71: (EM) log likelihood = -28815.212
Iteration 72: (EM) log likelihood = -28811.244
Iteration 73: (EM) log likelihood = -28807.202
Iteration 74: (EM) log likelihood = -28802.781
Iteration 75: (EM) log likelihood = -28799.071
Iteration 76: (EM) log likelihood = -28795.869
Iteration 77: (EM) log likelihood = -28792.271
Iteration 78: (EM) log likelihood = -28788.607
Iteration 79: (EM) log likelihood = -28785.561
Iteration 80: (EM) log likelihood = -28782.944
Iteration 81: (EM) log likelihood = -28779.924
Iteration 82: (EM) log likelihood = -28777.962
Iteration 83: (EM) log likelihood = -28776.189
Iteration 84: (EM) log likelihood = -28774.125
Iteration 85: (EM) log likelihood = -28772.619
Iteration 86: (EM) log likelihood = -28770.779
Iteration 87: (EM) log likelihood = -28767.655
Iteration 88: (EM) log likelihood = -28765.942
Iteration 89: (EM) log likelihood = -28764.415
Iteration 90: (EM) log likelihood = -28762.775
Iteration 91: (EM) log likelihood = -28760.886
Iteration 92: (EM) log likelihood = -28759.543
Iteration 93: (EM) log likelihood = -28756.338
Iteration 94: (EM) log likelihood = -28754.985
Iteration 95: (EM) log likelihood = -28753.708
Iteration 96: (EM) log likelihood = -28752.995
Iteration 97: (EM) log likelihood = -28752.296
Iteration 98: (EM) log likelihood = -28751.708
Iteration 99: (EM) log likelihood = -28751.041
Iteration 100: (EM) log likelihood = -28750.513
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8716.6237
Iteration 1: (class) log likelihood = -8716.6237
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30363.807
Iteration 1: (outcome) log likelihood = -29077.481
Iteration 2: (outcome) log likelihood = -28812.255
Iteration 3: (outcome) log likelihood = -28766.139
Iteration 4: (outcome) log likelihood = -28755.833
Iteration 5: (outcome) log likelihood = -28753.711
Iteration 6: (outcome) log likelihood = -28753.26
Iteration 7: (outcome) log likelihood = -28753.158
Iteration 8: (outcome) log likelihood = -28753.133
Iteration 9: (outcome) log likelihood = -28753.128
Iteration 10: (outcome) log likelihood = -28753.127 (not concave)
Iteration 11: (outcome) log likelihood = -28753.127 (not concave)
Iteration 12: (outcome) log likelihood = -28753.127 (not concave)
Iteration 13: (outcome) log likelihood = -28753.127 (not concave)
Iteration 14: (outcome) log likelihood = -28753.127 (not concave)
Iteration 15: (outcome) log likelihood = -28753.127 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37378.016
Iteration 1: (EM) log likelihood = -37068.296
Iteration 2: (EM) log likelihood = -36250.423
Iteration 3: (EM) log likelihood = -34990.253
Iteration 4: (EM) log likelihood = -33905.531
Iteration 5: (EM) log likelihood = -33129.737
Iteration 6: (EM) log likelihood = -32556.68
Iteration 7: (EM) log likelihood = -32117.823
Iteration 8: (EM) log likelihood = -31763.022
Iteration 9: (EM) log likelihood = -31449.253
Iteration 10: (EM) log likelihood = -31157.522
Iteration 11: (EM) log likelihood = -30891.17
Iteration 12: (EM) log likelihood = -30660.603
Iteration 13: (EM) log likelihood = -30462.182
Iteration 14: (EM) log likelihood = -30284.594
Iteration 15: (EM) log likelihood = -30133.856
Iteration 16: (EM) log likelihood = -29995.154
Iteration 17: (EM) log likelihood = -29863.834
Iteration 18: (EM) log likelihood = -29740.304
Iteration 19: (EM) log likelihood = -29628.323
Iteration 20: (EM) log likelihood = -29528.45
Iteration 21: (EM) log likelihood = -29443.722
Iteration 22: (EM) log likelihood = -29368.114
Iteration 23: (EM) log likelihood = -29306.868
Iteration 24: (EM) log likelihood = -29252.813
Iteration 25: (EM) log likelihood = -29205.98
Iteration 26: (EM) log likelihood = -29164.571
Iteration 27: (EM) log likelihood = -29127.506
Iteration 28: (EM) log likelihood = -29089.734
Iteration 29: (EM) log likelihood = -29053.666
Iteration 30: (EM) log likelihood = -29020.947
Iteration 31: (EM) log likelihood = -28994.198
Iteration 32: (EM) log likelihood = -28971.742
Iteration 33: (EM) log likelihood = -28949.972
Iteration 34: (EM) log likelihood = -28929.955
Iteration 35: (EM) log likelihood = -28913.14
Iteration 36: (EM) log likelihood = -28896.346
Iteration 37: (EM) log likelihood = -28879.765
Iteration 38: (EM) log likelihood = -28863.025
Iteration 39: (EM) log likelihood = -28842.697
Iteration 40: (EM) log likelihood = -28823.958
Iteration 41: (EM) log likelihood = -28811.3
Iteration 42: (EM) log likelihood = -28800.015
Iteration 43: (EM) log likelihood = -28788.391
Iteration 44: (EM) log likelihood = -28776.787
Iteration 45: (EM) log likelihood = -28767.843
Iteration 46: (EM) log likelihood = -28757.95
Iteration 47: (EM) log likelihood = -28750.453
Iteration 48: (EM) log likelihood = -28742.986
Iteration 49: (EM) log likelihood = -28736.469
Iteration 50: (EM) log likelihood = -28729.015
Iteration 51: (EM) log likelihood = -28722.171
Iteration 52: (EM) log likelihood = -28715.777
Iteration 53: (EM) log likelihood = -28710.798
Iteration 54: (EM) log likelihood = -28706.303
Iteration 55: (EM) log likelihood = -28699.921
Iteration 56: (EM) log likelihood = -28692.518
Iteration 57: (EM) log likelihood = -28684.928
Iteration 58: (EM) log likelihood = -28680.536
Iteration 59: (EM) log likelihood = -28676.425
Iteration 60: (EM) log likelihood = -28670.973
Iteration 61: (EM) log likelihood = -28666.125
Iteration 62: (EM) log likelihood = -28660.304
Iteration 63: (EM) log likelihood = -28657.122
Iteration 64: (EM) log likelihood = -28654.215
Iteration 65: (EM) log likelihood = -28651.37
Iteration 66: (EM) log likelihood = -28648.77
Iteration 67: (EM) log likelihood = -28645.28
Iteration 68: (EM) log likelihood = -28642.958
Iteration 69: (EM) log likelihood = -28639.484
Iteration 70: (EM) log likelihood = -28635.589
Iteration 71: (EM) log likelihood = -28632.191
Iteration 72: (EM) log likelihood = -28628.993
Iteration 73: (EM) log likelihood = -28626.745
Iteration 74: (EM) log likelihood = -28622.506
Iteration 75: (EM) log likelihood = -28619.638
Iteration 76: (EM) log likelihood = -28617.199
Iteration 77: (EM) log likelihood = -28611.339
Iteration 78: (EM) log likelihood = -28609.231
Iteration 79: (EM) log likelihood = -28607.297
Iteration 80: (EM) log likelihood = -28605.254
Iteration 81: (EM) log likelihood = -28603.33
Iteration 82: (EM) log likelihood = -28601.493
Iteration 83: (EM) log likelihood = -28598.862
Iteration 84: (EM) log likelihood = -28596.83
Iteration 85: (EM) log likelihood = -28594.318
Iteration 86: (EM) log likelihood = -28592.51
Iteration 87: (EM) log likelihood = -28590.771
Iteration 88: (EM) log likelihood = -28589.653
Iteration 89: (EM) log likelihood = -28587.692
Iteration 90: (EM) log likelihood = -28584.635
Iteration 91: (EM) log likelihood = -28581.911
Iteration 92: (EM) log likelihood = -28580.086
Iteration 93: (EM) log likelihood = -28577.2
Iteration 94: (EM) log likelihood = -28575.144
Iteration 95: (EM) log likelihood = -28572.608
Iteration 96: (EM) log likelihood = -28570.13
Iteration 97: (EM) log likelihood = -28566.43
Iteration 98: (EM) log likelihood = -28564.381
Iteration 99: (EM) log likelihood = -28562.254
Iteration 100: (EM) log likelihood = -28559.223
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.9082
Iteration 1: (class) log likelihood = -8720.9082
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31439.482
Iteration 1: (outcome) log likelihood = -29245.549
Iteration 2: (outcome) log likelihood = -28837.166
Iteration 3: (outcome) log likelihood = -28749.61
Iteration 4: (outcome) log likelihood = -28731.292
Iteration 5: (outcome) log likelihood = -28727.191
Iteration 6: (outcome) log likelihood = -28726.291
Iteration 7: (outcome) log likelihood = -28726.151
Iteration 8: (outcome) log likelihood = -28726.135
Iteration 9: (outcome) log likelihood = -28726.131 (not concave)
Iteration 10: (outcome) log likelihood = -28726.131 (not concave)
Iteration 11: (outcome) log likelihood = -28726.131 (not concave)
Iteration 12: (outcome) log likelihood = -28726.131 (not concave)
Iteration 13: (outcome) log likelihood = -28726.131 (not concave)
Iteration 14: (outcome) log likelihood = -28726.131 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37321.507
Iteration 1: (EM) log likelihood = -36904.05
Iteration 2: (EM) log likelihood = -36088.564
Iteration 3: (EM) log likelihood = -35009.431
Iteration 4: (EM) log likelihood = -33949.73
Iteration 5: (EM) log likelihood = -33073.542
Iteration 6: (EM) log likelihood = -32427.867
Iteration 7: (EM) log likelihood = -31954.631
Iteration 8: (EM) log likelihood = -31568.045
Iteration 9: (EM) log likelihood = -31228.479
Iteration 10: (EM) log likelihood = -30911.368
Iteration 11: (EM) log likelihood = -30602.761
Iteration 12: (EM) log likelihood = -30332.091
Iteration 13: (EM) log likelihood = -30102.284
Iteration 14: (EM) log likelihood = -29916.332
Iteration 15: (EM) log likelihood = -29770.901
Iteration 16: (EM) log likelihood = -29650.978
Iteration 17: (EM) log likelihood = -29555.551
Iteration 18: (EM) log likelihood = -29477.12
Iteration 19: (EM) log likelihood = -29400.415
Iteration 20: (EM) log likelihood = -29337.75
Iteration 21: (EM) log likelihood = -29281.039
Iteration 22: (EM) log likelihood = -29236.171
Iteration 23: (EM) log likelihood = -29200.125
Iteration 24: (EM) log likelihood = -29167.013
Iteration 25: (EM) log likelihood = -29138.429
Iteration 26: (EM) log likelihood = -29114.357
Iteration 27: (EM) log likelihood = -29093.479
Iteration 28: (EM) log likelihood = -29074.133
Iteration 29: (EM) log likelihood = -29052.732
Iteration 30: (EM) log likelihood = -29034.632
Iteration 31: (EM) log likelihood = -29017.575
Iteration 32: (EM) log likelihood = -29002.487
Iteration 33: (EM) log likelihood = -28986.917
Iteration 34: (EM) log likelihood = -28970.61
Iteration 35: (EM) log likelihood = -28957.283
Iteration 36: (EM) log likelihood = -28942.481
Iteration 37: (EM) log likelihood = -28930.298
Iteration 38: (EM) log likelihood = -28919.805
Iteration 39: (EM) log likelihood = -28910.049
Iteration 40: (EM) log likelihood = -28899.796
Iteration 41: (EM) log likelihood = -28892.677
Iteration 42: (EM) log likelihood = -28883.829
Iteration 43: (EM) log likelihood = -28874.921
Iteration 44: (EM) log likelihood = -28865.978
Iteration 45: (EM) log likelihood = -28858.13
Iteration 46: (EM) log likelihood = -28850.572
Iteration 47: (EM) log likelihood = -28842.995
Iteration 48: (EM) log likelihood = -28835.697
Iteration 49: (EM) log likelihood = -28826.683
Iteration 50: (EM) log likelihood = -28817.209
Iteration 51: (EM) log likelihood = -28809.674
Iteration 52: (EM) log likelihood = -28804.06
Iteration 53: (EM) log likelihood = -28797.558
Iteration 54: (EM) log likelihood = -28789.569
Iteration 55: (EM) log likelihood = -28784.137
Iteration 56: (EM) log likelihood = -28775.943
Iteration 57: (EM) log likelihood = -28770.593
Iteration 58: (EM) log likelihood = -28765.779
Iteration 59: (EM) log likelihood = -28760.6
Iteration 60: (EM) log likelihood = -28755.801
Iteration 61: (EM) log likelihood = -28750.272
Iteration 62: (EM) log likelihood = -28746.29
Iteration 63: (EM) log likelihood = -28743.094
Iteration 64: (EM) log likelihood = -28738.942
Iteration 65: (EM) log likelihood = -28735.969
Iteration 66: (EM) log likelihood = -28732.927
Iteration 67: (EM) log likelihood = -28729.733
Iteration 68: (EM) log likelihood = -28726.784
Iteration 69: (EM) log likelihood = -28724.499
Iteration 70: (EM) log likelihood = -28721.918
Iteration 71: (EM) log likelihood = -28720.116
Iteration 72: (EM) log likelihood = -28717.898
Iteration 73: (EM) log likelihood = -28713.775
Iteration 74: (EM) log likelihood = -28711.11
Iteration 75: (EM) log likelihood = -28708.332
Iteration 76: (EM) log likelihood = -28706.117
Iteration 77: (EM) log likelihood = -28703.631
Iteration 78: (EM) log likelihood = -28701.256
Iteration 79: (EM) log likelihood = -28699.957
Iteration 80: (EM) log likelihood = -28697.253
Iteration 81: (EM) log likelihood = -28695.903
Iteration 82: (EM) log likelihood = -28693.6
Iteration 83: (EM) log likelihood = -28692.01
Iteration 84: (EM) log likelihood = -28690.784
Iteration 85: (EM) log likelihood = -28689.118
Iteration 86: (EM) log likelihood = -28687.703
Iteration 87: (EM) log likelihood = -28686.878
Iteration 88: (EM) log likelihood = -28684.978
Iteration 89: (EM) log likelihood = -28683.617
Iteration 90: (EM) log likelihood = -28682.339
Iteration 91: (EM) log likelihood = -28681.83
Iteration 92: (EM) log likelihood = -28680.093
Iteration 93: (EM) log likelihood = -28678.79
Iteration 94: (EM) log likelihood = -28676.632
Iteration 95: (EM) log likelihood = -28675.876
Iteration 96: (EM) log likelihood = -28675.271
Iteration 97: (EM) log likelihood = -28674.258
Iteration 98: (EM) log likelihood = -28673.7
Iteration 99: (EM) log likelihood = -28672.287
Iteration 100: (EM) log likelihood = -28671.787
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8719.7012
Iteration 1: (class) log likelihood = -8719.7012
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -31157.012
Iteration 1: (outcome) log likelihood = -29217.635
Iteration 2: (outcome) log likelihood = -28861.023
Iteration 3: (outcome) log likelihood = -28788.581
Iteration 4: (outcome) log likelihood = -28773.779
Iteration 5: (outcome) log likelihood = -28769.937
Iteration 6: (outcome) log likelihood = -28769.206
Iteration 7: (outcome) log likelihood = -28769.086
Iteration 8: (outcome) log likelihood = -28769.073
Iteration 9: (outcome) log likelihood = -28769.07 (not concave)
Iteration 10: (outcome) log likelihood = -28769.07 (not concave)
Iteration 11: (outcome) log likelihood = -28769.07 (not concave)
Iteration 12: (outcome) log likelihood = -28769.07 (not concave)
Iteration 13: (outcome) log likelihood = -28769.07 (not concave)
Iteration 14: (outcome) log likelihood = -28769.07 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37439.148
Iteration 1: (EM) log likelihood = -37298.468
Iteration 2: (EM) log likelihood = -36914.666
Iteration 3: (EM) log likelihood = -35902.435
Iteration 4: (EM) log likelihood = -34474.582
Iteration 5: (EM) log likelihood = -33417.111
Iteration 6: (EM) log likelihood = -32717.079
Iteration 7: (EM) log likelihood = -32208.676
Iteration 8: (EM) log likelihood = -31792.685
Iteration 9: (EM) log likelihood = -31424.503
Iteration 10: (EM) log likelihood = -31092.517
Iteration 11: (EM) log likelihood = -30803.431
Iteration 12: (EM) log likelihood = -30560.191
Iteration 13: (EM) log likelihood = -30353.712
Iteration 14: (EM) log likelihood = -30176.737
Iteration 15: (EM) log likelihood = -30019.146
Iteration 16: (EM) log likelihood = -29878.236
Iteration 17: (EM) log likelihood = -29755.439
Iteration 18: (EM) log likelihood = -29651.609
Iteration 19: (EM) log likelihood = -29557.414
Iteration 20: (EM) log likelihood = -29473.891
Iteration 21: (EM) log likelihood = -29406.528
Iteration 22: (EM) log likelihood = -29346.851
Iteration 23: (EM) log likelihood = -29290.506
Iteration 24: (EM) log likelihood = -29237.476
Iteration 25: (EM) log likelihood = -29189.603
Iteration 26: (EM) log likelihood = -29148.959
Iteration 27: (EM) log likelihood = -29114.672
Iteration 28: (EM) log likelihood = -29082.966
Iteration 29: (EM) log likelihood = -29054.678
Iteration 30: (EM) log likelihood = -29031.53
Iteration 31: (EM) log likelihood = -29011.758
Iteration 32: (EM) log likelihood = -28995.233
Iteration 33: (EM) log likelihood = -28980.077
Iteration 34: (EM) log likelihood = -28964.655
Iteration 35: (EM) log likelihood = -28949.742
Iteration 36: (EM) log likelihood = -28937.972
Iteration 37: (EM) log likelihood = -28928.648
Iteration 38: (EM) log likelihood = -28920.069
Iteration 39: (EM) log likelihood = -28910.987
Iteration 40: (EM) log likelihood = -28903.817
Iteration 41: (EM) log likelihood = -28896.403
Iteration 42: (EM) log likelihood = -28886.207
Iteration 43: (EM) log likelihood = -28875.554
Iteration 44: (EM) log likelihood = -28867.718
Iteration 45: (EM) log likelihood = -28861.818
Iteration 46: (EM) log likelihood = -28856.362
Iteration 47: (EM) log likelihood = -28851.724
Iteration 48: (EM) log likelihood = -28847.583
Iteration 49: (EM) log likelihood = -28843.148
Iteration 50: (EM) log likelihood = -28839.309
Iteration 51: (EM) log likelihood = -28834.609
Iteration 52: (EM) log likelihood = -28829.85
Iteration 53: (EM) log likelihood = -28823.387
Iteration 54: (EM) log likelihood = -28818.589
Iteration 55: (EM) log likelihood = -28814.259
Iteration 56: (EM) log likelihood = -28810.063
Iteration 57: (EM) log likelihood = -28805.634
Iteration 58: (EM) log likelihood = -28801.968
Iteration 59: (EM) log likelihood = -28797.378
Iteration 60: (EM) log likelihood = -28793.023
Iteration 61: (EM) log likelihood = -28789.598
Iteration 62: (EM) log likelihood = -28785.28
Iteration 63: (EM) log likelihood = -28781.838
Iteration 64: (EM) log likelihood = -28777.719
Iteration 65: (EM) log likelihood = -28774.124
Iteration 66: (EM) log likelihood = -28770.915
Iteration 67: (EM) log likelihood = -28767.075
Iteration 68: (EM) log likelihood = -28763.524
Iteration 69: (EM) log likelihood = -28760.421
Iteration 70: (EM) log likelihood = -28757.793
Iteration 71: (EM) log likelihood = -28754.947
Iteration 72: (EM) log likelihood = -28751.701
Iteration 73: (EM) log likelihood = -28748.531
Iteration 74: (EM) log likelihood = -28745.098
Iteration 75: (EM) log likelihood = -28741.487
Iteration 76: (EM) log likelihood = -28738.116
Iteration 77: (EM) log likelihood = -28734.709
Iteration 78: (EM) log likelihood = -28731.234
Iteration 79: (EM) log likelihood = -28727.813
Iteration 80: (EM) log likelihood = -28724.62
Iteration 81: (EM) log likelihood = -28719.775
Iteration 82: (EM) log likelihood = -28716.418
Iteration 83: (EM) log likelihood = -28712.942
Iteration 84: (EM) log likelihood = -28710.094
Iteration 85: (EM) log likelihood = -28707.671
Iteration 86: (EM) log likelihood = -28705.405
Iteration 87: (EM) log likelihood = -28703.091
Iteration 88: (EM) log likelihood = -28700.949
Iteration 89: (EM) log likelihood = -28698.693
Iteration 90: (EM) log likelihood = -28697.071
Iteration 91: (EM) log likelihood = -28695.747
Iteration 92: (EM) log likelihood = -28694.743
Iteration 93: (EM) log likelihood = -28693.657
Iteration 94: (EM) log likelihood = -28692.418
Iteration 95: (EM) log likelihood = -28691.191
Iteration 96: (EM) log likelihood = -28690.012
Iteration 97: (EM) log likelihood = -28689.054
Iteration 98: (EM) log likelihood = -28687.954
Iteration 99: (EM) log likelihood = -28687.345
Iteration 100: (EM) log likelihood = -28686.84
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.2501
Iteration 1: (class) log likelihood = -8722.2501
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30811.112
Iteration 1: (outcome) log likelihood = -29183.239
Iteration 2: (outcome) log likelihood = -28851.263
Iteration 3: (outcome) log likelihood = -28785.264
Iteration 4: (outcome) log likelihood = -28771.739
Iteration 5: (outcome) log likelihood = -28768.844
Iteration 6: (outcome) log likelihood = -28768.238
Iteration 7: (outcome) log likelihood = -28768.104
Iteration 8: (outcome) log likelihood = -28768.072
Iteration 9: (outcome) log likelihood = -28768.065
Iteration 10: (outcome) log likelihood = -28768.063 (not concave)
Iteration 11: (outcome) log likelihood = -28768.063 (not concave)
Iteration 12: (outcome) log likelihood = -28768.063 (not concave)
Iteration 13: (outcome) log likelihood = -28768.063 (not concave)
Iteration 14: (outcome) log likelihood = -28768.063 (not concave)
Iteration 15: (outcome) log likelihood = -28768.063 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37442.187
Iteration 1: (EM) log likelihood = -37248.321
Iteration 2: (EM) log likelihood = -36701.531
Iteration 3: (EM) log likelihood = -35547.213
Iteration 4: (EM) log likelihood = -34288.582
Iteration 5: (EM) log likelihood = -33384.698
Iteration 6: (EM) log likelihood = -32727.554
Iteration 7: (EM) log likelihood = -32211.911
Iteration 8: (EM) log likelihood = -31778.914
Iteration 9: (EM) log likelihood = -31386.544
Iteration 10: (EM) log likelihood = -31022.058
Iteration 11: (EM) log likelihood = -30692.037
Iteration 12: (EM) log likelihood = -30410.599
Iteration 13: (EM) log likelihood = -30176.223
Iteration 14: (EM) log likelihood = -29984.77
Iteration 15: (EM) log likelihood = -29837.387
Iteration 16: (EM) log likelihood = -29722.866
Iteration 17: (EM) log likelihood = -29631.793
Iteration 18: (EM) log likelihood = -29557.235
Iteration 19: (EM) log likelihood = -29497.943
Iteration 20: (EM) log likelihood = -29445.968
Iteration 21: (EM) log likelihood = -29400.173
Iteration 22: (EM) log likelihood = -29359.81
Iteration 23: (EM) log likelihood = -29321.884
Iteration 24: (EM) log likelihood = -29290.652
Iteration 25: (EM) log likelihood = -29263.226
Iteration 26: (EM) log likelihood = -29236.154
Iteration 27: (EM) log likelihood = -29213.136
Iteration 28: (EM) log likelihood = -29192.31
Iteration 29: (EM) log likelihood = -29174.084
Iteration 30: (EM) log likelihood = -29159.188
Iteration 31: (EM) log likelihood = -29143.481
Iteration 32: (EM) log likelihood = -29127.929
Iteration 33: (EM) log likelihood = -29114.689
Iteration 34: (EM) log likelihood = -29103.907
Iteration 35: (EM) log likelihood = -29091.335
Iteration 36: (EM) log likelihood = -29080.362
Iteration 37: (EM) log likelihood = -29070.011
Iteration 38: (EM) log likelihood = -29060.286
Iteration 39: (EM) log likelihood = -29049.842
Iteration 40: (EM) log likelihood = -29039.866
Iteration 41: (EM) log likelihood = -29031.099
Iteration 42: (EM) log likelihood = -29023.136
Iteration 43: (EM) log likelihood = -29017.056
Iteration 44: (EM) log likelihood = -29009.904
Iteration 45: (EM) log likelihood = -29002.649
Iteration 46: (EM) log likelihood = -28996.849
Iteration 47: (EM) log likelihood = -28983.587
Iteration 48: (EM) log likelihood = -28975.872
Iteration 49: (EM) log likelihood = -28968.46
Iteration 50: (EM) log likelihood = -28963.081
Iteration 51: (EM) log likelihood = -28956.994
Iteration 52: (EM) log likelihood = -28951.46
Iteration 53: (EM) log likelihood = -28946.632
Iteration 54: (EM) log likelihood = -28941.836
Iteration 55: (EM) log likelihood = -28937.943
Iteration 56: (EM) log likelihood = -28933.83
Iteration 57: (EM) log likelihood = -28930.497
Iteration 58: (EM) log likelihood = -28925.361
Iteration 59: (EM) log likelihood = -28920.773
Iteration 60: (EM) log likelihood = -28916.847
Iteration 61: (EM) log likelihood = -28912.251
Iteration 62: (EM) log likelihood = -28907.109
Iteration 63: (EM) log likelihood = -28902.082
Iteration 64: (EM) log likelihood = -28897.587
Iteration 65: (EM) log likelihood = -28892.358
Iteration 66: (EM) log likelihood = -28887.178
Iteration 67: (EM) log likelihood = -28881.236
Iteration 68: (EM) log likelihood = -28876.391
Iteration 69: (EM) log likelihood = -28871.511
Iteration 70: (EM) log likelihood = -28865.795
Iteration 71: (EM) log likelihood = -28858.597
Iteration 72: (EM) log likelihood = -28853.189
Iteration 73: (EM) log likelihood = -28847.718
Iteration 74: (EM) log likelihood = -28841.903
Iteration 75: (EM) log likelihood = -28835.88
Iteration 76: (EM) log likelihood = -28823.674
Iteration 77: (EM) log likelihood = -28817.893
Iteration 78: (EM) log likelihood = -28811.27
Iteration 79: (EM) log likelihood = -28804.234
Iteration 80: (EM) log likelihood = -28798.746
Iteration 81: (EM) log likelihood = -28792.485
Iteration 82: (EM) log likelihood = -28787.147
Iteration 83: (EM) log likelihood = -28777.197
Iteration 84: (EM) log likelihood = -28770.852
Iteration 85: (EM) log likelihood = -28764.744
Iteration 86: (EM) log likelihood = -28759.112
Iteration 87: (EM) log likelihood = -28753.576
Iteration 88: (EM) log likelihood = -28748.58
Iteration 89: (EM) log likelihood = -28743.721
Iteration 90: (EM) log likelihood = -28740.009
Iteration 91: (EM) log likelihood = -28736.04
Iteration 92: (EM) log likelihood = -28729.633
Iteration 93: (EM) log likelihood = -28724.807
Iteration 94: (EM) log likelihood = -28720.866
Iteration 95: (EM) log likelihood = -28717.569
Iteration 96: (EM) log likelihood = -28714.189
Iteration 97: (EM) log likelihood = -28710.761
Iteration 98: (EM) log likelihood = -28707.353
Iteration 99: (EM) log likelihood = -28704.088
Iteration 100: (EM) log likelihood = -28701.748
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.7475
Iteration 1: (class) log likelihood = -8722.7475
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30777.415
Iteration 1: (outcome) log likelihood = -29161.845
Iteration 2: (outcome) log likelihood = -28824.297
Iteration 3: (outcome) log likelihood = -28760.038
Iteration 4: (outcome) log likelihood = -28747.1
Iteration 5: (outcome) log likelihood = -28744.064
Iteration 6: (outcome) log likelihood = -28743.451
Iteration 7: (outcome) log likelihood = -28743.352
Iteration 8: (outcome) log likelihood = -28743.328
Iteration 9: (outcome) log likelihood = -28743.323
Iteration 10: (outcome) log likelihood = -28743.322 (not concave)
Iteration 11: (outcome) log likelihood = -28743.322 (not concave)
Iteration 12: (outcome) log likelihood = -28743.322 (not concave)
Iteration 13: (outcome) log likelihood = -28743.322 (not concave)
Iteration 14: (outcome) log likelihood = -28743.322 (not concave)
Iteration 15: (outcome) log likelihood = -28743.322 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37392.011
Iteration 1: (EM) log likelihood = -37156.562
Iteration 2: (EM) log likelihood = -36575.371
Iteration 3: (EM) log likelihood = -35486.222
Iteration 4: (EM) log likelihood = -34199.811
Iteration 5: (EM) log likelihood = -33202.954
Iteration 6: (EM) log likelihood = -32537.77
Iteration 7: (EM) log likelihood = -32067.619
Iteration 8: (EM) log likelihood = -31687.251
Iteration 9: (EM) log likelihood = -31357.343
Iteration 10: (EM) log likelihood = -31069.077
Iteration 11: (EM) log likelihood = -30824.185
Iteration 12: (EM) log likelihood = -30617.129
Iteration 13: (EM) log likelihood = -30440.062
Iteration 14: (EM) log likelihood = -30285.73
Iteration 15: (EM) log likelihood = -30154.561
Iteration 16: (EM) log likelihood = -30042.656
Iteration 17: (EM) log likelihood = -29950.509
Iteration 18: (EM) log likelihood = -29875.657
Iteration 19: (EM) log likelihood = -29811.744
Iteration 20: (EM) log likelihood = -29756.568
Iteration 21: (EM) log likelihood = -29708.331
Iteration 22: (EM) log likelihood = -29666.563
Iteration 23: (EM) log likelihood = -29630.194
Iteration 24: (EM) log likelihood = -29595.307
Iteration 25: (EM) log likelihood = -29565.177
Iteration 26: (EM) log likelihood = -29534.275
Iteration 27: (EM) log likelihood = -29503.068
Iteration 28: (EM) log likelihood = -29478.318
Iteration 29: (EM) log likelihood = -29454.767
Iteration 30: (EM) log likelihood = -29430.892
Iteration 31: (EM) log likelihood = -29407.833
Iteration 32: (EM) log likelihood = -29389.568
Iteration 33: (EM) log likelihood = -29374.367
Iteration 34: (EM) log likelihood = -29359.104
Iteration 35: (EM) log likelihood = -29342.217
Iteration 36: (EM) log likelihood = -29319.828
Iteration 37: (EM) log likelihood = -29301.136
Iteration 38: (EM) log likelihood = -29283.727
Iteration 39: (EM) log likelihood = -29272.352
Iteration 40: (EM) log likelihood = -29260.469
Iteration 41: (EM) log likelihood = -29250.047
Iteration 42: (EM) log likelihood = -29241.051
Iteration 43: (EM) log likelihood = -29229.542
Iteration 44: (EM) log likelihood = -29217.347
Iteration 45: (EM) log likelihood = -29206.187
Iteration 46: (EM) log likelihood = -29194.144
Iteration 47: (EM) log likelihood = -29186.778
Iteration 48: (EM) log likelihood = -29178.734
Iteration 49: (EM) log likelihood = -29170.067
Iteration 50: (EM) log likelihood = -29162.367
Iteration 51: (EM) log likelihood = -29156.014
Iteration 52: (EM) log likelihood = -29150.444
Iteration 53: (EM) log likelihood = -29142.582
Iteration 54: (EM) log likelihood = -29135.827
Iteration 55: (EM) log likelihood = -29127.532
Iteration 56: (EM) log likelihood = -29121.583
Iteration 57: (EM) log likelihood = -29116.485
Iteration 58: (EM) log likelihood = -29109.504
Iteration 59: (EM) log likelihood = -29103.729
Iteration 60: (EM) log likelihood = -29096.158
Iteration 61: (EM) log likelihood = -29092.461
Iteration 62: (EM) log likelihood = -29087.9
Iteration 63: (EM) log likelihood = -29084.826
Iteration 64: (EM) log likelihood = -29080.663
Iteration 65: (EM) log likelihood = -29073.221
Iteration 66: (EM) log likelihood = -29065.802
Iteration 67: (EM) log likelihood = -29060.687
Iteration 68: (EM) log likelihood = -29055.616
Iteration 69: (EM) log likelihood = -29051.619
Iteration 70: (EM) log likelihood = -29044.038
Iteration 71: (EM) log likelihood = -29040.084
Iteration 72: (EM) log likelihood = -29032.872
Iteration 73: (EM) log likelihood = -29028.936
Iteration 74: (EM) log likelihood = -29025.042
Iteration 75: (EM) log likelihood = -29021.669
Iteration 76: (EM) log likelihood = -29017.957
Iteration 77: (EM) log likelihood = -29011.547
Iteration 78: (EM) log likelihood = -29008.437
Iteration 79: (EM) log likelihood = -28999.851
Iteration 80: (EM) log likelihood = -28994.801
Iteration 81: (EM) log likelihood = -28992.853
Iteration 82: (EM) log likelihood = -28990.332
Iteration 83: (EM) log likelihood = -28986.776
Iteration 84: (EM) log likelihood = -28978.277
Iteration 85: (EM) log likelihood = -28975.281
Iteration 86: (EM) log likelihood = -28969.313
Iteration 87: (EM) log likelihood = -28967.206
Iteration 88: (EM) log likelihood = -28964.119
Iteration 89: (EM) log likelihood = -28960.768
Iteration 90: (EM) log likelihood = -28958.322
Iteration 91: (EM) log likelihood = -28955.82
Iteration 92: (EM) log likelihood = -28952.295
Iteration 93: (EM) log likelihood = -28950.205
Iteration 94: (EM) log likelihood = -28947.162
Iteration 95: (EM) log likelihood = -28943.638
Iteration 96: (EM) log likelihood = -28939.09
Iteration 97: (EM) log likelihood = -28936.506
Iteration 98: (EM) log likelihood = -28933.584
Iteration 99: (EM) log likelihood = -28930.516
Iteration 100: (EM) log likelihood = -28927.328
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8719.6638
Iteration 1: (class) log likelihood = -8719.6638
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30388.202
Iteration 1: (outcome) log likelihood = -29164.484
Iteration 2: (outcome) log likelihood = -28829.02
Iteration 3: (outcome) log likelihood = -28773.507
Iteration 4: (outcome) log likelihood = -28764.127
Iteration 5: (outcome) log likelihood = -28761.929
Iteration 6: (outcome) log likelihood = -28761.479
Iteration 7: (outcome) log likelihood = -28761.374
Iteration 8: (outcome) log likelihood = -28761.357
Iteration 9: (outcome) log likelihood = -28761.353
Iteration 10: (outcome) log likelihood = -28761.352 (not concave)
Iteration 11: (outcome) log likelihood = -28761.352 (not concave)
Iteration 12: (outcome) log likelihood = -28761.352 (not concave)
Iteration 13: (outcome) log likelihood = -28761.352 (not concave)
Iteration 14: (outcome) log likelihood = -28761.352 (not concave)
Iteration 15: (outcome) log likelihood = -28761.352 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37404.225
Iteration 1: (EM) log likelihood = -37183.574
Iteration 2: (EM) log likelihood = -36661.605
Iteration 3: (EM) log likelihood = -35665.28
Iteration 4: (EM) log likelihood = -34381.388
Iteration 5: (EM) log likelihood = -33341.71
Iteration 6: (EM) log likelihood = -32630.409
Iteration 7: (EM) log likelihood = -32139.276
Iteration 8: (EM) log likelihood = -31759.181
Iteration 9: (EM) log likelihood = -31433.883
Iteration 10: (EM) log likelihood = -31149.785
Iteration 11: (EM) log likelihood = -30911.338
Iteration 12: (EM) log likelihood = -30719.405
Iteration 13: (EM) log likelihood = -30547.584
Iteration 14: (EM) log likelihood = -30396.415
Iteration 15: (EM) log likelihood = -30252.887
Iteration 16: (EM) log likelihood = -30116.608
Iteration 17: (EM) log likelihood = -29988.056
Iteration 18: (EM) log likelihood = -29865.802
Iteration 19: (EM) log likelihood = -29765.818
Iteration 20: (EM) log likelihood = -29682.997
Iteration 21: (EM) log likelihood = -29609.559
Iteration 22: (EM) log likelihood = -29545.415
Iteration 23: (EM) log likelihood = -29489.997
Iteration 24: (EM) log likelihood = -29439.142
Iteration 25: (EM) log likelihood = -29394.426
Iteration 26: (EM) log likelihood = -29354.379
Iteration 27: (EM) log likelihood = -29319.377
Iteration 28: (EM) log likelihood = -29287.337
Iteration 29: (EM) log likelihood = -29255.94
Iteration 30: (EM) log likelihood = -29229.746
Iteration 31: (EM) log likelihood = -29209.092
Iteration 32: (EM) log likelihood = -29190.454
Iteration 33: (EM) log likelihood = -29172.657
Iteration 34: (EM) log likelihood = -29155.592
Iteration 35: (EM) log likelihood = -29138.838
Iteration 36: (EM) log likelihood = -29123.948
Iteration 37: (EM) log likelihood = -29108.686
Iteration 38: (EM) log likelihood = -29096.073
Iteration 39: (EM) log likelihood = -29084.772
Iteration 40: (EM) log likelihood = -29075.259
Iteration 41: (EM) log likelihood = -29064.795
Iteration 42: (EM) log likelihood = -29057.011
Iteration 43: (EM) log likelihood = -29051.472
Iteration 44: (EM) log likelihood = -29045.981
Iteration 45: (EM) log likelihood = -29040.39
Iteration 46: (EM) log likelihood = -29035.754
Iteration 47: (EM) log likelihood = -29029.623
Iteration 48: (EM) log likelihood = -29025.142
Iteration 49: (EM) log likelihood = -29020.839
Iteration 50: (EM) log likelihood = -29015.741
Iteration 51: (EM) log likelihood = -29011.866
Iteration 52: (EM) log likelihood = -29003.001
Iteration 53: (EM) log likelihood = -28997.421
Iteration 54: (EM) log likelihood = -28992.22
Iteration 55: (EM) log likelihood = -28986.6
Iteration 56: (EM) log likelihood = -28982.342
Iteration 57: (EM) log likelihood = -28978.2
Iteration 58: (EM) log likelihood = -28972.966
Iteration 59: (EM) log likelihood = -28967.167
Iteration 60: (EM) log likelihood = -28962.893
Iteration 61: (EM) log likelihood = -28958.159
Iteration 62: (EM) log likelihood = -28954.396
Iteration 63: (EM) log likelihood = -28951.557
Iteration 64: (EM) log likelihood = -28948.814
Iteration 65: (EM) log likelihood = -28945.507
Iteration 66: (EM) log likelihood = -28941.805
Iteration 67: (EM) log likelihood = -28938.765
Iteration 68: (EM) log likelihood = -28935.883
Iteration 69: (EM) log likelihood = -28932.528
Iteration 70: (EM) log likelihood = -28929.776
Iteration 71: (EM) log likelihood = -28927.562
Iteration 72: (EM) log likelihood = -28923.919
Iteration 73: (EM) log likelihood = -28919.656
Iteration 74: (EM) log likelihood = -28916.899
Iteration 75: (EM) log likelihood = -28914.203
Iteration 76: (EM) log likelihood = -28911.531
Iteration 77: (EM) log likelihood = -28908.896
Iteration 78: (EM) log likelihood = -28905.452
Iteration 79: (EM) log likelihood = -28902.967
Iteration 80: (EM) log likelihood = -28899.701
Iteration 81: (EM) log likelihood = -28896.779
Iteration 82: (EM) log likelihood = -28892.843
Iteration 83: (EM) log likelihood = -28890.126
Iteration 84: (EM) log likelihood = -28887.762
Iteration 85: (EM) log likelihood = -28883.754
Iteration 86: (EM) log likelihood = -28881.711
Iteration 87: (EM) log likelihood = -28878.497
Iteration 88: (EM) log likelihood = -28875.967
Iteration 89: (EM) log likelihood = -28870.936
Iteration 90: (EM) log likelihood = -28866.346
Iteration 91: (EM) log likelihood = -28862.787
Iteration 92: (EM) log likelihood = -28860.333
Iteration 93: (EM) log likelihood = -28857.846
Iteration 94: (EM) log likelihood = -28855.473
Iteration 95: (EM) log likelihood = -28851.177
Iteration 96: (EM) log likelihood = -28849.556
Iteration 97: (EM) log likelihood = -28845.902
Iteration 98: (EM) log likelihood = -28844.233
Iteration 99: (EM) log likelihood = -28841.782
Iteration 100: (EM) log likelihood = -28835.2
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8718.102
Iteration 1: (class) log likelihood = -8718.102
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30576.207
Iteration 1: (outcome) log likelihood = -29201.737
Iteration 2: (outcome) log likelihood = -28844.933
Iteration 3: (outcome) log likelihood = -28782.013
Iteration 4: (outcome) log likelihood = -28770.43
Iteration 5: (outcome) log likelihood = -28767.743
Iteration 6: (outcome) log likelihood = -28767.194
Iteration 7: (outcome) log likelihood = -28767.077
Iteration 8: (outcome) log likelihood = -28767.05
Iteration 9: (outcome) log likelihood = -28767.044
Iteration 10: (outcome) log likelihood = -28767.042 (not concave)
Iteration 11: (outcome) log likelihood = -28767.042 (not concave)
Iteration 12: (outcome) log likelihood = -28767.042 (not concave)
Iteration 13: (outcome) log likelihood = -28767.042 (not concave)
Iteration 14: (outcome) log likelihood = -28767.042 (not concave)
Iteration 15: (outcome) log likelihood = -28767.042 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37402.744
Iteration 1: (EM) log likelihood = -37136.797
Iteration 2: (EM) log likelihood = -36469.077
Iteration 3: (EM) log likelihood = -35347.19
Iteration 4: (EM) log likelihood = -34221.955
Iteration 5: (EM) log likelihood = -33382.518
Iteration 6: (EM) log likelihood = -32790.22
Iteration 7: (EM) log likelihood = -32333.609
Iteration 8: (EM) log likelihood = -31952.984
Iteration 9: (EM) log likelihood = -31633.834
Iteration 10: (EM) log likelihood = -31369.127
Iteration 11: (EM) log likelihood = -31150.34
Iteration 12: (EM) log likelihood = -30968.642
Iteration 13: (EM) log likelihood = -30810.184
Iteration 14: (EM) log likelihood = -30672.527
Iteration 15: (EM) log likelihood = -30547.142
Iteration 16: (EM) log likelihood = -30429.742
Iteration 17: (EM) log likelihood = -30317.836
Iteration 18: (EM) log likelihood = -30203.265
Iteration 19: (EM) log likelihood = -30093.527
Iteration 20: (EM) log likelihood = -29988.942
Iteration 21: (EM) log likelihood = -29891.943
Iteration 22: (EM) log likelihood = -29806.466
Iteration 23: (EM) log likelihood = -29724.891
Iteration 24: (EM) log likelihood = -29653.619
Iteration 25: (EM) log likelihood = -29586.499
Iteration 26: (EM) log likelihood = -29522.248
Iteration 27: (EM) log likelihood = -29459.133
Iteration 28: (EM) log likelihood = -29396.386
Iteration 29: (EM) log likelihood = -29332.347
Iteration 30: (EM) log likelihood = -29267.333
Iteration 31: (EM) log likelihood = -29206.214
Iteration 32: (EM) log likelihood = -29151.696
Iteration 33: (EM) log likelihood = -29103.78
Iteration 34: (EM) log likelihood = -29057.299
Iteration 35: (EM) log likelihood = -29013.989
Iteration 36: (EM) log likelihood = -28972.166
Iteration 37: (EM) log likelihood = -28934.782
Iteration 38: (EM) log likelihood = -28896.098
Iteration 39: (EM) log likelihood = -28863.252
Iteration 40: (EM) log likelihood = -28835.333
Iteration 41: (EM) log likelihood = -28803.89
Iteration 42: (EM) log likelihood = -28777.21
Iteration 43: (EM) log likelihood = -28753.179
Iteration 44: (EM) log likelihood = -28730.402
Iteration 45: (EM) log likelihood = -28709.116
Iteration 46: (EM) log likelihood = -28690.691
Iteration 47: (EM) log likelihood = -28674.666
Iteration 48: (EM) log likelihood = -28659.939
Iteration 49: (EM) log likelihood = -28644.222
Iteration 50: (EM) log likelihood = -28629.022
Iteration 51: (EM) log likelihood = -28614.324
Iteration 52: (EM) log likelihood = -28603.232
Iteration 53: (EM) log likelihood = -28593.058
Iteration 54: (EM) log likelihood = -28584.683
Iteration 55: (EM) log likelihood = -28575.978
Iteration 56: (EM) log likelihood = -28568.332
Iteration 57: (EM) log likelihood = -28561.034
Iteration 58: (EM) log likelihood = -28554.392
Iteration 59: (EM) log likelihood = -28548.06
Iteration 60: (EM) log likelihood = -28542.452
Iteration 61: (EM) log likelihood = -28536.552
Iteration 62: (EM) log likelihood = -28531.429
Iteration 63: (EM) log likelihood = -28520.22
Iteration 64: (EM) log likelihood = -28516.935
Iteration 65: (EM) log likelihood = -28513.956
Iteration 66: (EM) log likelihood = -28511.415
Iteration 67: (EM) log likelihood = -28509.306
Iteration 68: (EM) log likelihood = -28507.319
Iteration 69: (EM) log likelihood = -28505.516
Iteration 70: (EM) log likelihood = -28503.488
Iteration 71: (EM) log likelihood = -28501.403
Iteration 72: (EM) log likelihood = -28499.814
Iteration 73: (EM) log likelihood = -28497.202
Iteration 74: (EM) log likelihood = -28495.336
Iteration 75: (EM) log likelihood = -28494.263
Iteration 76: (EM) log likelihood = -28493.215
Iteration 77: (EM) log likelihood = -28492.161
Iteration 78: (EM) log likelihood = -28491.053
Iteration 79: (EM) log likelihood = -28489.343
Iteration 80: (EM) log likelihood = -28487.322
Iteration 81: (EM) log likelihood = -28484.941
Iteration 82: (EM) log likelihood = -28482.574
Iteration 83: (EM) log likelihood = -28481.895
Iteration 84: (EM) log likelihood = -28479.991
Iteration 85: (EM) log likelihood = -28476.896
Iteration 86: (EM) log likelihood = -28475.866
Iteration 87: (EM) log likelihood = -28472.755
Iteration 88: (EM) log likelihood = -28471.277
Iteration 89: (EM) log likelihood = -28469.382
Iteration 90: (EM) log likelihood = -28466.363
Iteration 91: (EM) log likelihood = -28465.047
Iteration 92: (EM) log likelihood = -28463.728
Iteration 93: (EM) log likelihood = -28462.491
Iteration 94: (EM) log likelihood = -28459.305
Iteration 95: (EM) log likelihood = -28455.924
Iteration 96: (EM) log likelihood = -28454.465
Iteration 97: (EM) log likelihood = -28452.844
Iteration 98: (EM) log likelihood = -28450.811
Iteration 99: (EM) log likelihood = -28448.406
Iteration 100: (EM) log likelihood = -28446.844
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8722.8507
Iteration 1: (class) log likelihood = -8722.8507
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30717.893
Iteration 1: (outcome) log likelihood = -29205.269
Iteration 2: (outcome) log likelihood = -28834.49
Iteration 3: (outcome) log likelihood = -28765.915
Iteration 4: (outcome) log likelihood = -28754.108
Iteration 5: (outcome) log likelihood = -28751.397
Iteration 6: (outcome) log likelihood = -28750.853
Iteration 7: (outcome) log likelihood = -28750.724
Iteration 8: (outcome) log likelihood = -28750.702
Iteration 9: (outcome) log likelihood = -28750.697
Iteration 10: (outcome) log likelihood = -28750.696 (not concave)
Iteration 11: (outcome) log likelihood = -28750.696 (not concave)
Iteration 12: (outcome) log likelihood = -28750.696 (not concave)
Iteration 13: (outcome) log likelihood = -28750.696 (not concave)
Iteration 14: (outcome) log likelihood = -28750.696 (not concave)
Iteration 15: (outcome) log likelihood = -28750.696 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37374.327
Iteration 1: (EM) log likelihood = -37041.086
Iteration 2: (EM) log likelihood = -36202.891
Iteration 3: (EM) log likelihood = -35010.437
Iteration 4: (EM) log likelihood = -33994.293
Iteration 5: (EM) log likelihood = -33235.477
Iteration 6: (EM) log likelihood = -32647.084
Iteration 7: (EM) log likelihood = -32174.481
Iteration 8: (EM) log likelihood = -31786.634
Iteration 9: (EM) log likelihood = -31466.794
Iteration 10: (EM) log likelihood = -31205.192
Iteration 11: (EM) log likelihood = -30990.06
Iteration 12: (EM) log likelihood = -30805.85
Iteration 13: (EM) log likelihood = -30648.472
Iteration 14: (EM) log likelihood = -30512.192
Iteration 15: (EM) log likelihood = -30388.157
Iteration 16: (EM) log likelihood = -30271.422
Iteration 17: (EM) log likelihood = -30168.394
Iteration 18: (EM) log likelihood = -30074.485
Iteration 19: (EM) log likelihood = -29988.158
Iteration 20: (EM) log likelihood = -29911.804
Iteration 21: (EM) log likelihood = -29841.129
Iteration 22: (EM) log likelihood = -29776.825
Iteration 23: (EM) log likelihood = -29714.546
Iteration 24: (EM) log likelihood = -29648.624
Iteration 25: (EM) log likelihood = -29585.112
Iteration 26: (EM) log likelihood = -29532.409
Iteration 27: (EM) log likelihood = -29484.095
Iteration 28: (EM) log likelihood = -29442.328
Iteration 29: (EM) log likelihood = -29404.541
Iteration 30: (EM) log likelihood = -29375.211
Iteration 31: (EM) log likelihood = -29349.064
Iteration 32: (EM) log likelihood = -29325.092
Iteration 33: (EM) log likelihood = -29301.084
Iteration 34: (EM) log likelihood = -29281.143
Iteration 35: (EM) log likelihood = -29261.505
Iteration 36: (EM) log likelihood = -29246.472
Iteration 37: (EM) log likelihood = -29231.661
Iteration 38: (EM) log likelihood = -29218.08
Iteration 39: (EM) log likelihood = -29206.154
Iteration 40: (EM) log likelihood = -29191.426
Iteration 41: (EM) log likelihood = -29179.595
Iteration 42: (EM) log likelihood = -29169.52
Iteration 43: (EM) log likelihood = -29159.998
Iteration 44: (EM) log likelihood = -29151.601
Iteration 45: (EM) log likelihood = -29143.345
Iteration 46: (EM) log likelihood = -29134.618
Iteration 47: (EM) log likelihood = -29127.874
Iteration 48: (EM) log likelihood = -29121.122
Iteration 49: (EM) log likelihood = -29115.39
Iteration 50: (EM) log likelihood = -29110.373
Iteration 51: (EM) log likelihood = -29104.759
Iteration 52: (EM) log likelihood = -29099.442
Iteration 53: (EM) log likelihood = -29095.426
Iteration 54: (EM) log likelihood = -29091.784
Iteration 55: (EM) log likelihood = -29085.909
Iteration 56: (EM) log likelihood = -29081.594
Iteration 57: (EM) log likelihood = -29076.32
Iteration 58: (EM) log likelihood = -29070.272
Iteration 59: (EM) log likelihood = -29065.756
Iteration 60: (EM) log likelihood = -29060.833
Iteration 61: (EM) log likelihood = -29056.759
Iteration 62: (EM) log likelihood = -29046.725
Iteration 63: (EM) log likelihood = -29042.265
Iteration 64: (EM) log likelihood = -29037.806
Iteration 65: (EM) log likelihood = -29034.729
Iteration 66: (EM) log likelihood = -29032.298
Iteration 67: (EM) log likelihood = -29029.623
Iteration 68: (EM) log likelihood = -29027.621
Iteration 69: (EM) log likelihood = -29025.392
Iteration 70: (EM) log likelihood = -29023.109
Iteration 71: (EM) log likelihood = -29020.996
Iteration 72: (EM) log likelihood = -29018.155
Iteration 73: (EM) log likelihood = -29016.489
Iteration 74: (EM) log likelihood = -29013.881
Iteration 75: (EM) log likelihood = -29012.435
Iteration 76: (EM) log likelihood = -29011.046
Iteration 77: (EM) log likelihood = -29008.734
Iteration 78: (EM) log likelihood = -29006.634
Iteration 79: (EM) log likelihood = -29005.785
Iteration 80: (EM) log likelihood = -29004.48
Iteration 81: (EM) log likelihood = -29002.833
Iteration 82: (EM) log likelihood = -29001.427
Iteration 83: (EM) log likelihood = -29000.066
Iteration 84: (EM) log likelihood = -28998.739
Iteration 85: (EM) log likelihood = -28994.841
Iteration 86: (EM) log likelihood = -28993.77
Iteration 87: (EM) log likelihood = -28993.697
Iteration 88: (EM) log likelihood = -28993.385
Iteration 89: (EM) log likelihood = -28993.976
Iteration 90: (EM) log likelihood = -28994.127
Iteration 91: (EM) log likelihood = -28994.339
Iteration 92: (EM) log likelihood = -28993.521
Iteration 93: (EM) log likelihood = -28990.569
Iteration 94: (EM) log likelihood = -28984.775
Iteration 95: (EM) log likelihood = -28977.657
Iteration 96: (EM) log likelihood = -28968.234
Iteration 97: (EM) log likelihood = -28957.92
Iteration 98: (EM) log likelihood = -28947.821
Iteration 99: (EM) log likelihood = -28939.559
Iteration 100: (EM) log likelihood = -28933.12
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.0751
Iteration 1: (class) log likelihood = -8720.0751
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30801.571
Iteration 1: (outcome) log likelihood = -29189.007
Iteration 2: (outcome) log likelihood = -28816.69
Iteration 3: (outcome) log likelihood = -28749.456
Iteration 4: (outcome) log likelihood = -28736.111
Iteration 5: (outcome) log likelihood = -28732.84
Iteration 6: (outcome) log likelihood = -28732.179
Iteration 7: (outcome) log likelihood = -28732.036
Iteration 8: (outcome) log likelihood = -28732.004
Iteration 9: (outcome) log likelihood = -28731.996
Iteration 10: (outcome) log likelihood = -28731.994 (not concave)
Iteration 11: (outcome) log likelihood = -28731.994 (not concave)
Iteration 12: (outcome) log likelihood = -28731.994 (not concave)
Iteration 13: (outcome) log likelihood = -28731.994 (not concave)
Iteration 14: (outcome) log likelihood = -28731.994 (not concave)
Iteration 15: (outcome) log likelihood = -28731.994 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37320.163
Iteration 1: (EM) log likelihood = -36947.326
Iteration 2: (EM) log likelihood = -36137.98
Iteration 3: (EM) log likelihood = -34846.77
Iteration 4: (EM) log likelihood = -33713.069
Iteration 5: (EM) log likelihood = -32893.672
Iteration 6: (EM) log likelihood = -32272.436
Iteration 7: (EM) log likelihood = -31774.281
Iteration 8: (EM) log likelihood = -31359.575
Iteration 9: (EM) log likelihood = -31017.721
Iteration 10: (EM) log likelihood = -30745.839
Iteration 11: (EM) log likelihood = -30526.459
Iteration 12: (EM) log likelihood = -30346.941
Iteration 13: (EM) log likelihood = -30186.385
Iteration 14: (EM) log likelihood = -30039.986
Iteration 15: (EM) log likelihood = -29905.638
Iteration 16: (EM) log likelihood = -29786.687
Iteration 17: (EM) log likelihood = -29678.626
Iteration 18: (EM) log likelihood = -29590.342
Iteration 19: (EM) log likelihood = -29514.373
Iteration 20: (EM) log likelihood = -29444.708
Iteration 21: (EM) log likelihood = -29389.622
Iteration 22: (EM) log likelihood = -29343.472
Iteration 23: (EM) log likelihood = -29304.307
Iteration 24: (EM) log likelihood = -29270.157
Iteration 25: (EM) log likelihood = -29240.181
Iteration 26: (EM) log likelihood = -29213.925
Iteration 27: (EM) log likelihood = -29189.066
Iteration 28: (EM) log likelihood = -29164.704
Iteration 29: (EM) log likelihood = -29144.037
Iteration 30: (EM) log likelihood = -29121.635
Iteration 31: (EM) log likelihood = -29100.38
Iteration 32: (EM) log likelihood = -29081.349
Iteration 33: (EM) log likelihood = -29063.516
Iteration 34: (EM) log likelihood = -29046.634
Iteration 35: (EM) log likelihood = -29031.91
Iteration 36: (EM) log likelihood = -29019.643
Iteration 37: (EM) log likelihood = -29007.736
Iteration 38: (EM) log likelihood = -28997.257
Iteration 39: (EM) log likelihood = -28986.823
Iteration 40: (EM) log likelihood = -28977.697
Iteration 41: (EM) log likelihood = -28968.923
Iteration 42: (EM) log likelihood = -28960.823
Iteration 43: (EM) log likelihood = -28953.459
Iteration 44: (EM) log likelihood = -28946.265
Iteration 45: (EM) log likelihood = -28938.393
Iteration 46: (EM) log likelihood = -28930.291
Iteration 47: (EM) log likelihood = -28923.595
Iteration 48: (EM) log likelihood = -28915.72
Iteration 49: (EM) log likelihood = -28909.092
Iteration 50: (EM) log likelihood = -28902.183
Iteration 51: (EM) log likelihood = -28895.797
Iteration 52: (EM) log likelihood = -28889.907
Iteration 53: (EM) log likelihood = -28884.705
Iteration 54: (EM) log likelihood = -28879.921
Iteration 55: (EM) log likelihood = -28875.108
Iteration 56: (EM) log likelihood = -28870.282
Iteration 57: (EM) log likelihood = -28865.425
Iteration 58: (EM) log likelihood = -28859.156
Iteration 59: (EM) log likelihood = -28854.216
Iteration 60: (EM) log likelihood = -28850.143
Iteration 61: (EM) log likelihood = -28846.043
Iteration 62: (EM) log likelihood = -28841.726
Iteration 63: (EM) log likelihood = -28835.472
Iteration 64: (EM) log likelihood = -28829.964
Iteration 65: (EM) log likelihood = -28824.502
Iteration 66: (EM) log likelihood = -28817.423
Iteration 67: (EM) log likelihood = -28813.262
Iteration 68: (EM) log likelihood = -28808.04
Iteration 69: (EM) log likelihood = -28802.218
Iteration 70: (EM) log likelihood = -28797.976
Iteration 71: (EM) log likelihood = -28792.854
Iteration 72: (EM) log likelihood = -28788.369
Iteration 73: (EM) log likelihood = -28783.779
Iteration 74: (EM) log likelihood = -28778.864
Iteration 75: (EM) log likelihood = -28774.957
Iteration 76: (EM) log likelihood = -28770.606
Iteration 77: (EM) log likelihood = -28767.302
Iteration 78: (EM) log likelihood = -28764.098
Iteration 79: (EM) log likelihood = -28761.627
Iteration 80: (EM) log likelihood = -28759.278
Iteration 81: (EM) log likelihood = -28756.886
Iteration 82: (EM) log likelihood = -28754.749
Iteration 83: (EM) log likelihood = -28752.765
Iteration 84: (EM) log likelihood = -28750.829
Iteration 85: (EM) log likelihood = -28748.865
Iteration 86: (EM) log likelihood = -28747.295
Iteration 87: (EM) log likelihood = -28745.848
Iteration 88: (EM) log likelihood = -28744.636
Iteration 89: (EM) log likelihood = -28743.441
Iteration 90: (EM) log likelihood = -28742.385
Iteration 91: (EM) log likelihood = -28741.425
Iteration 92: (EM) log likelihood = -28740.576
Iteration 93: (EM) log likelihood = -28739.801
Iteration 94: (EM) log likelihood = -28739.063
Iteration 95: (EM) log likelihood = -28738.53
Iteration 96: (EM) log likelihood = -28738.019
Iteration 97: (EM) log likelihood = -28737.567
Iteration 98: (EM) log likelihood = -28737.187
Iteration 99: (EM) log likelihood = -28736.742
Iteration 100: (EM) log likelihood = -28736.552
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8714.7086
Iteration 1: (class) log likelihood = -8714.7086
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29777.653
Iteration 1: (outcome) log likelihood = -29035.616
Iteration 2: (outcome) log likelihood = -28812.94
Iteration 3: (outcome) log likelihood = -28775.568
Iteration 4: (outcome) log likelihood = -28768.824
Iteration 5: (outcome) log likelihood = -28767.702
Iteration 6: (outcome) log likelihood = -28767.421
Iteration 7: (outcome) log likelihood = -28767.36
Iteration 8: (outcome) log likelihood = -28767.346
Iteration 9: (outcome) log likelihood = -28767.343 (not concave)
Iteration 10: (outcome) log likelihood = -28767.343 (not concave)
Iteration 11: (outcome) log likelihood = -28767.343 (not concave)
Iteration 12: (outcome) log likelihood = -28767.343 (not concave)
Iteration 13: (outcome) log likelihood = -28767.343 (not concave)
Iteration 14: (outcome) log likelihood = -28767.343 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37395.347
Iteration 1: (EM) log likelihood = -37104.483
Iteration 2: (EM) log likelihood = -36384.926
Iteration 3: (EM) log likelihood = -35282.886
Iteration 4: (EM) log likelihood = -34234.977
Iteration 5: (EM) log likelihood = -33379.019
Iteration 6: (EM) log likelihood = -32698.126
Iteration 7: (EM) log likelihood = -32153.476
Iteration 8: (EM) log likelihood = -31705.881
Iteration 9: (EM) log likelihood = -31336.107
Iteration 10: (EM) log likelihood = -31035.464
Iteration 11: (EM) log likelihood = -30782.23
Iteration 12: (EM) log likelihood = -30560.234
Iteration 13: (EM) log likelihood = -30357.029
Iteration 14: (EM) log likelihood = -30170.924
Iteration 15: (EM) log likelihood = -30005.968
Iteration 16: (EM) log likelihood = -29861.417
Iteration 17: (EM) log likelihood = -29738.993
Iteration 18: (EM) log likelihood = -29627.727
Iteration 19: (EM) log likelihood = -29529.459
Iteration 20: (EM) log likelihood = -29439.939
Iteration 21: (EM) log likelihood = -29357.651
Iteration 22: (EM) log likelihood = -29274.56
Iteration 23: (EM) log likelihood = -29200.634
Iteration 24: (EM) log likelihood = -29133.029
Iteration 25: (EM) log likelihood = -29067.689
Iteration 26: (EM) log likelihood = -29006.021
Iteration 27: (EM) log likelihood = -28949.906
Iteration 28: (EM) log likelihood = -28898.039
Iteration 29: (EM) log likelihood = -28849.384
Iteration 30: (EM) log likelihood = -28806.858
Iteration 31: (EM) log likelihood = -28775.278
Iteration 32: (EM) log likelihood = -28743.291
Iteration 33: (EM) log likelihood = -28717.5
Iteration 34: (EM) log likelihood = -28695.359
Iteration 35: (EM) log likelihood = -28676.653
Iteration 36: (EM) log likelihood = -28657.555
Iteration 37: (EM) log likelihood = -28639.611
Iteration 38: (EM) log likelihood = -28624.637
Iteration 39: (EM) log likelihood = -28610.142
Iteration 40: (EM) log likelihood = -28597.114
Iteration 41: (EM) log likelihood = -28586.074
Iteration 42: (EM) log likelihood = -28573.331
Iteration 43: (EM) log likelihood = -28562.8
Iteration 44: (EM) log likelihood = -28551.973
Iteration 45: (EM) log likelihood = -28542.591
Iteration 46: (EM) log likelihood = -28533.579
Iteration 47: (EM) log likelihood = -28526.339
Iteration 48: (EM) log likelihood = -28518.673
Iteration 49: (EM) log likelihood = -28512.693
Iteration 50: (EM) log likelihood = -28506.225
Iteration 51: (EM) log likelihood = -28500.908
Iteration 52: (EM) log likelihood = -28495.863
Iteration 53: (EM) log likelihood = -28490.822
Iteration 54: (EM) log likelihood = -28485.621
Iteration 55: (EM) log likelihood = -28482.18
Iteration 56: (EM) log likelihood = -28478.979
Iteration 57: (EM) log likelihood = -28473.857
Iteration 58: (EM) log likelihood = -28471.822
Iteration 59: (EM) log likelihood = -28469.927
Iteration 60: (EM) log likelihood = -28466.124
Iteration 61: (EM) log likelihood = -28462.635
Iteration 62: (EM) log likelihood = -28459.367
Iteration 63: (EM) log likelihood = -28456.912
Iteration 64: (EM) log likelihood = -28454.817
Iteration 65: (EM) log likelihood = -28452.159
Iteration 66: (EM) log likelihood = -28448.783
Iteration 67: (EM) log likelihood = -28446.279
Iteration 68: (EM) log likelihood = -28445.419
Iteration 69: (EM) log likelihood = -28441.039
Iteration 70: (EM) log likelihood = -28438.27
Iteration 71: (EM) log likelihood = -28435.136
Iteration 72: (EM) log likelihood = -28432.332
Iteration 73: (EM) log likelihood = -28429.411
Iteration 74: (EM) log likelihood = -28425.605
Iteration 75: (EM) log likelihood = -28423.749
Iteration 76: (EM) log likelihood = -28422.111
Iteration 77: (EM) log likelihood = -28419.463
Iteration 78: (EM) log likelihood = -28415.251
Iteration 79: (EM) log likelihood = -28413.714
Iteration 80: (EM) log likelihood = -28410.99
Iteration 81: (EM) log likelihood = -28409.044
Iteration 82: (EM) log likelihood = -28406.21
Iteration 83: (EM) log likelihood = -28404.236
Iteration 84: (EM) log likelihood = -28401.876
Iteration 85: (EM) log likelihood = -28400.21
Iteration 86: (EM) log likelihood = -28399.35
Iteration 87: (EM) log likelihood = -28397.992
Iteration 88: (EM) log likelihood = -28395.234
Iteration 89: (EM) log likelihood = -28393.191
Iteration 90: (EM) log likelihood = -28391.888
Iteration 91: (EM) log likelihood = -28390.618
Iteration 92: (EM) log likelihood = -28389.592
Iteration 93: (EM) log likelihood = -28388.111
Iteration 94: (EM) log likelihood = -28386.367
Iteration 95: (EM) log likelihood = -28384.807
Iteration 96: (EM) log likelihood = -28383.14
Iteration 97: (EM) log likelihood = -28381.858
Iteration 98: (EM) log likelihood = -28380.719
Iteration 99: (EM) log likelihood = -28380.133
Iteration 100: (EM) log likelihood = -28378.931
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.8519
Iteration 1: (class) log likelihood = -8720.8519
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30306.607
Iteration 1: (outcome) log likelihood = -29114.066
Iteration 2: (outcome) log likelihood = -28795.513
Iteration 3: (outcome) log likelihood = -28740.079
Iteration 4: (outcome) log likelihood = -28729.643
Iteration 5: (outcome) log likelihood = -28727.677
Iteration 6: (outcome) log likelihood = -28727.338
Iteration 7: (outcome) log likelihood = -28727.26
Iteration 8: (outcome) log likelihood = -28727.241
Iteration 9: (outcome) log likelihood = -28727.237
Iteration 10: (outcome) log likelihood = -28727.237 (not concave)
Iteration 11: (outcome) log likelihood = -28727.237 (not concave)
Iteration 12: (outcome) log likelihood = -28727.237 (not concave)
Iteration 13: (outcome) log likelihood = -28727.237 (not concave)
Iteration 14: (outcome) log likelihood = -28727.237 (not concave)
Iteration 15: (outcome) log likelihood = -28727.237 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37345.578
Iteration 1: (EM) log likelihood = -37037.717
Iteration 2: (EM) log likelihood = -36291.853
Iteration 3: (EM) log likelihood = -35107.125
Iteration 4: (EM) log likelihood = -33916.873
Iteration 5: (EM) log likelihood = -32951.778
Iteration 6: (EM) log likelihood = -32259.782
Iteration 7: (EM) log likelihood = -31783.346
Iteration 8: (EM) log likelihood = -31443.976
Iteration 9: (EM) log likelihood = -31184.305
Iteration 10: (EM) log likelihood = -30982.12
Iteration 11: (EM) log likelihood = -30794.085
Iteration 12: (EM) log likelihood = -30609.714
Iteration 13: (EM) log likelihood = -30431.377
Iteration 14: (EM) log likelihood = -30264.858
Iteration 15: (EM) log likelihood = -30115.037
Iteration 16: (EM) log likelihood = -29987.163
Iteration 17: (EM) log likelihood = -29876.996
Iteration 18: (EM) log likelihood = -29784.095
Iteration 19: (EM) log likelihood = -29701.824
Iteration 20: (EM) log likelihood = -29630.288
Iteration 21: (EM) log likelihood = -29565.845
Iteration 22: (EM) log likelihood = -29506.088
Iteration 23: (EM) log likelihood = -29453.674
Iteration 24: (EM) log likelihood = -29405.458
Iteration 25: (EM) log likelihood = -29359.847
Iteration 26: (EM) log likelihood = -29317.542
Iteration 27: (EM) log likelihood = -29276.726
Iteration 28: (EM) log likelihood = -29239.814
Iteration 29: (EM) log likelihood = -29204.275
Iteration 30: (EM) log likelihood = -29170.386
Iteration 31: (EM) log likelihood = -29134.832
Iteration 32: (EM) log likelihood = -29106.666
Iteration 33: (EM) log likelihood = -29076.874
Iteration 34: (EM) log likelihood = -29043.712
Iteration 35: (EM) log likelihood = -29022.433
Iteration 36: (EM) log likelihood = -29003.112
Iteration 37: (EM) log likelihood = -28985.701
Iteration 38: (EM) log likelihood = -28969.13
Iteration 39: (EM) log likelihood = -28951.398
Iteration 40: (EM) log likelihood = -28934.068
Iteration 41: (EM) log likelihood = -28919.539
Iteration 42: (EM) log likelihood = -28907.08
Iteration 43: (EM) log likelihood = -28894.925
Iteration 44: (EM) log likelihood = -28884.389
Iteration 45: (EM) log likelihood = -28873.442
Iteration 46: (EM) log likelihood = -28860.414
Iteration 47: (EM) log likelihood = -28851.263
Iteration 48: (EM) log likelihood = -28843.681
Iteration 49: (EM) log likelihood = -28836.636
Iteration 50: (EM) log likelihood = -28825.987
Iteration 51: (EM) log likelihood = -28817.962
Iteration 52: (EM) log likelihood = -28812.968
Iteration 53: (EM) log likelihood = -28808.327
Iteration 54: (EM) log likelihood = -28804.879
Iteration 55: (EM) log likelihood = -28801.528
Iteration 56: (EM) log likelihood = -28798.292
Iteration 57: (EM) log likelihood = -28795.178
Iteration 58: (EM) log likelihood = -28792.365
Iteration 59: (EM) log likelihood = -28790.086
Iteration 60: (EM) log likelihood = -28787.341
Iteration 61: (EM) log likelihood = -28785.162
Iteration 62: (EM) log likelihood = -28781.861
Iteration 63: (EM) log likelihood = -28779.942
Iteration 64: (EM) log likelihood = -28777.702
Iteration 65: (EM) log likelihood = -28772.599
Iteration 66: (EM) log likelihood = -28770.346
Iteration 67: (EM) log likelihood = -28768.428
Iteration 68: (EM) log likelihood = -28766.56
Iteration 69: (EM) log likelihood = -28764.199
Iteration 70: (EM) log likelihood = -28762.572
Iteration 71: (EM) log likelihood = -28761.149
Iteration 72: (EM) log likelihood = -28759.67
Iteration 73: (EM) log likelihood = -28758.334
Iteration 74: (EM) log likelihood = -28757.282
Iteration 75: (EM) log likelihood = -28756.323
Iteration 76: (EM) log likelihood = -28755.151
Iteration 77: (EM) log likelihood = -28754.918
Iteration 78: (EM) log likelihood = -28752.182
Iteration 79: (EM) log likelihood = -28750.168
Iteration 80: (EM) log likelihood = -28748.416
Iteration 81: (EM) log likelihood = -28746.22
Iteration 82: (EM) log likelihood = -28744.841
Iteration 83: (EM) log likelihood = -28743.004
Iteration 84: (EM) log likelihood = -28741.771
Iteration 85: (EM) log likelihood = -28733.563
Iteration 86: (EM) log likelihood = -28730.831
Iteration 87: (EM) log likelihood = -28727.983
Iteration 88: (EM) log likelihood = -28724.291
Iteration 89: (EM) log likelihood = -28722.412
Iteration 90: (EM) log likelihood = -28721.806
Iteration 91: (EM) log likelihood = -28719.484
Iteration 92: (EM) log likelihood = -28715.48
Iteration 93: (EM) log likelihood = -28713.584
Iteration 94: (EM) log likelihood = -28711.396
Iteration 95: (EM) log likelihood = -28707.631
Iteration 96: (EM) log likelihood = -28705.808
Iteration 97: (EM) log likelihood = -28704.028
Iteration 98: (EM) log likelihood = -28702.115
Iteration 99: (EM) log likelihood = -28700.764
Iteration 100: (EM) log likelihood = -28698.337
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.8834
Iteration 1: (class) log likelihood = -8721.8834
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -29884.582
Iteration 1: (outcome) log likelihood = -29070.734
Iteration 2: (outcome) log likelihood = -28775.014
Iteration 3: (outcome) log likelihood = -28727.741
Iteration 4: (outcome) log likelihood = -28719.187
Iteration 5: (outcome) log likelihood = -28717.394
Iteration 6: (outcome) log likelihood = -28717.026
Iteration 7: (outcome) log likelihood = -28716.961
Iteration 8: (outcome) log likelihood = -28716.946
Iteration 9: (outcome) log likelihood = -28716.943
Iteration 10: (outcome) log likelihood = -28716.942 (not concave)
Iteration 11: (outcome) log likelihood = -28716.942 (not concave)
Iteration 12: (outcome) log likelihood = -28716.942 (not concave)
Iteration 13: (outcome) log likelihood = -28716.942 (not concave)
Iteration 14: (outcome) log likelihood = -28716.942 (not concave)
Iteration 15: (outcome) log likelihood = -28716.942 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37322.745
Iteration 1: (EM) log likelihood = -36946.991
Iteration 2: (EM) log likelihood = -36014.31
Iteration 3: (EM) log likelihood = -34804.858
Iteration 4: (EM) log likelihood = -33854.13
Iteration 5: (EM) log likelihood = -33159.539
Iteration 6: (EM) log likelihood = -32617.336
Iteration 7: (EM) log likelihood = -32177.563
Iteration 8: (EM) log likelihood = -31797.693
Iteration 9: (EM) log likelihood = -31456.642
Iteration 10: (EM) log likelihood = -31145.412
Iteration 11: (EM) log likelihood = -30862.148
Iteration 12: (EM) log likelihood = -30613.46
Iteration 13: (EM) log likelihood = -30400.651
Iteration 14: (EM) log likelihood = -30222.76
Iteration 15: (EM) log likelihood = -30072.421
Iteration 16: (EM) log likelihood = -29943.924
Iteration 17: (EM) log likelihood = -29828.793
Iteration 18: (EM) log likelihood = -29724.433
Iteration 19: (EM) log likelihood = -29629.174
Iteration 20: (EM) log likelihood = -29543.326
Iteration 21: (EM) log likelihood = -29464.993
Iteration 22: (EM) log likelihood = -29393.614
Iteration 23: (EM) log likelihood = -29328.023
Iteration 24: (EM) log likelihood = -29268.196
Iteration 25: (EM) log likelihood = -29215.055
Iteration 26: (EM) log likelihood = -29167.352
Iteration 27: (EM) log likelihood = -29122.979
Iteration 28: (EM) log likelihood = -29083.498
Iteration 29: (EM) log likelihood = -29044.46
Iteration 30: (EM) log likelihood = -29009.88
Iteration 31: (EM) log likelihood = -28977.275
Iteration 32: (EM) log likelihood = -28944.083
Iteration 33: (EM) log likelihood = -28909.91
Iteration 34: (EM) log likelihood = -28878.691
Iteration 35: (EM) log likelihood = -28850.419
Iteration 36: (EM) log likelihood = -28825.045
Iteration 37: (EM) log likelihood = -28802.593
Iteration 38: (EM) log likelihood = -28778.106
Iteration 39: (EM) log likelihood = -28757.537
Iteration 40: (EM) log likelihood = -28736.909
Iteration 41: (EM) log likelihood = -28721.56
Iteration 42: (EM) log likelihood = -28704.415
Iteration 43: (EM) log likelihood = -28691.05
Iteration 44: (EM) log likelihood = -28680.609
Iteration 45: (EM) log likelihood = -28667.332
Iteration 46: (EM) log likelihood = -28659.59
Iteration 47: (EM) log likelihood = -28653.013
Iteration 48: (EM) log likelihood = -28647.654
Iteration 49: (EM) log likelihood = -28642.857
Iteration 50: (EM) log likelihood = -28638.864
Iteration 51: (EM) log likelihood = -28636.152
Iteration 52: (EM) log likelihood = -28633.566
Iteration 53: (EM) log likelihood = -28630.294
Iteration 54: (EM) log likelihood = -28627.09
Iteration 55: (EM) log likelihood = -28625.001
Iteration 56: (EM) log likelihood = -28623.211
Iteration 57: (EM) log likelihood = -28621.185
Iteration 58: (EM) log likelihood = -28618.05
Iteration 59: (EM) log likelihood = -28614.644
Iteration 60: (EM) log likelihood = -28612.352
Iteration 61: (EM) log likelihood = -28610.697
Iteration 62: (EM) log likelihood = -28609.473
Iteration 63: (EM) log likelihood = -28608.126
Iteration 64: (EM) log likelihood = -28605.573
Iteration 65: (EM) log likelihood = -28604.479
Iteration 66: (EM) log likelihood = -28603.324
Iteration 67: (EM) log likelihood = -28601.25
Iteration 68: (EM) log likelihood = -28599.246
Iteration 69: (EM) log likelihood = -28598.045
Iteration 70: (EM) log likelihood = -28596.629
Iteration 71: (EM) log likelihood = -28594.034
Iteration 72: (EM) log likelihood = -28592.405
Iteration 73: (EM) log likelihood = -28590.019
Iteration 74: (EM) log likelihood = -28588.054
Iteration 75: (EM) log likelihood = -28586.179
Iteration 76: (EM) log likelihood = -28584.291
Iteration 77: (EM) log likelihood = -28582.04
Iteration 78: (EM) log likelihood = -28579.383
Iteration 79: (EM) log likelihood = -28575.755
Iteration 80: (EM) log likelihood = -28572.904
Iteration 81: (EM) log likelihood = -28569.202
Iteration 82: (EM) log likelihood = -28565.779
Iteration 83: (EM) log likelihood = -28562.329
Iteration 84: (EM) log likelihood = -28558.707
Iteration 85: (EM) log likelihood = -28554.142
Iteration 86: (EM) log likelihood = -28548.665
Iteration 87: (EM) log likelihood = -28543.643
Iteration 88: (EM) log likelihood = -28539.413
Iteration 89: (EM) log likelihood = -28530.521
Iteration 90: (EM) log likelihood = -28525.54
Iteration 91: (EM) log likelihood = -28521.208
Iteration 92: (EM) log likelihood = -28517.134
Iteration 93: (EM) log likelihood = -28513.262
Iteration 94: (EM) log likelihood = -28509.844
Iteration 95: (EM) log likelihood = -28505.702
Iteration 96: (EM) log likelihood = -28501.343
Iteration 97: (EM) log likelihood = -28498.656
Iteration 98: (EM) log likelihood = -28494.895
Iteration 99: (EM) log likelihood = -28491.915
Iteration 100: (EM) log likelihood = -28488.777
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8721.591
Iteration 1: (class) log likelihood = -8721.591
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30811.447
Iteration 1: (outcome) log likelihood = -29202.622
Iteration 2: (outcome) log likelihood = -28839.503
Iteration 3: (outcome) log likelihood = -28769.979
Iteration 4: (outcome) log likelihood = -28756.57
Iteration 5: (outcome) log likelihood = -28753.332
Iteration 6: (outcome) log likelihood = -28752.676
Iteration 7: (outcome) log likelihood = -28752.534
Iteration 8: (outcome) log likelihood = -28752.502
Iteration 9: (outcome) log likelihood = -28752.494
Iteration 10: (outcome) log likelihood = -28752.493 (not concave)
Iteration 11: (outcome) log likelihood = -28752.493 (not concave)
Iteration 12: (outcome) log likelihood = -28752.493 (not concave)
Iteration 13: (outcome) log likelihood = -28752.493 (not concave)
Iteration 14: (outcome) log likelihood = -28752.493 (not concave)
Iteration 15: (outcome) log likelihood = -28752.493 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37405.23
Iteration 1: (EM) log likelihood = -37169.305
Iteration 2: (EM) log likelihood = -36520.308
Iteration 3: (EM) log likelihood = -35325.651
Iteration 4: (EM) log likelihood = -34066.973
Iteration 5: (EM) log likelihood = -33123.134
Iteration 6: (EM) log likelihood = -32457.517
Iteration 7: (EM) log likelihood = -31956.602
Iteration 8: (EM) log likelihood = -31559.915
Iteration 9: (EM) log likelihood = -31246.381
Iteration 10: (EM) log likelihood = -30992.81
Iteration 11: (EM) log likelihood = -30780.627
Iteration 12: (EM) log likelihood = -30586.378
Iteration 13: (EM) log likelihood = -30425.417
Iteration 14: (EM) log likelihood = -30279.609
Iteration 15: (EM) log likelihood = -30144.436
Iteration 16: (EM) log likelihood = -30022.647
Iteration 17: (EM) log likelihood = -29911.606
Iteration 18: (EM) log likelihood = -29816.76
Iteration 19: (EM) log likelihood = -29731.846
Iteration 20: (EM) log likelihood = -29653.1
Iteration 21: (EM) log likelihood = -29574.963
Iteration 22: (EM) log likelihood = -29502.805
Iteration 23: (EM) log likelihood = -29431.907
Iteration 24: (EM) log likelihood = -29359.403
Iteration 25: (EM) log likelihood = -29288.853
Iteration 26: (EM) log likelihood = -29222.985
Iteration 27: (EM) log likelihood = -29164.24
Iteration 28: (EM) log likelihood = -29109.5
Iteration 29: (EM) log likelihood = -29055.636
Iteration 30: (EM) log likelihood = -29011.949
Iteration 31: (EM) log likelihood = -28967.257
Iteration 32: (EM) log likelihood = -28933.563
Iteration 33: (EM) log likelihood = -28900.502
Iteration 34: (EM) log likelihood = -28871.921
Iteration 35: (EM) log likelihood = -28844.968
Iteration 36: (EM) log likelihood = -28818.93
Iteration 37: (EM) log likelihood = -28794.836
Iteration 38: (EM) log likelihood = -28771.349
Iteration 39: (EM) log likelihood = -28748.523
Iteration 40: (EM) log likelihood = -28726.9
Iteration 41: (EM) log likelihood = -28705.579
Iteration 42: (EM) log likelihood = -28686.095
Iteration 43: (EM) log likelihood = -28666.31
Iteration 44: (EM) log likelihood = -28644.545
Iteration 45: (EM) log likelihood = -28627.26
Iteration 46: (EM) log likelihood = -28615.143
Iteration 47: (EM) log likelihood = -28605.704
Iteration 48: (EM) log likelihood = -28594.992
Iteration 49: (EM) log likelihood = -28581.065
Iteration 50: (EM) log likelihood = -28571.526
Iteration 51: (EM) log likelihood = -28562.816
Iteration 52: (EM) log likelihood = -28556.552
Iteration 53: (EM) log likelihood = -28550.569
Iteration 54: (EM) log likelihood = -28541.88
Iteration 55: (EM) log likelihood = -28535.213
Iteration 56: (EM) log likelihood = -28528.835
Iteration 57: (EM) log likelihood = -28522.211
Iteration 58: (EM) log likelihood = -28515.633
Iteration 59: (EM) log likelihood = -28508.549
Iteration 60: (EM) log likelihood = -28501.601
Iteration 61: (EM) log likelihood = -28493.538
Iteration 62: (EM) log likelihood = -28485.089
Iteration 63: (EM) log likelihood = -28475.797
Iteration 64: (EM) log likelihood = -28466.843
Iteration 65: (EM) log likelihood = -28457.441
Iteration 66: (EM) log likelihood = -28449.889
Iteration 67: (EM) log likelihood = -28440.363
Iteration 68: (EM) log likelihood = -28432.993
Iteration 69: (EM) log likelihood = -28428.125
Iteration 70: (EM) log likelihood = -28423.337
Iteration 71: (EM) log likelihood = -28416.687
Iteration 72: (EM) log likelihood = -28410.907
Iteration 73: (EM) log likelihood = -28404.648
Iteration 74: (EM) log likelihood = -28401.151
Iteration 75: (EM) log likelihood = -28396.616
Iteration 76: (EM) log likelihood = -28389.556
Iteration 77: (EM) log likelihood = -28384.571
Iteration 78: (EM) log likelihood = -28380.961
Iteration 79: (EM) log likelihood = -28375.747
Iteration 80: (EM) log likelihood = -28371.885
Iteration 81: (EM) log likelihood = -28369.744
Iteration 82: (EM) log likelihood = -28365.57
Iteration 83: (EM) log likelihood = -28360.899
Iteration 84: (EM) log likelihood = -28356.065
Iteration 85: (EM) log likelihood = -28351.897
Iteration 86: (EM) log likelihood = -28346.261
Iteration 87: (EM) log likelihood = -28342.937
Iteration 88: (EM) log likelihood = -28340.4
Iteration 89: (EM) log likelihood = -28337.56
Iteration 90: (EM) log likelihood = -28332.959
Iteration 91: (EM) log likelihood = -28329.579
Iteration 92: (EM) log likelihood = -28326.081
Iteration 93: (EM) log likelihood = -28323.839
Iteration 94: (EM) log likelihood = -28320.08
Iteration 95: (EM) log likelihood = -28317.814
Iteration 96: (EM) log likelihood = -28316.157
Iteration 97: (EM) log likelihood = -28313.545
Iteration 98: (EM) log likelihood = -28310.417
Iteration 99: (EM) log likelihood = -28305.244
Iteration 100: (EM) log likelihood = -28301.625
Note: EM algorithm reached maximum iterations.
Computing starting values using randomid:
Fitting class model:
Iteration 0: (class) log likelihood = -8720.9889
Iteration 1: (class) log likelihood = -8720.9889
Fitting outcome model:
Iteration 0: (outcome) log likelihood = -30562.346
Iteration 1: (outcome) log likelihood = -29115.573
Iteration 2: (outcome) log likelihood = -28832.99
Iteration 3: (outcome) log likelihood = -28780.395
Iteration 4: (outcome) log likelihood = -28770.046
Iteration 5: (outcome) log likelihood = -28767.5
Iteration 6: (outcome) log likelihood = -28766.988
Iteration 7: (outcome) log likelihood = -28766.877
Iteration 8: (outcome) log likelihood = -28766.852
Iteration 9: (outcome) log likelihood = -28766.846
Iteration 10: (outcome) log likelihood = -28766.844 (not concave)
Iteration 11: (outcome) log likelihood = -28766.844 (not concave)
Iteration 12: (outcome) log likelihood = -28766.844 (not concave)
Iteration 13: (outcome) log likelihood = -28766.844 (not concave)
Iteration 14: (outcome) log likelihood = -28766.844 (not concave)
Iteration 15: (outcome) log likelihood = -28766.844 (not concave)
Refining starting values:
Iteration 0: (EM) log likelihood = -37432.806
Iteration 1: (EM) log likelihood = -37256.906
Iteration 2: (EM) log likelihood = -36782.525
Iteration 3: (EM) log likelihood = -35859.836
Iteration 4: (EM) log likelihood = -34770.082
Iteration 5: (EM) log likelihood = -33833.496
Iteration 6: (EM) log likelihood = -33033.91
Iteration 7: (EM) log likelihood = -32387.173
Iteration 8: (EM) log likelihood = -31931.271
Iteration 9: (EM) log likelihood = -31616.587
Iteration 10: (EM) log likelihood = -31367.591
Iteration 11: (EM) log likelihood = -31154.038
Iteration 12: (EM) log likelihood = -30965.626
Iteration 13: (EM) log likelihood = -30792.326
Iteration 14: (EM) log likelihood = -30632.701
Iteration 15: (EM) log likelihood = -30484.343
Iteration 16: (EM) log likelihood = -30356.747
Iteration 17: (EM) log likelihood = -30238.484
Iteration 18: (EM) log likelihood = -30140.273
Iteration 19: (EM) log likelihood = -30048.61
Iteration 20: (EM) log likelihood = -29972.464
Iteration 21: (EM) log likelihood = -29906.082
Iteration 22: (EM) log likelihood = -29846.856
Iteration 23: (EM) log likelihood = -29784.595
Iteration 24: (EM) log likelihood = -29729.879
Iteration 25: (EM) log likelihood = -29674.06
Iteration 26: (EM) log likelihood = -29609.811
Iteration 27: (EM) log likelihood = -29562.654
Iteration 28: (EM) log likelihood = -29518.497
Iteration 29: (EM) log likelihood = -29478.357
Iteration 30: (EM) log likelihood = -29442.426
Iteration 31: (EM) log likelihood = -29409.963
Iteration 32: (EM) log likelihood = -29379.443
Iteration 33: (EM) log likelihood = -29352.4
Iteration 34: (EM) log likelihood = -29326.716
Iteration 35: (EM) log likelihood = -29298.776
Iteration 36: (EM) log likelihood = -29276.915
Iteration 37: (EM) log likelihood = -29253.28
Iteration 38: (EM) log likelihood = -29232.649
Iteration 39: (EM) log likelihood = -29211.934
Iteration 40: (EM) log likelihood = -29193.194
Iteration 41: (EM) log likelihood = -29175.458
Iteration 42: (EM) log likelihood = -29158.437
Iteration 43: (EM) log likelihood = -29143.207
Iteration 44: (EM) log likelihood = -29129.865
Iteration 45: (EM) log likelihood = -29115.39
Iteration 46: (EM) log likelihood = -29104.595
Iteration 47: (EM) log likelihood = -29093.527
Iteration 48: (EM) log likelihood = -29083.521
Iteration 49: (EM) log likelihood = -29074.465
Iteration 50: (EM) log likelihood = -29066.665
--Break--
r(1);
.
. *likelihood-ratio statistic is also known as the G2 statistic.
. *p > chi2: We fail to reject the null hypothesis that our model fits
. *as well as the saturated model.
.
. unexpected end of do-file